Round 2 | ****EPOCH 0****
Step 00000050 L_out=1.665 Acc=0.05 ---24669.97 ms/batch
Step 00000100 L_out=1.770 Acc=0.21 ---47350.34 ms/batch
Step 00000150 L_out=0.870 Acc=0.56 ---70096.92 ms/batch
Step 00000200 L_out=0.291 Acc=0.56 ---92795.77 ms/batch
Step 00000250 L_out=1.670 Acc=0.25 ---115570.01 ms/batch
Step 00000300 L_out=0.277 Acc=0.30 ---138289.55 ms/batch
Step 00000350 L_out=0.643 Acc=0.66 ---161221.80 ms/batch
Step 00000400 L_out=0.236 Acc=0.33 ---183916.02 ms/batch
Step 00000450 L_out=1.327 Acc=0.51 ---206626.89 ms/batch
Step 00000500 L_out=0.570 Acc=0.44 ---229460.36 ms/batch
Step 00000550 L_out=0.936 Acc=0.50 ---252301.98 ms/batch
Step 00000600 L_out=0.520 Acc=0.51 ---275100.47 ms/batch
Step 00000650 L_out=0.597 Acc=0.44 ---297739.71 ms/batch
Round 2 | epoch=0, train costTime=305.46643590927124, | total_activation_sum=14856454
Round 2 | epoch=1, current m_iou=0.2702092771750514
Round 2 | Best m_IoU is: 0.270, OA is: 0.623 | val costTime=148.89351224899292
Round 2 | ****EPOCH 1****
Step 00000700 L_out=1.208 Acc=0.54 ---15047.96 ms/batch
Step 00000750 L_out=0.444 Acc=0.51 ---37789.12 ms/batch
Step 00000800 L_out=0.392 Acc=0.29 ---61215.10 ms/batch
Step 00000850 L_out=0.599 Acc=0.54 ---83879.31 ms/batch
Step 00000900 L_out=0.552 Acc=0.53 ---106815.34 ms/batch
Step 00000950 L_out=0.138 Acc=0.73 ---129503.15 ms/batch
Step 00001000 L_out=0.370 Acc=0.58 ---152216.54 ms/batch
Step 00001050 L_out=0.156 Acc=0.62 ---175037.31 ms/batch
Step 00001100 L_out=0.757 Acc=0.56 ---197483.41 ms/batch
Step 00001150 L_out=0.830 Acc=0.76 ---220183.28 ms/batch
Step 00001200 L_out=0.467 Acc=0.63 ---242880.10 ms/batch
Step 00001250 L_out=0.395 Acc=0.59 ---266054.30 ms/batch
Step 00001300 L_out=1.004 Acc=0.77 ---288921.78 ms/batch
Round 2 | epoch=1, train costTime=304.47116136550903, | total_activation_sum=14022812
Round 2 | epoch=2, current m_iou=0.401552844301488
Round 2 | Best m_IoU is: 0.402, OA is: 0.719 | val costTime=153.2587821483612
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.130 Acc=0.65 --- 7338.92 ms/batch
Step 00001400 L_out=0.254 Acc=0.58 ---30258.87 ms/batch
Step 00001450 L_out=0.549 Acc=0.62 ---52922.93 ms/batch
Step 00001500 L_out=0.584 Acc=0.57 ---75768.24 ms/batch
Step 00001550 L_out=0.834 Acc=0.66 ---98223.69 ms/batch
Step 00001600 L_out=1.007 Acc=0.49 ---120810.01 ms/batch
Step 00001650 L_out=0.664 Acc=0.80 ---143925.54 ms/batch
Step 00001700 L_out=0.484 Acc=0.49 ---166742.90 ms/batch
Step 00001750 L_out=0.411 Acc=0.79 ---189603.22 ms/batch
Step 00001800 L_out=0.328 Acc=0.73 ---212544.97 ms/batch
Step 00001850 L_out=0.755 Acc=0.83 ---235068.42 ms/batch
Step 00001900 L_out=0.559 Acc=0.65 ---257664.99 ms/batch
Step 00001950 L_out=0.691 Acc=0.65 ---280355.12 ms/batch
Step 00002000 L_out=0.264 Acc=0.73 ---303324.39 ms/batch
Round 2 | epoch=2, train costTime=303.7632553577423, | total_activation_sum=14030170
Round 2 | epoch=3, current m_iou=0.4665052870368473
Round 2 | Best m_IoU is: 0.467, OA is: 0.795 | val costTime=147.24683356285095
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.289 Acc=0.67 ---22350.51 ms/batch
Step 00002100 L_out=0.487 Acc=0.57 ---45281.92 ms/batch
Step 00002150 L_out=0.283 Acc=0.74 ---68224.04 ms/batch
Step 00002200 L_out=0.206 Acc=0.66 ---91170.60 ms/batch
Step 00002250 L_out=0.576 Acc=0.65 ---113892.37 ms/batch
Step 00002300 L_out=0.508 Acc=0.59 ---136666.96 ms/batch
Step 00002350 L_out=0.335 Acc=0.73 ---159473.44 ms/batch
Step 00002400 L_out=0.871 Acc=0.64 ---182369.84 ms/batch
Step 00002450 L_out=1.007 Acc=0.57 ---205400.56 ms/batch
Step 00002500 L_out=1.191 Acc=0.67 ---228148.41 ms/batch
Step 00002550 L_out=0.680 Acc=0.78 ---251274.13 ms/batch
Step 00002600 L_out=0.611 Acc=0.72 ---274373.55 ms/batch
Step 00002650 L_out=0.252 Acc=0.74 ---297538.28 ms/batch
Round 2 | epoch=3, train costTime=305.9772307872772, | total_activation_sum=13892045
Round 2 | epoch=4, current m_iou=0.494924440726239
Round 2 | Best m_IoU is: 0.495, OA is: 0.789 | val costTime=171.54175400733948
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.468 Acc=0.71 ---14693.14 ms/batch
Step 00002750 L_out=0.480 Acc=0.82 ---37626.15 ms/batch
Step 00002800 L_out=0.396 Acc=0.57 ---60642.93 ms/batch
Step 00002850 L_out=0.602 Acc=0.86 ---83789.01 ms/batch
Step 00002900 L_out=0.613 Acc=0.63 ---106617.51 ms/batch
Step 00002950 L_out=0.213 Acc=0.72 ---129576.25 ms/batch
Step 00003000 L_out=0.085 Acc=0.89 ---152541.03 ms/batch
Step 00003050 L_out=0.424 Acc=0.80 ---175362.12 ms/batch
Step 00003100 L_out=0.422 Acc=0.51 ---198367.88 ms/batch
Step 00003150 L_out=0.278 Acc=0.60 ---221269.72 ms/batch
Step 00003200 L_out=0.629 Acc=0.44 ---244250.42 ms/batch
Step 00003250 L_out=0.475 Acc=0.83 ---267520.72 ms/batch
Step 00003300 L_out=0.184 Acc=0.59 ---290310.93 ms/batch
Round 2 | epoch=4, train costTime=306.3731904029846, | total_activation_sum=13831662
Round 2 | epoch=5, current m_iou=0.5003333345033096
Round 2 | Best m_IoU is: 0.500, OA is: 0.804 | val costTime=168.97038054466248
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.322 Acc=0.83 --- 6727.32 ms/batch
Step 00003400 L_out=0.215 Acc=0.78 ---29300.82 ms/batch
Step 00003450 L_out=0.381 Acc=0.78 ---51970.26 ms/batch
Step 00003500 L_out=0.808 Acc=0.71 ---74669.31 ms/batch
Step 00003550 L_out=0.300 Acc=0.67 ---97633.42 ms/batch
Step 00003600 L_out=0.303 Acc=0.64 ---120335.39 ms/batch
Step 00003650 L_out=0.327 Acc=0.90 ---142932.32 ms/batch
Step 00003700 L_out=0.616 Acc=0.50 ---165864.24 ms/batch
Step 00003750 L_out=0.264 Acc=0.72 ---188441.91 ms/batch
Step 00003800 L_out=0.229 Acc=0.64 ---211087.81 ms/batch
Step 00003850 L_out=0.506 Acc=0.70 ---233899.06 ms/batch
Step 00003900 L_out=0.380 Acc=0.69 ---256670.54 ms/batch
Step 00003950 L_out=0.561 Acc=0.79 ---279533.25 ms/batch
Step 00004000 L_out=0.220 Acc=0.87 ---302257.74 ms/batch
Round 2 | epoch=5, train costTime=303.1749629974365, | total_activation_sum=13952989
Round 2 | epoch=6, current m_iou=0.4988036745878776
Round 2 | Best m_IoU is: 0.500, OA is: 0.804 | val costTime=129.68889355659485
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.566 Acc=0.83 ---21582.40 ms/batch
Step 00004100 L_out=0.631 Acc=0.75 ---44123.40 ms/batch
Step 00004150 L_out=0.271 Acc=0.80 ---66705.78 ms/batch
Step 00004200 L_out=0.383 Acc=0.65 ---89411.71 ms/batch
Step 00004250 L_out=0.549 Acc=0.71 ---112127.33 ms/batch
Step 00004300 L_out=0.294 Acc=0.79 ---134726.16 ms/batch
Step 00004350 L_out=0.255 Acc=0.72 ---157404.52 ms/batch
Step 00004400 L_out=0.268 Acc=0.83 ---180016.63 ms/batch
Step 00004450 L_out=0.043 Acc=0.68 ---202501.19 ms/batch
Step 00004500 L_out=0.164 Acc=0.75 ---225479.30 ms/batch
Step 00004550 L_out=0.286 Acc=0.71 ---248098.24 ms/batch
Step 00004600 L_out=0.388 Acc=0.88 ---270770.28 ms/batch
Step 00004650 L_out=0.220 Acc=0.81 ---293448.70 ms/batch
Round 2 | epoch=6, train costTime=301.94438791275024, | total_activation_sum=13892887
Round 2 | epoch=7, current m_iou=0.5261373673184114
Round 2 | Best m_IoU is: 0.526, OA is: 0.825 | val costTime=127.71244239807129
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.177 Acc=0.73 ---14205.45 ms/batch
Step 00004750 L_out=0.266 Acc=0.70 ---36892.53 ms/batch
Step 00004800 L_out=0.180 Acc=0.85 ---59706.63 ms/batch
Step 00004850 L_out=0.263 Acc=0.76 ---82381.56 ms/batch
Step 00004900 L_out=0.343 Acc=0.86 ---105035.56 ms/batch
Step 00004950 L_out=0.103 Acc=0.85 ---127724.90 ms/batch
Step 00005000 L_out=0.303 Acc=0.89 ---150433.41 ms/batch
Step 00005050 L_out=0.254 Acc=0.86 ---173169.33 ms/batch
Step 00005100 L_out=0.306 Acc=0.80 ---196031.14 ms/batch
Step 00005150 L_out=0.121 Acc=0.79 ---218728.31 ms/batch
Step 00005200 L_out=0.294 Acc=0.84 ---241496.19 ms/batch
Step 00005250 L_out=0.456 Acc=0.78 ---264170.76 ms/batch
Step 00005300 L_out=0.416 Acc=0.85 ---286962.25 ms/batch
Round 2 | epoch=7, train costTime=303.31985688209534, | total_activation_sum=14087721
Round 2 | epoch=8, current m_iou=0.5698503392500665
Round 2 | Best m_IoU is: 0.570, OA is: 0.852 | val costTime=132.67917847633362
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.391 Acc=0.78 --- 6382.07 ms/batch
Step 00005400 L_out=0.583 Acc=0.76 ---29164.97 ms/batch
Step 00005450 L_out=0.090 Acc=0.74 ---51683.69 ms/batch
Step 00005500 L_out=0.397 Acc=0.76 ---74010.09 ms/batch
Step 00005550 L_out=0.117 Acc=0.84 ---96652.66 ms/batch
Step 00005600 L_out=0.347 Acc=0.77 ---119309.76 ms/batch
Step 00005650 L_out=0.113 Acc=0.85 ---141563.13 ms/batch
Step 00005700 L_out=0.202 Acc=0.64 ---164124.36 ms/batch
Step 00005750 L_out=0.447 Acc=0.70 ---186543.55 ms/batch
Step 00005800 L_out=0.202 Acc=0.81 ---208913.52 ms/batch
Step 00005850 L_out=0.197 Acc=0.92 ---231527.43 ms/batch
Step 00005900 L_out=0.249 Acc=0.73 ---253885.71 ms/batch
Step 00005950 L_out=0.208 Acc=0.79 ---276290.55 ms/batch
Step 00006000 L_out=0.295 Acc=0.75 ---298986.12 ms/batch
Round 2 | epoch=8, train costTime=300.26831579208374, | total_activation_sum=13847334
Round 2 | epoch=9, current m_iou=0.557658732858219
Round 2 | Best m_IoU is: 0.570, OA is: 0.852 | val costTime=128.83498978614807
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.428 Acc=0.79 ---21219.37 ms/batch
Step 00006100 L_out=0.223 Acc=0.74 ---43897.36 ms/batch
Step 00006150 L_out=0.296 Acc=0.73 ---66448.09 ms/batch
Step 00006200 L_out=0.304 Acc=0.79 ---88987.06 ms/batch
Step 00006250 L_out=0.224 Acc=0.89 ---111671.34 ms/batch
Step 00006300 L_out=0.157 Acc=0.78 ---134316.99 ms/batch
Step 00006350 L_out=0.317 Acc=0.77 ---156874.44 ms/batch
Step 00006400 L_out=0.218 Acc=0.82 ---179701.16 ms/batch
Step 00006450 L_out=0.053 Acc=0.80 ---202144.30 ms/batch
Step 00006500 L_out=0.375 Acc=0.87 ---224775.26 ms/batch
Step 00006550 L_out=0.346 Acc=0.76 ---247135.69 ms/batch
Step 00006600 L_out=0.466 Acc=0.79 ---271396.84 ms/batch
Step 00006650 L_out=0.611 Acc=0.74 ---293956.66 ms/batch
Round 2 | epoch=9, train costTime=302.9395377635956, | total_activation_sum=14033630
Round 2 | epoch=10, current m_iou=0.5664181228857602
Round 2 | Best m_IoU is: 0.570, OA is: 0.852 | val costTime=131.1489896774292
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.271 Acc=0.83 ---13556.38 ms/batch
Step 00006750 L_out=0.263 Acc=0.85 ---36172.39 ms/batch
Step 00006800 L_out=0.210 Acc=0.84 ---58480.51 ms/batch
Step 00006850 L_out=0.298 Acc=0.81 ---80871.03 ms/batch
Step 00006900 L_out=0.678 Acc=0.71 ---103380.78 ms/batch
Step 00006950 L_out=0.469 Acc=0.84 ---125755.56 ms/batch
Step 00007000 L_out=0.301 Acc=0.83 ---148391.25 ms/batch
Step 00007050 L_out=0.194 Acc=0.88 ---170848.79 ms/batch
Step 00007100 L_out=0.395 Acc=0.81 ---193249.29 ms/batch
Step 00007150 L_out=0.291 Acc=0.79 ---215854.68 ms/batch
Step 00007200 L_out=0.632 Acc=0.82 ---238235.86 ms/batch
Step 00007250 L_out=0.349 Acc=0.76 ---260492.81 ms/batch
Step 00007300 L_out=0.221 Acc=0.93 ---283184.24 ms/batch
Round 2 | epoch=10, train costTime=299.7602438926697, | total_activation_sum=14073788
Round 2 | epoch=11, current m_iou=0.576080005870615
Round 2 | Best m_IoU is: 0.576, OA is: 0.868 | val costTime=133.98453307151794
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.238 Acc=0.85 --- 5776.96 ms/batch
Step 00007400 L_out=0.260 Acc=0.76 ---28272.39 ms/batch
Step 00007450 L_out=0.239 Acc=0.83 ---50673.63 ms/batch
Step 00007500 L_out=0.260 Acc=0.81 ---73100.31 ms/batch
Step 00007550 L_out=0.182 Acc=0.80 ---95746.12 ms/batch
Step 00007600 L_out=0.098 Acc=0.78 ---117974.31 ms/batch
Step 00007650 L_out=0.236 Acc=0.79 ---140662.13 ms/batch
Step 00007700 L_out=0.278 Acc=0.79 ---163489.99 ms/batch
Step 00007750 L_out=0.194 Acc=0.79 ---186001.62 ms/batch
Step 00007800 L_out=0.602 Acc=0.62 ---208468.03 ms/batch
Step 00007850 L_out=0.242 Acc=0.79 ---231185.71 ms/batch
Step 00007900 L_out=0.083 Acc=0.79 ---253646.54 ms/batch
Step 00007950 L_out=0.122 Acc=0.86 ---277109.46 ms/batch
Step 00008000 L_out=0.372 Acc=0.75 ---300017.51 ms/batch
Round 2 | epoch=11, train costTime=301.8447906970978, | total_activation_sum=13976390
Round 2 | epoch=12, current m_iou=0.5884477183932432
Round 2 | Best m_IoU is: 0.588, OA is: 0.874 | val costTime=153.36984634399414
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.534 Acc=0.77 ---20832.35 ms/batch
Step 00008100 L_out=0.093 Acc=0.86 ---43219.58 ms/batch
Step 00008150 L_out=0.154 Acc=0.85 ---65900.83 ms/batch
Step 00008200 L_out=0.072 Acc=0.77 ---88434.54 ms/batch
Step 00008250 L_out=0.314 Acc=0.91 ---110712.51 ms/batch
Step 00008300 L_out=0.371 Acc=0.76 ---133252.25 ms/batch
Step 00008350 L_out=0.294 Acc=0.83 ---155724.27 ms/batch
Step 00008400 L_out=0.295 Acc=0.83 ---178239.49 ms/batch
Step 00008450 L_out=0.360 Acc=0.81 ---200654.29 ms/batch
Step 00008500 L_out=0.288 Acc=0.71 ---223300.95 ms/batch
Step 00008550 L_out=0.096 Acc=0.89 ---245698.86 ms/batch
Step 00008600 L_out=0.174 Acc=0.89 ---268048.09 ms/batch
Step 00008650 L_out=0.088 Acc=0.81 ---290572.10 ms/batch
Round 2 | epoch=12, train costTime=299.960067987442, | total_activation_sum=13905398
Round 2 | epoch=13, current m_iou=0.577386286679039
Round 2 | Best m_IoU is: 0.588, OA is: 0.874 | val costTime=162.52980303764343
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.155 Acc=0.83 ---13066.69 ms/batch
Step 00008750 L_out=0.316 Acc=0.78 ---35510.57 ms/batch
Step 00008800 L_out=0.260 Acc=0.92 ---58162.21 ms/batch
Step 00008850 L_out=0.092 Acc=0.93 ---80557.91 ms/batch
Step 00008900 L_out=0.275 Acc=0.86 ---103012.04 ms/batch
Step 00008950 L_out=0.328 Acc=0.78 ---125723.10 ms/batch
Step 00009000 L_out=0.293 Acc=0.92 ---148259.86 ms/batch
Step 00009050 L_out=0.174 Acc=0.89 ---170664.41 ms/batch
Step 00009100 L_out=0.064 Acc=0.92 ---193446.11 ms/batch
Step 00009150 L_out=0.145 Acc=0.86 ---215928.69 ms/batch
Step 00009200 L_out=0.192 Acc=0.74 ---238359.71 ms/batch
Step 00009250 L_out=0.192 Acc=0.91 ---261161.39 ms/batch
Step 00009300 L_out=0.579 Acc=0.65 ---283559.53 ms/batch
Round 2 | epoch=13, train costTime=300.7096965312958, | total_activation_sum=14144962
Round 2 | epoch=14, current m_iou=0.589205615438245
Round 2 | Best m_IoU is: 0.589, OA is: 0.873 | val costTime=186.65898895263672
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.218 Acc=0.82 --- 5411.26 ms/batch
Step 00009400 L_out=0.091 Acc=0.93 ---27995.06 ms/batch
Step 00009450 L_out=0.377 Acc=0.80 ---50343.36 ms/batch
Step 00009500 L_out=0.495 Acc=0.82 ---73122.66 ms/batch
Step 00009550 L_out=0.230 Acc=0.86 ---95455.25 ms/batch
Step 00009600 L_out=0.193 Acc=0.77 ---117947.11 ms/batch
Step 00009650 L_out=0.134 Acc=0.84 ---140613.57 ms/batch
Step 00009700 L_out=0.133 Acc=0.83 ---163128.41 ms/batch
Step 00009750 L_out=0.377 Acc=0.87 ---185553.93 ms/batch
Step 00009800 L_out=0.130 Acc=0.86 ---208077.69 ms/batch
Step 00009850 L_out=0.564 Acc=0.82 ---230521.06 ms/batch
Step 00009900 L_out=0.417 Acc=0.78 ---253073.57 ms/batch
Step 00009950 L_out=0.152 Acc=0.91 ---275485.37 ms/batch
Step 00010000 L_out=0.167 Acc=0.89 ---297915.55 ms/batch
Round 2 | epoch=14, train costTime=300.19484400749207, | total_activation_sum=13923491
Round 2 | epoch=15, current m_iou=0.6010664245642221
Round 2 | Best m_IoU is: 0.601, OA is: 0.883 | val costTime=162.3070523738861
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.132 Acc=0.86 ---20186.76 ms/batch
Step 00010100 L_out=0.192 Acc=0.90 ---42722.91 ms/batch
Step 00010150 L_out=0.244 Acc=0.73 ---65290.02 ms/batch
Step 00010200 L_out=0.247 Acc=0.92 ---87753.99 ms/batch
Step 00010250 L_out=0.060 Acc=0.89 ---110243.70 ms/batch
Step 00010300 L_out=0.142 Acc=0.90 ---132791.54 ms/batch
Step 00010350 L_out=0.546 Acc=0.95 ---155389.15 ms/batch
Step 00010400 L_out=0.156 Acc=0.84 ---177957.11 ms/batch
Step 00010450 L_out=0.793 Acc=0.88 ---200221.37 ms/batch
Step 00010500 L_out=0.060 Acc=0.95 ---222756.50 ms/batch
Step 00010550 L_out=0.051 Acc=0.81 ---245225.93 ms/batch
Step 00010600 L_out=0.183 Acc=0.78 ---267723.33 ms/batch
Step 00010650 L_out=0.110 Acc=0.81 ---290296.92 ms/batch
Round 2 | epoch=15, train costTime=300.164981842041, | total_activation_sum=13947427
Round 2 | epoch=16, current m_iou=0.6099372217891547
Round 2 | Best m_IoU is: 0.610, OA is: 0.884 | val costTime=158.71155333518982
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.434 Acc=0.84 ---12721.45 ms/batch
Step 00010750 L_out=0.066 Acc=0.85 ---35068.67 ms/batch
Step 00010800 L_out=0.423 Acc=0.84 ---57454.26 ms/batch
Step 00010850 L_out=0.105 Acc=0.92 ---79933.23 ms/batch
Step 00010900 L_out=0.204 Acc=0.88 ---102535.62 ms/batch
Step 00010950 L_out=0.157 Acc=0.91 ---124890.60 ms/batch
Step 00011000 L_out=0.073 Acc=0.91 ---147344.67 ms/batch
Step 00011050 L_out=0.421 Acc=0.64 ---169881.03 ms/batch
Step 00011100 L_out=0.166 Acc=0.88 ---192460.46 ms/batch
Step 00011150 L_out=0.091 Acc=0.73 ---214814.40 ms/batch
Step 00011200 L_out=0.074 Acc=0.67 ---237381.63 ms/batch
Step 00011250 L_out=0.114 Acc=0.77 ---259961.29 ms/batch
Step 00011300 L_out=0.603 Acc=0.71 ---282570.95 ms/batch
Round 2 | epoch=16, train costTime=300.31229877471924, | total_activation_sum=13934550
Round 2 | epoch=17, current m_iou=0.6183424946782078
Round 2 | Best m_IoU is: 0.618, OA is: 0.887 | val costTime=143.52113819122314
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.091 Acc=0.92 --- 5005.55 ms/batch
Step 00011400 L_out=0.310 Acc=0.70 ---27543.90 ms/batch
Step 00011450 L_out=0.186 Acc=0.88 ---50107.33 ms/batch
Step 00011500 L_out=0.382 Acc=0.88 ---72501.55 ms/batch
Step 00011550 L_out=0.581 Acc=0.85 ---95105.56 ms/batch
Step 00011600 L_out=0.124 Acc=0.79 ---117449.36 ms/batch
Step 00011650 L_out=0.070 Acc=0.83 ---139956.61 ms/batch
Step 00011700 L_out=0.174 Acc=0.68 ---162321.31 ms/batch
Step 00011750 L_out=0.375 Acc=0.68 ---184769.84 ms/batch
Step 00011800 L_out=0.027 Acc=0.89 ---207282.65 ms/batch
Step 00011850 L_out=0.092 Acc=0.86 ---230177.94 ms/batch
Step 00011900 L_out=0.124 Acc=0.83 ---252840.27 ms/batch
Step 00011950 L_out=0.175 Acc=0.80 ---275296.63 ms/batch
Step 00012000 L_out=0.068 Acc=0.87 ---297803.93 ms/batch
Round 2 | epoch=17, train costTime=300.4743559360504, | total_activation_sum=13930351
Round 2 | epoch=18, current m_iou=0.6249156853934397
Round 2 | Best m_IoU is: 0.625, OA is: 0.892 | val costTime=145.45134472846985
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.092 Acc=0.86 ---19966.64 ms/batch
Step 00012100 L_out=0.475 Acc=0.85 ---42533.04 ms/batch
Step 00012150 L_out=0.075 Acc=0.84 ---65148.90 ms/batch
Step 00012200 L_out=0.175 Acc=0.86 ---87685.27 ms/batch
Step 00012250 L_out=0.100 Acc=0.93 ---110024.91 ms/batch
Step 00012300 L_out=0.125 Acc=0.89 ---132507.99 ms/batch
Step 00012350 L_out=0.349 Acc=0.93 ---155162.87 ms/batch
Step 00012400 L_out=0.175 Acc=0.86 ---177691.54 ms/batch
Step 00012450 L_out=0.301 Acc=0.94 ---200261.65 ms/batch
Step 00012500 L_out=0.096 Acc=0.87 ---222841.33 ms/batch
Step 00012550 L_out=0.264 Acc=0.76 ---245207.23 ms/batch
Step 00012600 L_out=0.066 Acc=0.94 ---267907.53 ms/batch
Step 00012650 L_out=0.243 Acc=0.79 ---290478.47 ms/batch
Round 2 | epoch=18, train costTime=300.72744846343994, | total_activation_sum=14040022
Round 2 | epoch=19, current m_iou=0.6329548926215143
Round 2 | Best m_IoU is: 0.633, OA is: 0.898 | val costTime=144.90731406211853
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.174 Acc=0.91 ---12195.44 ms/batch
Step 00012750 L_out=0.192 Acc=0.88 ---34711.32 ms/batch
Step 00012800 L_out=0.314 Acc=0.88 ---57173.94 ms/batch
Step 00012850 L_out=0.278 Acc=0.82 ---79764.69 ms/batch
Step 00012900 L_out=0.083 Acc=0.87 ---102179.58 ms/batch
Step 00012950 L_out=0.159 Acc=0.92 ---124663.93 ms/batch
Step 00013000 L_out=0.162 Acc=0.76 ---147692.86 ms/batch
Step 00013050 L_out=0.263 Acc=0.81 ---170225.64 ms/batch
Step 00013100 L_out=0.196 Acc=0.85 ---192695.71 ms/batch
Step 00013150 L_out=0.334 Acc=0.90 ---215443.99 ms/batch
Step 00013200 L_out=0.196 Acc=0.91 ---238074.53 ms/batch
Step 00013250 L_out=0.200 Acc=0.92 ---260556.02 ms/batch
Step 00013300 L_out=0.165 Acc=0.85 ---283158.67 ms/batch
Round 2 | epoch=19, train costTime=301.20669412612915, | total_activation_sum=13964168
Round 2 | epoch=20, current m_iou=0.6290296816723757
Round 2 | Best m_IoU is: 0.633, OA is: 0.898 | val costTime=152.208838224411
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.097 Acc=0.87 --- 4535.65 ms/batch
Step 00013400 L_out=0.239 Acc=0.82 ---26842.46 ms/batch
Step 00013450 L_out=0.131 Acc=0.78 ---49419.20 ms/batch
Step 00013500 L_out=0.375 Acc=0.80 ---71785.36 ms/batch
Step 00013550 L_out=0.378 Acc=0.72 ---94286.44 ms/batch
Step 00013600 L_out=0.105 Acc=0.89 ---116790.43 ms/batch
Step 00013650 L_out=0.110 Acc=0.81 ---139175.75 ms/batch
Step 00013700 L_out=0.122 Acc=0.91 ---161529.54 ms/batch
Step 00013750 L_out=0.135 Acc=0.87 ---183852.92 ms/batch
Step 00013800 L_out=0.105 Acc=0.92 ---206346.74 ms/batch
Step 00013850 L_out=0.433 Acc=0.89 ---228985.78 ms/batch
Step 00013900 L_out=0.160 Acc=0.93 ---251417.27 ms/batch
Step 00013950 L_out=0.146 Acc=0.87 ---273879.93 ms/batch
Step 00014000 L_out=0.105 Acc=0.96 ---296316.35 ms/batch
Round 2 | epoch=20, train costTime=299.59527230262756, | total_activation_sum=13901420
Round 2 | epoch=21, current m_iou=0.6292713721657653
Round 2 | Best m_IoU is: 0.633, OA is: 0.898 | val costTime=204.96690130233765
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.173 Acc=0.92 ---19484.33 ms/batch
Step 00014100 L_out=0.060 Acc=0.83 ---41960.51 ms/batch
Step 00014150 L_out=0.250 Acc=0.90 ---64369.98 ms/batch
Step 00014200 L_out=0.488 Acc=0.75 ---86731.99 ms/batch
Step 00014250 L_out=0.142 Acc=0.84 ---109301.60 ms/batch
Step 00014300 L_out=0.292 Acc=0.71 ---131771.82 ms/batch
Step 00014350 L_out=0.164 Acc=0.91 ---154401.56 ms/batch
Step 00014400 L_out=0.432 Acc=0.81 ---176923.45 ms/batch
Step 00014450 L_out=0.278 Acc=0.87 ---199361.25 ms/batch
Step 00014500 L_out=0.103 Acc=0.84 ---222116.75 ms/batch
Step 00014550 L_out=0.117 Acc=0.88 ---244383.55 ms/batch
Step 00014600 L_out=0.106 Acc=0.88 ---266891.18 ms/batch
Step 00014650 L_out=0.113 Acc=0.86 ---289468.90 ms/batch
Round 2 | epoch=21, train costTime=300.49548983573914, | total_activation_sum=14057381
Round 2 | epoch=22, current m_iou=0.6339138275811467
Round 2 | Best m_IoU is: 0.634, OA is: 0.900 | val costTime=193.05676341056824
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.221 Acc=0.84 ---11683.39 ms/batch
Step 00014750 L_out=0.097 Acc=0.83 ---33768.03 ms/batch
Step 00014800 L_out=0.087 Acc=0.95 ---56276.50 ms/batch
Step 00014850 L_out=0.044 Acc=0.88 ---78731.02 ms/batch
Step 00014900 L_out=0.077 Acc=0.90 ---101233.00 ms/batch
Step 00014950 L_out=0.044 Acc=0.84 ---123793.98 ms/batch
Step 00015000 L_out=0.108 Acc=0.87 ---146254.11 ms/batch
Step 00015050 L_out=0.333 Acc=0.76 ---168848.40 ms/batch
Step 00015100 L_out=0.400 Acc=0.80 ---191404.65 ms/batch
Step 00015150 L_out=0.152 Acc=0.91 ---213845.65 ms/batch
Step 00015200 L_out=0.156 Acc=0.90 ---236437.58 ms/batch
Step 00015250 L_out=0.201 Acc=0.83 ---258940.11 ms/batch
Step 00015300 L_out=0.063 Acc=0.92 ---281337.07 ms/batch
Round 2 | epoch=22, train costTime=300.0014486312866, | total_activation_sum=13872123
Round 2 | epoch=23, current m_iou=0.6351834217685917
Round 2 | Best m_IoU is: 0.635, OA is: 0.902 | val costTime=166.16917204856873
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.119 Acc=0.88 --- 4065.43 ms/batch
Step 00015400 L_out=0.081 Acc=0.93 ---26665.06 ms/batch
Step 00015450 L_out=0.173 Acc=0.83 ---49255.48 ms/batch
Step 00015500 L_out=0.111 Acc=0.89 ---71748.54 ms/batch
Step 00015550 L_out=0.141 Acc=0.83 ---94376.49 ms/batch
Step 00015600 L_out=0.115 Acc=0.89 ---116953.81 ms/batch
Step 00015650 L_out=0.185 Acc=0.91 ---139690.23 ms/batch
Step 00015700 L_out=0.230 Acc=0.88 ---162025.27 ms/batch
Step 00015750 L_out=0.158 Acc=0.83 ---184404.58 ms/batch
Step 00015800 L_out=0.101 Acc=0.85 ---206989.76 ms/batch
Step 00015850 L_out=0.099 Acc=0.86 ---229436.94 ms/batch
Step 00015900 L_out=0.077 Acc=0.95 ---252113.55 ms/batch
Step 00015950 L_out=0.302 Acc=0.83 ---274469.72 ms/batch
Step 00016000 L_out=0.144 Acc=0.89 ---296919.52 ms/batch
Round 2 | epoch=23, train costTime=300.5380132198334, | total_activation_sum=14021309
Round 2 | epoch=24, current m_iou=0.6325240100967171
Round 2 | Best m_IoU is: 0.635, OA is: 0.902 | val costTime=153.55424666404724
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.199 Acc=0.89 ---18798.80 ms/batch
Step 00016100 L_out=0.178 Acc=0.86 ---41550.12 ms/batch
Step 00016150 L_out=0.187 Acc=0.86 ---64125.03 ms/batch
Step 00016200 L_out=0.147 Acc=0.83 ---86761.34 ms/batch
Step 00016250 L_out=0.231 Acc=0.95 ---109334.20 ms/batch
Step 00016300 L_out=0.356 Acc=0.91 ---131855.83 ms/batch
Step 00016350 L_out=0.606 Acc=0.65 ---154364.48 ms/batch
Step 00016400 L_out=0.131 Acc=0.81 ---176993.67 ms/batch
Step 00016450 L_out=0.240 Acc=0.88 ---199278.36 ms/batch
Step 00016500 L_out=0.182 Acc=0.92 ---221564.53 ms/batch
Step 00016550 L_out=0.109 Acc=0.89 ---244438.08 ms/batch
Step 00016600 L_out=0.178 Acc=0.88 ---266887.72 ms/batch
Step 00016650 L_out=0.081 Acc=0.92 ---289352.89 ms/batch
Round 2 | epoch=24, train costTime=300.6962261199951, | total_activation_sum=13910782
Round 2 | epoch=25, current m_iou=0.626775287473222
Round 2 | Best m_IoU is: 0.635, OA is: 0.902 | val costTime=144.94295740127563
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.154 Acc=0.90 ---11187.43 ms/batch
Step 00016750 L_out=0.174 Acc=0.81 ---33725.47 ms/batch
Step 00016800 L_out=0.083 Acc=0.89 ---56124.64 ms/batch
Step 00016850 L_out=0.080 Acc=0.83 ---78478.29 ms/batch
Step 00016900 L_out=0.118 Acc=0.92 ---100857.27 ms/batch
Step 00016950 L_out=0.126 Acc=0.95 ---123517.13 ms/batch
Step 00017000 L_out=0.085 Acc=0.83 ---145814.79 ms/batch
Step 00017050 L_out=0.043 Acc=0.89 ---168238.62 ms/batch
Step 00017100 L_out=0.246 Acc=0.91 ---190847.23 ms/batch
Step 00017150 L_out=0.056 Acc=0.85 ---213211.00 ms/batch
Step 00017200 L_out=0.225 Acc=0.93 ---235581.83 ms/batch
Step 00017250 L_out=0.130 Acc=0.86 ---258301.24 ms/batch
Step 00017300 L_out=0.259 Acc=0.90 ---280833.31 ms/batch
Round 2 | epoch=25, train costTime=299.68635654449463, | total_activation_sum=14096146
Round 2 | epoch=26, current m_iou=0.629261215667779
Round 2 | Best m_IoU is: 0.635, OA is: 0.902 | val costTime=146.2258608341217
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.035 Acc=0.93 --- 3567.07 ms/batch
Step 00017400 L_out=0.208 Acc=0.94 ---26208.36 ms/batch
Step 00017450 L_out=0.447 Acc=0.82 ---48949.42 ms/batch
Step 00017500 L_out=0.100 Acc=0.91 ---71401.15 ms/batch
Step 00017550 L_out=0.480 Acc=0.73 ---93877.86 ms/batch
Step 00017600 L_out=0.120 Acc=0.92 ---116448.01 ms/batch
Step 00017650 L_out=0.119 Acc=0.88 ---138970.69 ms/batch
Step 00017700 L_out=0.034 Acc=0.90 ---161539.83 ms/batch
Step 00017750 L_out=0.264 Acc=0.85 ---183965.70 ms/batch
Step 00017800 L_out=0.113 Acc=0.78 ---206345.27 ms/batch
Step 00017850 L_out=0.050 Acc=0.82 ---228849.14 ms/batch
Step 00017900 L_out=0.164 Acc=0.84 ---251260.11 ms/batch
Step 00017950 L_out=0.091 Acc=0.86 ---273570.00 ms/batch
Step 00018000 L_out=0.088 Acc=0.83 ---296071.55 ms/batch
Round 2 | epoch=26, train costTime=300.10522842407227, | total_activation_sum=13961972
Round 2 | epoch=27, current m_iou=0.6287183681964132
Round 2 | Best m_IoU is: 0.635, OA is: 0.902 | val costTime=145.32670211791992
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.053 Acc=0.94 ---18532.96 ms/batch
Step 00018100 L_out=0.220 Acc=0.76 ---41026.27 ms/batch
Step 00018150 L_out=0.069 Acc=0.84 ---63583.09 ms/batch
Step 00018200 L_out=0.122 Acc=0.75 ---85952.54 ms/batch
Step 00018250 L_out=0.298 Acc=0.81 ---108502.65 ms/batch
Step 00018300 L_out=0.189 Acc=0.84 ---130974.52 ms/batch
Step 00018350 L_out=0.061 Acc=0.96 ---153286.29 ms/batch
Step 00018400 L_out=0.152 Acc=0.94 ---175940.62 ms/batch
Step 00018450 L_out=0.122 Acc=0.88 ---198314.87 ms/batch
Step 00018500 L_out=0.149 Acc=0.83 ---221016.19 ms/batch
Step 00018550 L_out=0.087 Acc=0.88 ---243671.71 ms/batch
Step 00018600 L_out=0.161 Acc=0.91 ---266025.16 ms/batch
Step 00018650 L_out=0.067 Acc=0.89 ---288516.67 ms/batch
Round 2 | epoch=27, train costTime=300.2506432533264, | total_activation_sum=13994002
Round 2 | epoch=28, current m_iou=0.6291493705252953
Round 2 | Best m_IoU is: 0.635, OA is: 0.902 | val costTime=148.05534863471985
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.191 Acc=0.92 ---10873.28 ms/batch
Step 00018750 L_out=0.034 Acc=0.91 ---33206.02 ms/batch
Step 00018800 L_out=0.097 Acc=0.87 ---55884.59 ms/batch
Step 00018850 L_out=0.095 Acc=0.83 ---78354.55 ms/batch
Step 00018900 L_out=0.065 Acc=0.89 ---100722.91 ms/batch
Step 00018950 L_out=0.090 Acc=0.93 ---123362.05 ms/batch
Step 00019000 L_out=0.156 Acc=0.92 ---145951.32 ms/batch
Step 00019050 L_out=0.165 Acc=0.92 ---168604.77 ms/batch
Step 00019100 L_out=0.096 Acc=0.84 ---191024.13 ms/batch
Step 00019150 L_out=0.261 Acc=0.87 ---213492.80 ms/batch
Step 00019200 L_out=0.194 Acc=0.89 ---236177.38 ms/batch
Step 00019250 L_out=0.053 Acc=0.91 ---258674.20 ms/batch
Step 00019300 L_out=0.079 Acc=0.92 ---281016.03 ms/batch
Round 2 | epoch=28, train costTime=300.4456024169922, | total_activation_sum=13982815
Round 2 | epoch=29, current m_iou=0.6318699279881181
Round 2 | Best m_IoU is: 0.635, OA is: 0.902 | val costTime=142.52820301055908
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.149 Acc=0.89 --- 3217.95 ms/batch
Step 00019400 L_out=0.339 Acc=0.85 ---25776.73 ms/batch
Step 00019450 L_out=0.107 Acc=0.84 ---48353.04 ms/batch
Step 00019500 L_out=0.044 Acc=0.95 ---70642.72 ms/batch
Step 00019550 L_out=0.107 Acc=0.95 ---93237.17 ms/batch
Step 00019600 L_out=0.160 Acc=0.87 ---115657.71 ms/batch
Step 00019650 L_out=1.062 Acc=0.88 ---138181.90 ms/batch
Step 00019700 L_out=0.138 Acc=0.89 ---160610.99 ms/batch
Step 00019750 L_out=0.092 Acc=0.91 ---183115.60 ms/batch
Step 00019800 L_out=0.198 Acc=0.89 ---205457.66 ms/batch
Step 00019850 L_out=0.062 Acc=0.89 ---228131.57 ms/batch
Step 00019900 L_out=0.152 Acc=0.92 ---250572.00 ms/batch
Step 00019950 L_out=0.095 Acc=0.74 ---272958.44 ms/batch
Step 00020000 L_out=0.044 Acc=0.92 ---295441.53 ms/batch
Round 2 | epoch=29, train costTime=299.9135584831238, | total_activation_sum=14026168
Round 2 | epoch=30, current m_iou=0.6305725567452194
Round 2 | Best m_IoU is: 0.635, OA is: 0.902 | val costTime=133.74380230903625
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=2.698 Acc=0.53 ---18009.45 ms/batch
Step 00020100 L_out=1.547 Acc=0.30 ---40594.70 ms/batch
Step 00020150 L_out=0.825 Acc=0.61 ---63285.52 ms/batch
Step 00020200 L_out=0.689 Acc=0.61 ---85982.38 ms/batch
Step 00020250 L_out=0.144 Acc=0.84 ---108494.45 ms/batch
Step 00020300 L_out=1.141 Acc=0.62 ---131150.22 ms/batch
Step 00020350 L_out=0.473 Acc=0.78 ---154044.35 ms/batch
Step 00020400 L_out=0.113 Acc=0.74 ---176554.60 ms/batch
Step 00020450 L_out=0.506 Acc=0.89 ---199105.21 ms/batch
Step 00020500 L_out=0.461 Acc=0.88 ---221674.90 ms/batch
Step 00020550 L_out=0.446 Acc=0.82 ---244186.63 ms/batch
Step 00020600 L_out=0.450 Acc=0.88 ---266669.67 ms/batch
Step 00020650 L_out=0.908 Acc=0.80 ---289108.78 ms/batch
Round 3 | epoch=0, train costTime=301.2573654651642, | total_activation_sum=23464362
Round 3 | epoch=1, current m_iou=0.46918480560571607
Round 3 | Best m_IoU is: 0.469, OA is: 0.770 | val costTime=145.66074585914612
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.676 Acc=0.84 ---10460.51 ms/batch
Step 00020750 L_out=0.305 Acc=0.84 ---33072.91 ms/batch
Step 00020800 L_out=0.206 Acc=0.94 ---55409.48 ms/batch
Step 00020850 L_out=0.150 Acc=0.92 ---78044.67 ms/batch
Step 00020900 L_out=0.200 Acc=0.82 ---100329.74 ms/batch
Step 00020950 L_out=0.283 Acc=0.71 ---122758.74 ms/batch
Step 00021000 L_out=0.744 Acc=0.88 ---145496.01 ms/batch
Step 00021050 L_out=0.458 Acc=0.78 ---167925.23 ms/batch
Step 00021100 L_out=0.578 Acc=0.57 ---190421.77 ms/batch
Step 00021150 L_out=0.638 Acc=0.82 ---213119.64 ms/batch
Step 00021200 L_out=0.912 Acc=0.73 ---235689.40 ms/batch
Step 00021250 L_out=0.464 Acc=0.81 ---258242.39 ms/batch
Step 00021300 L_out=0.157 Acc=0.89 ---280815.44 ms/batch
Round 3 | epoch=1, train costTime=300.5728192329407, | total_activation_sum=22683187
Round 3 | epoch=2, current m_iou=0.5113772303743873
Round 3 | Best m_IoU is: 0.511, OA is: 0.846 | val costTime=133.20421528816223
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.754 Acc=0.80 --- 2794.78 ms/batch
Step 00021400 L_out=0.324 Acc=0.72 ---25279.51 ms/batch
Step 00021450 L_out=0.242 Acc=0.95 ---47833.64 ms/batch
Step 00021500 L_out=0.276 Acc=0.88 ---70533.13 ms/batch
Step 00021550 L_out=0.407 Acc=0.90 ---93061.61 ms/batch
Step 00021600 L_out=0.556 Acc=0.78 ---115418.40 ms/batch
Step 00021650 L_out=0.239 Acc=0.88 ---137610.72 ms/batch
Step 00021700 L_out=0.378 Acc=0.91 ---160338.51 ms/batch
Step 00021750 L_out=0.217 Acc=0.87 ---182845.65 ms/batch
Step 00021800 L_out=0.473 Acc=0.75 ---205392.44 ms/batch
Step 00021850 L_out=0.494 Acc=0.93 ---227738.47 ms/batch
Step 00021900 L_out=0.232 Acc=0.79 ---250189.13 ms/batch
Step 00021950 L_out=0.481 Acc=0.86 ---272851.63 ms/batch
Step 00022000 L_out=1.038 Acc=0.67 ---295215.48 ms/batch
Round 3 | epoch=2, train costTime=300.1900963783264, | total_activation_sum=22636652
Round 3 | epoch=3, current m_iou=0.6067939444804573
Round 3 | Best m_IoU is: 0.607, OA is: 0.877 | val costTime=134.34758973121643
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.348 Acc=0.82 ---17748.14 ms/batch
Step 00022100 L_out=0.675 Acc=0.85 ---40314.62 ms/batch
Step 00022150 L_out=0.156 Acc=0.91 ---62783.13 ms/batch
Step 00022200 L_out=0.425 Acc=0.86 ---85365.06 ms/batch
Step 00022250 L_out=0.548 Acc=0.74 ---108003.77 ms/batch
Step 00022300 L_out=0.553 Acc=0.73 ---130569.02 ms/batch
Step 00022350 L_out=0.408 Acc=0.86 ---153245.16 ms/batch
Step 00022400 L_out=0.938 Acc=0.68 ---175772.30 ms/batch
Step 00022450 L_out=0.211 Acc=0.86 ---198124.31 ms/batch
Step 00022500 L_out=0.271 Acc=0.88 ---220713.10 ms/batch
Step 00022550 L_out=0.187 Acc=0.93 ---243158.61 ms/batch
Step 00022600 L_out=0.642 Acc=0.85 ---265655.41 ms/batch
Step 00022650 L_out=0.203 Acc=0.84 ---288139.52 ms/batch
Round 3 | epoch=3, train costTime=300.7237813472748, | total_activation_sum=22701713
Round 3 | epoch=4, current m_iou=0.632052453138217
Round 3 | Best m_IoU is: 0.632, OA is: 0.883 | val costTime=129.85557079315186
Round 3 | ****EPOCH 4****
Step 00022700 L_out=1.549 Acc=0.80 --- 9913.69 ms/batch
Step 00022750 L_out=0.263 Acc=0.90 ---32614.69 ms/batch
Step 00022800 L_out=0.203 Acc=0.89 ---55167.00 ms/batch
Step 00022850 L_out=0.555 Acc=0.80 ---77717.63 ms/batch
Step 00022900 L_out=0.136 Acc=0.89 ---100385.49 ms/batch
Step 00022950 L_out=0.461 Acc=0.88 ---123237.23 ms/batch
Step 00023000 L_out=0.232 Acc=0.84 ---145723.74 ms/batch
Step 00023050 L_out=0.191 Acc=0.92 ---168292.33 ms/batch
Step 00023100 L_out=0.171 Acc=0.92 ---190767.48 ms/batch
Step 00023150 L_out=0.354 Acc=0.81 ---213396.07 ms/batch
Step 00023200 L_out=0.220 Acc=0.91 ---235704.41 ms/batch
Step 00023250 L_out=0.612 Acc=0.88 ---258418.52 ms/batch
Step 00023300 L_out=0.323 Acc=0.86 ---281064.92 ms/batch
Round 3 | epoch=4, train costTime=301.0683834552765, | total_activation_sum=22643578
Round 3 | epoch=5, current m_iou=0.6218164557698146
Round 3 | Best m_IoU is: 0.632, OA is: 0.883 | val costTime=122.08442759513855
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.156 Acc=0.80 --- 2294.71 ms/batch
Step 00023400 L_out=0.163 Acc=0.93 ---24984.41 ms/batch
Step 00023450 L_out=0.174 Acc=0.92 ---47391.37 ms/batch
Step 00023500 L_out=0.286 Acc=0.85 ---70115.24 ms/batch
Step 00023550 L_out=0.826 Acc=0.89 ---92617.69 ms/batch
Step 00023600 L_out=0.255 Acc=0.86 ---115293.32 ms/batch
Step 00023650 L_out=0.286 Acc=0.77 ---137717.87 ms/batch
Step 00023700 L_out=0.305 Acc=0.85 ---160185.88 ms/batch
Step 00023750 L_out=0.111 Acc=0.94 ---182721.54 ms/batch
Step 00023800 L_out=0.364 Acc=0.86 ---205443.37 ms/batch
Step 00023850 L_out=0.502 Acc=0.89 ---227724.06 ms/batch
Step 00023900 L_out=0.455 Acc=0.85 ---250521.88 ms/batch
Step 00023950 L_out=0.227 Acc=0.82 ---273645.83 ms/batch
Step 00024000 L_out=0.278 Acc=0.89 ---296654.33 ms/batch
Round 3 | epoch=5, train costTime=302.074343919754, | total_activation_sum=22791800
Round 3 | epoch=6, current m_iou=0.6451752432985174
Round 3 | Best m_IoU is: 0.645, OA is: 0.900 | val costTime=126.68306946754456
Round 3 | ****EPOCH 6****
Step 00024050 L_out=1.446 Acc=0.91 ---17420.96 ms/batch
Step 00024100 L_out=0.303 Acc=0.90 ---40419.53 ms/batch
Step 00024150 L_out=0.306 Acc=0.81 ---63336.14 ms/batch
Step 00024200 L_out=0.108 Acc=0.90 ---86237.38 ms/batch
Step 00024250 L_out=0.386 Acc=0.92 ---109078.20 ms/batch
Step 00024300 L_out=0.862 Acc=0.79 ---132101.76 ms/batch
Step 00024350 L_out=0.616 Acc=0.84 ---154984.25 ms/batch
Step 00024400 L_out=0.232 Acc=0.91 ---178077.93 ms/batch
Step 00024450 L_out=0.351 Acc=0.83 ---201191.43 ms/batch
Step 00024500 L_out=0.447 Acc=0.84 ---224388.51 ms/batch
Step 00024550 L_out=0.209 Acc=0.94 ---247698.88 ms/batch
Step 00024600 L_out=0.140 Acc=0.85 ---270572.79 ms/batch
Step 00024650 L_out=0.308 Acc=0.88 ---293517.25 ms/batch
Round 3 | epoch=6, train costTime=306.81008672714233, | total_activation_sum=22583595
Round 3 | epoch=7, current m_iou=0.6463642467899672
Round 3 | Best m_IoU is: 0.646, OA is: 0.902 | val costTime=158.41115498542786
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.245 Acc=0.88 --- 9802.33 ms/batch
Step 00024750 L_out=0.240 Acc=0.92 ---32823.96 ms/batch
Step 00024800 L_out=0.207 Acc=0.88 ---55816.49 ms/batch
Step 00024850 L_out=0.186 Acc=0.82 ---79150.01 ms/batch
Step 00024900 L_out=0.248 Acc=0.89 ---102021.46 ms/batch
Step 00024950 L_out=0.269 Acc=0.86 ---124867.63 ms/batch
Step 00025000 L_out=0.362 Acc=0.81 ---148079.02 ms/batch
Step 00025050 L_out=0.274 Acc=0.93 ---170993.77 ms/batch
Step 00025100 L_out=0.194 Acc=0.83 ---194201.81 ms/batch
Step 00025150 L_out=2.020 Acc=0.64 ---217346.71 ms/batch
Step 00025200 L_out=0.296 Acc=0.85 ---240416.68 ms/batch
Step 00025250 L_out=0.301 Acc=0.83 ---263508.52 ms/batch
Step 00025300 L_out=0.498 Acc=0.78 ---286604.88 ms/batch
Round 3 | epoch=7, train costTime=307.5223343372345, | total_activation_sum=22690000
Round 3 | epoch=8, current m_iou=0.6314228766312875
Round 3 | Best m_IoU is: 0.646, OA is: 0.902 | val costTime=157.5771803855896
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.064 Acc=0.93 --- 1860.82 ms/batch
Step 00025400 L_out=0.359 Acc=0.88 ---25007.27 ms/batch
Step 00025450 L_out=0.272 Acc=0.91 ---48123.27 ms/batch
Step 00025500 L_out=0.246 Acc=0.91 ---71218.62 ms/batch
Step 00025550 L_out=1.360 Acc=0.65 ---94207.11 ms/batch
Step 00025600 L_out=0.440 Acc=0.91 ---117336.97 ms/batch
Step 00025650 L_out=0.137 Acc=0.69 ---140474.27 ms/batch
Step 00025700 L_out=0.961 Acc=0.81 ---163589.88 ms/batch
Step 00025750 L_out=0.235 Acc=0.95 ---186349.12 ms/batch
Step 00025800 L_out=0.237 Acc=0.92 ---209305.24 ms/batch
Step 00025850 L_out=0.306 Acc=0.88 ---232333.29 ms/batch
Step 00025900 L_out=0.190 Acc=0.93 ---255123.31 ms/batch
Step 00025950 L_out=0.222 Acc=0.88 ---278307.16 ms/batch
Step 00026000 L_out=0.237 Acc=0.90 ---301084.57 ms/batch
Round 3 | epoch=8, train costTime=306.9786329269409, | total_activation_sum=22758990
Round 3 | epoch=9, current m_iou=0.6465808368452155
Round 3 | Best m_IoU is: 0.647, OA is: 0.902 | val costTime=151.5089304447174
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.486 Acc=0.90 ---16813.95 ms/batch
Step 00026100 L_out=0.164 Acc=0.89 ---39557.37 ms/batch
Step 00026150 L_out=0.522 Acc=0.91 ---62106.36 ms/batch
Step 00026200 L_out=0.181 Acc=0.87 ---84634.85 ms/batch
Step 00026250 L_out=0.511 Acc=0.91 ---107350.32 ms/batch
Step 00026300 L_out=0.181 Acc=0.91 ---130036.37 ms/batch
Step 00026350 L_out=0.250 Acc=0.88 ---152638.10 ms/batch
Step 00026400 L_out=0.187 Acc=0.95 ---175234.48 ms/batch
Step 00026450 L_out=0.206 Acc=0.92 ---197969.21 ms/batch
Step 00026500 L_out=0.176 Acc=0.88 ---220801.28 ms/batch
Step 00026550 L_out=0.134 Acc=0.87 ---243369.62 ms/batch
Step 00026600 L_out=0.113 Acc=0.94 ---266076.08 ms/batch
Step 00026650 L_out=0.176 Acc=0.96 ---288781.36 ms/batch
Round 3 | epoch=9, train costTime=302.4897029399872, | total_activation_sum=22697149
Round 3 | epoch=10, current m_iou=0.6405248961084717
Round 3 | Best m_IoU is: 0.647, OA is: 0.902 | val costTime=153.84474992752075
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.253 Acc=0.86 --- 9167.83 ms/batch
Step 00026750 L_out=0.416 Acc=0.90 ---31769.88 ms/batch
Step 00026800 L_out=0.267 Acc=0.89 ---54365.96 ms/batch
Step 00026850 L_out=8.125 Acc=0.60 ---77286.07 ms/batch
Step 00026900 L_out=0.224 Acc=0.90 ---100585.90 ms/batch
Step 00026950 L_out=0.151 Acc=0.89 ---123706.09 ms/batch
Step 00027000 L_out=0.089 Acc=0.92 ---146528.45 ms/batch
Step 00027050 L_out=0.253 Acc=0.91 ---169306.98 ms/batch
Step 00027100 L_out=0.115 Acc=0.96 ---191942.52 ms/batch
Step 00027150 L_out=0.163 Acc=0.84 ---214944.52 ms/batch
Step 00027200 L_out=0.273 Acc=0.94 ---237832.24 ms/batch
Step 00027250 L_out=0.185 Acc=0.90 ---260770.28 ms/batch
Step 00027300 L_out=0.215 Acc=0.95 ---283655.53 ms/batch
Round 3 | epoch=10, train costTime=305.1239836215973, | total_activation_sum=22762995
Round 3 | epoch=11, current m_iou=0.6506116100319792
Round 3 | Best m_IoU is: 0.651, OA is: 0.902 | val costTime=143.2459843158722
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.233 Acc=0.91 --- 1333.39 ms/batch
Step 00027400 L_out=0.193 Acc=0.91 ---23968.40 ms/batch
Step 00027450 L_out=0.064 Acc=0.94 ---46645.42 ms/batch
Step 00027500 L_out=0.297 Acc=0.91 ---69558.26 ms/batch
Step 00027550 L_out=0.275 Acc=0.92 ---92800.19 ms/batch
Step 00027600 L_out=0.200 Acc=0.88 ---115765.87 ms/batch
Step 00027650 L_out=0.118 Acc=0.91 ---138856.64 ms/batch
Step 00027700 L_out=0.133 Acc=0.97 ---161660.67 ms/batch
Step 00027750 L_out=0.663 Acc=0.89 ---184172.04 ms/batch
Step 00027800 L_out=0.253 Acc=0.92 ---206903.00 ms/batch
Step 00027850 L_out=0.076 Acc=0.96 ---229503.41 ms/batch
Step 00027900 L_out=0.226 Acc=0.91 ---252282.60 ms/batch
Step 00027950 L_out=0.373 Acc=0.97 ---274918.01 ms/batch
Step 00028000 L_out=0.527 Acc=0.90 ---297534.56 ms/batch
Round 3 | epoch=11, train costTime=303.8184666633606, | total_activation_sum=22694041
Round 3 | epoch=12, current m_iou=0.6506889596876656
Round 3 | Best m_IoU is: 0.651, OA is: 0.904 | val costTime=175.41702032089233
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.166 Acc=0.90 ---16685.91 ms/batch
Step 00028100 L_out=0.264 Acc=0.89 ---39690.22 ms/batch
Step 00028150 L_out=0.198 Acc=0.93 ---62513.46 ms/batch
Step 00028200 L_out=0.299 Acc=0.78 ---85659.16 ms/batch
Step 00028250 L_out=0.219 Acc=0.89 ---108582.29 ms/batch
Step 00028300 L_out=0.141 Acc=0.90 ---131311.29 ms/batch
Step 00028350 L_out=0.149 Acc=0.94 ---154014.57 ms/batch
Step 00028400 L_out=0.226 Acc=0.85 ---176695.83 ms/batch
Step 00028450 L_out=0.196 Acc=0.90 ---199491.69 ms/batch
Step 00028500 L_out=0.207 Acc=0.88 ---222055.04 ms/batch
Step 00028550 L_out=0.066 Acc=0.95 ---244775.89 ms/batch
Step 00028600 L_out=0.110 Acc=0.92 ---267338.40 ms/batch
Step 00028650 L_out=0.396 Acc=0.87 ---290044.70 ms/batch
Round 3 | epoch=12, train costTime=304.10574412345886, | total_activation_sum=22735069
Round 3 | epoch=13, current m_iou=0.6516067364219089
Round 3 | Best m_IoU is: 0.652, OA is: 0.909 | val costTime=146.62625670433044
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.274 Acc=0.85 --- 8776.46 ms/batch
Step 00028750 L_out=0.103 Acc=0.95 ---31650.21 ms/batch
Step 00028800 L_out=0.528 Acc=0.84 ---54641.46 ms/batch
Step 00028850 L_out=0.194 Acc=0.91 ---76877.20 ms/batch
Step 00028900 L_out=0.226 Acc=0.93 ---99235.46 ms/batch
Step 00028950 L_out=0.333 Acc=0.90 ---121339.72 ms/batch
Step 00029000 L_out=0.120 Acc=0.93 ---143578.08 ms/batch
Step 00029050 L_out=0.077 Acc=0.92 ---166202.59 ms/batch
Step 00029100 L_out=0.234 Acc=0.90 ---188919.88 ms/batch
Step 00029150 L_out=0.197 Acc=0.86 ---211263.99 ms/batch
Step 00029200 L_out=0.248 Acc=0.89 ---233518.03 ms/batch
Step 00029250 L_out=0.156 Acc=0.92 ---255775.73 ms/batch
Step 00029300 L_out=0.423 Acc=0.81 ---277921.17 ms/batch
Round 3 | epoch=13, train costTime=299.57416462898254, | total_activation_sum=22628732
Round 3 | epoch=14, current m_iou=0.6514706474553177
Round 3 | Best m_IoU is: 0.652, OA is: 0.909 | val costTime=149.47202944755554
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.303 Acc=0.86 ---  909.56 ms/batch
Step 00029400 L_out=0.248 Acc=0.95 ---23180.79 ms/batch
Step 00029450 L_out=0.253 Acc=0.88 ---45499.32 ms/batch
Step 00029500 L_out=0.134 Acc=0.92 ---67707.05 ms/batch
Step 00029550 L_out=0.055 Acc=0.96 ---90007.41 ms/batch
Step 00029600 L_out=0.171 Acc=0.83 ---112201.73 ms/batch
Step 00029650 L_out=0.826 Acc=0.87 ---134358.61 ms/batch
Step 00029700 L_out=0.261 Acc=0.96 ---156672.50 ms/batch
Step 00029750 L_out=0.084 Acc=0.88 ---179064.27 ms/batch
Step 00029800 L_out=0.070 Acc=0.91 ---201347.23 ms/batch
Step 00029850 L_out=0.162 Acc=0.90 ---223531.47 ms/batch
Step 00029900 L_out=0.135 Acc=0.90 ---245813.66 ms/batch
Step 00029950 L_out=0.077 Acc=0.96 ---268078.60 ms/batch
Step 00030000 L_out=0.448 Acc=0.91 ---290274.09 ms/batch
Round 3 | epoch=14, train costTime=296.8897457122803, | total_activation_sum=22864983
Round 3 | epoch=15, current m_iou=0.6486870636697839
Round 3 | Best m_IoU is: 0.652, OA is: 0.909 | val costTime=128.5357015132904
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.343 Acc=0.82 ---15657.78 ms/batch
Step 00030100 L_out=0.153 Acc=0.89 ---38071.93 ms/batch
Step 00030150 L_out=0.055 Acc=0.81 ---60439.52 ms/batch
Step 00030200 L_out=0.257 Acc=0.87 ---82728.25 ms/batch
Step 00030250 L_out=0.175 Acc=0.93 ---105002.98 ms/batch
Step 00030300 L_out=0.142 Acc=0.85 ---127143.04 ms/batch
Step 00030350 L_out=0.284 Acc=0.90 ---149337.22 ms/batch
Step 00030400 L_out=0.433 Acc=0.92 ---171567.60 ms/batch
Step 00030450 L_out=0.100 Acc=0.90 ---193955.60 ms/batch
Step 00030500 L_out=0.411 Acc=0.87 ---216237.48 ms/batch
Step 00030550 L_out=0.107 Acc=0.90 ---238674.79 ms/batch
Step 00030600 L_out=0.073 Acc=0.92 ---260723.10 ms/batch
Step 00030650 L_out=4.385 Acc=0.84 ---282995.83 ms/batch
Round 3 | epoch=15, train costTime=297.38614416122437, | total_activation_sum=22833273
Round 3 | epoch=16, current m_iou=0.640746956113694
Round 3 | Best m_IoU is: 0.652, OA is: 0.909 | val costTime=122.13214564323425
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.170 Acc=0.91 --- 8053.62 ms/batch
Step 00030750 L_out=0.406 Acc=0.86 ---30248.68 ms/batch
Step 00030800 L_out=0.023 Acc=0.90 ---52417.43 ms/batch
Step 00030850 L_out=0.080 Acc=0.97 ---74608.63 ms/batch
Step 00030900 L_out=0.330 Acc=0.82 ---97004.83 ms/batch
Step 00030950 L_out=0.602 Acc=0.78 ---119212.13 ms/batch
Step 00031000 L_out=0.105 Acc=0.95 ---141227.40 ms/batch
Step 00031050 L_out=0.205 Acc=0.91 ---163550.95 ms/batch
Step 00031100 L_out=0.090 Acc=0.94 ---185878.91 ms/batch
Step 00031150 L_out=0.251 Acc=0.89 ---208102.44 ms/batch
Step 00031200 L_out=0.367 Acc=0.82 ---230435.66 ms/batch
Step 00031250 L_out=0.081 Acc=0.91 ---252844.66 ms/batch
Step 00031300 L_out=0.216 Acc=0.87 ---275198.38 ms/batch
Round 3 | epoch=16, train costTime=297.0584650039673, | total_activation_sum=22717326
Round 3 | epoch=17, current m_iou=0.661760553698844
Round 3 | Best m_IoU is: 0.662, OA is: 0.913 | val costTime=120.54721474647522
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.076 Acc=0.93 ---  453.37 ms/batch
Step 00031400 L_out=0.027 Acc=0.96 ---22896.12 ms/batch
Step 00031450 L_out=0.130 Acc=0.94 ---45478.74 ms/batch
Step 00031500 L_out=0.537 Acc=0.79 ---68160.43 ms/batch
Step 00031550 L_out=0.413 Acc=0.88 ---90909.80 ms/batch
Step 00031600 L_out=0.090 Acc=0.94 ---113338.24 ms/batch
Step 00031650 L_out=0.545 Acc=0.84 ---136101.22 ms/batch
Step 00031700 L_out=0.093 Acc=0.86 ---158612.73 ms/batch
Step 00031750 L_out=0.404 Acc=0.88 ---181138.39 ms/batch
Step 00031800 L_out=0.073 Acc=0.96 ---203672.80 ms/batch
Step 00031850 L_out=0.096 Acc=0.89 ---226268.45 ms/batch
Step 00031900 L_out=0.701 Acc=0.81 ---249030.82 ms/batch
Step 00031950 L_out=0.118 Acc=0.93 ---271899.40 ms/batch
Step 00032000 L_out=0.311 Acc=0.83 ---294468.75 ms/batch
Round 3 | epoch=17, train costTime=301.76710772514343, | total_activation_sum=22622331
Round 3 | epoch=18, current m_iou=0.6523017183466238
Round 3 | Best m_IoU is: 0.662, OA is: 0.913 | val costTime=149.0477523803711
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.076 Acc=0.91 ---15528.15 ms/batch
Step 00032100 L_out=0.207 Acc=0.95 ---38189.86 ms/batch
Step 00032150 L_out=0.119 Acc=0.87 ---60809.42 ms/batch
Step 00032200 L_out=0.099 Acc=0.88 ---83539.25 ms/batch
Step 00032250 L_out=0.364 Acc=0.91 ---106272.89 ms/batch
Step 00032300 L_out=0.189 Acc=0.90 ---129015.08 ms/batch
Step 00032350 L_out=0.135 Acc=0.79 ---151574.12 ms/batch
Step 00032400 L_out=0.066 Acc=0.95 ---174221.08 ms/batch
Step 00032450 L_out=0.090 Acc=0.96 ---196774.50 ms/batch
Step 00032500 L_out=0.028 Acc=0.98 ---219521.58 ms/batch
Step 00032550 L_out=0.164 Acc=0.89 ---242350.78 ms/batch
Step 00032600 L_out=0.082 Acc=0.95 ---265118.36 ms/batch
Step 00032650 L_out=0.092 Acc=0.91 ---287798.20 ms/batch
Round 3 | epoch=18, train costTime=302.8202545642853, | total_activation_sum=22641108
Round 3 | epoch=19, current m_iou=0.6621108111470789
Round 3 | Best m_IoU is: 0.662, OA is: 0.912 | val costTime=158.91461277008057
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.205 Acc=0.88 --- 7726.27 ms/batch
Step 00032750 L_out=0.074 Acc=0.93 ---30747.81 ms/batch
Step 00032800 L_out=0.215 Acc=0.95 ---53546.34 ms/batch
Step 00032850 L_out=0.056 Acc=0.94 ---76627.79 ms/batch
Step 00032900 L_out=0.144 Acc=0.93 ---100129.97 ms/batch
Step 00032950 L_out=0.118 Acc=0.90 ---123843.08 ms/batch
Step 00033000 L_out=0.198 Acc=0.89 ---147822.50 ms/batch
Step 00033050 L_out=0.093 Acc=0.92 ---171389.65 ms/batch
Step 00033100 L_out=0.204 Acc=0.95 ---195203.34 ms/batch
Step 00033150 L_out=0.179 Acc=0.95 ---218788.44 ms/batch
Step 00033200 L_out=0.354 Acc=0.87 ---242432.78 ms/batch
Step 00033250 L_out=0.026 Acc=0.97 ---266259.34 ms/batch
Step 00033300 L_out=0.128 Acc=0.94 ---289830.71 ms/batch
Step 00033350 L_out=0.186 Acc=0.96 ---313567.24 ms/batch
Round 3 | epoch=19, train costTime=313.56739950180054, | total_activation_sum=22722527
Round 3 | epoch=20, current m_iou=0.6710183023248197
Round 3 | Best m_IoU is: 0.671, OA is: 0.914 | val costTime=151.11566805839539
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.168 Acc=0.92 ---23973.37 ms/batch
Step 00033450 L_out=0.223 Acc=0.88 ---48021.34 ms/batch
Step 00033500 L_out=0.105 Acc=0.95 ---72188.24 ms/batch
Step 00033550 L_out=0.119 Acc=0.90 ---96180.60 ms/batch
Step 00033600 L_out=0.038 Acc=0.85 ---119940.68 ms/batch
Step 00033650 L_out=0.109 Acc=0.91 ---143472.57 ms/batch
Step 00033700 L_out=0.232 Acc=0.90 ---167209.93 ms/batch
Step 00033750 L_out=0.079 Acc=0.94 ---190696.69 ms/batch
Step 00033800 L_out=0.073 Acc=0.93 ---214372.91 ms/batch
Step 00033850 L_out=0.087 Acc=0.91 ---237825.17 ms/batch
Step 00033900 L_out=0.093 Acc=0.96 ---261590.84 ms/batch
Step 00033950 L_out=0.515 Acc=0.89 ---285303.35 ms/batch
Step 00034000 L_out=0.266 Acc=0.89 ---308933.11 ms/batch
Round 3 | epoch=20, train costTime=317.0161371231079, | total_activation_sum=22875907
Round 3 | epoch=21, current m_iou=0.6675833040207647
Round 3 | Best m_IoU is: 0.671, OA is: 0.914 | val costTime=148.14719462394714
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.170 Acc=0.89 ---15581.14 ms/batch
Step 00034100 L_out=0.108 Acc=0.92 ---39372.93 ms/batch
Step 00034150 L_out=0.230 Acc=0.90 ---63139.66 ms/batch
Step 00034200 L_out=0.111 Acc=0.93 ---86769.03 ms/batch
Step 00034250 L_out=0.168 Acc=0.90 ---110454.90 ms/batch
Step 00034300 L_out=0.092 Acc=0.88 ---134270.10 ms/batch
Step 00034350 L_out=0.186 Acc=0.93 ---157874.73 ms/batch
Step 00034400 L_out=0.174 Acc=0.94 ---181515.03 ms/batch
Step 00034450 L_out=0.138 Acc=0.95 ---205499.00 ms/batch
Step 00034500 L_out=0.999 Acc=0.83 ---229085.31 ms/batch
Step 00034550 L_out=0.052 Acc=0.94 ---252694.43 ms/batch
Step 00034600 L_out=0.092 Acc=0.95 ---276209.05 ms/batch
Step 00034650 L_out=0.054 Acc=0.91 ---300266.18 ms/batch
Round 3 | epoch=21, train costTime=316.5049772262573, | total_activation_sum=22672333
Round 3 | epoch=22, current m_iou=0.6706629293024472
Round 3 | Best m_IoU is: 0.671, OA is: 0.914 | val costTime=145.9048068523407
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.304 Acc=0.89 --- 7637.72 ms/batch
Step 00034750 L_out=0.360 Acc=0.92 ---31543.31 ms/batch
Step 00034800 L_out=0.181 Acc=0.95 ---55503.64 ms/batch
Step 00034850 L_out=0.093 Acc=0.90 ---79426.84 ms/batch
Step 00034900 L_out=0.093 Acc=0.90 ---102870.41 ms/batch
Step 00034950 L_out=0.110 Acc=0.77 ---126428.07 ms/batch
Step 00035000 L_out=0.145 Acc=0.94 ---149916.80 ms/batch
Step 00035050 L_out=0.303 Acc=0.91 ---173486.98 ms/batch
Step 00035100 L_out=0.157 Acc=0.93 ---197112.21 ms/batch
Step 00035150 L_out=0.268 Acc=0.94 ---220908.16 ms/batch
Step 00035200 L_out=0.235 Acc=0.92 ---244342.12 ms/batch
Step 00035250 L_out=0.129 Acc=0.91 ---268246.07 ms/batch
Step 00035300 L_out=0.146 Acc=0.94 ---291579.86 ms/batch
Step 00035350 L_out=0.219 Acc=0.91 ---315118.39 ms/batch
Round 3 | epoch=22, train costTime=315.598995923996, | total_activation_sum=22758682
Round 3 | epoch=23, current m_iou=0.6715702858202571
Round 3 | Best m_IoU is: 0.672, OA is: 0.916 | val costTime=141.82734441757202
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.597 Acc=0.77 ---23050.88 ms/batch
Step 00035450 L_out=0.089 Acc=0.95 ---46366.90 ms/batch
Step 00035500 L_out=0.376 Acc=0.92 ---70101.18 ms/batch
Step 00035550 L_out=0.091 Acc=0.97 ---93427.79 ms/batch
Step 00035600 L_out=0.076 Acc=0.96 ---116826.81 ms/batch
Step 00035650 L_out=0.547 Acc=0.86 ---140353.78 ms/batch
Step 00035700 L_out=0.079 Acc=0.95 ---163676.19 ms/batch
Step 00035750 L_out=0.167 Acc=0.94 ---186998.65 ms/batch
Step 00035800 L_out=0.149 Acc=0.87 ---210534.32 ms/batch
Step 00035850 L_out=0.185 Acc=0.94 ---233918.87 ms/batch
Step 00035900 L_out=0.141 Acc=0.92 ---257130.45 ms/batch
Step 00035950 L_out=0.148 Acc=0.78 ---280610.70 ms/batch
Step 00036000 L_out=0.082 Acc=0.92 ---304062.13 ms/batch
Round 3 | epoch=23, train costTime=312.48606276512146, | total_activation_sum=22704834
Round 3 | epoch=24, current m_iou=0.6691137778289484
Round 3 | Best m_IoU is: 0.672, OA is: 0.916 | val costTime=185.54962682724
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.167 Acc=0.85 ---14536.49 ms/batch
Step 00036100 L_out=0.278 Acc=0.95 ---36899.00 ms/batch
Step 00036150 L_out=0.102 Acc=0.91 ---59290.06 ms/batch
Step 00036200 L_out=0.184 Acc=0.95 ---81707.84 ms/batch
Step 00036250 L_out=0.256 Acc=0.89 ---104115.60 ms/batch
Step 00036300 L_out=0.750 Acc=0.81 ---126636.93 ms/batch
Step 00036350 L_out=0.064 Acc=0.94 ---149109.36 ms/batch
Step 00036400 L_out=0.134 Acc=0.94 ---171595.27 ms/batch
Step 00036450 L_out=0.097 Acc=0.96 ---206807.05 ms/batch
Step 00036500 L_out=0.064 Acc=0.95 ---260434.83 ms/batch
Step 00036550 L_out=0.055 Acc=0.94 ---292224.87 ms/batch
Step 00036600 L_out=0.142 Acc=0.88 ---321148.30 ms/batch
Step 00036650 L_out=0.110 Acc=0.91 ---355655.66 ms/batch
Round 3 | epoch=24, train costTime=376.6745071411133, | total_activation_sum=22745873
Round 3 | epoch=25, current m_iou=0.6645609888497275
Round 3 | Best m_IoU is: 0.672, OA is: 0.916 | val costTime=149.18910098075867
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.119 Acc=0.94 --- 8054.58 ms/batch
Step 00036750 L_out=0.113 Acc=0.97 ---35521.72 ms/batch
Step 00036800 L_out=0.301 Acc=0.88 ---63839.27 ms/batch
Step 00036850 L_out=0.095 Acc=0.93 ---92679.11 ms/batch
Step 00036900 L_out=0.100 Acc=0.91 ---122156.00 ms/batch
Step 00036950 L_out=0.281 Acc=0.90 ---152036.29 ms/batch
Step 00037000 L_out=0.129 Acc=0.90 ---181229.75 ms/batch
Step 00037050 L_out=0.048 Acc=0.88 ---209866.79 ms/batch
Step 00037100 L_out=0.156 Acc=0.89 ---238736.37 ms/batch
Step 00037150 L_out=0.161 Acc=0.93 ---266816.91 ms/batch
Step 00037200 L_out=0.072 Acc=0.92 ---295101.56 ms/batch
Step 00037250 L_out=0.069 Acc=0.97 ---323410.02 ms/batch
Step 00037300 L_out=0.101 Acc=0.94 ---351556.36 ms/batch
Step 00037350 L_out=0.124 Acc=0.93 ---381245.96 ms/batch
Round 3 | epoch=25, train costTime=382.3905029296875, | total_activation_sum=22738926
Round 3 | epoch=26, current m_iou=0.6612313090420088
Round 3 | Best m_IoU is: 0.672, OA is: 0.916 | val costTime=167.2131016254425
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.067 Acc=0.95 ---27033.98 ms/batch
Step 00037450 L_out=0.265 Acc=0.91 ---55156.25 ms/batch
Step 00037500 L_out=0.101 Acc=0.94 ---83468.87 ms/batch
Step 00037550 L_out=0.151 Acc=0.91 ---111722.04 ms/batch
Step 00037600 L_out=0.253 Acc=0.91 ---140028.46 ms/batch
Step 00037650 L_out=0.195 Acc=0.91 ---168823.53 ms/batch
Step 00037700 L_out=0.099 Acc=0.89 ---197214.30 ms/batch
Step 00037750 L_out=0.479 Acc=0.93 ---226234.60 ms/batch
Step 00037800 L_out=0.054 Acc=0.97 ---254257.29 ms/batch
Step 00037850 L_out=0.132 Acc=0.93 ---282349.14 ms/batch
Step 00037900 L_out=0.087 Acc=0.98 ---311294.50 ms/batch
Step 00037950 L_out=0.039 Acc=0.92 ---339176.69 ms/batch
Step 00038000 L_out=0.252 Acc=0.90 ---368282.60 ms/batch
Round 3 | epoch=26, train costTime=379.2459251880646, | total_activation_sum=22629777
Round 3 | epoch=27, current m_iou=0.6578282563779274
Round 3 | Best m_IoU is: 0.672, OA is: 0.916 | val costTime=195.29717898368835
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.084 Acc=0.95 ---18322.24 ms/batch
Step 00038100 L_out=0.114 Acc=0.92 ---47066.88 ms/batch
Step 00038150 L_out=0.095 Acc=0.93 ---75339.58 ms/batch
Step 00038200 L_out=0.298 Acc=0.85 ---103969.13 ms/batch
Step 00038250 L_out=0.311 Acc=0.88 ---132247.50 ms/batch
Step 00038300 L_out=0.338 Acc=0.96 ---160557.02 ms/batch
Step 00038350 L_out=0.144 Acc=0.89 ---189716.79 ms/batch
Step 00038400 L_out=0.137 Acc=0.94 ---218882.18 ms/batch
Step 00038450 L_out=0.117 Acc=0.90 ---247900.70 ms/batch
Step 00038500 L_out=0.088 Acc=0.87 ---277283.91 ms/batch
Step 00038550 L_out=0.158 Acc=0.95 ---306022.52 ms/batch
Step 00038600 L_out=0.277 Acc=0.73 ---334865.55 ms/batch
Step 00038650 L_out=0.069 Acc=0.81 ---364183.93 ms/batch
Round 3 | epoch=27, train costTime=385.35957741737366, | total_activation_sum=22639510
Round 3 | epoch=28, current m_iou=0.6651184429415358
Round 3 | Best m_IoU is: 0.672, OA is: 0.916 | val costTime=178.54506158828735
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.065 Acc=0.94 --- 8142.08 ms/batch
Step 00038750 L_out=0.102 Acc=0.91 ---37849.25 ms/batch
Step 00038800 L_out=0.337 Acc=0.74 ---67942.09 ms/batch
Step 00038850 L_out=0.136 Acc=0.92 ---97410.61 ms/batch
Step 00038900 L_out=0.114 Acc=0.93 ---126487.96 ms/batch
Step 00038950 L_out=0.200 Acc=0.96 ---155389.14 ms/batch
Step 00039000 L_out=0.153 Acc=0.92 ---183560.56 ms/batch
Step 00039050 L_out=0.155 Acc=0.91 ---211738.14 ms/batch
Step 00039100 L_out=0.172 Acc=0.95 ---239742.32 ms/batch
Step 00039150 L_out=0.098 Acc=0.90 ---267968.28 ms/batch
Step 00039200 L_out=0.078 Acc=0.90 ---296765.67 ms/batch
Step 00039250 L_out=0.218 Acc=0.91 ---324906.28 ms/batch
Step 00039300 L_out=0.185 Acc=0.91 ---353042.83 ms/batch
Step 00039350 L_out=0.121 Acc=0.95 ---381111.76 ms/batch
Round 3 | epoch=28, train costTime=382.99855399131775, | total_activation_sum=22669102
Round 3 | epoch=29, current m_iou=0.6702140333160543
Round 3 | Best m_IoU is: 0.672, OA is: 0.916 | val costTime=173.85193753242493
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.049 Acc=0.96 ---27848.36 ms/batch
Step 00039450 L_out=0.246 Acc=0.90 ---56246.16 ms/batch
Step 00039500 L_out=0.126 Acc=0.96 ---84348.85 ms/batch
Step 00039550 L_out=0.392 Acc=0.91 ---112419.34 ms/batch
Step 00039600 L_out=0.058 Acc=0.92 ---139250.58 ms/batch
Step 00039650 L_out=0.286 Acc=0.91 ---166027.65 ms/batch
Step 00039700 L_out=0.160 Acc=0.91 ---192473.70 ms/batch
Step 00039750 L_out=0.087 Acc=0.91 ---219653.06 ms/batch
Step 00039800 L_out=0.053 Acc=0.93 ---246651.32 ms/batch
Step 00039850 L_out=0.155 Acc=0.91 ---273327.34 ms/batch
Step 00039900 L_out=0.637 Acc=0.89 ---300241.83 ms/batch
Step 00039950 L_out=0.100 Acc=0.95 ---327709.63 ms/batch
Step 00040000 L_out=0.129 Acc=0.91 ---355213.83 ms/batch
Round 3 | epoch=29, train costTime=365.7341477870941, | total_activation_sum=22879930
Round 3 | epoch=30, current m_iou=0.6693408523001851
Round 3 | Best m_IoU is: 0.672, OA is: 0.916 | val costTime=160.41968250274658
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=1.699 Acc=0.71 ---16161.10 ms/batch
Step 00040100 L_out=0.781 Acc=0.73 ---42863.95 ms/batch
Step 00040150 L_out=0.528 Acc=0.64 ---69630.37 ms/batch
Step 00040200 L_out=0.813 Acc=0.84 ---96474.64 ms/batch
Step 00040250 L_out=2.459 Acc=0.72 ---123728.18 ms/batch
Step 00040300 L_out=0.577 Acc=0.84 ---150662.28 ms/batch
Step 00040350 L_out=0.716 Acc=0.82 ---177118.01 ms/batch
Step 00040400 L_out=0.789 Acc=0.86 ---203983.93 ms/batch
Step 00040450 L_out=0.462 Acc=0.81 ---230869.85 ms/batch
Step 00040500 L_out=0.459 Acc=0.87 ---257704.46 ms/batch
Step 00040550 L_out=1.286 Acc=0.80 ---284671.63 ms/batch
Step 00040600 L_out=0.293 Acc=0.87 ---311610.78 ms/batch
Step 00040650 L_out=0.115 Acc=0.98 ---338181.17 ms/batch
Round 4 | epoch=0, train costTime=358.0807318687439, | total_activation_sum=29986777
Round 4 | epoch=1, current m_iou=0.5764343213614083
Round 4 | Best m_IoU is: 0.576, OA is: 0.872 | val costTime=164.9802050590515
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.361 Acc=0.90 --- 7415.48 ms/batch
Step 00040750 L_out=0.253 Acc=0.92 ---35618.90 ms/batch
Step 00040800 L_out=0.543 Acc=0.87 ---63661.08 ms/batch
Step 00040850 L_out=0.590 Acc=0.92 ---92340.78 ms/batch
Step 00040900 L_out=0.400 Acc=0.78 ---120770.84 ms/batch
Step 00040950 L_out=0.456 Acc=0.87 ---148799.87 ms/batch
Step 00041000 L_out=0.503 Acc=0.87 ---176630.35 ms/batch
Step 00041050 L_out=0.190 Acc=0.98 ---205047.68 ms/batch
Step 00041100 L_out=0.135 Acc=0.87 ---232661.79 ms/batch
Step 00041150 L_out=0.183 Acc=0.92 ---260890.38 ms/batch
Step 00041200 L_out=0.272 Acc=0.91 ---288930.04 ms/batch
Step 00041250 L_out=0.402 Acc=0.84 ---317142.53 ms/batch
Step 00041300 L_out=0.183 Acc=0.85 ---345075.40 ms/batch
Step 00041350 L_out=0.429 Acc=0.84 ---373324.64 ms/batch
Round 4 | epoch=1, train costTime=375.4967112541199, | total_activation_sum=29480700
Round 4 | epoch=2, current m_iou=0.63793326668104
Round 4 | Best m_IoU is: 0.638, OA is: 0.911 | val costTime=178.4910900592804
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.743 Acc=0.87 ---25744.39 ms/batch
Step 00041450 L_out=0.371 Acc=0.91 ---53953.79 ms/batch
Step 00041500 L_out=0.389 Acc=0.92 ---81874.74 ms/batch
Step 00041550 L_out=0.415 Acc=0.88 ---109839.50 ms/batch
Step 00041600 L_out=0.434 Acc=0.90 ---137978.55 ms/batch
Step 00041650 L_out=0.382 Acc=0.87 ---165729.53 ms/batch
Step 00041700 L_out=0.258 Acc=0.89 ---193295.39 ms/batch
Step 00041750 L_out=0.128 Acc=0.87 ---221274.73 ms/batch
Step 00041800 L_out=0.301 Acc=0.87 ---249921.70 ms/batch
Step 00041850 L_out=0.389 Acc=0.90 ---277671.22 ms/batch
Step 00041900 L_out=0.272 Acc=0.90 ---305567.61 ms/batch
Step 00041950 L_out=0.602 Acc=0.90 ---333189.87 ms/batch
Step 00042000 L_out=1.971 Acc=0.78 ---361603.78 ms/batch
Round 4 | epoch=2, train costTime=373.2073860168457, | total_activation_sum=29520383
Round 4 | epoch=3, current m_iou=0.6375236517120786
Round 4 | Best m_IoU is: 0.638, OA is: 0.911 | val costTime=172.74195051193237
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.185 Acc=0.89 ---16611.55 ms/batch
Step 00042100 L_out=0.850 Acc=0.84 ---44523.15 ms/batch
Step 00042150 L_out=0.512 Acc=0.78 ---72098.00 ms/batch
Step 00042200 L_out=0.265 Acc=0.89 ---100526.78 ms/batch
Step 00042250 L_out=0.577 Acc=0.88 ---128484.01 ms/batch
Step 00042300 L_out=0.427 Acc=0.91 ---155603.15 ms/batch
Step 00042350 L_out=0.419 Acc=0.76 ---183580.00 ms/batch
Step 00042400 L_out=0.409 Acc=0.88 ---211602.64 ms/batch
Step 00042450 L_out=0.248 Acc=0.90 ---239530.66 ms/batch
Step 00042500 L_out=1.035 Acc=0.79 ---267894.70 ms/batch
Step 00042550 L_out=0.343 Acc=0.79 ---295601.31 ms/batch
Step 00042600 L_out=0.255 Acc=0.92 ---323472.03 ms/batch
Step 00042650 L_out=0.383 Acc=0.85 ---352147.24 ms/batch
Round 4 | epoch=3, train costTime=373.04542422294617, | total_activation_sum=29590845
Round 4 | epoch=4, current m_iou=0.6524837532764225
Round 4 | Best m_IoU is: 0.652, OA is: 0.914 | val costTime=176.84545850753784
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.212 Acc=0.95 --- 7461.34 ms/batch
Step 00042750 L_out=0.572 Acc=0.88 ---35513.77 ms/batch
Step 00042800 L_out=0.108 Acc=0.94 ---63555.98 ms/batch
Step 00042850 L_out=0.162 Acc=0.96 ---91840.49 ms/batch
Step 00042900 L_out=0.156 Acc=0.95 ---120009.50 ms/batch
Step 00042950 L_out=0.113 Acc=0.96 ---148008.53 ms/batch
Step 00043000 L_out=0.314 Acc=0.77 ---176033.40 ms/batch
Step 00043050 L_out=0.500 Acc=0.91 ---204622.43 ms/batch
Step 00043100 L_out=0.372 Acc=0.89 ---232931.72 ms/batch
Step 00043150 L_out=0.395 Acc=0.90 ---260963.69 ms/batch
Step 00043200 L_out=0.168 Acc=0.91 ---288837.43 ms/batch
Step 00043250 L_out=0.425 Acc=0.92 ---317145.13 ms/batch
Step 00043300 L_out=0.280 Acc=0.95 ---344769.57 ms/batch
Step 00043350 L_out=0.217 Acc=0.88 ---372983.21 ms/batch
Round 4 | epoch=4, train costTime=375.7949800491333, | total_activation_sum=29418138
Round 4 | epoch=5, current m_iou=0.6740351051448574
Round 4 | Best m_IoU is: 0.674, OA is: 0.916 | val costTime=180.56829166412354
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.444 Acc=0.86 ---25128.10 ms/batch
Step 00043450 L_out=0.322 Acc=0.90 ---53407.01 ms/batch
Step 00043500 L_out=1.008 Acc=0.72 ---81109.63 ms/batch
Step 00043550 L_out=0.349 Acc=0.76 ---109089.10 ms/batch
Step 00043600 L_out=0.430 Acc=0.89 ---136848.94 ms/batch
Step 00043650 L_out=0.395 Acc=0.87 ---164507.94 ms/batch
Step 00043700 L_out=0.318 Acc=0.88 ---192371.20 ms/batch
Step 00043750 L_out=0.247 Acc=0.88 ---220212.49 ms/batch
Step 00043800 L_out=0.154 Acc=0.92 ---247867.90 ms/batch
Step 00043850 L_out=0.321 Acc=0.96 ---275947.31 ms/batch
Step 00043900 L_out=0.236 Acc=0.94 ---304713.15 ms/batch
Step 00043950 L_out=0.382 Acc=0.94 ---332668.79 ms/batch
Step 00044000 L_out=0.187 Acc=0.94 ---359722.02 ms/batch
Round 4 | epoch=5, train costTime=372.0009956359863, | total_activation_sum=29567250
Round 4 | epoch=6, current m_iou=0.6808717571509701
Round 4 | Best m_IoU is: 0.681, OA is: 0.918 | val costTime=176.1946907043457
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.173 Acc=0.94 ---15896.40 ms/batch
Step 00044100 L_out=0.493 Acc=0.89 ---43755.39 ms/batch
Step 00044150 L_out=0.439 Acc=0.92 ---71787.75 ms/batch
Step 00044200 L_out=0.207 Acc=0.93 ---99966.55 ms/batch
Step 00044250 L_out=0.751 Acc=0.91 ---127656.18 ms/batch
Step 00044300 L_out=0.425 Acc=0.91 ---155438.56 ms/batch
Step 00044350 L_out=0.469 Acc=0.89 ---183200.81 ms/batch
Step 00044400 L_out=0.262 Acc=0.88 ---211666.03 ms/batch
Step 00044450 L_out=0.237 Acc=0.89 ---239857.69 ms/batch
Step 00044500 L_out=0.201 Acc=0.91 ---267737.41 ms/batch
Step 00044550 L_out=0.202 Acc=0.88 ---295603.98 ms/batch
Step 00044600 L_out=0.415 Acc=0.88 ---323675.36 ms/batch
Step 00044650 L_out=0.151 Acc=0.87 ---352075.20 ms/batch
Round 4 | epoch=6, train costTime=374.06921458244324, | total_activation_sum=29319076
Round 4 | epoch=7, current m_iou=0.6772507543114807
Round 4 | Best m_IoU is: 0.681, OA is: 0.918 | val costTime=178.21038055419922
Round 4 | ****EPOCH 7****
Step 00044700 L_out=0.472 Acc=0.91 --- 6770.05 ms/batch
Step 00044750 L_out=0.267 Acc=0.95 ---34459.73 ms/batch
Step 00044800 L_out=0.293 Acc=0.95 ---62032.46 ms/batch
Step 00044850 L_out=0.202 Acc=0.93 ---89654.51 ms/batch
Step 00044900 L_out=0.104 Acc=0.96 ---118098.55 ms/batch
Step 00044950 L_out=0.124 Acc=0.93 ---146061.40 ms/batch
Step 00045000 L_out=0.109 Acc=0.94 ---173936.67 ms/batch
Step 00045050 L_out=0.235 Acc=0.88 ---202198.07 ms/batch
Step 00045100 L_out=0.173 Acc=0.86 ---230684.31 ms/batch
Step 00045150 L_out=0.425 Acc=0.87 ---259048.14 ms/batch
Step 00045200 L_out=0.212 Acc=0.94 ---287301.90 ms/batch
Step 00045250 L_out=0.315 Acc=0.87 ---316185.02 ms/batch
Step 00045300 L_out=0.827 Acc=0.69 ---343505.54 ms/batch
Step 00045350 L_out=0.340 Acc=0.87 ---372227.68 ms/batch
Round 4 | epoch=7, train costTime=375.58272337913513, | total_activation_sum=29521786
Round 4 | epoch=8, current m_iou=0.6725950990857781
Round 4 | Best m_IoU is: 0.681, OA is: 0.918 | val costTime=162.60246968269348
Round 4 | ****EPOCH 8****
Step 00045400 L_out=0.338 Acc=0.89 ---23544.73 ms/batch
Step 00045450 L_out=0.254 Acc=0.92 ---50262.06 ms/batch
Step 00045500 L_out=0.334 Acc=0.93 ---76967.28 ms/batch
Step 00045550 L_out=0.194 Acc=0.91 ---103569.22 ms/batch
Step 00045600 L_out=0.402 Acc=0.90 ---131311.06 ms/batch
Step 00045650 L_out=0.224 Acc=0.93 ---158192.71 ms/batch
Step 00045700 L_out=0.471 Acc=0.93 ---184936.87 ms/batch
Step 00045750 L_out=0.222 Acc=0.93 ---211881.54 ms/batch
Step 00045800 L_out=0.095 Acc=0.95 ---238919.05 ms/batch
Step 00045850 L_out=0.447 Acc=0.87 ---265645.07 ms/batch
Step 00045900 L_out=0.363 Acc=0.89 ---292634.23 ms/batch
Step 00045950 L_out=0.273 Acc=0.96 ---319720.11 ms/batch
Step 00046000 L_out=0.255 Acc=0.91 ---347800.70 ms/batch
Round 4 | epoch=8, train costTime=360.55664110183716, | total_activation_sum=29613663
Round 4 | epoch=9, current m_iou=0.6683247626937538
Round 4 | Best m_IoU is: 0.681, OA is: 0.918 | val costTime=136.19454312324524
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.525 Acc=0.88 ---15340.18 ms/batch
Step 00046100 L_out=0.128 Acc=0.97 ---42060.78 ms/batch
Step 00046150 L_out=0.221 Acc=0.83 ---69223.26 ms/batch
Step 00046200 L_out=0.703 Acc=0.88 ---95953.63 ms/batch
Step 00046250 L_out=0.320 Acc=0.94 ---123022.81 ms/batch
Step 00046300 L_out=0.221 Acc=0.93 ---150049.77 ms/batch
Step 00046350 L_out=0.296 Acc=0.95 ---177041.36 ms/batch
Step 00046400 L_out=0.622 Acc=0.90 ---204191.05 ms/batch
Step 00046450 L_out=0.271 Acc=0.94 ---230813.98 ms/batch
Step 00046500 L_out=0.424 Acc=0.90 ---257842.50 ms/batch
Step 00046550 L_out=0.265 Acc=0.87 ---284733.10 ms/batch
Step 00046600 L_out=0.311 Acc=0.95 ---311883.12 ms/batch
Step 00046650 L_out=0.632 Acc=0.90 ---339687.58 ms/batch
Round 4 | epoch=9, train costTime=361.08510732650757, | total_activation_sum=29419813
Round 4 | epoch=10, current m_iou=0.650092044202529
Round 4 | Best m_IoU is: 0.681, OA is: 0.918 | val costTime=170.50383281707764
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.045 Acc=0.95 --- 4906.98 ms/batch
Step 00046750 L_out=0.465 Acc=0.81 ---31652.26 ms/batch
Step 00046800 L_out=0.273 Acc=0.94 ---58339.72 ms/batch
Step 00046850 L_out=0.244 Acc=0.94 ---85112.23 ms/batch
Step 00046900 L_out=0.528 Acc=0.91 ---111616.69 ms/batch
Step 00046950 L_out=0.068 Acc=0.91 ---138643.70 ms/batch
Step 00047000 L_out=0.160 Acc=0.91 ---165405.93 ms/batch
Step 00047050 L_out=0.231 Acc=0.94 ---192025.53 ms/batch
Step 00047100 L_out=0.109 Acc=0.95 ---218679.01 ms/batch
Step 00047150 L_out=0.099 Acc=0.89 ---245328.96 ms/batch
Step 00047200 L_out=0.351 Acc=0.89 ---271707.53 ms/batch
Step 00047250 L_out=0.271 Acc=0.93 ---298441.26 ms/batch
Step 00047300 L_out=0.084 Acc=0.88 ---325903.89 ms/batch
Step 00047350 L_out=0.677 Acc=0.86 ---352625.11 ms/batch
Round 4 | epoch=10, train costTime=356.5326418876648, | total_activation_sum=29499624
Round 4 | epoch=11, current m_iou=0.6646881068234818
Round 4 | Best m_IoU is: 0.681, OA is: 0.918 | val costTime=156.14075231552124
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.356 Acc=0.89 ---23318.53 ms/batch
Step 00047450 L_out=0.158 Acc=0.92 ---50020.96 ms/batch
Step 00047500 L_out=0.193 Acc=0.95 ---76902.53 ms/batch
Step 00047550 L_out=0.223 Acc=0.95 ---103603.45 ms/batch
Step 00047600 L_out=0.119 Acc=0.88 ---130000.32 ms/batch
Step 00047650 L_out=0.275 Acc=0.94 ---156640.39 ms/batch
Step 00047700 L_out=0.245 Acc=0.94 ---183323.77 ms/batch
Step 00047750 L_out=0.356 Acc=0.93 ---209716.61 ms/batch
Step 00047800 L_out=0.283 Acc=0.93 ---236739.51 ms/batch
Step 00047850 L_out=0.172 Acc=0.86 ---263553.45 ms/batch
Step 00047900 L_out=0.394 Acc=0.86 ---290494.75 ms/batch
Step 00047950 L_out=0.066 Acc=0.94 ---316489.30 ms/batch
Step 00048000 L_out=0.236 Acc=0.94 ---343120.26 ms/batch
Round 4 | epoch=11, train costTime=356.5297679901123, | total_activation_sum=29553622
Round 4 | epoch=12, current m_iou=0.6714381075945237
Round 4 | Best m_IoU is: 0.681, OA is: 0.918 | val costTime=162.82916808128357
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.233 Acc=0.93 ---13995.25 ms/batch
Step 00048100 L_out=0.169 Acc=0.92 ---40814.14 ms/batch
Step 00048150 L_out=0.125 Acc=0.92 ---67675.11 ms/batch
Step 00048200 L_out=0.090 Acc=0.96 ---94657.97 ms/batch
Step 00048250 L_out=0.118 Acc=0.95 ---121424.89 ms/batch
Step 00048300 L_out=0.217 Acc=0.86 ---148712.79 ms/batch
Step 00048350 L_out=0.364 Acc=0.87 ---175650.59 ms/batch
Step 00048400 L_out=0.202 Acc=0.95 ---202471.54 ms/batch
Step 00048450 L_out=0.885 Acc=0.82 ---229893.14 ms/batch
Step 00048500 L_out=0.057 Acc=0.98 ---256943.68 ms/batch
Step 00048550 L_out=0.136 Acc=0.96 ---283811.85 ms/batch
Step 00048600 L_out=0.220 Acc=0.96 ---310907.85 ms/batch
Step 00048650 L_out=0.222 Acc=0.90 ---337426.65 ms/batch
Round 4 | epoch=12, train costTime=359.6001567840576, | total_activation_sum=29431276
Round 4 | epoch=13, current m_iou=0.676929165602483
Round 4 | Best m_IoU is: 0.681, OA is: 0.918 | val costTime=173.9824857711792
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.385 Acc=0.88 --- 5035.61 ms/batch
Step 00048750 L_out=0.563 Acc=0.87 ---33420.38 ms/batch
Step 00048800 L_out=0.126 Acc=0.95 ---62017.57 ms/batch
Step 00048850 L_out=0.117 Acc=0.94 ---90648.36 ms/batch
Step 00048900 L_out=0.111 Acc=0.96 ---118474.33 ms/batch
Step 00048950 L_out=0.225 Acc=0.97 ---147594.03 ms/batch
Step 00049000 L_out=0.177 Acc=0.94 ---176925.26 ms/batch
Step 00049050 L_out=0.507 Acc=0.90 ---204593.19 ms/batch
Step 00049100 L_out=0.209 Acc=0.88 ---232629.95 ms/batch
Step 00049150 L_out=0.414 Acc=0.91 ---261930.11 ms/batch
Step 00049200 L_out=0.114 Acc=0.97 ---290004.85 ms/batch
Step 00049250 L_out=0.424 Acc=0.95 ---318411.20 ms/batch
Step 00049300 L_out=0.187 Acc=0.92 ---346548.55 ms/batch
Step 00049350 L_out=0.138 Acc=0.94 ---375829.19 ms/batch
Round 4 | epoch=13, train costTime=380.4954252243042, | total_activation_sum=29672491
Round 4 | epoch=14, current m_iou=0.6817783232001104
Round 4 | Best m_IoU is: 0.682, OA is: 0.918 | val costTime=175.10885190963745
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.125 Acc=0.92 ---24889.92 ms/batch
Step 00049450 L_out=0.083 Acc=0.96 ---53400.38 ms/batch
Step 00049500 L_out=0.431 Acc=0.94 ---81794.31 ms/batch
Step 00049550 L_out=0.331 Acc=0.84 ---110537.75 ms/batch
Step 00049600 L_out=0.330 Acc=0.85 ---138512.94 ms/batch
Step 00049650 L_out=0.172 Acc=0.85 ---166736.14 ms/batch
Step 00049700 L_out=0.229 Acc=0.89 ---194737.99 ms/batch
Step 00049750 L_out=0.526 Acc=0.87 ---223248.61 ms/batch
Step 00049800 L_out=0.183 Acc=0.93 ---251371.58 ms/batch
Step 00049850 L_out=0.182 Acc=0.93 ---280389.59 ms/batch
Step 00049900 L_out=0.108 Acc=0.92 ---310136.70 ms/batch
Step 00049950 L_out=0.167 Acc=0.90 ---338942.29 ms/batch
Step 00050000 L_out=0.100 Acc=0.95 ---368394.51 ms/batch
Round 4 | epoch=14, train costTime=382.8299717903137, | total_activation_sum=29311977
Round 4 | epoch=15, current m_iou=0.6844225265268713
Round 4 | Best m_IoU is: 0.684, OA is: 0.918 | val costTime=175.60353589057922
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.133 Acc=0.93 ---13779.73 ms/batch
Step 00050100 L_out=0.102 Acc=0.95 ---41856.99 ms/batch
Step 00050150 L_out=0.150 Acc=0.93 ---69856.75 ms/batch
Step 00050200 L_out=0.710 Acc=0.91 ---98292.48 ms/batch
Step 00050250 L_out=0.174 Acc=0.93 ---126518.59 ms/batch
Step 00050300 L_out=0.396 Acc=0.87 ---154927.25 ms/batch
Step 00050350 L_out=0.175 Acc=0.95 ---185063.64 ms/batch
Step 00050400 L_out=0.655 Acc=0.87 ---213163.20 ms/batch
Step 00050450 L_out=0.178 Acc=0.94 ---241587.45 ms/batch
Step 00050500 L_out=0.392 Acc=0.90 ---270606.20 ms/batch
Step 00050550 L_out=0.698 Acc=0.78 ---298800.04 ms/batch
Step 00050600 L_out=0.213 Acc=0.96 ---326496.41 ms/batch
Step 00050650 L_out=0.189 Acc=0.94 ---355016.14 ms/batch
Round 4 | epoch=15, train costTime=379.26735830307007, | total_activation_sum=29551020
Round 4 | epoch=16, current m_iou=0.6768519382005785
Round 4 | Best m_IoU is: 0.684, OA is: 0.918 | val costTime=176.94925117492676
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.299 Acc=0.94 --- 4412.92 ms/batch
Step 00050750 L_out=0.078 Acc=0.96 ---32487.84 ms/batch
Step 00050800 L_out=0.061 Acc=0.95 ---61323.97 ms/batch
Step 00050850 L_out=0.378 Acc=0.92 ---90097.29 ms/batch
Step 00050900 L_out=0.133 Acc=0.86 ---118474.44 ms/batch
Step 00050950 L_out=0.049 Acc=0.98 ---147686.62 ms/batch
Step 00051000 L_out=0.339 Acc=0.80 ---176485.99 ms/batch
Step 00051050 L_out=0.345 Acc=0.93 ---205109.31 ms/batch
Step 00051100 L_out=0.148 Acc=0.94 ---233844.92 ms/batch
Step 00051150 L_out=0.074 Acc=0.94 ---262347.04 ms/batch
Step 00051200 L_out=0.064 Acc=0.95 ---290756.76 ms/batch
Step 00051250 L_out=0.402 Acc=0.92 ---319331.28 ms/batch
Step 00051300 L_out=0.141 Acc=0.94 ---347812.24 ms/batch
Step 00051350 L_out=0.184 Acc=0.96 ---376760.92 ms/batch
Round 4 | epoch=16, train costTime=381.9859290122986, | total_activation_sum=29349225
Round 4 | epoch=17, current m_iou=0.6773156983310684
Round 4 | Best m_IoU is: 0.684, OA is: 0.918 | val costTime=209.81270027160645
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.181 Acc=0.85 ---23694.42 ms/batch
Step 00051450 L_out=0.034 Acc=0.91 ---51848.25 ms/batch
Step 00051500 L_out=0.240 Acc=0.96 ---80551.84 ms/batch
Step 00051550 L_out=0.112 Acc=0.98 ---108577.14 ms/batch
Step 00051600 L_out=0.218 Acc=0.96 ---136906.11 ms/batch
Step 00051650 L_out=0.100 Acc=0.95 ---165050.02 ms/batch
Step 00051700 L_out=0.243 Acc=0.95 ---193182.72 ms/batch
Step 00051750 L_out=0.238 Acc=0.92 ---221047.85 ms/batch
Step 00051800 L_out=0.266 Acc=0.93 ---249855.39 ms/batch
Step 00051850 L_out=0.136 Acc=0.91 ---278389.92 ms/batch
Step 00051900 L_out=0.157 Acc=0.90 ---306558.46 ms/batch
Step 00051950 L_out=0.861 Acc=0.89 ---335032.60 ms/batch
Step 00052000 L_out=0.454 Acc=0.87 ---364002.84 ms/batch
Round 4 | epoch=17, train costTime=379.2827138900757, | total_activation_sum=29560744
Round 4 | epoch=18, current m_iou=0.6855600565056453
Round 4 | Best m_IoU is: 0.686, OA is: 0.919 | val costTime=191.65100502967834
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.200 Acc=0.89 ---14185.64 ms/batch
Step 00052100 L_out=0.205 Acc=0.95 ---43678.26 ms/batch
Step 00052150 L_out=0.247 Acc=0.94 ---73103.01 ms/batch
Step 00052200 L_out=0.142 Acc=0.95 ---102753.52 ms/batch
Step 00052250 L_out=0.151 Acc=0.93 ---130706.22 ms/batch
Step 00052300 L_out=0.151 Acc=0.80 ---158596.02 ms/batch
Step 00052350 L_out=0.132 Acc=0.95 ---186628.47 ms/batch
Step 00052400 L_out=0.172 Acc=0.93 ---214991.80 ms/batch
Step 00052450 L_out=0.055 Acc=0.98 ---243101.85 ms/batch
Step 00052500 L_out=0.198 Acc=0.95 ---271857.22 ms/batch
Step 00052550 L_out=0.282 Acc=0.91 ---299515.41 ms/batch
Step 00052600 L_out=0.037 Acc=0.97 ---328300.03 ms/batch
Step 00052650 L_out=0.145 Acc=0.92 ---357550.43 ms/batch
Round 4 | epoch=18, train costTime=382.24990010261536, | total_activation_sum=29532126
Round 4 | epoch=19, current m_iou=0.6846420530627079
Round 4 | Best m_IoU is: 0.686, OA is: 0.919 | val costTime=167.48797488212585
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.182 Acc=0.86 --- 3728.22 ms/batch
Step 00052750 L_out=0.196 Acc=0.92 ---30674.32 ms/batch
Step 00052800 L_out=0.268 Acc=0.90 ---57411.64 ms/batch
Step 00052850 L_out=0.065 Acc=0.97 ---84281.16 ms/batch
Step 00052900 L_out=0.106 Acc=0.95 ---111482.31 ms/batch
Step 00052950 L_out=0.324 Acc=0.90 ---138321.37 ms/batch
Step 00053000 L_out=0.154 Acc=0.98 ---165220.69 ms/batch
Step 00053050 L_out=0.141 Acc=0.93 ---191890.33 ms/batch
Step 00053100 L_out=0.092 Acc=0.92 ---218846.76 ms/batch
Step 00053150 L_out=0.160 Acc=0.95 ---245599.71 ms/batch
Step 00053200 L_out=0.217 Acc=0.95 ---272492.49 ms/batch
Step 00053250 L_out=0.165 Acc=0.95 ---299627.43 ms/batch
Step 00053300 L_out=0.422 Acc=0.86 ---326921.72 ms/batch
Step 00053350 L_out=0.192 Acc=0.96 ---354042.04 ms/batch
Round 4 | epoch=19, train costTime=359.19615173339844, | total_activation_sum=29528690
Round 4 | epoch=20, current m_iou=0.6881796925287025
Round 4 | Best m_IoU is: 0.688, OA is: 0.920 | val costTime=173.44877648353577
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.179 Acc=0.91 ---21605.18 ms/batch
Step 00053450 L_out=0.204 Acc=0.91 ---48833.77 ms/batch
Step 00053500 L_out=0.064 Acc=0.97 ---75842.77 ms/batch
Step 00053550 L_out=0.145 Acc=0.95 ---103012.36 ms/batch
Step 00053600 L_out=0.073 Acc=0.95 ---130258.71 ms/batch
Step 00053650 L_out=0.073 Acc=0.90 ---157229.06 ms/batch
Step 00053700 L_out=0.090 Acc=0.94 ---184254.86 ms/batch
Step 00053750 L_out=0.289 Acc=0.96 ---211397.31 ms/batch
Step 00053800 L_out=0.193 Acc=0.94 ---238161.65 ms/batch
Step 00053850 L_out=0.134 Acc=0.93 ---265129.42 ms/batch
Step 00053900 L_out=0.098 Acc=0.95 ---291971.87 ms/batch
Step 00053950 L_out=0.215 Acc=0.96 ---318099.56 ms/batch
Step 00054000 L_out=0.146 Acc=0.89 ---345604.69 ms/batch
Round 4 | epoch=20, train costTime=360.3101577758789, | total_activation_sum=29646165
Round 4 | epoch=21, current m_iou=0.6902912519690125
Round 4 | Best m_IoU is: 0.690, OA is: 0.921 | val costTime=177.39584589004517
Round 4 | ****EPOCH 21****
Step 00054050 L_out=0.242 Acc=0.93 ---12890.28 ms/batch
Step 00054100 L_out=0.064 Acc=0.96 ---39117.58 ms/batch
Step 00054150 L_out=0.241 Acc=0.93 ---65912.66 ms/batch
Step 00054200 L_out=0.047 Acc=0.96 ---92910.40 ms/batch
Step 00054250 L_out=0.174 Acc=0.91 ---119847.19 ms/batch
Step 00054300 L_out=0.073 Acc=0.97 ---146789.00 ms/batch
Step 00054350 L_out=0.131 Acc=0.92 ---174001.14 ms/batch
Step 00054400 L_out=0.164 Acc=0.96 ---201599.36 ms/batch
Step 00054450 L_out=0.262 Acc=0.92 ---228411.62 ms/batch
Step 00054500 L_out=0.120 Acc=0.89 ---255341.81 ms/batch
Step 00054550 L_out=0.126 Acc=0.95 ---282087.31 ms/batch
Step 00054600 L_out=0.140 Acc=0.93 ---309042.55 ms/batch
Step 00054650 L_out=0.145 Acc=0.93 ---336258.04 ms/batch
Round 4 | epoch=21, train costTime=360.61438632011414, | total_activation_sum=29501509
Round 4 | epoch=22, current m_iou=0.6873681255054329
Round 4 | Best m_IoU is: 0.690, OA is: 0.921 | val costTime=170.5978844165802
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.038 Acc=0.98 --- 3168.76 ms/batch
Step 00054750 L_out=0.341 Acc=0.87 ---30267.63 ms/batch
Step 00054800 L_out=0.209 Acc=0.90 ---57381.42 ms/batch
Step 00054850 L_out=0.072 Acc=0.96 ---84202.28 ms/batch
Step 00054900 L_out=0.126 Acc=0.94 ---110937.50 ms/batch
Step 00054950 L_out=0.215 Acc=0.96 ---137707.92 ms/batch
Step 00055000 L_out=0.156 Acc=0.92 ---164607.50 ms/batch
Step 00055050 L_out=0.166 Acc=0.86 ---191161.24 ms/batch
Step 00055100 L_out=0.116 Acc=0.97 ---217421.81 ms/batch
Step 00055150 L_out=0.174 Acc=0.90 ---244522.17 ms/batch
Step 00055200 L_out=0.130 Acc=0.94 ---271757.65 ms/batch
Step 00055250 L_out=0.080 Acc=0.95 ---299220.85 ms/batch
Step 00055300 L_out=0.135 Acc=0.93 ---326612.03 ms/batch
Step 00055350 L_out=0.209 Acc=0.90 ---353558.07 ms/batch
Round 4 | epoch=22, train costTime=359.491925239563, | total_activation_sum=29429310
Round 4 | epoch=23, current m_iou=0.6850742692613752
Round 4 | Best m_IoU is: 0.690, OA is: 0.921 | val costTime=147.1344735622406
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.076 Acc=0.97 ---17904.71 ms/batch
Step 00055450 L_out=0.091 Acc=0.96 ---40762.26 ms/batch
Step 00055500 L_out=0.035 Acc=0.95 ---63951.13 ms/batch
Step 00055550 L_out=0.086 Acc=0.97 ---86309.02 ms/batch
Step 00055600 L_out=0.100 Acc=0.93 ---109151.74 ms/batch
Step 00055650 L_out=0.081 Acc=0.97 ---131787.49 ms/batch
Step 00055700 L_out=0.203 Acc=0.93 ---154698.63 ms/batch
Step 00055750 L_out=0.091 Acc=0.95 ---178056.45 ms/batch
Step 00055800 L_out=0.180 Acc=0.87 ---200691.72 ms/batch
Step 00055850 L_out=0.156 Acc=0.95 ---223485.05 ms/batch
Step 00055900 L_out=0.081 Acc=0.95 ---246129.69 ms/batch
Step 00055950 L_out=0.167 Acc=0.97 ---268671.50 ms/batch
Step 00056000 L_out=0.098 Acc=0.84 ---291660.71 ms/batch
Round 4 | epoch=23, train costTime=304.58342576026917, | total_activation_sum=29471486
Round 4 | epoch=24, current m_iou=0.6862152192380618
Round 4 | Best m_IoU is: 0.690, OA is: 0.921 | val costTime=140.63624262809753
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.178 Acc=0.96 --- 9889.28 ms/batch
Step 00056100 L_out=0.183 Acc=0.93 ---32623.05 ms/batch
Step 00056150 L_out=0.056 Acc=0.97 ---55188.82 ms/batch
Step 00056200 L_out=0.051 Acc=0.97 ---77843.84 ms/batch
Step 00056250 L_out=0.209 Acc=0.94 ---100525.98 ms/batch
Step 00056300 L_out=0.206 Acc=0.95 ---123710.72 ms/batch
Step 00056350 L_out=0.158 Acc=0.94 ---146376.68 ms/batch
Step 00056400 L_out=0.392 Acc=0.91 ---169023.91 ms/batch
Step 00056450 L_out=0.069 Acc=0.91 ---192236.42 ms/batch
Step 00056500 L_out=0.253 Acc=0.97 ---214958.70 ms/batch
Step 00056550 L_out=0.237 Acc=0.93 ---237597.39 ms/batch
Step 00056600 L_out=0.257 Acc=0.92 ---260455.15 ms/batch
Step 00056650 L_out=0.067 Acc=0.93 ---283280.32 ms/batch
Round 4 | epoch=24, train costTime=303.72333884239197, | total_activation_sum=29596035
Round 4 | epoch=25, current m_iou=0.6859791201837062
Round 4 | Best m_IoU is: 0.690, OA is: 0.921 | val costTime=157.17263531684875
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.079 Acc=0.93 --- 2340.25 ms/batch
Step 00056750 L_out=0.189 Acc=0.94 ---25945.04 ms/batch
Step 00056800 L_out=0.232 Acc=0.90 ---48669.17 ms/batch
Step 00056850 L_out=0.139 Acc=0.94 ---71396.50 ms/batch
Step 00056900 L_out=0.290 Acc=0.95 ---94057.99 ms/batch
Step 00056950 L_out=0.233 Acc=0.95 ---116661.49 ms/batch
Step 00057000 L_out=0.137 Acc=0.91 ---139374.44 ms/batch
Step 00057050 L_out=0.158 Acc=0.93 ---161938.21 ms/batch
Step 00057100 L_out=0.149 Acc=0.96 ---184646.23 ms/batch
Step 00057150 L_out=0.065 Acc=0.95 ---207351.75 ms/batch
Step 00057200 L_out=0.162 Acc=0.90 ---230105.34 ms/batch
Step 00057250 L_out=0.204 Acc=0.91 ---252715.51 ms/batch
Step 00057300 L_out=0.160 Acc=0.96 ---275362.37 ms/batch
Step 00057350 L_out=0.143 Acc=0.94 ---297917.48 ms/batch
Round 4 | epoch=25, train costTime=303.4977493286133, | total_activation_sum=29453850
Round 4 | epoch=26, current m_iou=0.6853545760749642
Round 4 | Best m_IoU is: 0.690, OA is: 0.921 | val costTime=149.67900156974792
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.210 Acc=0.89 ---17098.03 ms/batch
Step 00057450 L_out=0.125 Acc=0.94 ---39866.79 ms/batch
Step 00057500 L_out=0.262 Acc=0.90 ---62490.46 ms/batch
Step 00057550 L_out=0.093 Acc=0.95 ---85166.52 ms/batch
Step 00057600 L_out=0.254 Acc=0.90 ---107701.26 ms/batch
Step 00057650 L_out=0.874 Acc=0.78 ---130448.14 ms/batch
Step 00057700 L_out=0.158 Acc=0.93 ---153114.03 ms/batch
Step 00057750 L_out=0.087 Acc=0.89 ---175720.74 ms/batch
Step 00057800 L_out=0.044 Acc=0.95 ---198284.26 ms/batch
Step 00057850 L_out=0.113 Acc=0.97 ---220746.30 ms/batch
Step 00057900 L_out=0.452 Acc=0.85 ---243438.40 ms/batch
Step 00057950 L_out=0.046 Acc=0.95 ---265859.72 ms/batch
Step 00058000 L_out=0.159 Acc=0.95 ---288583.37 ms/batch
Round 4 | epoch=26, train costTime=301.55596375465393, | total_activation_sum=29555822
Round 4 | epoch=27, current m_iou=0.6857824870722418
Round 4 | Best m_IoU is: 0.690, OA is: 0.921 | val costTime=141.67675733566284
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.257 Acc=0.94 --- 9624.83 ms/batch
Step 00058100 L_out=0.087 Acc=0.95 ---32504.43 ms/batch
Step 00058150 L_out=0.225 Acc=0.91 ---55404.52 ms/batch
Step 00058200 L_out=0.164 Acc=0.94 ---78051.33 ms/batch
Step 00058250 L_out=0.096 Acc=0.97 ---100728.86 ms/batch
Step 00058300 L_out=0.194 Acc=0.93 ---123331.47 ms/batch
Step 00058350 L_out=0.103 Acc=0.96 ---145857.47 ms/batch
Step 00058400 L_out=0.289 Acc=0.95 ---168416.37 ms/batch
Step 00058450 L_out=0.124 Acc=0.93 ---191131.40 ms/batch
Step 00058500 L_out=0.149 Acc=0.95 ---213952.65 ms/batch
Step 00058550 L_out=0.205 Acc=0.96 ---236385.11 ms/batch
Step 00058600 L_out=0.059 Acc=0.96 ---259004.07 ms/batch
Step 00058650 L_out=0.136 Acc=0.96 ---281480.40 ms/batch
Round 4 | epoch=27, train costTime=302.3289794921875, | total_activation_sum=29373651
Round 4 | epoch=28, current m_iou=0.6879066959122544
Round 4 | Best m_IoU is: 0.690, OA is: 0.921 | val costTime=148.16123270988464
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.064 Acc=0.94 --- 1822.02 ms/batch
Step 00058750 L_out=0.244 Acc=0.94 ---24551.72 ms/batch
Step 00058800 L_out=0.060 Acc=0.95 ---47028.64 ms/batch
Step 00058850 L_out=0.193 Acc=0.93 ---69584.86 ms/batch
Step 00058900 L_out=0.057 Acc=0.96 ---92419.88 ms/batch
Step 00058950 L_out=0.062 Acc=0.99 ---115000.80 ms/batch
Step 00059000 L_out=0.355 Acc=0.93 ---137585.74 ms/batch
Step 00059050 L_out=0.190 Acc=0.95 ---160390.88 ms/batch
Step 00059100 L_out=0.167 Acc=0.95 ---183009.36 ms/batch
Step 00059150 L_out=0.148 Acc=0.93 ---205590.32 ms/batch
Step 00059200 L_out=0.111 Acc=0.97 ---228224.50 ms/batch
Step 00059250 L_out=0.217 Acc=0.94 ---251044.56 ms/batch
Step 00059300 L_out=0.044 Acc=0.97 ---273801.00 ms/batch
Step 00059350 L_out=0.245 Acc=0.86 ---296335.29 ms/batch
Round 4 | epoch=28, train costTime=302.3171968460083, | total_activation_sum=29744414
Round 4 | epoch=29, current m_iou=0.6853222483770368
Round 4 | Best m_IoU is: 0.690, OA is: 0.921 | val costTime=141.92316341400146
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.072 Acc=0.93 ---16853.22 ms/batch
Step 00059450 L_out=0.079 Acc=0.95 ---39520.69 ms/batch
Step 00059500 L_out=0.238 Acc=0.93 ---62219.65 ms/batch
Step 00059550 L_out=0.135 Acc=0.96 ---84885.28 ms/batch
Step 00059600 L_out=0.128 Acc=0.94 ---107582.33 ms/batch
Step 00059650 L_out=0.228 Acc=0.92 ---130381.91 ms/batch
Step 00059700 L_out=0.109 Acc=0.95 ---153026.35 ms/batch
Step 00059750 L_out=0.142 Acc=0.96 ---175604.48 ms/batch
Step 00059800 L_out=0.086 Acc=0.97 ---198249.42 ms/batch
Step 00059850 L_out=0.156 Acc=0.92 ---220979.92 ms/batch
Step 00059900 L_out=0.076 Acc=0.96 ---243512.23 ms/batch
Step 00059950 L_out=0.048 Acc=0.96 ---265971.49 ms/batch
Step 00060000 L_out=0.306 Acc=0.90 ---288377.60 ms/batch
Round 4 | epoch=29, train costTime=301.995174407959, | total_activation_sum=29619051
Round 4 | epoch=30, current m_iou=0.687352168389602
Round 4 | Best m_IoU is: 0.690, OA is: 0.921 | val costTime=143.78354668617249
Round 4 | ****EPOCH 30****
Round 5 | ****EPOCH 0****
Step 00060050 L_out=1.037 Acc=0.88 --- 9085.32 ms/batch
Step 00060100 L_out=1.424 Acc=0.39 ---31992.34 ms/batch
Step 00060150 L_out=0.877 Acc=0.74 ---54816.06 ms/batch
Step 00060200 L_out=1.029 Acc=0.75 ---77569.39 ms/batch
Step 00060250 L_out=1.401 Acc=0.78 ---100216.95 ms/batch
Step 00060300 L_out=1.700 Acc=0.58 ---123071.80 ms/batch
Step 00060350 L_out=1.825 Acc=0.88 ---145961.18 ms/batch
Step 00060400 L_out=1.239 Acc=0.79 ---168882.20 ms/batch
Step 00060450 L_out=0.395 Acc=0.88 ---191670.38 ms/batch
Step 00060500 L_out=0.565 Acc=0.83 ---214231.50 ms/batch
Step 00060550 L_out=0.370 Acc=0.90 ---236868.15 ms/batch
Step 00060600 L_out=0.387 Acc=0.94 ---259498.06 ms/batch
Step 00060650 L_out=0.316 Acc=0.91 ---281938.65 ms/batch
Round 5 | epoch=0, train costTime=303.29311060905457, | total_activation_sum=35830680
Round 5 | epoch=1, current m_iou=0.5614096566503368
Round 5 | Best m_IoU is: 0.561, OA is: 0.858 | val costTime=159.781836271286
Round 5 | ****EPOCH 1****
Step 00060700 L_out=0.992 Acc=0.89 --- 1335.21 ms/batch
Step 00060750 L_out=0.488 Acc=0.84 ---23904.85 ms/batch
Step 00060800 L_out=0.397 Acc=0.90 ---46634.75 ms/batch
Step 00060850 L_out=0.539 Acc=0.89 ---69258.25 ms/batch
Step 00060900 L_out=0.345 Acc=0.93 ---92060.06 ms/batch
Step 00060950 L_out=0.527 Acc=0.93 ---114837.27 ms/batch
Step 00061000 L_out=0.349 Acc=0.87 ---137267.63 ms/batch
Step 00061050 L_out=0.283 Acc=0.88 ---159890.11 ms/batch
Step 00061100 L_out=0.464 Acc=0.85 ---182688.71 ms/batch
Step 00061150 L_out=0.508 Acc=0.91 ---205504.82 ms/batch
Step 00061200 L_out=0.713 Acc=0.68 ---228334.20 ms/batch
Step 00061250 L_out=0.663 Acc=0.92 ---251085.88 ms/batch
Step 00061300 L_out=0.531 Acc=0.86 ---273750.20 ms/batch
Step 00061350 L_out=0.518 Acc=0.93 ---296362.70 ms/batch
Round 5 | epoch=1, train costTime=302.7342109680176, | total_activation_sum=35722806
Round 5 | epoch=2, current m_iou=0.6202949322761913
Round 5 | Best m_IoU is: 0.620, OA is: 0.898 | val costTime=154.68867254257202
Round 5 | ****EPOCH 2****
Step 00061400 L_out=0.625 Acc=0.86 ---16258.33 ms/batch
Step 00061450 L_out=0.581 Acc=0.83 ---38895.91 ms/batch
Step 00061500 L_out=0.433 Acc=0.93 ---61629.81 ms/batch
Step 00061550 L_out=0.234 Acc=0.94 ---84596.70 ms/batch
Step 00061600 L_out=0.263 Acc=0.88 ---107390.23 ms/batch
Step 00061650 L_out=0.382 Acc=0.92 ---130370.99 ms/batch
Step 00061700 L_out=0.641 Acc=0.96 ---153136.58 ms/batch
Step 00061750 L_out=0.407 Acc=0.89 ---175862.16 ms/batch
Step 00061800 L_out=0.382 Acc=0.91 ---198649.07 ms/batch
Step 00061850 L_out=0.213 Acc=0.96 ---221494.97 ms/batch
Step 00061900 L_out=0.224 Acc=0.88 ---244157.70 ms/batch
Step 00061950 L_out=0.145 Acc=0.94 ---266905.69 ms/batch
Step 00062000 L_out=0.745 Acc=0.92 ---289623.92 ms/batch
Round 5 | epoch=2, train costTime=303.80083894729614, | total_activation_sum=35632792
Round 5 | epoch=3, current m_iou=0.6488894986962866
Round 5 | Best m_IoU is: 0.649, OA is: 0.884 | val costTime=159.14753365516663
Round 5 | ****EPOCH 3****
Step 00062050 L_out=0.423 Acc=0.92 --- 8629.37 ms/batch
Step 00062100 L_out=0.354 Acc=0.89 ---31438.99 ms/batch
Step 00062150 L_out=0.329 Acc=0.91 ---54194.96 ms/batch
Step 00062200 L_out=0.185 Acc=0.94 ---76664.16 ms/batch
Step 00062250 L_out=0.519 Acc=0.89 ---99570.00 ms/batch
Step 00062300 L_out=0.377 Acc=0.87 ---122397.55 ms/batch
Step 00062350 L_out=0.236 Acc=0.93 ---145028.64 ms/batch
Step 00062400 L_out=0.765 Acc=0.92 ---167597.78 ms/batch
Step 00062450 L_out=0.168 Acc=0.93 ---190540.67 ms/batch
Step 00062500 L_out=0.386 Acc=0.90 ---213183.46 ms/batch
Step 00062550 L_out=0.296 Acc=0.89 ---235957.44 ms/batch
Step 00062600 L_out=0.934 Acc=0.73 ---258755.90 ms/batch
Step 00062650 L_out=0.115 Acc=0.93 ---281449.19 ms/batch
Round 5 | epoch=3, train costTime=303.2896568775177, | total_activation_sum=35560066
Round 5 | epoch=4, current m_iou=0.6945581852712855
Round 5 | Best m_IoU is: 0.695, OA is: 0.919 | val costTime=152.93376994132996
Round 5 | ****EPOCH 4****
Step 00062700 L_out=0.078 Acc=0.96 ---  892.94 ms/batch
Step 00062750 L_out=0.203 Acc=0.96 ---23597.46 ms/batch
Step 00062800 L_out=0.191 Acc=0.93 ---46316.78 ms/batch
Step 00062850 L_out=0.113 Acc=0.94 ---68962.79 ms/batch
Step 00062900 L_out=0.119 Acc=0.98 ---91723.45 ms/batch
Step 00062950 L_out=0.184 Acc=0.96 ---114562.41 ms/batch
Step 00063000 L_out=0.428 Acc=0.90 ---137136.22 ms/batch
Step 00063050 L_out=0.330 Acc=0.90 ---159879.16 ms/batch
Step 00063100 L_out=0.200 Acc=0.94 ---182814.84 ms/batch
Step 00063150 L_out=0.149 Acc=0.97 ---205536.90 ms/batch
Step 00063200 L_out=0.710 Acc=0.87 ---228366.77 ms/batch
Step 00063250 L_out=0.161 Acc=0.95 ---250982.07 ms/batch
Step 00063300 L_out=0.203 Acc=0.95 ---273860.72 ms/batch
Step 00063350 L_out=0.304 Acc=0.88 ---296500.06 ms/batch
Round 5 | epoch=4, train costTime=303.28263998031616, | total_activation_sum=35663278
Round 5 | epoch=5, current m_iou=0.6835953904765526
Round 5 | Best m_IoU is: 0.695, OA is: 0.919 | val costTime=151.02092814445496
Round 5 | ****EPOCH 5****
Step 00063400 L_out=0.350 Acc=0.95 ---15822.70 ms/batch
Step 00063450 L_out=0.662 Acc=0.74 ---38476.49 ms/batch
Step 00063500 L_out=0.313 Acc=0.92 ---61243.35 ms/batch
Step 00063550 L_out=0.217 Acc=0.86 ---83955.23 ms/batch
Step 00063600 L_out=1.288 Acc=0.92 ---106647.16 ms/batch
Step 00063650 L_out=0.427 Acc=0.88 ---129288.60 ms/batch
Step 00063700 L_out=0.346 Acc=0.94 ---151914.41 ms/batch
Step 00063750 L_out=0.304 Acc=0.86 ---174674.48 ms/batch
Step 00063800 L_out=0.213 Acc=0.90 ---197366.52 ms/batch
Step 00063850 L_out=0.954 Acc=0.87 ---219828.36 ms/batch
Step 00063900 L_out=0.261 Acc=0.92 ---242381.93 ms/batch
Step 00063950 L_out=0.416 Acc=0.93 ---265050.66 ms/batch
Step 00064000 L_out=0.129 Acc=0.96 ---287558.66 ms/batch
Round 5 | epoch=5, train costTime=302.03780722618103, | total_activation_sum=35677484
Round 5 | epoch=6, current m_iou=0.6811572378120001
Round 5 | Best m_IoU is: 0.695, OA is: 0.919 | val costTime=161.54990029335022
Round 5 | ****EPOCH 6****
Step 00064050 L_out=0.537 Acc=0.91 --- 8220.94 ms/batch
Step 00064100 L_out=0.372 Acc=0.92 ---31033.80 ms/batch
Step 00064150 L_out=0.207 Acc=0.92 ---53686.81 ms/batch
Step 00064200 L_out=0.198 Acc=0.94 ---76170.29 ms/batch
Step 00064250 L_out=0.161 Acc=0.94 ---98995.12 ms/batch
Step 00064300 L_out=0.217 Acc=0.92 ---121727.27 ms/batch
Step 00064350 L_out=0.765 Acc=0.81 ---144415.15 ms/batch
Step 00064400 L_out=0.227 Acc=0.91 ---167119.37 ms/batch
Step 00064450 L_out=0.311 Acc=0.92 ---189858.52 ms/batch
Step 00064500 L_out=1.247 Acc=0.81 ---212429.70 ms/batch
Step 00064550 L_out=0.315 Acc=0.90 ---235101.67 ms/batch
Step 00064600 L_out=0.254 Acc=0.90 ---257754.90 ms/batch
Step 00064650 L_out=0.057 Acc=0.93 ---280645.44 ms/batch
Round 5 | epoch=6, train costTime=302.83713936805725, | total_activation_sum=35620319
Round 5 | epoch=7, current m_iou=0.6898159703161326
Round 5 | Best m_IoU is: 0.695, OA is: 0.919 | val costTime=159.69092535972595
Round 5 | ****EPOCH 7****
Step 00064700 L_out=0.268 Acc=0.93 ---  476.53 ms/batch
Step 00064750 L_out=0.353 Acc=0.90 ---23195.29 ms/batch
Step 00064800 L_out=0.471 Acc=0.90 ---45682.55 ms/batch
Step 00064850 L_out=0.149 Acc=0.93 ---68374.97 ms/batch
Step 00064900 L_out=0.434 Acc=0.90 ---91229.77 ms/batch
Step 00064950 L_out=0.485 Acc=0.91 ---113995.50 ms/batch
Step 00065000 L_out=0.242 Acc=0.95 ---136550.39 ms/batch
Step 00065050 L_out=0.289 Acc=0.94 ---159082.83 ms/batch
Step 00065100 L_out=0.076 Acc=0.97 ---181784.74 ms/batch
Step 00065150 L_out=0.300 Acc=0.90 ---204342.28 ms/batch
Step 00065200 L_out=0.204 Acc=0.97 ---227035.73 ms/batch
Step 00065250 L_out=0.124 Acc=0.96 ---249846.46 ms/batch
Step 00065300 L_out=0.123 Acc=0.95 ---272463.49 ms/batch
Step 00065350 L_out=0.227 Acc=0.94 ---295212.49 ms/batch
Round 5 | epoch=7, train costTime=302.5275912284851, | total_activation_sum=35738919
Round 5 | epoch=8, current m_iou=0.6933631707493226
Round 5 | Best m_IoU is: 0.695, OA is: 0.919 | val costTime=156.47441220283508
Round 5 | ****EPOCH 8****
Step 00065400 L_out=0.139 Acc=0.98 ---15415.67 ms/batch
Step 00065450 L_out=0.304 Acc=0.93 ---38135.28 ms/batch
Step 00065500 L_out=0.243 Acc=0.86 ---61126.36 ms/batch
Step 00065550 L_out=0.346 Acc=0.93 ---83859.26 ms/batch
Step 00065600 L_out=0.159 Acc=0.96 ---106650.08 ms/batch
Step 00065650 L_out=0.190 Acc=0.91 ---129240.54 ms/batch
Step 00065700 L_out=0.181 Acc=0.95 ---151892.63 ms/batch
Step 00065750 L_out=0.172 Acc=0.94 ---174442.08 ms/batch
Step 00065800 L_out=0.174 Acc=0.93 ---197103.31 ms/batch
Step 00065850 L_out=0.461 Acc=0.93 ---219925.92 ms/batch
Step 00065900 L_out=0.563 Acc=0.91 ---242813.74 ms/batch
Step 00065950 L_out=0.404 Acc=0.95 ---265612.12 ms/batch
Step 00066000 L_out=0.268 Acc=0.95 ---288528.28 ms/batch
Round 5 | epoch=8, train costTime=303.6008331775665, | total_activation_sum=35451643
Round 5 | epoch=9, current m_iou=0.6744489871564583
Round 5 | Best m_IoU is: 0.695, OA is: 0.919 | val costTime=160.43231630325317
Round 5 | ****EPOCH 9****
Step 00066050 L_out=0.471 Acc=0.92 --- 7764.54 ms/batch
Step 00066100 L_out=0.097 Acc=0.93 ---30316.69 ms/batch
Step 00066150 L_out=0.203 Acc=0.85 ---52990.92 ms/batch
Step 00066200 L_out=0.532 Acc=0.91 ---75707.05 ms/batch
Step 00066250 L_out=0.242 Acc=0.94 ---98414.69 ms/batch
Step 00066300 L_out=0.762 Acc=0.79 ---121100.35 ms/batch
Step 00066350 L_out=0.346 Acc=0.93 ---143547.96 ms/batch
Step 00066400 L_out=0.242 Acc=0.94 ---166447.22 ms/batch
Step 00066450 L_out=0.209 Acc=0.96 ---189315.07 ms/batch
Step 00066500 L_out=0.629 Acc=0.90 ---212204.68 ms/batch
Step 00066550 L_out=0.071 Acc=0.97 ---234861.99 ms/batch
Step 00066600 L_out=0.236 Acc=0.92 ---257594.73 ms/batch
Step 00066650 L_out=0.577 Acc=0.90 ---279981.81 ms/batch
Step 00066700 L_out=0.457 Acc=0.91 ---302360.46 ms/batch
Round 5 | epoch=9, train costTime=302.3605787754059, | total_activation_sum=35811765
Round 5 | epoch=10, current m_iou=0.6740496186352598
Round 5 | Best m_IoU is: 0.695, OA is: 0.919 | val costTime=139.3327615261078
Round 5 | ****EPOCH 10****
Step 00066750 L_out=0.142 Acc=0.94 ---22702.73 ms/batch
Step 00066800 L_out=0.087 Acc=0.98 ---45170.65 ms/batch
Step 00066850 L_out=0.352 Acc=0.92 ---67640.70 ms/batch
Step 00066900 L_out=0.346 Acc=0.92 ---90170.82 ms/batch
Step 00066950 L_out=0.380 Acc=0.91 ---112841.07 ms/batch
Step 00067000 L_out=0.645 Acc=0.94 ---135513.05 ms/batch
Step 00067050 L_out=0.212 Acc=0.94 ---158187.53 ms/batch
Step 00067100 L_out=0.201 Acc=0.91 ---180807.67 ms/batch
Step 00067150 L_out=0.226 Acc=0.95 ---203494.98 ms/batch
Step 00067200 L_out=0.224 Acc=0.89 ---225984.52 ms/batch
Step 00067250 L_out=0.210 Acc=0.89 ---248360.60 ms/batch
Step 00067300 L_out=0.248 Acc=0.96 ---270872.47 ms/batch
Step 00067350 L_out=0.305 Acc=0.93 ---293327.87 ms/batch
Round 5 | epoch=10, train costTime=301.072874546051, | total_activation_sum=35509003
Round 5 | epoch=11, current m_iou=0.67921155960214
Round 5 | Best m_IoU is: 0.695, OA is: 0.919 | val costTime=121.85518717765808
Round 5 | ****EPOCH 11****
Step 00067400 L_out=0.252 Acc=0.93 ---15000.14 ms/batch
Step 00067450 L_out=0.088 Acc=0.96 ---37536.65 ms/batch
Step 00067500 L_out=0.166 Acc=0.95 ---60071.81 ms/batch
Step 00067550 L_out=0.084 Acc=0.97 ---82718.36 ms/batch
Step 00067600 L_out=0.153 Acc=0.95 ---105222.65 ms/batch
Step 00067650 L_out=0.241 Acc=0.96 ---127814.86 ms/batch
Step 00067700 L_out=0.191 Acc=0.96 ---150361.13 ms/batch
Step 00067750 L_out=0.396 Acc=0.91 ---172906.32 ms/batch
Step 00067800 L_out=0.110 Acc=0.93 ---195426.28 ms/batch
Step 00067850 L_out=0.096 Acc=0.98 ---217870.50 ms/batch
Step 00067900 L_out=0.354 Acc=0.94 ---240278.00 ms/batch
Step 00067950 L_out=0.067 Acc=0.94 ---262820.59 ms/batch
Step 00068000 L_out=0.223 Acc=0.94 ---285499.30 ms/batch
Round 5 | epoch=11, train costTime=300.8359942436218, | total_activation_sum=35675928
Round 5 | epoch=12, current m_iou=0.6879353142685023
Round 5 | Best m_IoU is: 0.695, OA is: 0.919 | val costTime=141.8562457561493
Round 5 | ****EPOCH 12****
Step 00068050 L_out=0.210 Acc=0.93 --- 7291.12 ms/batch
Step 00068100 L_out=0.203 Acc=0.95 ---29804.31 ms/batch
Step 00068150 L_out=0.430 Acc=0.82 ---52320.22 ms/batch
Step 00068200 L_out=0.287 Acc=0.90 ---74781.84 ms/batch
Step 00068250 L_out=0.474 Acc=0.86 ---97325.74 ms/batch
Step 00068300 L_out=0.228 Acc=0.97 ---119824.73 ms/batch
Step 00068350 L_out=0.251 Acc=0.91 ---142285.09 ms/batch
Step 00068400 L_out=0.155 Acc=0.95 ---164735.96 ms/batch
Step 00068450 L_out=0.056 Acc=0.98 ---187329.94 ms/batch
Step 00068500 L_out=0.273 Acc=0.96 ---210017.84 ms/batch
Step 00068550 L_out=0.213 Acc=0.93 ---232714.47 ms/batch
Step 00068600 L_out=0.272 Acc=0.92 ---255373.04 ms/batch
Step 00068650 L_out=0.106 Acc=0.96 ---278128.68 ms/batch
Step 00068700 L_out=0.295 Acc=0.88 ---300719.53 ms/batch
Round 5 | epoch=12, train costTime=301.1561462879181, | total_activation_sum=35600457
Round 5 | epoch=13, current m_iou=0.68840690896928
Round 5 | Best m_IoU is: 0.695, OA is: 0.919 | val costTime=138.27950882911682
Round 5 | ****EPOCH 13****
Step 00068750 L_out=0.444 Acc=0.92 ---22158.42 ms/batch
Step 00068800 L_out=0.062 Acc=0.97 ---44793.67 ms/batch
Step 00068850 L_out=0.255 Acc=0.94 ---67560.09 ms/batch
Step 00068900 L_out=0.427 Acc=0.96 ---90279.01 ms/batch
Step 00068950 L_out=0.137 Acc=0.93 ---113046.48 ms/batch
Step 00069000 L_out=0.144 Acc=0.98 ---135692.89 ms/batch
Step 00069050 L_out=0.135 Acc=0.94 ---158257.65 ms/batch
Step 00069100 L_out=0.145 Acc=0.95 ---181009.23 ms/batch
Step 00069150 L_out=0.357 Acc=0.90 ---203751.16 ms/batch
Step 00069200 L_out=0.162 Acc=0.94 ---226363.20 ms/batch
Step 00069250 L_out=0.339 Acc=0.93 ---249109.69 ms/batch
Step 00069300 L_out=0.105 Acc=0.92 ---271859.37 ms/batch
Step 00069350 L_out=0.070 Acc=0.95 ---294456.71 ms/batch
Round 5 | epoch=13, train costTime=302.5433518886566, | total_activation_sum=35813286
Round 5 | epoch=14, current m_iou=0.692729062883529
Round 5 | Best m_IoU is: 0.695, OA is: 0.919 | val costTime=142.97345352172852
Round 5 | ****EPOCH 14****
Step 00069400 L_out=0.206 Acc=0.88 ---14302.82 ms/batch
Step 00069450 L_out=1.120 Acc=0.87 ---37210.99 ms/batch
Step 00069500 L_out=0.267 Acc=0.95 ---60104.04 ms/batch
Step 00069550 L_out=0.089 Acc=0.97 ---82556.18 ms/batch
Step 00069600 L_out=0.278 Acc=0.93 ---105070.06 ms/batch
Step 00069650 L_out=0.172 Acc=0.95 ---127769.59 ms/batch
Step 00069700 L_out=0.213 Acc=0.96 ---150459.63 ms/batch
Step 00069750 L_out=0.236 Acc=0.92 ---173205.78 ms/batch
Step 00069800 L_out=0.498 Acc=0.93 ---195864.39 ms/batch
Step 00069850 L_out=0.120 Acc=0.95 ---218578.95 ms/batch
Step 00069900 L_out=0.293 Acc=0.91 ---241341.98 ms/batch
Step 00069950 L_out=0.091 Acc=0.98 ---264038.10 ms/batch
Step 00070000 L_out=0.248 Acc=0.94 ---286884.56 ms/batch
Round 5 | epoch=14, train costTime=302.72505474090576, | total_activation_sum=35594144
Round 5 | epoch=15, current m_iou=0.6947833521175297
Round 5 | Best m_IoU is: 0.695, OA is: 0.919 | val costTime=158.49197506904602
Round 5 | ****EPOCH 15****
Step 00070050 L_out=0.078 Acc=0.96 --- 6893.73 ms/batch
Step 00070100 L_out=0.141 Acc=0.94 ---29503.61 ms/batch
Step 00070150 L_out=0.114 Acc=0.96 ---52269.62 ms/batch
Step 00070200 L_out=0.165 Acc=0.94 ---75070.03 ms/batch
Step 00070250 L_out=0.211 Acc=0.94 ---97693.03 ms/batch
Step 00070300 L_out=0.316 Acc=0.95 ---120459.72 ms/batch
Step 00070350 L_out=0.155 Acc=0.95 ---143057.38 ms/batch
Step 00070400 L_out=0.210 Acc=0.93 ---165697.20 ms/batch
Step 00070450 L_out=0.123 Acc=0.94 ---188491.86 ms/batch
Step 00070500 L_out=0.178 Acc=0.94 ---211397.34 ms/batch
Step 00070550 L_out=0.362 Acc=0.92 ---234146.07 ms/batch
Step 00070600 L_out=0.133 Acc=0.94 ---256928.54 ms/batch
Step 00070650 L_out=0.113 Acc=0.91 ---279748.83 ms/batch
Step 00070700 L_out=0.274 Acc=0.96 ---302258.84 ms/batch
Round 5 | epoch=15, train costTime=303.17315459251404, | total_activation_sum=35618291
Round 5 | epoch=16, current m_iou=0.6955125641475803
Round 5 | Best m_IoU is: 0.696, OA is: 0.920 | val costTime=150.41208028793335
Round 5 | ****EPOCH 16****
Step 00070750 L_out=0.171 Acc=0.95 ---21763.34 ms/batch
Step 00070800 L_out=0.238 Acc=0.81 ---44480.06 ms/batch
Step 00070850 L_out=0.302 Acc=0.93 ---67215.30 ms/batch
Step 00070900 L_out=0.153 Acc=0.97 ---89857.17 ms/batch
Step 00070950 L_out=0.095 Acc=0.96 ---112602.50 ms/batch
Step 00071000 L_out=0.827 Acc=0.84 ---135249.25 ms/batch
Step 00071050 L_out=0.137 Acc=0.95 ---158022.25 ms/batch
Step 00071100 L_out=0.417 Acc=0.87 ---180539.42 ms/batch
Step 00071150 L_out=0.132 Acc=0.94 ---203315.83 ms/batch
Step 00071200 L_out=0.276 Acc=0.94 ---226051.46 ms/batch
Step 00071250 L_out=0.199 Acc=0.95 ---248638.91 ms/batch
Step 00071300 L_out=0.342 Acc=0.92 ---271258.58 ms/batch
Step 00071350 L_out=0.389 Acc=0.96 ---293946.73 ms/batch
Round 5 | epoch=16, train costTime=302.62125420570374, | total_activation_sum=35667447
Round 5 | epoch=17, current m_iou=0.694614454415643
Round 5 | Best m_IoU is: 0.696, OA is: 0.920 | val costTime=150.80515813827515
Round 5 | ****EPOCH 17****
Step 00071400 L_out=0.193 Acc=0.95 ---14089.36 ms/batch
Step 00071450 L_out=0.283 Acc=0.94 ---36975.96 ms/batch
Step 00071500 L_out=0.347 Acc=0.96 ---59682.20 ms/batch
Step 00071550 L_out=0.137 Acc=0.96 ---82271.66 ms/batch
Step 00071600 L_out=0.059 Acc=0.96 ---104928.62 ms/batch
Step 00071650 L_out=0.132 Acc=0.95 ---127650.17 ms/batch
Step 00071700 L_out=0.529 Acc=0.93 ---150432.57 ms/batch
Step 00071750 L_out=0.119 Acc=0.96 ---173041.68 ms/batch
Step 00071800 L_out=0.123 Acc=0.96 ---195801.05 ms/batch
Step 00071850 L_out=0.113 Acc=0.95 ---218637.11 ms/batch
Step 00071900 L_out=0.201 Acc=0.93 ---241150.99 ms/batch
Step 00071950 L_out=0.171 Acc=0.96 ---263882.82 ms/batch
Step 00072000 L_out=0.239 Acc=0.91 ---286576.37 ms/batch
Round 5 | epoch=17, train costTime=302.9825277328491, | total_activation_sum=35482814
Round 5 | epoch=18, current m_iou=0.695288802288542
Round 5 | Best m_IoU is: 0.696, OA is: 0.920 | val costTime=154.70588946342468
Round 5 | ****EPOCH 18****
Step 00072050 L_out=0.261 Acc=0.92 --- 6422.87 ms/batch
Step 00072100 L_out=0.126 Acc=0.95 ---28965.81 ms/batch
Step 00072150 L_out=0.187 Acc=0.95 ---51696.19 ms/batch
Step 00072200 L_out=0.225 Acc=0.94 ---74359.43 ms/batch
Step 00072250 L_out=0.164 Acc=0.94 ---96997.86 ms/batch
Step 00072300 L_out=0.311 Acc=0.94 ---119756.91 ms/batch
Step 00072350 L_out=0.079 Acc=0.93 ---142531.34 ms/batch
Step 00072400 L_out=0.148 Acc=0.97 ---165023.14 ms/batch
Step 00072450 L_out=0.130 Acc=0.88 ---187701.35 ms/batch
Step 00072500 L_out=0.149 Acc=0.96 ---210407.98 ms/batch
Step 00072550 L_out=0.305 Acc=0.92 ---233014.81 ms/batch
Step 00072600 L_out=0.241 Acc=0.90 ---255761.77 ms/batch
Step 00072650 L_out=0.385 Acc=0.88 ---278704.85 ms/batch
Step 00072700 L_out=0.204 Acc=0.94 ---301266.38 ms/batch
Round 5 | epoch=18, train costTime=302.6395511627197, | total_activation_sum=35797421
Round 5 | epoch=19, current m_iou=0.6940187921967003
Round 5 | Best m_IoU is: 0.696, OA is: 0.920 | val costTime=147.28807258605957
Round 5 | ****EPOCH 19****
Step 00072750 L_out=0.199 Acc=0.97 ---21419.03 ms/batch
Step 00072800 L_out=0.183 Acc=0.92 ---44193.49 ms/batch
Step 00072850 L_out=0.157 Acc=0.93 ---66979.27 ms/batch
Step 00072900 L_out=0.138 Acc=0.96 ---89451.64 ms/batch
Step 00072950 L_out=0.128 Acc=0.92 ---112194.21 ms/batch
Step 00073000 L_out=0.100 Acc=0.96 ---134998.30 ms/batch
Step 00073050 L_out=0.139 Acc=0.95 ---157836.75 ms/batch
Step 00073100 L_out=0.127 Acc=0.97 ---180481.11 ms/batch
Step 00073150 L_out=0.112 Acc=0.96 ---203158.82 ms/batch
Step 00073200 L_out=0.748 Acc=0.95 ---225787.53 ms/batch
Step 00073250 L_out=0.267 Acc=0.92 ---248611.70 ms/batch
Step 00073300 L_out=0.393 Acc=0.90 ---271286.04 ms/batch
Step 00073350 L_out=0.126 Acc=0.93 ---293963.93 ms/batch
Round 5 | epoch=19, train costTime=302.9888231754303, | total_activation_sum=35808901
Round 5 | epoch=20, current m_iou=0.6882926061411507
Round 5 | Best m_IoU is: 0.696, OA is: 0.920 | val costTime=147.73599863052368
Round 5 | ****EPOCH 20****
Step 00073400 L_out=0.325 Acc=0.94 ---13688.87 ms/batch
Step 00073450 L_out=0.231 Acc=0.95 ---36234.48 ms/batch
Step 00073500 L_out=0.355 Acc=0.89 ---58835.00 ms/batch
Step 00073550 L_out=0.147 Acc=0.97 ---81469.97 ms/batch
Step 00073600 L_out=0.232 Acc=0.90 ---104388.11 ms/batch
Step 00073650 L_out=0.095 Acc=0.96 ---126966.24 ms/batch
Step 00073700 L_out=0.465 Acc=0.93 ---149661.35 ms/batch
Step 00073750 L_out=0.114 Acc=0.94 ---172344.62 ms/batch
Step 00073800 L_out=0.270 Acc=0.93 ---194914.57 ms/batch
Step 00073850 L_out=0.616 Acc=0.95 ---217652.36 ms/batch
Step 00073900 L_out=0.138 Acc=0.89 ---240277.39 ms/batch
Step 00073950 L_out=0.097 Acc=0.96 ---263034.90 ms/batch
Step 00074000 L_out=0.135 Acc=0.95 ---285520.42 ms/batch
Round 5 | epoch=20, train costTime=302.3670995235443, | total_activation_sum=35548090
Round 5 | epoch=21, current m_iou=0.6821293072045647
Round 5 | Best m_IoU is: 0.696, OA is: 0.920 | val costTime=155.77189660072327
Round 5 | ****EPOCH 21****
Step 00074050 L_out=0.290 Acc=0.95 --- 5942.72 ms/batch
Step 00074100 L_out=0.109 Acc=0.94 ---28691.44 ms/batch
Step 00074150 L_out=0.160 Acc=0.95 ---51615.55 ms/batch
Step 00074200 L_out=0.092 Acc=0.97 ---74225.29 ms/batch
Step 00074250 L_out=0.124 Acc=0.94 ---96801.99 ms/batch
Step 00074300 L_out=0.135 Acc=0.98 ---119440.13 ms/batch
Step 00074350 L_out=0.113 Acc=0.97 ---142172.62 ms/batch
Step 00074400 L_out=0.316 Acc=0.93 ---164895.22 ms/batch
Step 00074450 L_out=0.137 Acc=0.94 ---187493.46 ms/batch
Step 00074500 L_out=0.167 Acc=0.95 ---210148.62 ms/batch
Step 00074550 L_out=0.197 Acc=0.92 ---232718.25 ms/batch
Step 00074600 L_out=0.171 Acc=0.95 ---255324.36 ms/batch
Step 00074650 L_out=0.122 Acc=0.95 ---278060.16 ms/batch
Step 00074700 L_out=0.077 Acc=0.98 ---300739.16 ms/batch
Round 5 | epoch=21, train costTime=302.5677227973938, | total_activation_sum=35482190
Round 5 | epoch=22, current m_iou=0.6867698823051919
Round 5 | Best m_IoU is: 0.696, OA is: 0.920 | val costTime=149.51679491996765
Round 5 | ****EPOCH 22****
Step 00074750 L_out=0.054 Acc=0.98 ---20859.42 ms/batch
Step 00074800 L_out=0.125 Acc=0.95 ---43639.95 ms/batch
Step 00074850 L_out=1.074 Acc=0.64 ---66481.18 ms/batch
Step 00074900 L_out=0.090 Acc=0.97 ---89177.17 ms/batch
Step 00074950 L_out=0.313 Acc=0.88 ---111862.89 ms/batch
Step 00075000 L_out=0.128 Acc=0.96 ---134575.80 ms/batch
Step 00075050 L_out=0.295 Acc=0.93 ---157107.76 ms/batch
Step 00075100 L_out=0.119 Acc=0.95 ---179781.33 ms/batch
Step 00075150 L_out=0.288 Acc=0.92 ---202444.03 ms/batch
Step 00075200 L_out=0.088 Acc=0.96 ---225236.71 ms/batch
Step 00075250 L_out=0.200 Acc=0.96 ---247935.73 ms/batch
Step 00075300 L_out=0.238 Acc=0.91 ---270588.52 ms/batch
Step 00075350 L_out=0.124 Acc=0.93 ---293461.85 ms/batch
Round 5 | epoch=22, train costTime=303.0868935585022, | total_activation_sum=35523650
Round 5 | epoch=23, current m_iou=0.6864479524912752
Round 5 | Best m_IoU is: 0.696, OA is: 0.920 | val costTime=148.4910385608673
Round 5 | ****EPOCH 23****
Step 00075400 L_out=0.084 Acc=0.97 ---13160.74 ms/batch
Step 00075450 L_out=0.492 Acc=0.91 ---35953.95 ms/batch
Step 00075500 L_out=0.080 Acc=0.97 ---58694.20 ms/batch
Step 00075550 L_out=0.174 Acc=0.95 ---81553.03 ms/batch
Step 00075600 L_out=0.404 Acc=0.96 ---104111.62 ms/batch
Step 00075650 L_out=0.111 Acc=0.95 ---126752.62 ms/batch
Step 00075700 L_out=0.084 Acc=0.98 ---149443.08 ms/batch
Step 00075750 L_out=0.344 Acc=0.93 ---172116.54 ms/batch
Step 00075800 L_out=0.100 Acc=0.95 ---194786.12 ms/batch
Step 00075850 L_out=0.200 Acc=0.96 ---217550.69 ms/batch
Step 00075900 L_out=0.108 Acc=0.93 ---240235.98 ms/batch
Step 00075950 L_out=0.118 Acc=0.96 ---263025.22 ms/batch
Step 00076000 L_out=0.033 Acc=0.99 ---285809.27 ms/batch
Round 5 | epoch=23, train costTime=303.15888595581055, | total_activation_sum=35769664
Round 5 | epoch=24, current m_iou=0.688460100941322
Round 5 | Best m_IoU is: 0.696, OA is: 0.920 | val costTime=164.554678440094
Round 5 | ****EPOCH 24****
Step 00076050 L_out=0.243 Acc=0.93 --- 5506.64 ms/batch
Step 00076100 L_out=0.107 Acc=0.95 ---28174.59 ms/batch
Step 00076150 L_out=0.245 Acc=0.95 ---51240.42 ms/batch
Step 00076200 L_out=0.079 Acc=0.98 ---73816.72 ms/batch
Step 00076250 L_out=0.231 Acc=0.96 ---96474.96 ms/batch
Step 00076300 L_out=0.352 Acc=0.94 ---119171.81 ms/batch
Step 00076350 L_out=0.263 Acc=0.92 ---141671.93 ms/batch
Step 00076400 L_out=0.259 Acc=0.96 ---164322.59 ms/batch
Step 00076450 L_out=0.092 Acc=0.97 ---187202.01 ms/batch
Step 00076500 L_out=0.094 Acc=0.95 ---209945.62 ms/batch
Step 00076550 L_out=0.359 Acc=0.95 ---232682.30 ms/batch
Step 00076600 L_out=0.202 Acc=0.97 ---255615.68 ms/batch
Step 00076650 L_out=0.282 Acc=0.91 ---278314.88 ms/batch
Step 00076700 L_out=0.212 Acc=0.93 ---301020.98 ms/batch
Round 5 | epoch=24, train costTime=303.2940459251404, | total_activation_sum=35665374
Round 5 | epoch=25, current m_iou=0.6907910349850594
Round 5 | Best m_IoU is: 0.696, OA is: 0.920 | val costTime=164.36316061019897
Round 5 | ****EPOCH 25****
Step 00076750 L_out=0.102 Acc=0.97 ---20358.05 ms/batch
Step 00076800 L_out=0.207 Acc=0.96 ---43143.72 ms/batch
Step 00076850 L_out=0.077 Acc=0.97 ---65888.47 ms/batch
Step 00076900 L_out=0.075 Acc=0.96 ---88604.03 ms/batch
Step 00076950 L_out=0.109 Acc=0.95 ---111039.41 ms/batch
Step 00077000 L_out=0.079 Acc=0.97 ---133689.86 ms/batch
Step 00077050 L_out=0.475 Acc=0.92 ---156308.17 ms/batch
Step 00077100 L_out=0.186 Acc=0.97 ---178959.78 ms/batch
Step 00077150 L_out=0.072 Acc=0.96 ---201562.56 ms/batch
Step 00077200 L_out=0.060 Acc=0.96 ---224302.87 ms/batch
Step 00077250 L_out=0.137 Acc=0.93 ---247011.96 ms/batch
Step 00077300 L_out=0.328 Acc=0.95 ---269782.02 ms/batch
Step 00077350 L_out=0.203 Acc=0.91 ---292603.36 ms/batch
Round 5 | epoch=25, train costTime=302.542053937912, | total_activation_sum=35815287
Round 5 | epoch=26, current m_iou=0.6939786153436793
Round 5 | Best m_IoU is: 0.696, OA is: 0.920 | val costTime=155.5955822467804
Round 5 | ****EPOCH 26****
Step 00077400 L_out=0.046 Acc=0.98 ---12727.62 ms/batch
Step 00077450 L_out=0.108 Acc=0.94 ---35517.77 ms/batch
Step 00077500 L_out=0.136 Acc=0.94 ---58219.76 ms/batch
Step 00077550 L_out=0.070 Acc=0.97 ---81190.22 ms/batch
Step 00077600 L_out=0.098 Acc=0.97 ---103787.46 ms/batch
Step 00077650 L_out=0.099 Acc=0.98 ---126395.00 ms/batch
Step 00077700 L_out=0.037 Acc=0.97 ---148960.07 ms/batch
Step 00077750 L_out=0.194 Acc=0.90 ---171631.27 ms/batch
Step 00077800 L_out=0.068 Acc=0.96 ---194393.77 ms/batch
Step 00077850 L_out=0.233 Acc=0.93 ---217237.45 ms/batch
Step 00077900 L_out=0.052 Acc=0.99 ---239810.11 ms/batch
Step 00077950 L_out=0.196 Acc=0.95 ---262391.72 ms/batch
Step 00078000 L_out=0.110 Acc=0.95 ---285170.22 ms/batch
Round 5 | epoch=26, train costTime=302.9880282878876, | total_activation_sum=35585024
Round 5 | epoch=27, current m_iou=0.6949168604408307
Round 5 | Best m_IoU is: 0.696, OA is: 0.920 | val costTime=165.9035189151764
Round 5 | ****EPOCH 27****
Step 00078050 L_out=0.260 Acc=0.98 --- 5053.52 ms/batch
Step 00078100 L_out=0.148 Acc=0.92 ---27852.30 ms/batch
Step 00078150 L_out=0.219 Acc=0.93 ---50463.48 ms/batch
Step 00078200 L_out=0.164 Acc=0.96 ---73138.48 ms/batch
Step 00078250 L_out=0.090 Acc=0.96 ---95898.22 ms/batch
Step 00078300 L_out=0.143 Acc=0.95 ---118611.47 ms/batch
Step 00078350 L_out=0.213 Acc=0.97 ---141227.14 ms/batch
Step 00078400 L_out=0.330 Acc=0.95 ---163815.00 ms/batch
Step 00078450 L_out=0.123 Acc=0.95 ---186574.43 ms/batch
Step 00078500 L_out=0.075 Acc=0.99 ---209334.00 ms/batch
Step 00078550 L_out=0.105 Acc=0.91 ---231963.03 ms/batch
Step 00078600 L_out=0.158 Acc=0.95 ---254926.66 ms/batch
Step 00078650 L_out=0.077 Acc=0.94 ---277626.34 ms/batch
Step 00078700 L_out=0.048 Acc=0.95 ---300330.49 ms/batch
Round 5 | epoch=27, train costTime=303.0191307067871, | total_activation_sum=35577467
Round 5 | epoch=28, current m_iou=0.6949202949976946
Round 5 | Best m_IoU is: 0.696, OA is: 0.920 | val costTime=158.42990827560425
Round 5 | ****EPOCH 28****
Step 00078750 L_out=0.065 Acc=0.96 ---20023.84 ms/batch
Step 00078800 L_out=0.182 Acc=0.93 ---42633.49 ms/batch
Step 00078850 L_out=0.049 Acc=0.95 ---65297.80 ms/batch
Step 00078900 L_out=0.218 Acc=0.93 ---88107.54 ms/batch
Step 00078950 L_out=0.062 Acc=0.91 ---110705.01 ms/batch
Step 00079000 L_out=0.222 Acc=0.94 ---133384.38 ms/batch
Step 00079050 L_out=0.175 Acc=0.94 ---156324.30 ms/batch
Step 00079100 L_out=0.193 Acc=0.94 ---178960.76 ms/batch
Step 00079150 L_out=0.120 Acc=0.92 ---201813.39 ms/batch
Step 00079200 L_out=0.179 Acc=0.95 ---224409.52 ms/batch
Step 00079250 L_out=0.100 Acc=0.96 ---247008.37 ms/batch
Step 00079300 L_out=0.317 Acc=0.94 ---269672.87 ms/batch
Step 00079350 L_out=0.150 Acc=0.96 ---292484.66 ms/batch
Round 5 | epoch=28, train costTime=302.867356300354, | total_activation_sum=35705853
Round 5 | epoch=29, current m_iou=0.6918826347665761
Round 5 | Best m_IoU is: 0.696, OA is: 0.920 | val costTime=163.11452651023865
Round 5 | ****EPOCH 29****
Step 00079400 L_out=0.062 Acc=0.98 ---12165.19 ms/batch
Step 00079450 L_out=0.173 Acc=0.97 ---34736.01 ms/batch
Step 00079500 L_out=0.115 Acc=0.98 ---57408.39 ms/batch
Step 00079550 L_out=0.129 Acc=0.91 ---80087.03 ms/batch
Step 00079600 L_out=0.173 Acc=0.94 ---102888.64 ms/batch
Step 00079650 L_out=0.066 Acc=0.98 ---125670.06 ms/batch
Step 00079700 L_out=0.118 Acc=0.93 ---148602.50 ms/batch
Step 00079750 L_out=0.115 Acc=0.95 ---171250.49 ms/batch
Step 00079800 L_out=0.097 Acc=0.95 ---194007.88 ms/batch
Step 00079850 L_out=0.155 Acc=0.96 ---216704.34 ms/batch
Step 00079900 L_out=0.144 Acc=0.94 ---239547.89 ms/batch
Step 00079950 L_out=0.113 Acc=0.95 ---262239.17 ms/batch
Step 00080000 L_out=0.398 Acc=0.95 ---284838.66 ms/batch
Round 5 | epoch=29, train costTime=302.9523186683655, | total_activation_sum=35552855
Round 5 | epoch=30, current m_iou=0.6927383618284539
Round 5 | Best m_IoU is: 0.696, OA is: 0.920 | val costTime=150.04224634170532
Round 5 | ****EPOCH 30****
Round 6 | ****EPOCH 0****
Step 00080050 L_out=0.411 Acc=0.94 --- 4606.08 ms/batch
Step 00080100 L_out=2.864 Acc=0.71 ---27487.94 ms/batch
Step 00080150 L_out=2.424 Acc=0.83 ---50278.41 ms/batch
Step 00080200 L_out=1.015 Acc=0.90 ---72931.17 ms/batch
Step 00080250 L_out=3.321 Acc=0.73 ---95609.51 ms/batch
Step 00080300 L_out=0.616 Acc=0.90 ---118448.15 ms/batch
Step 00080350 L_out=0.173 Acc=0.98 ---141492.71 ms/batch
Step 00080400 L_out=0.602 Acc=0.85 ---164429.45 ms/batch
Step 00080450 L_out=0.151 Acc=0.97 ---187015.31 ms/batch
Step 00080500 L_out=1.315 Acc=0.80 ---209837.62 ms/batch
Step 00080550 L_out=0.787 Acc=0.81 ---232454.53 ms/batch
Step 00080600 L_out=0.527 Acc=0.93 ---255291.08 ms/batch
Step 00080650 L_out=0.357 Acc=0.93 ---278060.38 ms/batch
Step 00080700 L_out=0.499 Acc=0.91 ---300738.03 ms/batch
Round 6 | epoch=0, train costTime=303.89519739151, | total_activation_sum=40919129
Round 6 | epoch=1, current m_iou=0.6583605656674102
Round 6 | Best m_IoU is: 0.658, OA is: 0.903 | val costTime=149.71159887313843
Round 6 | ****EPOCH 1****
Step 00080750 L_out=0.635 Acc=0.93 ---19544.89 ms/batch
Step 00080800 L_out=0.676 Acc=0.86 ---42148.07 ms/batch
Step 00080850 L_out=0.510 Acc=0.91 ---64979.47 ms/batch
Step 00080900 L_out=0.667 Acc=0.89 ---87858.58 ms/batch
Step 00080950 L_out=0.110 Acc=0.95 ---110535.32 ms/batch
Step 00081000 L_out=0.810 Acc=0.91 ---133197.82 ms/batch
Step 00081050 L_out=0.147 Acc=0.97 ---155919.73 ms/batch
Step 00081100 L_out=0.265 Acc=0.94 ---178656.15 ms/batch
Step 00081150 L_out=0.702 Acc=0.81 ---201412.71 ms/batch
Step 00081200 L_out=0.277 Acc=0.93 ---224077.50 ms/batch
Step 00081250 L_out=0.502 Acc=0.85 ---246741.55 ms/batch
Step 00081300 L_out=0.347 Acc=0.84 ---269469.86 ms/batch
Step 00081350 L_out=0.133 Acc=0.98 ---292291.02 ms/batch
Round 6 | epoch=1, train costTime=303.1957137584686, | total_activation_sum=40160508
Round 6 | epoch=2, current m_iou=0.6861527991875989
Round 6 | Best m_IoU is: 0.686, OA is: 0.919 | val costTime=157.97212171554565
Round 6 | ****EPOCH 2****
Step 00081400 L_out=0.136 Acc=0.94 ---11823.17 ms/batch
Step 00081450 L_out=0.167 Acc=0.98 ---34463.70 ms/batch
Step 00081500 L_out=0.210 Acc=0.93 ---57186.87 ms/batch
Step 00081550 L_out=0.559 Acc=0.83 ---79958.95 ms/batch
Step 00081600 L_out=0.266 Acc=0.94 ---102529.14 ms/batch
Step 00081650 L_out=0.263 Acc=0.94 ---125330.73 ms/batch
Step 00081700 L_out=0.525 Acc=0.92 ---148032.26 ms/batch
Step 00081750 L_out=0.304 Acc=0.92 ---170918.52 ms/batch
Step 00081800 L_out=0.219 Acc=0.94 ---193682.85 ms/batch
Step 00081850 L_out=0.814 Acc=0.88 ---216480.79 ms/batch
Step 00081900 L_out=0.184 Acc=0.90 ---239320.63 ms/batch
Step 00081950 L_out=0.733 Acc=0.77 ---262031.55 ms/batch
Step 00082000 L_out=0.166 Acc=0.96 ---284873.93 ms/batch
Round 6 | epoch=2, train costTime=303.42909145355225, | total_activation_sum=40258958
Round 6 | epoch=3, current m_iou=0.6873291501581055
Round 6 | Best m_IoU is: 0.687, OA is: 0.917 | val costTime=154.13894844055176
Round 6 | ****EPOCH 3****
Step 00082050 L_out=0.816 Acc=0.87 --- 4109.12 ms/batch
Step 00082100 L_out=0.566 Acc=0.95 ---26832.52 ms/batch
Step 00082150 L_out=0.670 Acc=0.90 ---49774.87 ms/batch
Step 00082200 L_out=0.210 Acc=0.89 ---72590.93 ms/batch
Step 00082250 L_out=0.497 Acc=0.92 ---95416.25 ms/batch
Step 00082300 L_out=0.479 Acc=0.94 ---117994.31 ms/batch
Step 00082350 L_out=0.341 Acc=0.92 ---140701.88 ms/batch
Step 00082400 L_out=0.152 Acc=0.96 ---163426.13 ms/batch
Step 00082450 L_out=0.239 Acc=0.95 ---186094.79 ms/batch
Step 00082500 L_out=0.300 Acc=0.91 ---208642.40 ms/batch
Step 00082550 L_out=0.198 Acc=0.95 ---231352.24 ms/batch
Step 00082600 L_out=0.165 Acc=0.95 ---254026.33 ms/batch
Step 00082650 L_out=0.197 Acc=0.91 ---276706.18 ms/batch
Step 00082700 L_out=0.251 Acc=0.92 ---299391.83 ms/batch
Round 6 | epoch=3, train costTime=302.9944808483124, | total_activation_sum=39854053
Round 6 | epoch=4, current m_iou=0.6993918277231663
Round 6 | Best m_IoU is: 0.699, OA is: 0.924 | val costTime=159.27348279953003
Round 6 | ****EPOCH 4****
Step 00082750 L_out=0.179 Acc=0.93 ---19089.32 ms/batch
Step 00082800 L_out=0.299 Acc=0.92 ---41827.87 ms/batch
Step 00082850 L_out=0.592 Acc=0.91 ---64514.94 ms/batch
Step 00082900 L_out=0.282 Acc=0.96 ---87203.32 ms/batch
Step 00082950 L_out=0.086 Acc=0.98 ---110048.52 ms/batch
Step 00083000 L_out=0.785 Acc=0.94 ---132825.98 ms/batch
Step 00083050 L_out=0.378 Acc=0.96 ---155548.42 ms/batch
Step 00083100 L_out=0.200 Acc=0.93 ---178393.07 ms/batch
Step 00083150 L_out=0.299 Acc=0.94 ---201022.20 ms/batch
Step 00083200 L_out=0.593 Acc=0.88 ---223846.84 ms/batch
Step 00083250 L_out=0.454 Acc=0.93 ---246661.77 ms/batch
Step 00083300 L_out=0.128 Acc=0.97 ---269477.39 ms/batch
Step 00083350 L_out=0.825 Acc=0.75 ---292223.69 ms/batch
Round 6 | epoch=4, train costTime=303.63900542259216, | total_activation_sum=40135758
Round 6 | epoch=5, current m_iou=0.6666622755485037
Round 6 | Best m_IoU is: 0.699, OA is: 0.924 | val costTime=152.96727919578552
Round 6 | ****EPOCH 5****
Step 00083400 L_out=0.168 Acc=0.97 ---11494.34 ms/batch
Step 00083450 L_out=0.647 Acc=0.90 ---34099.84 ms/batch
Step 00083500 L_out=0.192 Acc=0.96 ---56807.52 ms/batch
Step 00083550 L_out=0.326 Acc=0.94 ---79411.51 ms/batch
Step 00083600 L_out=0.191 Acc=0.97 ---102144.22 ms/batch
Step 00083650 L_out=0.371 Acc=0.89 ---124780.57 ms/batch
Step 00083700 L_out=0.224 Acc=0.93 ---147493.78 ms/batch
Step 00083750 L_out=0.104 Acc=0.98 ---170139.46 ms/batch
Step 00083800 L_out=0.382 Acc=0.97 ---192791.14 ms/batch
Step 00083850 L_out=0.146 Acc=0.94 ---215427.19 ms/batch
Step 00083900 L_out=0.523 Acc=0.93 ---238092.01 ms/batch
Step 00083950 L_out=0.216 Acc=0.96 ---260731.10 ms/batch
Step 00084000 L_out=0.457 Acc=0.95 ---283498.19 ms/batch
Round 6 | epoch=5, train costTime=302.5524814128876, | total_activation_sum=39983453
Round 6 | epoch=6, current m_iou=0.688961892095608
Round 6 | Best m_IoU is: 0.699, OA is: 0.924 | val costTime=159.66034054756165
Round 6 | ****EPOCH 6****
Step 00084050 L_out=0.257 Acc=0.90 --- 3647.36 ms/batch
Step 00084100 L_out=0.266 Acc=0.94 ---26734.26 ms/batch
Step 00084150 L_out=0.840 Acc=0.87 ---49765.66 ms/batch
Step 00084200 L_out=0.180 Acc=0.92 ---89538.28 ms/batch
Step 00084250 L_out=0.458 Acc=0.90 ---144777.58 ms/batch
Step 00084300 L_out=0.274 Acc=0.94 ---184624.51 ms/batch
Step 00084350 L_out=0.286 Acc=0.93 ---218986.46 ms/batch
Step 00084400 L_out=0.492 Acc=0.91 ---258139.88 ms/batch
Step 00084450 L_out=0.189 Acc=0.96 ---296931.07 ms/batch
Step 00084500 L_out=0.100 Acc=0.96 ---331873.53 ms/batch
Step 00084550 L_out=0.194 Acc=0.97 ---358889.59 ms/batch
Step 00084600 L_out=0.301 Acc=0.94 ---385703.76 ms/batch
Step 00084650 L_out=0.470 Acc=0.92 ---412817.14 ms/batch
Step 00084700 L_out=0.084 Acc=0.94 ---439490.10 ms/batch
Round 6 | epoch=6, train costTime=444.3610029220581, | total_activation_sum=40109342
Round 6 | epoch=7, current m_iou=0.6853750124898981
Round 6 | Best m_IoU is: 0.699, OA is: 0.924 | val costTime=154.73772382736206
Round 6 | ****EPOCH 7****
Step 00084750 L_out=0.254 Acc=0.96 ---22352.77 ms/batch
Step 00084800 L_out=0.392 Acc=0.96 ---50030.70 ms/batch
Step 00084850 L_out=0.091 Acc=0.96 ---77057.54 ms/batch
Step 00084900 L_out=0.162 Acc=0.96 ---103568.56 ms/batch
Step 00084950 L_out=0.096 Acc=0.94 ---131388.87 ms/batch
Step 00085000 L_out=0.204 Acc=0.97 ---159269.74 ms/batch
Step 00085050 L_out=1.013 Acc=0.86 ---186855.71 ms/batch
Step 00085100 L_out=0.292 Acc=0.93 ---215174.32 ms/batch
Step 00085150 L_out=0.178 Acc=0.87 ---240772.60 ms/batch
Step 00085200 L_out=0.173 Acc=0.98 ---263918.32 ms/batch
Step 00085250 L_out=0.176 Acc=0.93 ---291132.24 ms/batch
Step 00085300 L_out=0.138 Acc=0.98 ---317969.33 ms/batch
Step 00085350 L_out=0.197 Acc=0.96 ---345024.02 ms/batch
Round 6 | epoch=7, train costTime=359.0865068435669, | total_activation_sum=40139944
Round 6 | epoch=8, current m_iou=0.6941128079907728
Round 6 | Best m_IoU is: 0.699, OA is: 0.924 | val costTime=162.52802181243896
Round 6 | ****EPOCH 8****
Step 00085400 L_out=0.130 Acc=0.96 ---12856.40 ms/batch
Step 00085450 L_out=0.150 Acc=0.98 ---40138.80 ms/batch
Step 00085500 L_out=0.180 Acc=0.95 ---67113.89 ms/batch
Step 00085550 L_out=0.270 Acc=0.94 ---94289.37 ms/batch
Step 00085600 L_out=0.657 Acc=0.90 ---122161.38 ms/batch
Step 00085650 L_out=0.247 Acc=0.95 ---150072.16 ms/batch
Step 00085700 L_out=0.795 Acc=0.94 ---177804.34 ms/batch
Step 00085750 L_out=0.169 Acc=0.96 ---205302.64 ms/batch
Step 00085800 L_out=0.300 Acc=0.90 ---232672.46 ms/batch
Step 00085850 L_out=0.168 Acc=0.93 ---258259.63 ms/batch
Step 00085900 L_out=0.232 Acc=0.96 ---281409.66 ms/batch
Step 00085950 L_out=0.624 Acc=0.85 ---308839.69 ms/batch
Step 00086000 L_out=0.180 Acc=0.96 ---336023.81 ms/batch
Round 6 | epoch=8, train costTime=359.32842087745667, | total_activation_sum=40053385
Round 6 | epoch=9, current m_iou=0.6980821258978147
Round 6 | Best m_IoU is: 0.699, OA is: 0.924 | val costTime=166.61311626434326
Round 6 | ****EPOCH 9****
Step 00086050 L_out=2.506 Acc=0.87 --- 3744.88 ms/batch
Step 00086100 L_out=0.267 Acc=0.97 ---30958.17 ms/batch
Step 00086150 L_out=0.209 Acc=0.96 ---58023.46 ms/batch
Step 00086200 L_out=0.190 Acc=0.95 ---85054.79 ms/batch
Step 00086250 L_out=0.122 Acc=0.94 ---112401.77 ms/batch
Step 00086300 L_out=0.175 Acc=0.97 ---139924.41 ms/batch
Step 00086350 L_out=0.346 Acc=0.91 ---168751.80 ms/batch
Step 00086400 L_out=0.246 Acc=0.92 ---196594.93 ms/batch
Step 00086450 L_out=0.159 Acc=0.98 ---224361.48 ms/batch
Step 00086500 L_out=0.118 Acc=0.97 ---251949.47 ms/batch
Step 00086550 L_out=0.183 Acc=0.94 ---275784.35 ms/batch
Step 00086600 L_out=0.441 Acc=0.93 ---302297.49 ms/batch
Step 00086650 L_out=0.313 Acc=0.95 ---329196.26 ms/batch
Step 00086700 L_out=0.584 Acc=0.88 ---355841.80 ms/batch
Round 6 | epoch=9, train costTime=361.1633360385895, | total_activation_sum=40080542
Round 6 | epoch=10, current m_iou=0.6914374532748988
Round 6 | Best m_IoU is: 0.699, OA is: 0.924 | val costTime=163.4921052455902
Round 6 | ****EPOCH 10****
Step 00086750 L_out=0.160 Acc=0.95 ---21586.31 ms/batch
Step 00086800 L_out=0.157 Acc=0.95 ---48390.70 ms/batch
Step 00086850 L_out=0.417 Acc=0.93 ---75587.62 ms/batch
Step 00086900 L_out=0.760 Acc=0.81 ---102938.83 ms/batch
Step 00086950 L_out=0.119 Acc=0.97 ---130576.99 ms/batch
Step 00087000 L_out=0.156 Acc=0.93 ---158012.39 ms/batch
Step 00087050 L_out=0.257 Acc=0.96 ---185613.23 ms/batch
Step 00087100 L_out=0.151 Acc=0.96 ---213051.28 ms/batch
Step 00087150 L_out=0.314 Acc=0.87 ---240754.18 ms/batch
Step 00087200 L_out=0.163 Acc=0.98 ---267727.19 ms/batch
Step 00087250 L_out=0.090 Acc=0.98 ---290563.54 ms/batch
Step 00087300 L_out=0.288 Acc=0.94 ---317101.45 ms/batch
Step 00087350 L_out=0.475 Acc=0.93 ---343696.59 ms/batch
Round 6 | epoch=10, train costTime=358.30086040496826, | total_activation_sum=40343042
Round 6 | epoch=11, current m_iou=0.6951494881705631
Round 6 | Best m_IoU is: 0.699, OA is: 0.924 | val costTime=165.360182762146
Round 6 | ****EPOCH 11****
Step 00087400 L_out=0.143 Acc=0.95 ---12476.53 ms/batch
Step 00087450 L_out=0.089 Acc=0.94 ---39608.27 ms/batch
Step 00087500 L_out=0.156 Acc=0.95 ---67175.16 ms/batch
Step 00087550 L_out=0.142 Acc=0.96 ---94504.25 ms/batch
Step 00087600 L_out=0.298 Acc=0.95 ---121466.85 ms/batch
Step 00087650 L_out=0.204 Acc=0.97 ---149011.62 ms/batch
Step 00087700 L_out=0.214 Acc=0.99 ---176896.79 ms/batch
Step 00087750 L_out=0.108 Acc=0.97 ---204746.88 ms/batch
Step 00087800 L_out=0.212 Acc=0.88 ---231927.50 ms/batch
Step 00087850 L_out=0.484 Acc=0.95 ---260079.91 ms/batch
Step 00087900 L_out=0.472 Acc=0.91 ---284757.16 ms/batch
Step 00087950 L_out=0.238 Acc=0.91 ---308525.25 ms/batch
Step 00088000 L_out=0.493 Acc=0.90 ---335613.92 ms/batch
Round 6 | epoch=11, train costTime=359.1841948032379, | total_activation_sum=39975440
Round 6 | epoch=12, current m_iou=0.6932496430266326
Round 6 | Best m_IoU is: 0.699, OA is: 0.924 | val costTime=166.92046999931335
Round 6 | ****EPOCH 12****
Step 00088050 L_out=0.322 Acc=0.96 --- 3311.93 ms/batch
Step 00088100 L_out=0.082 Acc=0.97 ---30435.50 ms/batch
Step 00088150 L_out=0.239 Acc=0.96 ---57279.88 ms/batch
Step 00088200 L_out=0.086 Acc=0.99 ---84382.95 ms/batch
Step 00088250 L_out=0.331 Acc=0.91 ---111166.49 ms/batch
Step 00088300 L_out=0.185 Acc=0.96 ---138176.59 ms/batch
Step 00088350 L_out=0.197 Acc=0.94 ---165984.96 ms/batch
Step 00088400 L_out=0.243 Acc=0.94 ---194392.20 ms/batch
Step 00088450 L_out=0.182 Acc=0.95 ---221896.81 ms/batch
Step 00088500 L_out=0.134 Acc=0.97 ---250150.11 ms/batch
Step 00088550 L_out=0.154 Acc=0.97 ---277910.24 ms/batch
Step 00088600 L_out=0.052 Acc=0.97 ---301209.63 ms/batch
Step 00088650 L_out=0.162 Acc=0.95 ---327029.76 ms/batch
Step 00088700 L_out=0.404 Acc=0.94 ---353778.18 ms/batch
Round 6 | epoch=12, train costTime=359.56935715675354, | total_activation_sum=40103855
Round 6 | epoch=13, current m_iou=0.7040799786034337
Round 6 | Best m_IoU is: 0.704, OA is: 0.925 | val costTime=164.36943316459656
Round 6 | ****EPOCH 13****
Step 00088750 L_out=0.133 Acc=0.95 ---21497.76 ms/batch
Step 00088800 L_out=0.264 Acc=0.93 ---48466.00 ms/batch
Step 00088850 L_out=0.124 Acc=0.96 ---75622.37 ms/batch
Step 00088900 L_out=0.334 Acc=0.94 ---103251.89 ms/batch
Step 00088950 L_out=0.251 Acc=0.93 ---130310.80 ms/batch
Step 00089000 L_out=0.120 Acc=0.93 ---157718.06 ms/batch
Step 00089050 L_out=0.159 Acc=0.96 ---185116.56 ms/batch
Step 00089100 L_out=0.239 Acc=0.96 ---212543.31 ms/batch
Step 00089150 L_out=0.151 Acc=0.96 ---240164.61 ms/batch
Step 00089200 L_out=0.177 Acc=0.94 ---267582.63 ms/batch
Step 00089250 L_out=0.172 Acc=0.97 ---293545.89 ms/batch
Step 00089300 L_out=0.232 Acc=0.91 ---316473.36 ms/batch
Step 00089350 L_out=0.194 Acc=0.93 ---343630.33 ms/batch
Round 6 | epoch=13, train costTime=358.59444975852966, | total_activation_sum=40024184
Round 6 | epoch=14, current m_iou=0.7024673321501826
Round 6 | Best m_IoU is: 0.704, OA is: 0.925 | val costTime=161.53725361824036
Round 6 | ****EPOCH 14****
Step 00089400 L_out=0.033 Acc=0.97 ---12536.33 ms/batch
Step 00089450 L_out=0.137 Acc=0.95 ---39749.81 ms/batch
Step 00089500 L_out=0.251 Acc=0.94 ---66698.20 ms/batch
Step 00089550 L_out=0.237 Acc=0.95 ---94064.51 ms/batch
Step 00089600 L_out=0.417 Acc=0.89 ---122424.53 ms/batch
Step 00089650 L_out=0.199 Acc=0.94 ---149430.70 ms/batch
Step 00089700 L_out=0.196 Acc=0.97 ---176457.44 ms/batch
Step 00089750 L_out=0.215 Acc=0.96 ---204248.24 ms/batch
Step 00089800 L_out=0.166 Acc=0.96 ---231100.15 ms/batch
Step 00089850 L_out=0.301 Acc=0.93 ---258378.94 ms/batch
Step 00089900 L_out=0.076 Acc=0.95 ---286031.44 ms/batch
Step 00089950 L_out=0.146 Acc=0.97 ---312859.51 ms/batch
Step 00090000 L_out=0.151 Acc=0.98 ---335796.22 ms/batch
Round 6 | epoch=14, train costTime=359.8722984790802, | total_activation_sum=40105881
Round 6 | epoch=15, current m_iou=0.6961205572727058
Round 6 | Best m_IoU is: 0.704, OA is: 0.925 | val costTime=157.24845433235168
Round 6 | ****EPOCH 15****
Step 00090050 L_out=0.148 Acc=0.96 --- 2549.05 ms/batch
Step 00090100 L_out=0.486 Acc=0.93 ---29405.61 ms/batch
Step 00090150 L_out=0.279 Acc=0.97 ---56329.87 ms/batch
Step 00090200 L_out=0.149 Acc=0.97 ---83478.91 ms/batch
Step 00090250 L_out=0.329 Acc=0.92 ---110565.13 ms/batch
Step 00090300 L_out=0.452 Acc=0.89 ---137489.50 ms/batch
Step 00090350 L_out=0.225 Acc=0.94 ---164403.11 ms/batch
Step 00090400 L_out=1.068 Acc=0.89 ---191041.34 ms/batch
Step 00090450 L_out=0.268 Acc=0.93 ---218300.62 ms/batch
Step 00090500 L_out=0.176 Acc=0.94 ---246005.88 ms/batch
Step 00090550 L_out=0.122 Acc=0.97 ---273779.19 ms/batch
Step 00090600 L_out=0.242 Acc=0.93 ---301076.51 ms/batch
Step 00090650 L_out=0.251 Acc=0.92 ---328715.38 ms/batch
Step 00090700 L_out=0.090 Acc=0.95 ---352082.44 ms/batch
Round 6 | epoch=15, train costTime=357.6122450828552, | total_activation_sum=40087592
Round 6 | epoch=16, current m_iou=0.6939913602569792
Round 6 | Best m_IoU is: 0.704, OA is: 0.925 | val costTime=154.7541971206665
Round 6 | ****EPOCH 16****
Step 00090750 L_out=0.211 Acc=0.93 ---20399.93 ms/batch
Step 00090800 L_out=0.121 Acc=0.97 ---47238.34 ms/batch
Step 00090850 L_out=0.189 Acc=0.97 ---74062.08 ms/batch
Step 00090900 L_out=0.183 Acc=0.95 ---100909.43 ms/batch
Step 00090950 L_out=0.278 Acc=0.94 ---128083.16 ms/batch
Step 00091000 L_out=0.343 Acc=0.95 ---155196.56 ms/batch
Step 00091050 L_out=0.099 Acc=0.97 ---182022.69 ms/batch
Step 00091100 L_out=0.517 Acc=0.95 ---208993.45 ms/batch
Step 00091150 L_out=0.081 Acc=0.98 ---235137.71 ms/batch
Step 00091200 L_out=0.268 Acc=0.93 ---262764.10 ms/batch
Step 00091250 L_out=0.175 Acc=0.99 ---290692.49 ms/batch
Step 00091300 L_out=0.450 Acc=0.90 ---319142.65 ms/batch
Step 00091350 L_out=0.073 Acc=0.97 ---346961.44 ms/batch
Round 6 | epoch=16, train costTime=361.8718354701996, | total_activation_sum=39985109
Round 6 | epoch=17, current m_iou=0.698213972580496
Round 6 | Best m_IoU is: 0.704, OA is: 0.925 | val costTime=159.742169380188
Round 6 | ****EPOCH 17****
Step 00091400 L_out=0.174 Acc=0.95 ---11244.91 ms/batch
Step 00091450 L_out=0.219 Acc=0.95 ---38417.81 ms/batch
Step 00091500 L_out=0.101 Acc=0.95 ---65461.52 ms/batch
Step 00091550 L_out=0.120 Acc=0.97 ---92615.13 ms/batch
Step 00091600 L_out=0.057 Acc=0.96 ---119776.95 ms/batch
Step 00091650 L_out=0.173 Acc=0.95 ---146911.50 ms/batch
Step 00091700 L_out=0.193 Acc=0.96 ---173982.14 ms/batch
Step 00091750 L_out=0.236 Acc=0.97 ---200995.99 ms/batch
Step 00091800 L_out=0.206 Acc=0.95 ---228239.78 ms/batch
Step 00091850 L_out=0.217 Acc=0.93 ---256114.47 ms/batch
Step 00091900 L_out=0.375 Acc=0.88 ---284122.47 ms/batch
Step 00091950 L_out=0.102 Acc=0.97 ---311008.93 ms/batch
Step 00092000 L_out=0.170 Acc=0.94 ---338538.72 ms/batch
Round 6 | epoch=17, train costTime=362.96004247665405, | total_activation_sum=40275220
Round 6 | epoch=18, current m_iou=0.7007053888492467
Round 6 | Best m_IoU is: 0.704, OA is: 0.925 | val costTime=169.55252861976624
Round 6 | ****EPOCH 18****
Step 00092050 L_out=0.119 Acc=0.95 --- 2047.21 ms/batch
Step 00092100 L_out=0.142 Acc=0.96 ---28489.82 ms/batch
Step 00092150 L_out=0.069 Acc=0.97 ---55610.63 ms/batch
Step 00092200 L_out=0.172 Acc=0.96 ---82698.66 ms/batch
Step 00092250 L_out=0.164 Acc=0.93 ---109662.66 ms/batch
Step 00092300 L_out=0.258 Acc=0.91 ---136940.54 ms/batch
Step 00092350 L_out=0.070 Acc=0.98 ---164430.43 ms/batch
Step 00092400 L_out=0.175 Acc=0.95 ---191646.80 ms/batch
Step 00092450 L_out=0.362 Acc=0.93 ---218712.59 ms/batch
Step 00092500 L_out=0.108 Acc=0.96 ---245835.32 ms/batch
Step 00092550 L_out=0.149 Acc=0.95 ---273535.45 ms/batch
Step 00092600 L_out=0.240 Acc=0.93 ---301223.32 ms/batch
Step 00092650 L_out=0.176 Acc=0.97 ---329457.32 ms/batch
Step 00092700 L_out=0.102 Acc=0.95 ---357089.16 ms/batch
Round 6 | epoch=18, train costTime=363.7081108093262, | total_activation_sum=40076777
Round 6 | epoch=19, current m_iou=0.6982881301036921
Round 6 | Best m_IoU is: 0.704, OA is: 0.925 | val costTime=166.27197742462158
Round 6 | ****EPOCH 19****
Step 00092750 L_out=0.155 Acc=0.95 ---20547.53 ms/batch
Step 00092800 L_out=0.229 Acc=0.92 ---47359.90 ms/batch
Step 00092850 L_out=0.143 Acc=0.96 ---74994.23 ms/batch
Step 00092900 L_out=0.120 Acc=0.97 ---101974.45 ms/batch
Step 00092950 L_out=0.228 Acc=0.93 ---129184.85 ms/batch
Step 00093000 L_out=0.132 Acc=0.98 ---156345.08 ms/batch
Step 00093050 L_out=0.220 Acc=0.95 ---183156.81 ms/batch
Step 00093100 L_out=0.105 Acc=0.97 ---210108.52 ms/batch
Step 00093150 L_out=0.094 Acc=0.96 ---236736.83 ms/batch
Step 00093200 L_out=0.285 Acc=0.93 ---263822.23 ms/batch
Step 00093250 L_out=0.156 Acc=0.95 ---291430.60 ms/batch
Step 00093300 L_out=0.081 Acc=0.94 ---319309.78 ms/batch
Step 00093350 L_out=0.063 Acc=0.97 ---347148.32 ms/batch
Round 6 | epoch=19, train costTime=364.1019661426544, | total_activation_sum=40219045
Round 6 | epoch=20, current m_iou=0.6938003269904243
Round 6 | Best m_IoU is: 0.704, OA is: 0.925 | val costTime=169.40247464179993
Round 6 | ****EPOCH 20****
Step 00093400 L_out=0.118 Acc=0.98 ---10912.37 ms/batch
Step 00093450 L_out=0.279 Acc=0.94 ---38117.90 ms/batch
Step 00093500 L_out=0.090 Acc=0.97 ---64871.54 ms/batch
Step 00093550 L_out=0.222 Acc=0.95 ---91866.26 ms/batch
Step 00093600 L_out=0.017 Acc=0.98 ---118978.75 ms/batch
Step 00093650 L_out=0.158 Acc=0.97 ---146143.84 ms/batch
Step 00093700 L_out=0.090 Acc=0.98 ---173208.45 ms/batch
Step 00093750 L_out=0.106 Acc=0.96 ---200231.26 ms/batch
Step 00093800 L_out=0.287 Acc=0.95 ---228245.63 ms/batch
Step 00093850 L_out=0.193 Acc=0.97 ---256305.56 ms/batch
Step 00093900 L_out=0.180 Acc=0.95 ---284240.14 ms/batch
Step 00093950 L_out=0.161 Acc=0.96 ---312034.70 ms/batch
Step 00094000 L_out=0.221 Acc=0.97 ---339946.51 ms/batch
Round 6 | epoch=20, train costTime=365.62648582458496, | total_activation_sum=40092893
Round 6 | epoch=21, current m_iou=0.6945804092339023
Round 6 | Best m_IoU is: 0.704, OA is: 0.925 | val costTime=176.56095600128174
Round 6 | ****EPOCH 21****
Step 00094050 L_out=0.478 Acc=0.92 --- 1523.95 ms/batch
Step 00094100 L_out=0.104 Acc=0.96 ---28005.13 ms/batch
Step 00094150 L_out=0.096 Acc=0.97 ---55622.80 ms/batch
Step 00094200 L_out=0.073 Acc=0.92 ---82678.20 ms/batch
Step 00094250 L_out=0.190 Acc=0.93 ---109698.12 ms/batch
Step 00094300 L_out=0.063 Acc=0.98 ---136539.56 ms/batch
Step 00094350 L_out=0.082 Acc=0.95 ---163519.32 ms/batch
Step 00094400 L_out=0.233 Acc=0.95 ---190397.98 ms/batch
Step 00094450 L_out=0.314 Acc=0.93 ---217821.71 ms/batch
Step 00094500 L_out=0.241 Acc=0.95 ---245787.46 ms/batch
Step 00094550 L_out=0.223 Acc=0.96 ---273800.69 ms/batch
Step 00094600 L_out=0.090 Acc=0.98 ---301159.22 ms/batch
Step 00094650 L_out=0.212 Acc=0.93 ---328978.97 ms/batch
Step 00094700 L_out=0.102 Acc=0.97 ---354761.87 ms/batch
Round 6 | epoch=21, train costTime=361.14650869369507, | total_activation_sum=39947960
Round 6 | epoch=22, current m_iou=0.6974013669800969
Round 6 | Best m_IoU is: 0.704, OA is: 0.925 | val costTime=155.79147338867188
Round 6 | ****EPOCH 22****
Step 00094750 L_out=0.262 Acc=0.96 ---18865.45 ms/batch
Step 00094800 L_out=0.310 Acc=0.92 ---45569.90 ms/batch
Step 00094850 L_out=0.087 Acc=0.96 ---73115.83 ms/batch
Step 00094900 L_out=0.128 Acc=0.97 ---100268.41 ms/batch
Step 00094950 L_out=0.279 Acc=0.94 ---127146.21 ms/batch
Step 00095000 L_out=0.347 Acc=0.93 ---153960.57 ms/batch
Step 00095050 L_out=0.315 Acc=0.96 ---180677.40 ms/batch
Step 00095100 L_out=0.276 Acc=0.93 ---208258.04 ms/batch
Step 00095150 L_out=0.603 Acc=0.89 ---234531.60 ms/batch
Step 00095200 L_out=0.553 Acc=0.90 ---262529.25 ms/batch
Step 00095250 L_out=0.081 Acc=0.95 ---289477.13 ms/batch
Step 00095300 L_out=0.180 Acc=0.96 ---316943.44 ms/batch
Step 00095350 L_out=0.464 Acc=0.96 ---344688.29 ms/batch
Round 6 | epoch=22, train costTime=361.76243710517883, | total_activation_sum=40092178
Round 6 | epoch=23, current m_iou=0.6990137368250287
Round 6 | Best m_IoU is: 0.704, OA is: 0.925 | val costTime=159.81994199752808
Round 6 | ****EPOCH 23****
Step 00095400 L_out=0.097 Acc=0.98 ---10124.84 ms/batch
Step 00095450 L_out=0.123 Acc=0.95 ---36904.98 ms/batch
Step 00095500 L_out=0.068 Acc=0.96 ---64798.91 ms/batch
Step 00095550 L_out=0.175 Acc=0.94 ---91665.57 ms/batch
Step 00095600 L_out=0.165 Acc=0.95 ---118356.34 ms/batch
Step 00095650 L_out=0.180 Acc=0.96 ---145217.75 ms/batch
Step 00095700 L_out=0.138 Acc=0.96 ---172442.63 ms/batch
Step 00095750 L_out=0.081 Acc=0.97 ---199995.44 ms/batch
Step 00095800 L_out=0.211 Acc=0.94 ---227075.41 ms/batch
Step 00095850 L_out=0.348 Acc=0.95 ---253533.58 ms/batch
Step 00095900 L_out=0.193 Acc=0.93 ---281489.29 ms/batch
Step 00095950 L_out=0.181 Acc=0.96 ---309424.31 ms/batch
Step 00096000 L_out=0.065 Acc=0.98 ---337303.89 ms/batch
Round 6 | epoch=23, train costTime=363.4874427318573, | total_activation_sum=40200733
Round 6 | epoch=24, current m_iou=0.6968371408623811
Round 6 | Best m_IoU is: 0.704, OA is: 0.925 | val costTime=157.2693166732788
Round 6 | ****EPOCH 24****
Step 00096050 L_out=0.227 Acc=0.96 --- 1098.37 ms/batch
Step 00096100 L_out=0.064 Acc=0.98 ---28420.63 ms/batch
Step 00096150 L_out=0.127 Acc=0.96 ---55638.69 ms/batch
Step 00096200 L_out=0.431 Acc=0.95 ---82618.98 ms/batch
Step 00096250 L_out=0.106 Acc=0.97 ---109672.13 ms/batch
Step 00096300 L_out=0.065 Acc=0.99 ---136657.79 ms/batch
Step 00096350 L_out=0.239 Acc=0.96 ---163569.52 ms/batch
Step 00096400 L_out=0.156 Acc=0.95 ---190565.03 ms/batch
Step 00096450 L_out=0.258 Acc=0.93 ---218342.00 ms/batch
Step 00096500 L_out=0.192 Acc=0.93 ---245208.54 ms/batch
Step 00096550 L_out=0.226 Acc=0.95 ---271668.64 ms/batch
Step 00096600 L_out=0.237 Acc=0.97 ---299998.68 ms/batch
Step 00096650 L_out=0.167 Acc=0.94 ---327732.49 ms/batch
Step 00096700 L_out=0.061 Acc=0.96 ---356362.12 ms/batch
Round 6 | epoch=24, train costTime=364.8942413330078, | total_activation_sum=40034263
Round 6 | epoch=25, current m_iou=0.6975409694748314
Round 6 | Best m_IoU is: 0.704, OA is: 0.925 | val costTime=176.78547072410583
Round 6 | ****EPOCH 25****
Step 00096750 L_out=0.044 Acc=0.97 ---19343.67 ms/batch
Step 00096800 L_out=0.144 Acc=0.96 ---46459.82 ms/batch
Step 00096850 L_out=0.157 Acc=0.95 ---73720.64 ms/batch
Step 00096900 L_out=0.086 Acc=0.96 ---100729.11 ms/batch
Step 00096950 L_out=0.072 Acc=0.97 ---127762.86 ms/batch
Step 00097000 L_out=0.204 Acc=0.95 ---154918.09 ms/batch
Step 00097050 L_out=0.092 Acc=0.94 ---181750.00 ms/batch
Step 00097100 L_out=0.118 Acc=0.98 ---208780.86 ms/batch
Step 00097150 L_out=0.203 Acc=0.96 ---235904.86 ms/batch
Step 00097200 L_out=0.075 Acc=0.96 ---263376.28 ms/batch
Step 00097250 L_out=0.115 Acc=0.95 ---291100.70 ms/batch
Step 00097300 L_out=0.125 Acc=0.94 ---318948.13 ms/batch
Step 00097350 L_out=0.130 Acc=0.97 ---346211.14 ms/batch
Round 6 | epoch=25, train costTime=363.9511487483978, | total_activation_sum=40104929
Round 6 | epoch=26, current m_iou=0.6983068364550288
Round 6 | Best m_IoU is: 0.704, OA is: 0.925 | val costTime=169.18043303489685
Round 6 | ****EPOCH 26****
Step 00097400 L_out=0.313 Acc=0.85 --- 9895.53 ms/batch
Step 00097450 L_out=0.137 Acc=0.98 ---36853.58 ms/batch
Step 00097500 L_out=0.098 Acc=0.96 ---63843.78 ms/batch
Step 00097550 L_out=0.206 Acc=0.96 ---90843.36 ms/batch
Step 00097600 L_out=0.301 Acc=0.93 ---118022.36 ms/batch
Step 00097650 L_out=0.163 Acc=0.97 ---146406.43 ms/batch
Step 00097700 L_out=0.279 Acc=0.97 ---173061.84 ms/batch
Step 00097750 L_out=0.096 Acc=0.95 ---200157.83 ms/batch
Step 00097800 L_out=0.255 Acc=0.91 ---227475.02 ms/batch
Step 00097850 L_out=0.087 Acc=0.96 ---254442.94 ms/batch
Step 00097900 L_out=0.168 Acc=0.97 ---281687.54 ms/batch
Step 00097950 L_out=0.146 Acc=0.97 ---309646.26 ms/batch
Step 00098000 L_out=0.086 Acc=0.97 ---337689.40 ms/batch
Round 6 | epoch=26, train costTime=364.5624532699585, | total_activation_sum=40092480
Round 6 | epoch=27, current m_iou=0.6978256257150661
Round 6 | Best m_IoU is: 0.704, OA is: 0.925 | val costTime=171.319673538208
Round 6 | ****EPOCH 27****
Step 00098050 L_out=0.116 Acc=0.97 ---  528.66 ms/batch
Step 00098100 L_out=0.173 Acc=0.96 ---27161.30 ms/batch
Step 00098150 L_out=0.123 Acc=0.93 ---54903.58 ms/batch
Step 00098200 L_out=0.117 Acc=0.94 ---81785.51 ms/batch
Step 00098250 L_out=0.082 Acc=0.95 ---108751.61 ms/batch
Step 00098300 L_out=0.179 Acc=0.92 ---135832.53 ms/batch
Step 00098350 L_out=0.181 Acc=0.94 ---163737.46 ms/batch
Step 00098400 L_out=0.199 Acc=0.95 ---190814.08 ms/batch
Step 00098450 L_out=0.269 Acc=0.94 ---217620.12 ms/batch
Step 00098500 L_out=0.296 Acc=0.94 ---244680.91 ms/batch
Step 00098550 L_out=0.203 Acc=0.94 ---272728.63 ms/batch
Step 00098600 L_out=0.204 Acc=0.95 ---300551.57 ms/batch
Step 00098650 L_out=0.223 Acc=0.94 ---328553.10 ms/batch
Step 00098700 L_out=0.318 Acc=0.93 ---356296.87 ms/batch
Round 6 | epoch=27, train costTime=365.53723907470703, | total_activation_sum=40165904
Round 6 | epoch=28, current m_iou=0.6994148217638851
Round 6 | Best m_IoU is: 0.704, OA is: 0.925 | val costTime=177.33930039405823
Round 6 | ****EPOCH 28****
Step 00098750 L_out=0.102 Acc=0.95 ---18156.61 ms/batch
Step 00098800 L_out=0.148 Acc=0.98 ---44912.93 ms/batch
Step 00098850 L_out=0.201 Acc=0.95 ---72107.62 ms/batch
Step 00098900 L_out=0.389 Acc=0.96 ---99152.17 ms/batch
Step 00098950 L_out=0.143 Acc=0.94 ---126217.37 ms/batch
Step 00099000 L_out=0.071 Acc=0.96 ---153304.01 ms/batch
Step 00099050 L_out=0.094 Acc=0.97 ---180468.63 ms/batch
Step 00099100 L_out=0.168 Acc=0.95 ---207680.65 ms/batch
Step 00099150 L_out=0.188 Acc=0.96 ---234742.31 ms/batch
Step 00099200 L_out=0.099 Acc=0.94 ---262943.27 ms/batch
Step 00099250 L_out=0.117 Acc=0.95 ---291166.45 ms/batch
Step 00099300 L_out=0.032 Acc=0.98 ---319089.07 ms/batch
Step 00099350 L_out=0.107 Acc=0.94 ---347480.61 ms/batch
Round 6 | epoch=28, train costTime=365.79134583473206, | total_activation_sum=40004400
Round 6 | epoch=29, current m_iou=0.6967716992544679
Round 6 | Best m_IoU is: 0.704, OA is: 0.925 | val costTime=158.32725620269775
Round 6 | ****EPOCH 29****
Step 00099400 L_out=0.111 Acc=0.96 --- 9231.62 ms/batch
Step 00099450 L_out=0.180 Acc=0.97 ---36379.29 ms/batch
Step 00099500 L_out=0.058 Acc=0.98 ---63286.74 ms/batch
Step 00099550 L_out=0.325 Acc=0.92 ---91758.96 ms/batch
Step 00099600 L_out=0.057 Acc=0.98 ---118790.80 ms/batch
Step 00099650 L_out=0.117 Acc=0.93 ---145681.22 ms/batch
Step 00099700 L_out=0.071 Acc=0.98 ---172624.95 ms/batch
Step 00099750 L_out=0.186 Acc=0.97 ---199394.35 ms/batch
Step 00099800 L_out=0.170 Acc=0.97 ---226836.55 ms/batch
Step 00099850 L_out=0.133 Acc=0.97 ---254356.93 ms/batch
Step 00099900 L_out=0.290 Acc=0.94 ---281818.17 ms/batch
Step 00099950 L_out=0.182 Acc=0.98 ---309545.22 ms/batch
Step 00100000 L_out=0.121 Acc=0.97 ---336772.98 ms/batch
Step 00100050 L_out=0.037 Acc=0.97 ---364439.68 ms/batch
Round 6 | epoch=29, train costTime=364.4398214817047, | total_activation_sum=40152940
Round 6 | epoch=30, current m_iou=0.695288394245196
Round 6 | Best m_IoU is: 0.704, OA is: 0.925 | val costTime=169.86910247802734
Round 6 | ****EPOCH 30****
Round 7 | ****EPOCH 0****
Step 00100100 L_out=1.346 Acc=0.63 ---27546.66 ms/batch
Step 00100150 L_out=1.336 Acc=0.93 ---54666.13 ms/batch
Step 00100200 L_out=0.511 Acc=0.90 ---82338.44 ms/batch
Step 00100250 L_out=0.637 Acc=0.86 ---109757.12 ms/batch
Step 00100300 L_out=0.365 Acc=0.89 ---136619.05 ms/batch
Step 00100350 L_out=0.249 Acc=0.98 ---163680.29 ms/batch
Step 00100400 L_out=0.959 Acc=0.82 ---190615.47 ms/batch
Step 00100450 L_out=0.415 Acc=0.93 ---217682.16 ms/batch
Step 00100500 L_out=0.235 Acc=0.94 ---244745.02 ms/batch
Step 00100550 L_out=0.163 Acc=0.95 ---271821.74 ms/batch
Step 00100600 L_out=0.121 Acc=0.97 ---298588.19 ms/batch
Step 00100650 L_out=1.618 Acc=0.82 ---325720.54 ms/batch
Step 00100700 L_out=0.322 Acc=0.84 ---352342.01 ms/batch
Round 7 | epoch=0, train costTime=361.2633628845215, | total_activation_sum=44769327
Round 7 | epoch=1, current m_iou=0.675681337920261
Round 7 | Best m_IoU is: 0.676, OA is: 0.916 | val costTime=178.36919617652893
Round 7 | ****EPOCH 1****
Step 00100750 L_out=2.052 Acc=0.63 ---17562.11 ms/batch
Step 00100800 L_out=0.316 Acc=0.92 ---45025.73 ms/batch
Step 00100850 L_out=0.195 Acc=0.96 ---72016.13 ms/batch
Step 00100900 L_out=0.121 Acc=0.96 ---98918.01 ms/batch
Step 00100950 L_out=0.289 Acc=0.94 ---126114.62 ms/batch
Step 00101000 L_out=1.683 Acc=0.76 ---153065.83 ms/batch
Step 00101050 L_out=1.458 Acc=0.64 ---180192.53 ms/batch
Step 00101100 L_out=1.513 Acc=0.73 ---207097.49 ms/batch
Step 00101150 L_out=0.607 Acc=0.86 ---234171.93 ms/batch
Step 00101200 L_out=1.210 Acc=0.81 ---262012.77 ms/batch
Step 00101250 L_out=0.588 Acc=0.90 ---289164.53 ms/batch
Step 00101300 L_out=0.864 Acc=0.80 ---316274.70 ms/batch
Step 00101350 L_out=0.689 Acc=0.87 ---343763.54 ms/batch
Round 7 | epoch=1, train costTime=362.65279388427734, | total_activation_sum=44372093
Round 7 | epoch=2, current m_iou=0.6749658261491203
Round 7 | Best m_IoU is: 0.676, OA is: 0.916 | val costTime=182.453430891037
Round 7 | ****EPOCH 2****
Step 00101400 L_out=0.242 Acc=0.94 --- 8416.16 ms/batch
Step 00101450 L_out=0.381 Acc=0.95 ---35056.78 ms/batch
Step 00101500 L_out=0.409 Acc=0.92 ---62386.50 ms/batch
Step 00101550 L_out=0.438 Acc=0.91 ---89425.36 ms/batch
Step 00101600 L_out=0.319 Acc=0.92 ---116238.70 ms/batch
Step 00101650 L_out=0.260 Acc=0.92 ---143281.22 ms/batch
Step 00101700 L_out=0.360 Acc=0.94 ---170166.61 ms/batch
Step 00101750 L_out=0.549 Acc=0.84 ---196977.23 ms/batch
Step 00101800 L_out=0.407 Acc=0.95 ---224257.30 ms/batch
Step 00101850 L_out=0.387 Acc=0.90 ---251153.01 ms/batch
Step 00101900 L_out=0.162 Acc=0.95 ---278215.34 ms/batch
Step 00101950 L_out=0.548 Acc=0.94 ---305621.24 ms/batch
Step 00102000 L_out=0.259 Acc=0.95 ---332195.59 ms/batch
Step 00102050 L_out=0.389 Acc=0.93 ---358254.79 ms/batch
Round 7 | epoch=2, train costTime=358.74825859069824, | total_activation_sum=44132446
Round 7 | epoch=3, current m_iou=0.6779854559544711
Round 7 | Best m_IoU is: 0.678, OA is: 0.918 | val costTime=191.54326558113098
Round 7 | ****EPOCH 3****
Step 00102100 L_out=0.295 Acc=0.93 ---26616.33 ms/batch
Step 00102150 L_out=0.969 Acc=0.77 ---53719.31 ms/batch
Step 00102200 L_out=1.226 Acc=0.85 ---80949.21 ms/batch
Step 00102250 L_out=0.369 Acc=0.93 ---107897.47 ms/batch
Step 00102300 L_out=1.410 Acc=0.90 ---134701.57 ms/batch
Step 00102350 L_out=0.801 Acc=0.91 ---162072.11 ms/batch
Step 00102400 L_out=0.638 Acc=0.91 ---189115.21 ms/batch
Step 00102450 L_out=0.305 Acc=0.91 ---216642.15 ms/batch
Step 00102500 L_out=0.510 Acc=0.88 ---244004.12 ms/batch
Step 00102550 L_out=0.509 Acc=0.86 ---270840.18 ms/batch
Step 00102600 L_out=0.293 Acc=0.96 ---297990.01 ms/batch
Step 00102650 L_out=0.221 Acc=0.94 ---324681.82 ms/batch
Step 00102700 L_out=0.157 Acc=0.95 ---352822.49 ms/batch
Round 7 | epoch=3, train costTime=362.9812309741974, | total_activation_sum=44247769
Round 7 | epoch=4, current m_iou=0.6741643542039668
Round 7 | Best m_IoU is: 0.678, OA is: 0.918 | val costTime=170.0520362854004
Round 7 | ****EPOCH 4****
Step 00102750 L_out=0.381 Acc=0.90 ---17300.97 ms/batch
Step 00102800 L_out=0.365 Acc=0.97 ---44413.53 ms/batch
Step 00102850 L_out=0.401 Acc=0.91 ---71614.20 ms/batch
Step 00102900 L_out=0.438 Acc=0.89 ---98783.12 ms/batch
Step 00102950 L_out=0.323 Acc=0.92 ---126187.46 ms/batch
Step 00103000 L_out=0.206 Acc=0.96 ---153204.63 ms/batch
Step 00103050 L_out=0.311 Acc=0.95 ---180063.35 ms/batch
Step 00103100 L_out=0.234 Acc=0.95 ---206974.12 ms/batch
Step 00103150 L_out=0.285 Acc=0.92 ---233820.90 ms/batch
Step 00103200 L_out=0.683 Acc=0.88 ---261117.50 ms/batch
Step 00103250 L_out=0.278 Acc=0.92 ---288628.63 ms/batch
Step 00103300 L_out=0.137 Acc=0.98 ---315521.17 ms/batch
Step 00103350 L_out=0.482 Acc=0.91 ---343607.23 ms/batch
Round 7 | epoch=4, train costTime=362.86761260032654, | total_activation_sum=44244946
Round 7 | epoch=5, current m_iou=0.6781390006541128
Round 7 | Best m_IoU is: 0.678, OA is: 0.917 | val costTime=178.54073095321655
Round 7 | ****EPOCH 5****
Step 00103400 L_out=0.410 Acc=0.95 --- 6850.14 ms/batch
Step 00103450 L_out=0.286 Acc=0.94 ---29931.96 ms/batch
Step 00103500 L_out=0.236 Acc=0.97 ---52844.61 ms/batch
Step 00103550 L_out=0.193 Acc=0.97 ---76077.50 ms/batch
Step 00103600 L_out=0.204 Acc=0.93 ---98744.42 ms/batch
Step 00103650 L_out=0.139 Acc=0.98 ---121748.43 ms/batch
Step 00103700 L_out=0.760 Acc=0.79 ---144382.26 ms/batch
Step 00103750 L_out=0.240 Acc=0.92 ---168110.85 ms/batch
Step 00103800 L_out=0.168 Acc=0.92 ---190818.17 ms/batch
Step 00103850 L_out=1.267 Acc=0.80 ---213632.72 ms/batch
Step 00103900 L_out=0.257 Acc=0.89 ---236330.41 ms/batch
Step 00103950 L_out=0.483 Acc=0.89 ---259094.08 ms/batch
Step 00104000 L_out=0.184 Acc=0.96 ---282457.12 ms/batch
Step 00104050 L_out=0.255 Acc=0.93 ---305390.93 ms/batch
Round 7 | epoch=5, train costTime=306.3065583705902, | total_activation_sum=44173350
Round 7 | epoch=6, current m_iou=0.6749218285258001
Round 7 | Best m_IoU is: 0.678, OA is: 0.917 | val costTime=144.58478593826294
Round 7 | ****EPOCH 6****
Step 00104100 L_out=0.466 Acc=0.92 ---21942.49 ms/batch
Step 00104150 L_out=0.185 Acc=0.92 ---44762.71 ms/batch
Step 00104200 L_out=0.096 Acc=0.97 ---67622.83 ms/batch
Step 00104250 L_out=0.253 Acc=0.95 ---90672.05 ms/batch
Step 00104300 L_out=0.139 Acc=0.95 ---113412.87 ms/batch
Step 00104350 L_out=0.398 Acc=0.93 ---136139.55 ms/batch
Step 00104400 L_out=0.436 Acc=0.91 ---159538.04 ms/batch
Step 00104450 L_out=0.107 Acc=0.97 ---182315.63 ms/batch
Step 00104500 L_out=0.425 Acc=0.90 ---205158.23 ms/batch
Step 00104550 L_out=0.551 Acc=0.92 ---228204.25 ms/batch
Step 00104600 L_out=0.215 Acc=0.94 ---251094.69 ms/batch
Step 00104650 L_out=0.323 Acc=0.92 ---273738.15 ms/batch
Step 00104700 L_out=0.307 Acc=0.94 ---296901.47 ms/batch
Round 7 | epoch=6, train costTime=305.7124881744385, | total_activation_sum=44221169
Round 7 | epoch=7, current m_iou=0.6888605130726582
Round 7 | Best m_IoU is: 0.689, OA is: 0.920 | val costTime=185.16533994674683
Round 7 | ****EPOCH 7****
Step 00104750 L_out=0.298 Acc=0.93 ---14137.79 ms/batch
Step 00104800 L_out=0.596 Acc=0.95 ---36636.22 ms/batch
Step 00104850 L_out=0.127 Acc=0.97 ---59305.15 ms/batch
Step 00104900 L_out=0.617 Acc=0.89 ---82174.80 ms/batch
Step 00104950 L_out=0.066 Acc=0.97 ---104928.10 ms/batch
Step 00105000 L_out=0.178 Acc=0.95 ---127642.54 ms/batch
Step 00105050 L_out=0.202 Acc=0.91 ---150164.64 ms/batch
Step 00105100 L_out=0.198 Acc=0.97 ---172996.14 ms/batch
Step 00105150 L_out=0.884 Acc=0.83 ---195583.31 ms/batch
Step 00105200 L_out=0.468 Acc=0.88 ---218299.85 ms/batch
Step 00105250 L_out=0.283 Acc=0.95 ---240964.96 ms/batch
Step 00105300 L_out=0.125 Acc=0.97 ---263685.18 ms/batch
Step 00105350 L_out=0.413 Acc=0.91 ---286331.27 ms/batch
Round 7 | epoch=7, train costTime=302.61046981811523, | total_activation_sum=44362139
Round 7 | epoch=8, current m_iou=0.686637161806392
Round 7 | Best m_IoU is: 0.689, OA is: 0.920 | val costTime=177.75841212272644
Round 7 | ****EPOCH 8****
Step 00105400 L_out=0.188 Acc=0.97 --- 6399.09 ms/batch
Step 00105450 L_out=0.092 Acc=0.95 ---29029.52 ms/batch
Step 00105500 L_out=0.154 Acc=0.95 ---51597.83 ms/batch
Step 00105550 L_out=0.452 Acc=0.92 ---74367.36 ms/batch
Step 00105600 L_out=0.104 Acc=0.96 ---96930.82 ms/batch
Step 00105650 L_out=0.321 Acc=0.96 ---119688.50 ms/batch
Step 00105700 L_out=0.379 Acc=0.93 ---142427.27 ms/batch
Step 00105750 L_out=0.272 Acc=0.95 ---165074.28 ms/batch
Step 00105800 L_out=0.190 Acc=0.94 ---187634.38 ms/batch
Step 00105850 L_out=0.192 Acc=0.96 ---210252.43 ms/batch
Step 00105900 L_out=0.258 Acc=0.93 ---232707.97 ms/batch
Step 00105950 L_out=0.307 Acc=0.94 ---255355.64 ms/batch
Step 00106000 L_out=0.129 Acc=0.96 ---277941.18 ms/batch
Step 00106050 L_out=0.141 Acc=0.97 ---300559.63 ms/batch
Round 7 | epoch=8, train costTime=301.90112948417664, | total_activation_sum=44166363
Round 7 | epoch=9, current m_iou=0.685576704426956
Round 7 | Best m_IoU is: 0.689, OA is: 0.920 | val costTime=143.03233933448792
Round 7 | ****EPOCH 9****
Step 00106100 L_out=0.196 Acc=0.91 ---21332.86 ms/batch
Step 00106150 L_out=0.141 Acc=0.96 ---44141.43 ms/batch
Step 00106200 L_out=0.504 Acc=0.85 ---66794.32 ms/batch
Step 00106250 L_out=0.219 Acc=0.95 ---89491.44 ms/batch
Step 00106300 L_out=0.197 Acc=0.94 ---112248.53 ms/batch
Step 00106350 L_out=0.392 Acc=0.91 ---134898.38 ms/batch
Step 00106400 L_out=0.114 Acc=0.96 ---157430.91 ms/batch
Step 00106450 L_out=0.078 Acc=0.96 ---179920.10 ms/batch
Step 00106500 L_out=0.184 Acc=0.96 ---202609.89 ms/batch
Step 00106550 L_out=0.656 Acc=0.86 ---225318.20 ms/batch
Step 00106600 L_out=0.241 Acc=0.94 ---247963.62 ms/batch
Step 00106650 L_out=0.127 Acc=0.96 ---270582.16 ms/batch
Step 00106700 L_out=0.198 Acc=0.93 ---293246.93 ms/batch
Round 7 | epoch=9, train costTime=302.2293281555176, | total_activation_sum=44216789
Round 7 | epoch=10, current m_iou=0.6875501893361825
Round 7 | Best m_IoU is: 0.689, OA is: 0.920 | val costTime=176.5003080368042
Round 7 | ****EPOCH 10****
Step 00106750 L_out=0.081 Acc=0.96 ---13632.71 ms/batch
Step 00106800 L_out=0.334 Acc=0.95 ---36313.75 ms/batch
Step 00106850 L_out=0.227 Acc=0.96 ---58806.57 ms/batch
Step 00106900 L_out=0.675 Acc=0.94 ---81393.12 ms/batch
Step 00106950 L_out=0.236 Acc=0.93 ---104119.34 ms/batch
Step 00107000 L_out=0.537 Acc=0.91 ---126681.05 ms/batch
Step 00107050 L_out=0.134 Acc=0.96 ---150090.89 ms/batch
Step 00107100 L_out=0.274 Acc=0.96 ---172843.55 ms/batch
Step 00107150 L_out=0.237 Acc=0.95 ---195670.63 ms/batch
Step 00107200 L_out=0.124 Acc=0.97 ---218477.77 ms/batch
Step 00107250 L_out=0.489 Acc=0.92 ---241405.18 ms/batch
Step 00107300 L_out=0.259 Acc=0.94 ---263959.55 ms/batch
Step 00107350 L_out=0.087 Acc=0.98 ---286716.07 ms/batch
Round 7 | epoch=10, train costTime=303.4562654495239, | total_activation_sum=44180492
Round 7 | epoch=11, current m_iou=0.6916400091542096
Round 7 | Best m_IoU is: 0.692, OA is: 0.919 | val costTime=147.3857183456421
Round 7 | ****EPOCH 11****
Step 00107400 L_out=0.145 Acc=0.95 --- 5980.65 ms/batch
Step 00107450 L_out=0.213 Acc=0.95 ---28794.42 ms/batch
Step 00107500 L_out=0.099 Acc=0.96 ---51427.92 ms/batch
Step 00107550 L_out=0.334 Acc=0.94 ---74033.99 ms/batch
Step 00107600 L_out=0.322 Acc=0.93 ---96737.75 ms/batch
Step 00107650 L_out=0.187 Acc=0.97 ---119619.10 ms/batch
Step 00107700 L_out=0.071 Acc=0.98 ---142363.18 ms/batch
Step 00107750 L_out=0.229 Acc=0.93 ---165049.05 ms/batch
Step 00107800 L_out=0.293 Acc=0.96 ---187710.06 ms/batch
Step 00107850 L_out=0.233 Acc=0.94 ---210577.56 ms/batch
Step 00107900 L_out=0.133 Acc=0.96 ---233304.65 ms/batch
Step 00107950 L_out=0.235 Acc=0.96 ---255916.35 ms/batch
Step 00108000 L_out=0.227 Acc=0.94 ---278584.26 ms/batch
Step 00108050 L_out=0.154 Acc=0.96 ---301309.19 ms/batch
Round 7 | epoch=11, train costTime=303.1575360298157, | total_activation_sum=44217112
Round 7 | epoch=12, current m_iou=0.6905558009195829
Round 7 | Best m_IoU is: 0.692, OA is: 0.919 | val costTime=175.23685717582703
Round 7 | ****EPOCH 12****
Step 00108100 L_out=0.151 Acc=0.95 ---20935.82 ms/batch
Step 00108150 L_out=0.069 Acc=0.97 ---43492.20 ms/batch
Step 00108200 L_out=0.092 Acc=0.97 ---66184.67 ms/batch
Step 00108250 L_out=0.228 Acc=0.97 ---88837.20 ms/batch
Step 00108300 L_out=0.130 Acc=0.97 ---111546.02 ms/batch
Step 00108350 L_out=0.224 Acc=0.93 ---134191.60 ms/batch
Step 00108400 L_out=0.314 Acc=0.94 ---156812.83 ms/batch
Step 00108450 L_out=0.152 Acc=0.95 ---179441.27 ms/batch
Step 00108500 L_out=0.372 Acc=0.93 ---202073.94 ms/batch
Step 00108550 L_out=0.192 Acc=0.95 ---224682.02 ms/batch
Step 00108600 L_out=0.153 Acc=0.98 ---247289.85 ms/batch
Step 00108650 L_out=0.400 Acc=0.90 ---269888.15 ms/batch
Step 00108700 L_out=0.098 Acc=0.98 ---292580.43 ms/batch
Round 7 | epoch=12, train costTime=302.1205449104309, | total_activation_sum=44354980
Round 7 | epoch=13, current m_iou=0.6856874052328813
Round 7 | Best m_IoU is: 0.692, OA is: 0.919 | val costTime=140.44822645187378
Round 7 | ****EPOCH 13****
Step 00108750 L_out=0.177 Acc=0.95 ---13270.25 ms/batch
Step 00108800 L_out=0.106 Acc=0.96 ---35967.88 ms/batch
Step 00108850 L_out=0.100 Acc=0.98 ---58965.14 ms/batch
Step 00108900 L_out=0.087 Acc=0.97 ---81915.29 ms/batch
Step 00108950 L_out=0.377 Acc=0.91 ---104770.64 ms/batch
Step 00109000 L_out=0.181 Acc=0.98 ---127415.44 ms/batch
Step 00109050 L_out=0.173 Acc=0.95 ---150211.96 ms/batch
Step 00109100 L_out=0.341 Acc=0.97 ---172942.48 ms/batch
Step 00109150 L_out=0.181 Acc=0.95 ---195635.51 ms/batch
Step 00109200 L_out=0.297 Acc=0.97 ---218379.33 ms/batch
Step 00109250 L_out=0.170 Acc=0.94 ---241300.61 ms/batch
Step 00109300 L_out=0.083 Acc=0.99 ---264177.37 ms/batch
Step 00109350 L_out=0.317 Acc=0.93 ---286970.95 ms/batch
Round 7 | epoch=13, train costTime=304.6777312755585, | total_activation_sum=44115456
Round 7 | epoch=14, current m_iou=0.6814445766365232
Round 7 | Best m_IoU is: 0.692, OA is: 0.919 | val costTime=162.9527587890625
Round 7 | ****EPOCH 14****
Step 00109400 L_out=0.217 Acc=0.92 --- 5453.28 ms/batch
Step 00109450 L_out=0.103 Acc=0.93 ---28282.38 ms/batch
Step 00109500 L_out=0.155 Acc=0.91 ---50797.09 ms/batch
Step 00109550 L_out=0.157 Acc=0.98 ---73434.21 ms/batch
Step 00109600 L_out=0.216 Acc=0.95 ---96124.42 ms/batch
Step 00109650 L_out=0.069 Acc=0.94 ---118873.35 ms/batch
Step 00109700 L_out=0.185 Acc=0.95 ---141514.13 ms/batch
Step 00109750 L_out=0.234 Acc=0.96 ---164107.23 ms/batch
Step 00109800 L_out=0.200 Acc=0.96 ---186815.93 ms/batch
Step 00109850 L_out=0.265 Acc=0.94 ---209622.38 ms/batch
Step 00109900 L_out=0.116 Acc=0.95 ---232462.90 ms/batch
Step 00109950 L_out=0.135 Acc=0.94 ---254965.54 ms/batch
Step 00110000 L_out=0.291 Acc=0.98 ---277800.65 ms/batch
Step 00110050 L_out=0.117 Acc=0.98 ---300472.00 ms/batch
Round 7 | epoch=14, train costTime=302.76357412338257, | total_activation_sum=44499293
Round 7 | epoch=15, current m_iou=0.6851408749952148
Round 7 | Best m_IoU is: 0.692, OA is: 0.919 | val costTime=153.86912488937378
Round 7 | ****EPOCH 15****
Step 00110100 L_out=0.497 Acc=0.92 ---20543.46 ms/batch
Step 00110150 L_out=0.238 Acc=0.96 ---43311.84 ms/batch
Step 00110200 L_out=0.081 Acc=0.97 ---66038.43 ms/batch
Step 00110250 L_out=0.263 Acc=0.93 ---88851.06 ms/batch
Step 00110300 L_out=0.080 Acc=0.98 ---111641.21 ms/batch
Step 00110350 L_out=0.209 Acc=0.95 ---134362.06 ms/batch
Step 00110400 L_out=0.384 Acc=0.92 ---157002.57 ms/batch
Step 00110450 L_out=0.110 Acc=0.96 ---179540.65 ms/batch
Step 00110500 L_out=0.216 Acc=0.96 ---202310.43 ms/batch
Step 00110550 L_out=0.146 Acc=0.96 ---224922.81 ms/batch
Step 00110600 L_out=0.111 Acc=0.97 ---247617.50 ms/batch
Step 00110650 L_out=0.081 Acc=0.97 ---270297.55 ms/batch
Step 00110700 L_out=0.124 Acc=0.94 ---292904.74 ms/batch
Round 7 | epoch=15, train costTime=302.9094979763031, | total_activation_sum=44265028
Round 7 | epoch=16, current m_iou=0.6959467447978482
Round 7 | Best m_IoU is: 0.696, OA is: 0.921 | val costTime=193.7830410003662
Round 7 | ****EPOCH 16****
Step 00110750 L_out=0.196 Acc=0.92 ---12939.52 ms/batch
Step 00110800 L_out=0.252 Acc=0.97 ---35930.77 ms/batch
Step 00110850 L_out=0.189 Acc=0.96 ---58638.22 ms/batch
Step 00110900 L_out=0.187 Acc=0.94 ---81405.99 ms/batch
Step 00110950 L_out=0.262 Acc=0.95 ---104332.53 ms/batch
Step 00111000 L_out=0.179 Acc=0.95 ---126888.52 ms/batch
Step 00111050 L_out=0.196 Acc=0.95 ---149758.56 ms/batch
Step 00111100 L_out=0.237 Acc=0.95 ---172511.08 ms/batch
Step 00111150 L_out=0.217 Acc=0.93 ---195307.48 ms/batch
Step 00111200 L_out=0.344 Acc=0.96 ---217963.85 ms/batch
Step 00111250 L_out=0.125 Acc=0.96 ---240627.42 ms/batch
Step 00111300 L_out=0.222 Acc=0.95 ---263123.98 ms/batch
Step 00111350 L_out=0.150 Acc=0.97 ---285852.49 ms/batch
Round 7 | epoch=16, train costTime=303.7097136974335, | total_activation_sum=44064218
Round 7 | epoch=17, current m_iou=0.697777196137791
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=161.06831192970276
Round 7 | ****EPOCH 17****
Step 00111400 L_out=0.093 Acc=0.98 --- 5072.41 ms/batch
Step 00111450 L_out=0.195 Acc=0.97 ---27767.70 ms/batch
Step 00111500 L_out=0.366 Acc=0.97 ---50419.44 ms/batch
Step 00111550 L_out=0.197 Acc=0.98 ---72945.51 ms/batch
Step 00111600 L_out=0.405 Acc=0.91 ---95649.09 ms/batch
Step 00111650 L_out=0.256 Acc=0.93 ---118235.54 ms/batch
Step 00111700 L_out=0.106 Acc=0.91 ---140944.10 ms/batch
Step 00111750 L_out=0.324 Acc=0.95 ---163481.96 ms/batch
Step 00111800 L_out=0.226 Acc=0.97 ---186241.20 ms/batch
Step 00111850 L_out=0.271 Acc=0.96 ---208710.06 ms/batch
Step 00111900 L_out=0.110 Acc=0.98 ---231312.39 ms/batch
Step 00111950 L_out=0.257 Acc=0.95 ---254010.34 ms/batch
Step 00112000 L_out=0.229 Acc=0.94 ---276717.62 ms/batch
Step 00112050 L_out=0.131 Acc=0.97 ---299200.70 ms/batch
Round 7 | epoch=17, train costTime=301.9203369617462, | total_activation_sum=44258443
Round 7 | epoch=18, current m_iou=0.6938065018611804
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=173.54825592041016
Round 7 | ****EPOCH 18****
Step 00112100 L_out=0.162 Acc=0.96 ---20058.92 ms/batch
Step 00112150 L_out=0.139 Acc=0.98 ---42599.85 ms/batch
Step 00112200 L_out=0.147 Acc=0.97 ---65179.71 ms/batch
Step 00112250 L_out=0.348 Acc=0.93 ---87814.32 ms/batch
Step 00112300 L_out=0.391 Acc=0.95 ---110381.29 ms/batch
Step 00112350 L_out=0.253 Acc=0.97 ---133080.83 ms/batch
Step 00112400 L_out=0.318 Acc=0.94 ---155706.96 ms/batch
Step 00112450 L_out=0.076 Acc=0.95 ---178373.50 ms/batch
Step 00112500 L_out=0.120 Acc=0.96 ---201030.42 ms/batch
Step 00112550 L_out=0.329 Acc=0.96 ---223777.44 ms/batch
Step 00112600 L_out=0.252 Acc=0.95 ---246520.70 ms/batch
Step 00112650 L_out=0.322 Acc=0.96 ---269025.84 ms/batch
Step 00112700 L_out=0.150 Acc=0.98 ---291682.57 ms/batch
Round 7 | epoch=18, train costTime=302.23138880729675, | total_activation_sum=44146117
Round 7 | epoch=19, current m_iou=0.6944412447854906
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=162.59397077560425
Round 7 | ****EPOCH 19****
Step 00112750 L_out=0.250 Acc=0.96 ---12220.41 ms/batch
Step 00112800 L_out=0.147 Acc=0.95 ---34849.78 ms/batch
Step 00112850 L_out=0.224 Acc=0.94 ---57689.68 ms/batch
Step 00112900 L_out=0.165 Acc=0.96 ---80423.39 ms/batch
Step 00112950 L_out=0.136 Acc=0.96 ---102941.12 ms/batch
Step 00113000 L_out=0.058 Acc=0.99 ---125758.45 ms/batch
Step 00113050 L_out=0.179 Acc=0.94 ---148396.70 ms/batch
Step 00113100 L_out=0.315 Acc=0.94 ---170974.82 ms/batch
Step 00113150 L_out=0.050 Acc=0.98 ---193579.54 ms/batch
Step 00113200 L_out=0.210 Acc=0.94 ---216428.73 ms/batch
Step 00113250 L_out=0.181 Acc=0.94 ---239015.19 ms/batch
Step 00113300 L_out=0.121 Acc=0.98 ---261600.78 ms/batch
Step 00113350 L_out=0.127 Acc=0.95 ---284155.00 ms/batch
Round 7 | epoch=19, train costTime=302.2479000091553, | total_activation_sum=44358334
Round 7 | epoch=20, current m_iou=0.6925381868571718
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=174.63032054901123
Round 7 | ****EPOCH 20****
Step 00113400 L_out=0.179 Acc=0.95 --- 4684.53 ms/batch
Step 00113450 L_out=0.089 Acc=0.93 ---27649.34 ms/batch
Step 00113500 L_out=0.114 Acc=0.94 ---50356.47 ms/batch
Step 00113550 L_out=0.132 Acc=0.97 ---73050.49 ms/batch
Step 00113600 L_out=0.147 Acc=0.98 ---95672.55 ms/batch
Step 00113650 L_out=0.185 Acc=0.96 ---118147.51 ms/batch
Step 00113700 L_out=0.209 Acc=0.92 ---141327.38 ms/batch
Step 00113750 L_out=0.100 Acc=0.96 ---164149.82 ms/batch
Step 00113800 L_out=0.119 Acc=0.91 ---186885.94 ms/batch
Step 00113850 L_out=0.112 Acc=0.94 ---209435.39 ms/batch
Step 00113900 L_out=0.187 Acc=0.94 ---232051.25 ms/batch
Step 00113950 L_out=0.084 Acc=0.99 ---254847.12 ms/batch
Step 00114000 L_out=0.157 Acc=0.97 ---277373.50 ms/batch
Step 00114050 L_out=0.115 Acc=0.97 ---300386.37 ms/batch
Round 7 | epoch=20, train costTime=303.5838027000427, | total_activation_sum=44042858
Round 7 | epoch=21, current m_iou=0.6966184021727237
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=140.15095591545105
Round 7 | ****EPOCH 21****
Step 00114100 L_out=0.073 Acc=0.96 ---19556.64 ms/batch
Step 00114150 L_out=0.178 Acc=0.96 ---42307.72 ms/batch
Step 00114200 L_out=0.230 Acc=0.98 ---64854.64 ms/batch
Step 00114250 L_out=0.183 Acc=0.94 ---87414.51 ms/batch
Step 00114300 L_out=0.136 Acc=0.94 ---110107.95 ms/batch
Step 00114350 L_out=0.283 Acc=0.94 ---132794.65 ms/batch
Step 00114400 L_out=0.385 Acc=0.89 ---155457.11 ms/batch
Step 00114450 L_out=0.198 Acc=0.94 ---178033.08 ms/batch
Step 00114500 L_out=0.221 Acc=0.93 ---200721.65 ms/batch
Step 00114550 L_out=0.430 Acc=0.94 ---223368.06 ms/batch
Step 00114600 L_out=0.174 Acc=0.97 ---246011.59 ms/batch
Step 00114650 L_out=0.202 Acc=0.96 ---268693.17 ms/batch
Step 00114700 L_out=0.087 Acc=0.95 ---291617.50 ms/batch
Round 7 | epoch=21, train costTime=302.543758392334, | total_activation_sum=44270043
Round 7 | epoch=22, current m_iou=0.6946409223602201
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=163.8245279788971
Round 7 | ****EPOCH 22****
Step 00114750 L_out=0.136 Acc=0.95 ---11879.46 ms/batch
Step 00114800 L_out=0.191 Acc=0.94 ---34539.27 ms/batch
Step 00114850 L_out=0.066 Acc=0.97 ---57250.78 ms/batch
Step 00114900 L_out=0.176 Acc=0.93 ---80077.10 ms/batch
Step 00114950 L_out=0.104 Acc=0.95 ---102638.22 ms/batch
Step 00115000 L_out=0.052 Acc=0.98 ---125321.47 ms/batch
Step 00115050 L_out=0.122 Acc=0.97 ---147916.46 ms/batch
Step 00115100 L_out=0.116 Acc=0.94 ---170612.80 ms/batch
Step 00115150 L_out=0.338 Acc=0.91 ---193326.34 ms/batch
Step 00115200 L_out=0.116 Acc=0.96 ---215970.16 ms/batch
Step 00115250 L_out=0.305 Acc=0.95 ---238456.03 ms/batch
Step 00115300 L_out=0.133 Acc=0.95 ---261211.62 ms/batch
Step 00115350 L_out=0.058 Acc=0.97 ---283896.56 ms/batch
Round 7 | epoch=22, train costTime=302.4036166667938, | total_activation_sum=44409215
Round 7 | epoch=23, current m_iou=0.6962150548125792
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=173.66975951194763
Round 7 | ****EPOCH 23****
Step 00115400 L_out=0.189 Acc=0.98 --- 4057.87 ms/batch
Step 00115450 L_out=0.637 Acc=0.89 ---26733.55 ms/batch
Step 00115500 L_out=0.239 Acc=0.95 ---49347.18 ms/batch
Step 00115550 L_out=0.034 Acc=0.97 ---71944.63 ms/batch
Step 00115600 L_out=0.110 Acc=0.95 ---94587.75 ms/batch
Step 00115650 L_out=0.060 Acc=0.98 ---117088.72 ms/batch
Step 00115700 L_out=0.157 Acc=0.95 ---139874.19 ms/batch
Step 00115750 L_out=0.164 Acc=0.95 ---162572.34 ms/batch
Step 00115800 L_out=0.036 Acc=0.97 ---185177.56 ms/batch
Step 00115850 L_out=0.101 Acc=0.95 ---207895.30 ms/batch
Step 00115900 L_out=0.183 Acc=0.97 ---230286.04 ms/batch
Step 00115950 L_out=0.104 Acc=0.97 ---253012.98 ms/batch
Step 00116000 L_out=0.060 Acc=0.98 ---276153.13 ms/batch
Step 00116050 L_out=0.101 Acc=0.97 ---298868.85 ms/batch
Round 7 | epoch=23, train costTime=302.5507185459137, | total_activation_sum=44151525
Round 7 | epoch=24, current m_iou=0.6924398644215661
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=148.60485100746155
Round 7 | ****EPOCH 24****
Step 00116100 L_out=0.239 Acc=0.96 ---18906.19 ms/batch
Step 00116150 L_out=0.085 Acc=0.97 ---41592.29 ms/batch
Step 00116200 L_out=0.318 Acc=0.97 ---64457.45 ms/batch
Step 00116250 L_out=0.091 Acc=0.96 ---87255.28 ms/batch
Step 00116300 L_out=0.257 Acc=0.96 ---110083.49 ms/batch
Step 00116350 L_out=0.043 Acc=0.98 ---132791.79 ms/batch
Step 00116400 L_out=0.046 Acc=0.98 ---155555.58 ms/batch
Step 00116450 L_out=0.072 Acc=0.99 ---178229.81 ms/batch
Step 00116500 L_out=0.171 Acc=0.96 ---200760.49 ms/batch
Step 00116550 L_out=0.071 Acc=0.98 ---223264.77 ms/batch
Step 00116600 L_out=0.105 Acc=0.96 ---245823.04 ms/batch
Step 00116650 L_out=0.283 Acc=0.95 ---268414.08 ms/batch
Step 00116700 L_out=0.181 Acc=0.95 ---291179.78 ms/batch
Round 7 | epoch=24, train costTime=302.42472672462463, | total_activation_sum=44193324
Round 7 | epoch=25, current m_iou=0.6965309259708523
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=166.18594551086426
Round 7 | ****EPOCH 25****
Step 00116750 L_out=0.071 Acc=0.95 ---11326.46 ms/batch
Step 00116800 L_out=0.237 Acc=0.97 ---34007.25 ms/batch
Step 00116850 L_out=0.097 Acc=0.98 ---56748.43 ms/batch
Step 00116900 L_out=0.295 Acc=0.94 ---79303.45 ms/batch
Step 00116950 L_out=0.212 Acc=0.95 ---101927.94 ms/batch
Step 00117000 L_out=0.272 Acc=0.93 ---124622.07 ms/batch
Step 00117050 L_out=0.177 Acc=0.97 ---147336.71 ms/batch
Step 00117100 L_out=0.087 Acc=0.98 ---169940.08 ms/batch
Step 00117150 L_out=0.128 Acc=0.94 ---192697.04 ms/batch
Step 00117200 L_out=0.096 Acc=0.96 ---215324.23 ms/batch
Step 00117250 L_out=0.073 Acc=0.97 ---238061.41 ms/batch
Step 00117300 L_out=0.110 Acc=0.98 ---260729.59 ms/batch
Step 00117350 L_out=0.210 Acc=0.96 ---283240.10 ms/batch
Round 7 | epoch=25, train costTime=302.44482421875, | total_activation_sum=44281977
Round 7 | epoch=26, current m_iou=0.6963913901642509
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=153.98311686515808
Round 7 | ****EPOCH 26****
Step 00117400 L_out=0.161 Acc=0.91 --- 3581.27 ms/batch
Step 00117450 L_out=0.176 Acc=0.96 ---26441.22 ms/batch
Step 00117500 L_out=0.251 Acc=0.96 ---49091.34 ms/batch
Step 00117550 L_out=0.084 Acc=0.96 ---71756.57 ms/batch
Step 00117600 L_out=0.125 Acc=0.95 ---94317.73 ms/batch
Step 00117650 L_out=0.054 Acc=0.98 ---117235.78 ms/batch
Step 00117700 L_out=0.157 Acc=0.96 ---139757.27 ms/batch
Step 00117750 L_out=0.242 Acc=0.93 ---162484.86 ms/batch
Step 00117800 L_out=0.128 Acc=0.93 ---185210.06 ms/batch
Step 00117850 L_out=0.088 Acc=0.97 ---207916.85 ms/batch
Step 00117900 L_out=0.038 Acc=0.97 ---230498.21 ms/batch
Step 00117950 L_out=0.088 Acc=0.98 ---253268.68 ms/batch
Step 00118000 L_out=0.124 Acc=0.95 ---276032.13 ms/batch
Step 00118050 L_out=0.132 Acc=0.96 ---298654.07 ms/batch
Round 7 | epoch=26, train costTime=302.69264030456543, | total_activation_sum=44077537
Round 7 | epoch=27, current m_iou=0.6917655703535404
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=168.14986610412598
Round 7 | ****EPOCH 27****
Step 00118100 L_out=0.142 Acc=0.96 ---18640.30 ms/batch
Step 00118150 L_out=0.120 Acc=0.97 ---41349.16 ms/batch
Step 00118200 L_out=0.164 Acc=0.92 ---63850.94 ms/batch
Step 00118250 L_out=0.077 Acc=0.96 ---86628.74 ms/batch
Step 00118300 L_out=0.100 Acc=0.97 ---109371.42 ms/batch
Step 00118350 L_out=0.154 Acc=0.97 ---132088.62 ms/batch
Step 00118400 L_out=0.295 Acc=0.93 ---154781.10 ms/batch
Step 00118450 L_out=0.220 Acc=0.96 ---177449.30 ms/batch
Step 00118500 L_out=0.117 Acc=0.98 ---200190.26 ms/batch
Step 00118550 L_out=0.242 Acc=0.96 ---222858.28 ms/batch
Step 00118600 L_out=0.099 Acc=0.96 ---245621.38 ms/batch
Step 00118650 L_out=0.198 Acc=0.98 ---268302.48 ms/batch
Step 00118700 L_out=0.226 Acc=0.97 ---291115.95 ms/batch
Round 7 | epoch=27, train costTime=302.96128940582275, | total_activation_sum=44252468
Round 7 | epoch=28, current m_iou=0.690223275112019
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=174.19794988632202
Round 7 | ****EPOCH 28****
Step 00118750 L_out=0.187 Acc=0.97 ---10990.78 ms/batch
Step 00118800 L_out=0.503 Acc=0.97 ---33814.68 ms/batch
Step 00118850 L_out=0.199 Acc=0.96 ---56490.07 ms/batch
Step 00118900 L_out=0.196 Acc=0.96 ---79080.75 ms/batch
Step 00118950 L_out=0.192 Acc=0.95 ---101874.91 ms/batch
Step 00119000 L_out=0.622 Acc=0.92 ---124484.04 ms/batch
Step 00119050 L_out=0.145 Acc=0.97 ---147047.00 ms/batch
Step 00119100 L_out=0.247 Acc=0.94 ---169799.70 ms/batch
Step 00119150 L_out=0.142 Acc=0.97 ---192586.47 ms/batch
Step 00119200 L_out=0.133 Acc=0.96 ---215085.67 ms/batch
Step 00119250 L_out=0.396 Acc=0.95 ---237666.96 ms/batch
Step 00119300 L_out=0.181 Acc=0.95 ---260363.20 ms/batch
Step 00119350 L_out=0.135 Acc=0.93 ---282988.36 ms/batch
Round 7 | epoch=28, train costTime=302.4704613685608, | total_activation_sum=44421159
Round 7 | epoch=29, current m_iou=0.6935420117059825
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=148.48203468322754
Round 7 | ****EPOCH 29****
Step 00119400 L_out=0.152 Acc=0.95 --- 3193.89 ms/batch
Step 00119450 L_out=0.147 Acc=0.96 ---25995.11 ms/batch
Step 00119500 L_out=0.123 Acc=0.97 ---48727.64 ms/batch
Step 00119550 L_out=0.095 Acc=0.98 ---71447.68 ms/batch
Step 00119600 L_out=0.076 Acc=0.98 ---94179.10 ms/batch
Step 00119650 L_out=0.137 Acc=0.94 ---116925.87 ms/batch
Step 00119700 L_out=0.093 Acc=0.94 ---139735.42 ms/batch
Step 00119750 L_out=0.155 Acc=0.98 ---162355.95 ms/batch
Step 00119800 L_out=0.208 Acc=0.98 ---185101.14 ms/batch
Step 00119850 L_out=0.149 Acc=0.96 ---207757.96 ms/batch
Step 00119900 L_out=0.160 Acc=0.89 ---230586.24 ms/batch
Step 00119950 L_out=0.695 Acc=0.92 ---253152.48 ms/batch
Step 00120000 L_out=0.123 Acc=0.96 ---275748.81 ms/batch
Step 00120050 L_out=0.134 Acc=0.97 ---298481.15 ms/batch
Round 7 | epoch=29, train costTime=303.0704839229584, | total_activation_sum=44194428
Round 7 | epoch=30, current m_iou=0.6955274227647212
Round 7 | Best m_IoU is: 0.698, OA is: 0.921 | val costTime=180.66732168197632
Round 7 | ****EPOCH 30****
Round 8 | ****EPOCH 0****
Step 00120100 L_out=2.147 Acc=0.56 ---18325.44 ms/batch
Step 00120150 L_out=1.223 Acc=0.67 ---40910.55 ms/batch
Step 00120200 L_out=1.996 Acc=0.79 ---63591.42 ms/batch
Step 00120250 L_out=1.813 Acc=0.91 ---86234.85 ms/batch
Step 00120300 L_out=2.842 Acc=0.42 ---108960.86 ms/batch
Step 00120350 L_out=0.963 Acc=0.89 ---131578.39 ms/batch
Step 00120400 L_out=0.761 Acc=0.82 ---154550.19 ms/batch
Step 00120450 L_out=0.438 Acc=0.92 ---177448.30 ms/batch
Step 00120500 L_out=0.545 Acc=0.96 ---200260.61 ms/batch
Step 00120550 L_out=0.591 Acc=0.90 ---222923.32 ms/batch
Step 00120600 L_out=0.103 Acc=0.98 ---245484.46 ms/batch
Step 00120650 L_out=0.363 Acc=0.96 ---267998.27 ms/batch
Step 00120700 L_out=0.669 Acc=0.85 ---290703.91 ms/batch
Round 8 | epoch=0, train costTime=302.7320921421051, | total_activation_sum=48586756
Round 8 | epoch=1, current m_iou=0.6345236548345525
Round 8 | Best m_IoU is: 0.635, OA is: 0.903 | val costTime=165.510568857193
Round 8 | ****EPOCH 1****
Step 00120750 L_out=0.431 Acc=0.91 ---10533.58 ms/batch
Step 00120800 L_out=0.560 Acc=0.89 ---33225.52 ms/batch
Step 00120850 L_out=1.199 Acc=0.94 ---55983.19 ms/batch
Step 00120900 L_out=0.229 Acc=0.91 ---78603.84 ms/batch
Step 00120950 L_out=0.403 Acc=0.92 ---101306.46 ms/batch
Step 00121000 L_out=1.032 Acc=0.77 ---123954.01 ms/batch
Step 00121050 L_out=0.385 Acc=0.91 ---146741.04 ms/batch
Step 00121100 L_out=0.607 Acc=0.90 ---169388.11 ms/batch
Step 00121150 L_out=0.411 Acc=0.95 ---191947.95 ms/batch
Step 00121200 L_out=0.358 Acc=0.94 ---214635.24 ms/batch
Step 00121250 L_out=0.290 Acc=0.93 ---237316.68 ms/batch
Step 00121300 L_out=0.533 Acc=0.95 ---260015.44 ms/batch
Step 00121350 L_out=0.178 Acc=0.97 ---282830.82 ms/batch
Round 8 | epoch=1, train costTime=302.70775270462036, | total_activation_sum=47918837
Round 8 | epoch=2, current m_iou=0.6790418872871488
Round 8 | Best m_IoU is: 0.679, OA is: 0.913 | val costTime=142.7321891784668
Round 8 | ****EPOCH 2****
Step 00121400 L_out=0.175 Acc=0.96 --- 2666.72 ms/batch
Step 00121450 L_out=0.647 Acc=0.93 ---25316.08 ms/batch
Step 00121500 L_out=1.054 Acc=0.85 ---48161.46 ms/batch
Step 00121550 L_out=0.447 Acc=0.93 ---70976.59 ms/batch
Step 00121600 L_out=0.108 Acc=0.97 ---93464.18 ms/batch
Step 00121650 L_out=0.280 Acc=0.95 ---116034.51 ms/batch
Step 00121700 L_out=0.629 Acc=0.95 ---138722.44 ms/batch
Step 00121750 L_out=0.277 Acc=0.94 ---161287.14 ms/batch
Step 00121800 L_out=0.592 Acc=0.92 ---184005.68 ms/batch
Step 00121850 L_out=0.414 Acc=0.94 ---206690.09 ms/batch
Step 00121900 L_out=0.264 Acc=0.96 ---229270.96 ms/batch
Step 00121950 L_out=0.704 Acc=0.92 ---251893.54 ms/batch
Step 00122000 L_out=0.369 Acc=0.92 ---274476.73 ms/batch
Step 00122050 L_out=0.101 Acc=0.98 ---296975.84 ms/batch
Round 8 | epoch=2, train costTime=301.91775465011597, | total_activation_sum=47788968
Round 8 | epoch=3, current m_iou=0.6749621204153491
Round 8 | Best m_IoU is: 0.679, OA is: 0.913 | val costTime=151.5542974472046
Round 8 | ****EPOCH 3****
Step 00122100 L_out=0.329 Acc=0.92 ---17719.19 ms/batch
Step 00122150 L_out=0.346 Acc=0.95 ---40356.88 ms/batch
Step 00122200 L_out=0.357 Acc=0.93 ---62896.47 ms/batch
Step 00122250 L_out=0.252 Acc=0.96 ---85651.11 ms/batch
Step 00122300 L_out=0.308 Acc=0.96 ---108315.17 ms/batch
Step 00122350 L_out=0.304 Acc=0.96 ---131071.88 ms/batch
Step 00122400 L_out=0.174 Acc=0.96 ---153571.04 ms/batch
Step 00122450 L_out=0.304 Acc=0.95 ---176238.26 ms/batch
Step 00122500 L_out=0.253 Acc=0.95 ---199094.94 ms/batch
Step 00122550 L_out=0.151 Acc=0.96 ---221928.35 ms/batch
Step 00122600 L_out=0.220 Acc=0.95 ---244521.66 ms/batch
Step 00122650 L_out=0.262 Acc=0.95 ---267234.03 ms/batch
Step 00122700 L_out=0.180 Acc=0.97 ---289859.37 ms/batch
Round 8 | epoch=3, train costTime=302.73097944259644, | total_activation_sum=47807666
Round 8 | epoch=4, current m_iou=0.6664118959299519
Round 8 | Best m_IoU is: 0.679, OA is: 0.913 | val costTime=167.31931471824646
Round 8 | ****EPOCH 4****
Step 00122750 L_out=0.183 Acc=0.93 ---10044.56 ms/batch
Step 00122800 L_out=0.384 Acc=0.91 ---32746.40 ms/batch
Step 00122850 L_out=0.147 Acc=0.93 ---55559.37 ms/batch
Step 00122900 L_out=0.237 Acc=0.95 ---77971.70 ms/batch
Step 00122950 L_out=0.295 Acc=0.93 ---100508.08 ms/batch
Step 00123000 L_out=0.364 Acc=0.93 ---123173.24 ms/batch
Step 00123050 L_out=0.321 Acc=0.94 ---145991.19 ms/batch
Step 00123100 L_out=0.253 Acc=0.97 ---168741.14 ms/batch
Step 00123150 L_out=0.104 Acc=0.91 ---191515.72 ms/batch
Step 00123200 L_out=0.377 Acc=0.92 ---214023.53 ms/batch
Step 00123250 L_out=0.421 Acc=0.94 ---236545.20 ms/batch
Step 00123300 L_out=0.220 Acc=0.92 ---259283.45 ms/batch
Step 00123350 L_out=0.643 Acc=0.92 ---281856.43 ms/batch
Round 8 | epoch=4, train costTime=302.16444182395935, | total_activation_sum=47734801
Round 8 | epoch=5, current m_iou=0.6865824717772453
Round 8 | Best m_IoU is: 0.687, OA is: 0.917 | val costTime=168.8825752735138
Round 8 | ****EPOCH 5****
Step 00123400 L_out=0.447 Acc=0.92 --- 2334.39 ms/batch
Step 00123450 L_out=0.169 Acc=0.98 ---24878.70 ms/batch
Step 00123500 L_out=0.722 Acc=0.83 ---47870.55 ms/batch
Step 00123550 L_out=0.306 Acc=0.96 ---70859.86 ms/batch
Step 00123600 L_out=0.160 Acc=0.98 ---93937.97 ms/batch
Step 00123650 L_out=0.497 Acc=0.90 ---116420.05 ms/batch
Step 00123700 L_out=0.172 Acc=0.94 ---139211.39 ms/batch
Step 00123750 L_out=0.164 Acc=0.98 ---162041.71 ms/batch
Step 00123800 L_out=0.381 Acc=0.95 ---184766.12 ms/batch
Step 00123850 L_out=0.424 Acc=0.92 ---207766.81 ms/batch
Step 00123900 L_out=0.210 Acc=0.97 ---230576.19 ms/batch
Step 00123950 L_out=0.528 Acc=0.92 ---253067.57 ms/batch
Step 00124000 L_out=0.184 Acc=0.96 ---275813.45 ms/batch
Step 00124050 L_out=0.165 Acc=0.97 ---298739.58 ms/batch
Round 8 | epoch=5, train costTime=304.11455750465393, | total_activation_sum=47922020
Round 8 | epoch=6, current m_iou=0.6964129567272497
Round 8 | Best m_IoU is: 0.696, OA is: 0.922 | val costTime=153.0939998626709
Round 8 | ****EPOCH 6****
Step 00124100 L_out=0.244 Acc=0.97 ---17325.80 ms/batch
Step 00124150 L_out=0.213 Acc=0.95 ---39981.24 ms/batch
Step 00124200 L_out=0.243 Acc=0.94 ---62707.30 ms/batch
Step 00124250 L_out=0.294 Acc=0.94 ---85324.80 ms/batch
Step 00124300 L_out=1.078 Acc=0.81 ---107910.74 ms/batch
Step 00124350 L_out=0.152 Acc=0.96 ---130648.38 ms/batch
Step 00124400 L_out=0.332 Acc=0.92 ---153391.36 ms/batch
Step 00124450 L_out=0.284 Acc=0.94 ---176097.02 ms/batch
Step 00124500 L_out=0.159 Acc=0.97 ---198867.11 ms/batch
Step 00124550 L_out=0.165 Acc=0.97 ---221609.27 ms/batch
Step 00124600 L_out=0.095 Acc=0.96 ---244184.62 ms/batch
Step 00124650 L_out=0.187 Acc=0.96 ---266766.28 ms/batch
Step 00124700 L_out=0.236 Acc=0.94 ---289498.80 ms/batch
Round 8 | epoch=6, train costTime=302.66463685035706, | total_activation_sum=47925642
Round 8 | epoch=7, current m_iou=0.7019561586326226
Round 8 | Best m_IoU is: 0.702, OA is: 0.924 | val costTime=156.9894745349884
Round 8 | ****EPOCH 7****
Step 00124750 L_out=0.222 Acc=0.96 --- 9469.98 ms/batch
Step 00124800 L_out=0.292 Acc=0.97 ---32370.73 ms/batch
Step 00124850 L_out=0.234 Acc=0.97 ---54792.66 ms/batch
Step 00124900 L_out=0.550 Acc=0.87 ---77315.23 ms/batch
Step 00124950 L_out=0.156 Acc=0.96 ---99994.73 ms/batch
Step 00125000 L_out=0.537 Acc=0.85 ---122767.26 ms/batch
Step 00125050 L_out=0.383 Acc=0.93 ---145419.76 ms/batch
Step 00125100 L_out=0.125 Acc=0.97 ---168136.80 ms/batch
Step 00125150 L_out=0.156 Acc=0.96 ---190822.67 ms/batch
Step 00125200 L_out=0.073 Acc=0.99 ---213413.73 ms/batch
Step 00125250 L_out=0.209 Acc=0.96 ---235888.08 ms/batch
Step 00125300 L_out=0.221 Acc=0.94 ---258650.00 ms/batch
Step 00125350 L_out=0.195 Acc=0.95 ---281408.38 ms/batch
Round 8 | epoch=7, train costTime=302.2919087409973, | total_activation_sum=47890945
Round 8 | epoch=8, current m_iou=0.7055450401207558
Round 8 | Best m_IoU is: 0.706, OA is: 0.925 | val costTime=177.85835981369019
Round 8 | ****EPOCH 8****
Step 00125400 L_out=0.496 Acc=0.87 --- 1783.92 ms/batch
Step 00125450 L_out=0.056 Acc=0.99 ---24325.01 ms/batch
Step 00125500 L_out=0.076 Acc=0.98 ---46962.46 ms/batch
Step 00125550 L_out=0.136 Acc=0.98 ---69640.78 ms/batch
Step 00125600 L_out=0.217 Acc=0.94 ---92349.34 ms/batch
Step 00125650 L_out=0.334 Acc=0.92 ---115171.77 ms/batch
Step 00125700 L_out=0.133 Acc=0.98 ---137919.82 ms/batch
Step 00125750 L_out=0.209 Acc=0.96 ---160456.19 ms/batch
Step 00125800 L_out=0.112 Acc=0.98 ---183389.24 ms/batch
Step 00125850 L_out=0.488 Acc=0.93 ---206418.56 ms/batch
Step 00125900 L_out=1.702 Acc=0.87 ---229529.08 ms/batch
Step 00125950 L_out=0.238 Acc=0.97 ---252267.37 ms/batch
Step 00126000 L_out=0.546 Acc=0.94 ---275021.92 ms/batch
Step 00126050 L_out=0.084 Acc=0.97 ---297835.71 ms/batch
Round 8 | epoch=8, train costTime=303.74797105789185, | total_activation_sum=47740144
Round 8 | epoch=9, current m_iou=0.7046776444906137
Round 8 | Best m_IoU is: 0.706, OA is: 0.925 | val costTime=142.62541913986206
Round 8 | ****EPOCH 9****
Step 00126100 L_out=0.360 Acc=0.89 ---16829.00 ms/batch
Step 00126150 L_out=0.285 Acc=0.94 ---39572.59 ms/batch
Step 00126200 L_out=0.385 Acc=0.91 ---62357.79 ms/batch
Step 00126250 L_out=0.136 Acc=0.95 ---85050.15 ms/batch
Step 00126300 L_out=0.158 Acc=0.96 ---107779.47 ms/batch
Step 00126350 L_out=0.194 Acc=0.96 ---130220.60 ms/batch
Step 00126400 L_out=0.829 Acc=0.91 ---152991.40 ms/batch
Step 00126450 L_out=0.311 Acc=0.94 ---175866.66 ms/batch
Step 00126500 L_out=0.505 Acc=0.93 ---198424.05 ms/batch
Step 00126550 L_out=0.307 Acc=0.96 ---221020.68 ms/batch
Step 00126600 L_out=0.238 Acc=0.96 ---243768.81 ms/batch
Step 00126650 L_out=0.245 Acc=0.94 ---266375.77 ms/batch
Step 00126700 L_out=0.229 Acc=0.95 ---289307.79 ms/batch
Round 8 | epoch=9, train costTime=302.8708291053772, | total_activation_sum=47770501
Round 8 | epoch=10, current m_iou=0.7011894582974594
Round 8 | Best m_IoU is: 0.706, OA is: 0.925 | val costTime=155.22380781173706
Round 8 | ****EPOCH 10****
Step 00126750 L_out=0.255 Acc=0.95 --- 9014.62 ms/batch
Step 00126800 L_out=0.295 Acc=0.93 ---31499.43 ms/batch
Step 00126850 L_out=0.247 Acc=0.94 ---54055.77 ms/batch
Step 00126900 L_out=0.138 Acc=0.96 ---76570.19 ms/batch
Step 00126950 L_out=0.195 Acc=0.98 ---99248.92 ms/batch
Step 00127000 L_out=0.210 Acc=0.97 ---121958.49 ms/batch
Step 00127050 L_out=1.177 Acc=0.95 ---144684.74 ms/batch
Step 00127100 L_out=0.509 Acc=0.89 ---167461.25 ms/batch
Step 00127150 L_out=0.383 Acc=0.91 ---190053.14 ms/batch
Step 00127200 L_out=0.184 Acc=0.95 ---212718.33 ms/batch
Step 00127250 L_out=0.108 Acc=0.97 ---235398.97 ms/batch
Step 00127300 L_out=0.291 Acc=0.95 ---258141.04 ms/batch
Step 00127350 L_out=0.264 Acc=0.98 ---280686.83 ms/batch
Round 8 | epoch=10, train costTime=302.11489629745483, | total_activation_sum=47870422
Round 8 | epoch=11, current m_iou=0.6992395406392005
Round 8 | Best m_IoU is: 0.706, OA is: 0.925 | val costTime=164.29114174842834
Round 8 | ****EPOCH 11****
Step 00127400 L_out=0.447 Acc=0.93 --- 1339.41 ms/batch
Step 00127450 L_out=0.210 Acc=0.95 ---23936.80 ms/batch
Step 00127500 L_out=0.186 Acc=0.95 ---46723.48 ms/batch
Step 00127550 L_out=0.109 Acc=0.96 ---69522.73 ms/batch
Step 00127600 L_out=0.349 Acc=0.95 ---92103.33 ms/batch
Step 00127650 L_out=0.097 Acc=0.98 ---114759.87 ms/batch
Step 00127700 L_out=0.059 Acc=0.97 ---137482.14 ms/batch
Step 00127750 L_out=0.236 Acc=0.95 ---160376.33 ms/batch
Step 00127800 L_out=0.065 Acc=0.98 ---183007.54 ms/batch
Step 00127850 L_out=0.231 Acc=0.96 ---205914.28 ms/batch
Step 00127900 L_out=0.649 Acc=0.92 ---228737.64 ms/batch
Step 00127950 L_out=0.159 Acc=0.97 ---251425.61 ms/batch
Step 00128000 L_out=0.225 Acc=0.96 ---274071.13 ms/batch
Step 00128050 L_out=0.136 Acc=0.97 ---296798.39 ms/batch
Round 8 | epoch=11, train costTime=303.0875267982483, | total_activation_sum=47759493
Round 8 | epoch=12, current m_iou=0.6978825237912255
Round 8 | Best m_IoU is: 0.706, OA is: 0.925 | val costTime=147.16314792633057
Round 8 | ****EPOCH 12****
Step 00128100 L_out=0.181 Acc=0.94 ---16308.02 ms/batch
Step 00128150 L_out=0.300 Acc=0.95 ---39141.35 ms/batch
Step 00128200 L_out=0.089 Acc=0.97 ---61816.21 ms/batch
Step 00128250 L_out=0.066 Acc=0.98 ---84662.77 ms/batch
Step 00128300 L_out=0.147 Acc=0.95 ---107170.27 ms/batch
Step 00128350 L_out=0.214 Acc=0.94 ---129917.66 ms/batch
Step 00128400 L_out=0.099 Acc=0.97 ---152476.14 ms/batch
Step 00128450 L_out=0.125 Acc=0.95 ---175202.23 ms/batch
Step 00128500 L_out=0.199 Acc=0.93 ---197874.21 ms/batch
Step 00128550 L_out=0.262 Acc=0.96 ---220454.65 ms/batch
Step 00128600 L_out=0.252 Acc=0.96 ---243250.60 ms/batch
Step 00128650 L_out=0.207 Acc=0.96 ---266101.16 ms/batch
Step 00128700 L_out=0.460 Acc=0.91 ---288735.14 ms/batch
Round 8 | epoch=12, train costTime=302.7229208946228, | total_activation_sum=47963475
Round 8 | epoch=13, current m_iou=0.6977961938087145
Round 8 | Best m_IoU is: 0.706, OA is: 0.925 | val costTime=148.98342657089233
Round 8 | ****EPOCH 13****
Step 00128750 L_out=0.137 Acc=0.97 --- 8729.74 ms/batch
Step 00128800 L_out=0.301 Acc=0.94 ---31445.02 ms/batch
Step 00128850 L_out=0.139 Acc=0.96 ---54194.74 ms/batch
Step 00128900 L_out=0.285 Acc=0.96 ---76983.13 ms/batch
Step 00128950 L_out=0.402 Acc=0.91 ---99671.46 ms/batch
Step 00129000 L_out=0.187 Acc=0.98 ---122272.19 ms/batch
Step 00129050 L_out=0.268 Acc=0.92 ---144784.65 ms/batch
Step 00129100 L_out=0.361 Acc=0.95 ---167292.84 ms/batch
Step 00129150 L_out=0.142 Acc=0.98 ---190094.28 ms/batch
Step 00129200 L_out=0.113 Acc=0.97 ---212724.19 ms/batch
Step 00129250 L_out=0.284 Acc=0.94 ---235384.00 ms/batch
Step 00129300 L_out=0.242 Acc=0.95 ---257989.68 ms/batch
Step 00129350 L_out=0.148 Acc=0.96 ---280688.70 ms/batch
Round 8 | epoch=13, train costTime=302.5428149700165, | total_activation_sum=47602875
Round 8 | epoch=14, current m_iou=0.6979144556226984
Round 8 | Best m_IoU is: 0.706, OA is: 0.925 | val costTime=167.5969636440277
Round 8 | ****EPOCH 14****
Step 00129400 L_out=0.152 Acc=0.97 ---  902.42 ms/batch
Step 00129450 L_out=0.250 Acc=0.96 ---23512.25 ms/batch
Step 00129500 L_out=0.282 Acc=0.95 ---46290.27 ms/batch
Step 00129550 L_out=0.165 Acc=0.97 ---68985.53 ms/batch
Step 00129600 L_out=0.144 Acc=0.94 ---91650.26 ms/batch
Step 00129650 L_out=0.163 Acc=0.97 ---114123.77 ms/batch
Step 00129700 L_out=0.261 Acc=0.93 ---136895.18 ms/batch
Step 00129750 L_out=0.107 Acc=0.98 ---159626.30 ms/batch
Step 00129800 L_out=0.113 Acc=0.98 ---182429.48 ms/batch
Step 00129850 L_out=0.091 Acc=0.96 ---204973.33 ms/batch
Step 00129900 L_out=0.239 Acc=0.96 ---227684.61 ms/batch
Step 00129950 L_out=0.318 Acc=0.94 ---250279.47 ms/batch
Step 00130000 L_out=0.154 Acc=0.96 ---273040.21 ms/batch
Step 00130050 L_out=0.204 Acc=0.99 ---295650.34 ms/batch
Round 8 | epoch=14, train costTime=302.52473878860474, | total_activation_sum=48067936
Round 8 | epoch=15, current m_iou=0.6927038766187117
Round 8 | Best m_IoU is: 0.706, OA is: 0.925 | val costTime=152.99894881248474
Round 8 | ****EPOCH 15****
Step 00130100 L_out=0.164 Acc=0.98 ---15750.67 ms/batch
Step 00130150 L_out=0.117 Acc=0.98 ---38398.81 ms/batch
Step 00130200 L_out=0.311 Acc=0.93 ---61668.53 ms/batch
Step 00130250 L_out=0.331 Acc=0.97 ---84779.95 ms/batch
Step 00130300 L_out=0.050 Acc=0.99 ---107694.30 ms/batch
Step 00130350 L_out=0.136 Acc=0.98 ---130385.34 ms/batch
Step 00130400 L_out=0.411 Acc=0.91 ---153140.41 ms/batch
Step 00130450 L_out=0.586 Acc=0.92 ---175751.34 ms/batch
Step 00130500 L_out=1.142 Acc=0.90 ---198513.85 ms/batch
Step 00130550 L_out=0.242 Acc=0.91 ---221078.27 ms/batch
Step 00130600 L_out=0.138 Acc=0.97 ---243922.10 ms/batch
Step 00130650 L_out=0.080 Acc=0.97 ---266583.32 ms/batch
Step 00130700 L_out=0.171 Acc=0.95 ---289219.02 ms/batch
Round 8 | epoch=15, train costTime=303.8371207714081, | total_activation_sum=47832748
Round 8 | epoch=16, current m_iou=0.6929976242454577
Round 8 | Best m_IoU is: 0.706, OA is: 0.925 | val costTime=149.57059454917908
Round 8 | ****EPOCH 16****
Step 00130750 L_out=0.129 Acc=0.97 --- 8182.30 ms/batch
Step 00130800 L_out=0.184 Acc=0.96 ---30833.60 ms/batch
Step 00130850 L_out=0.366 Acc=0.97 ---53357.63 ms/batch
Step 00130900 L_out=0.221 Acc=0.95 ---76015.68 ms/batch
Step 00130950 L_out=0.082 Acc=0.97 ---98536.02 ms/batch
Step 00131000 L_out=0.217 Acc=0.96 ---121050.91 ms/batch
Step 00131050 L_out=0.120 Acc=0.97 ---143555.53 ms/batch
Step 00131100 L_out=0.211 Acc=0.97 ---166259.16 ms/batch
Step 00131150 L_out=0.185 Acc=0.96 ---188900.08 ms/batch
Step 00131200 L_out=0.277 Acc=0.94 ---211653.27 ms/batch
Step 00131250 L_out=0.123 Acc=0.98 ---234290.73 ms/batch
Step 00131300 L_out=0.239 Acc=0.94 ---256961.97 ms/batch
Step 00131350 L_out=0.153 Acc=0.97 ---279362.43 ms/batch
Round 8 | epoch=16, train costTime=301.6478531360626, | total_activation_sum=47683663
Round 8 | epoch=17, current m_iou=0.6992615583967166
Round 8 | Best m_IoU is: 0.706, OA is: 0.925 | val costTime=170.36854362487793
Round 8 | ****EPOCH 17****
Step 00131400 L_out=0.173 Acc=0.97 ---  461.29 ms/batch
Step 00131450 L_out=0.054 Acc=0.98 ---23107.87 ms/batch
Step 00131500 L_out=0.133 Acc=0.97 ---45619.65 ms/batch
Step 00131550 L_out=0.084 Acc=0.97 ---68316.16 ms/batch
Step 00131600 L_out=0.203 Acc=0.99 ---91021.85 ms/batch
Step 00131650 L_out=0.460 Acc=0.94 ---113820.71 ms/batch
Step 00131700 L_out=0.197 Acc=0.94 ---136755.92 ms/batch
Step 00131750 L_out=0.140 Acc=0.96 ---159426.84 ms/batch
Step 00131800 L_out=0.151 Acc=0.96 ---182280.52 ms/batch
Step 00131850 L_out=0.300 Acc=0.95 ---204739.15 ms/batch
Step 00131900 L_out=0.095 Acc=0.97 ---227421.50 ms/batch
Step 00131950 L_out=0.401 Acc=0.88 ---250167.72 ms/batch
Step 00132000 L_out=0.070 Acc=0.98 ---272844.35 ms/batch
Step 00132050 L_out=0.077 Acc=0.95 ---295467.13 ms/batch
Round 8 | epoch=17, train costTime=302.6824119091034, | total_activation_sum=47863626
Round 8 | epoch=18, current m_iou=0.7015149002963504
Round 8 | Best m_IoU is: 0.706, OA is: 0.925 | val costTime=157.94362020492554
Round 8 | ****EPOCH 18****
Step 00132100 L_out=0.135 Acc=0.95 ---15299.56 ms/batch
Step 00132150 L_out=0.110 Acc=0.97 ---37795.56 ms/batch
Step 00132200 L_out=0.090 Acc=0.98 ---60385.77 ms/batch
Step 00132250 L_out=0.116 Acc=0.97 ---83248.12 ms/batch
Step 00132300 L_out=0.076 Acc=0.99 ---105798.76 ms/batch
Step 00132350 L_out=0.367 Acc=0.95 ---128493.30 ms/batch
Step 00132400 L_out=0.053 Acc=0.97 ---151228.58 ms/batch
Step 00132450 L_out=0.136 Acc=0.97 ---173940.38 ms/batch
Step 00132500 L_out=0.179 Acc=0.97 ---197165.75 ms/batch
Step 00132550 L_out=0.159 Acc=0.96 ---219826.33 ms/batch
Step 00132600 L_out=0.104 Acc=0.98 ---242878.98 ms/batch
Step 00132650 L_out=0.184 Acc=0.98 ---265678.03 ms/batch
Step 00132700 L_out=0.413 Acc=0.94 ---288451.38 ms/batch
Round 8 | epoch=18, train costTime=303.3590943813324, | total_activation_sum=47714406
Round 8 | epoch=19, current m_iou=0.7029439307970209
Round 8 | Best m_IoU is: 0.706, OA is: 0.925 | val costTime=126.88623356819153
Round 8 | ****EPOCH 19****
Step 00132750 L_out=0.052 Acc=0.96 --- 7466.94 ms/batch
Step 00132800 L_out=0.208 Acc=0.97 ---29366.80 ms/batch
Step 00132850 L_out=0.154 Acc=0.97 ---51414.76 ms/batch
Step 00132900 L_out=0.263 Acc=0.96 ---73375.01 ms/batch
Step 00132950 L_out=0.125 Acc=0.98 ---95292.70 ms/batch
Step 00133000 L_out=0.109 Acc=0.97 ---117205.77 ms/batch
Step 00133050 L_out=0.075 Acc=0.97 ---139296.21 ms/batch
Step 00133100 L_out=0.136 Acc=0.95 ---161506.05 ms/batch
Step 00133150 L_out=0.266 Acc=0.96 ---198258.99 ms/batch
Step 00133200 L_out=0.185 Acc=0.97 ---251199.00 ms/batch
Step 00133250 L_out=0.190 Acc=0.94 ---291376.32 ms/batch
Step 00133300 L_out=0.157 Acc=0.98 ---323227.93 ms/batch
Step 00133350 L_out=0.242 Acc=0.96 ---360721.41 ms/batch
Step 00133400 L_out=0.136 Acc=0.96 ---394710.83 ms/batch
Round 8 | epoch=19, train costTime=394.71094250679016, | total_activation_sum=48031100
Round 8 | epoch=20, current m_iou=0.703160427590574
Round 8 | Best m_IoU is: 0.706, OA is: 0.925 | val costTime=137.69980764389038
Round 8 | ****EPOCH 20****
Step 00133450 L_out=0.133 Acc=0.95 ---26798.46 ms/batch
Step 00133500 L_out=0.124 Acc=0.98 ---52907.54 ms/batch
Step 00133550 L_out=0.057 Acc=0.96 ---78979.98 ms/batch
Step 00133600 L_out=0.167 Acc=0.95 ---105528.32 ms/batch
Step 00133650 L_out=0.213 Acc=0.95 ---131659.72 ms/batch
Step 00133700 L_out=0.260 Acc=0.93 ---159504.24 ms/batch
Step 00133750 L_out=0.092 Acc=0.97 ---187220.50 ms/batch
Step 00133800 L_out=0.210 Acc=0.94 ---213698.38 ms/batch
Step 00133850 L_out=0.119 Acc=0.97 ---240742.12 ms/batch
Step 00133900 L_out=0.178 Acc=0.94 ---267537.12 ms/batch
Step 00133950 L_out=0.141 Acc=0.98 ---294746.64 ms/batch
Step 00134000 L_out=0.236 Acc=0.95 ---321794.81 ms/batch
Step 00134050 L_out=0.339 Acc=0.95 ---346531.02 ms/batch
Round 8 | epoch=20, train costTime=356.70619797706604, | total_activation_sum=48001679
Round 8 | epoch=21, current m_iou=0.7024131364949696
Round 8 | Best m_IoU is: 0.706, OA is: 0.925 | val costTime=137.42694115638733
Round 8 | ****EPOCH 21****
Step 00134100 L_out=0.147 Acc=0.98 ---17655.16 ms/batch
Step 00134150 L_out=0.082 Acc=0.98 ---43682.88 ms/batch
Step 00134200 L_out=0.073 Acc=0.98 ---70021.47 ms/batch
Step 00134250 L_out=0.147 Acc=0.97 ---96342.97 ms/batch
Step 00134300 L_out=0.101 Acc=0.98 ---122878.36 ms/batch
Step 00134350 L_out=0.182 Acc=0.95 ---149306.63 ms/batch
Step 00134400 L_out=0.060 Acc=0.97 ---175695.40 ms/batch
Step 00134450 L_out=0.078 Acc=0.97 ---202251.61 ms/batch
Step 00134500 L_out=0.149 Acc=0.98 ---229367.19 ms/batch
Step 00134550 L_out=0.249 Acc=0.93 ---256995.92 ms/batch
Step 00134600 L_out=0.372 Acc=0.92 ---284576.08 ms/batch
Step 00134650 L_out=0.248 Acc=0.96 ---311667.52 ms/batch
Step 00134700 L_out=0.164 Acc=0.98 ---338015.56 ms/batch
Round 8 | epoch=21, train costTime=354.4677140712738, | total_activation_sum=47743961
Round 8 | epoch=22, current m_iou=0.699866802674119
Round 8 | Best m_IoU is: 0.706, OA is: 0.925 | val costTime=137.50556588172913
Round 8 | ****EPOCH 22****
Step 00134750 L_out=0.336 Acc=0.96 --- 8413.95 ms/batch
Step 00134800 L_out=0.063 Acc=0.98 ---35229.17 ms/batch
Step 00134850 L_out=0.218 Acc=0.95 ---61613.82 ms/batch
Step 00134900 L_out=0.109 Acc=0.98 ---87992.49 ms/batch
Step 00134950 L_out=0.101 Acc=0.97 ---114527.92 ms/batch
Step 00135000 L_out=0.309 Acc=0.96 ---142328.43 ms/batch
Step 00135050 L_out=0.132 Acc=0.96 ---168370.47 ms/batch
Step 00135100 L_out=0.173 Acc=0.96 ---194386.14 ms/batch
Step 00135150 L_out=0.104 Acc=0.98 ---220842.55 ms/batch
Step 00135200 L_out=0.099 Acc=0.97 ---248437.66 ms/batch
Step 00135250 L_out=0.500 Acc=0.88 ---275487.74 ms/batch
Step 00135300 L_out=0.215 Acc=0.95 ---302128.38 ms/batch
Step 00135350 L_out=0.275 Acc=0.93 ---329140.86 ms/batch
Step 00135400 L_out=0.094 Acc=0.97 ---353445.74 ms/batch
Round 8 | epoch=22, train costTime=353.9908649921417, | total_activation_sum=47686613
Round 8 | epoch=23, current m_iou=0.6997117924118891
Round 8 | Best m_IoU is: 0.706, OA is: 0.925 | val costTime=137.54027390480042
Round 8 | ****EPOCH 23****
Step 00135450 L_out=0.230 Acc=0.94 ---25909.55 ms/batch
Step 00135500 L_out=0.241 Acc=0.98 ---52624.06 ms/batch
Step 00135550 L_out=0.116 Acc=0.96 ---79065.34 ms/batch
Step 00135600 L_out=0.472 Acc=0.95 ---106246.24 ms/batch
Step 00135650 L_out=0.303 Acc=0.94 ---132694.96 ms/batch
Step 00135700 L_out=0.126 Acc=0.97 ---158982.76 ms/batch
Step 00135750 L_out=0.045 Acc=0.99 ---185136.45 ms/batch
Step 00135800 L_out=0.188 Acc=0.96 ---212291.25 ms/batch
Step 00135850 L_out=0.786 Acc=0.97 ---238958.40 ms/batch
Step 00135900 L_out=0.848 Acc=0.94 ---266028.49 ms/batch
Step 00135950 L_out=0.274 Acc=0.95 ---293494.84 ms/batch
Step 00136000 L_out=0.306 Acc=0.92 ---320510.96 ms/batch
Step 00136050 L_out=0.233 Acc=0.95 ---345135.93 ms/batch
Round 8 | epoch=23, train costTime=354.04982686042786, | total_activation_sum=47904830
Round 8 | epoch=24, current m_iou=0.6988044982432214
Round 8 | Best m_IoU is: 0.706, OA is: 0.925 | val costTime=137.2790219783783
Round 8 | ****EPOCH 24****
Step 00136100 L_out=0.222 Acc=0.96 ---16243.81 ms/batch
Step 00136150 L_out=0.039 Acc=0.97 ---44251.72 ms/batch
Step 00136200 L_out=0.113 Acc=0.97 ---71439.52 ms/batch
Step 00136250 L_out=0.113 Acc=0.98 ---98182.18 ms/batch
Step 00136300 L_out=0.114 Acc=0.96 ---124490.82 ms/batch
Step 00136350 L_out=0.337 Acc=0.91 ---151999.64 ms/batch
Step 00136400 L_out=0.148 Acc=0.97 ---177920.39 ms/batch
Step 00136450 L_out=0.056 Acc=0.98 ---204049.95 ms/batch
Step 00136500 L_out=0.100 Acc=0.97 ---230645.03 ms/batch
Step 00136550 L_out=0.067 Acc=0.98 ---257532.34 ms/batch
Step 00136600 L_out=0.214 Acc=0.96 ---284907.10 ms/batch
Step 00136650 L_out=0.171 Acc=0.96 ---311886.54 ms/batch
Step 00136700 L_out=0.115 Acc=0.97 ---338684.72 ms/batch
Round 8 | epoch=24, train costTime=355.56542468070984, | total_activation_sum=47853149
Round 8 | epoch=25, current m_iou=0.6985188027863118
Round 8 | Best m_IoU is: 0.706, OA is: 0.925 | val costTime=137.68670177459717
Round 8 | ****EPOCH 25****
Step 00136750 L_out=0.102 Acc=0.95 --- 8016.64 ms/batch
Step 00136800 L_out=0.036 Acc=0.99 ---34415.92 ms/batch
Step 00136850 L_out=0.079 Acc=0.97 ---60439.04 ms/batch
Step 00136900 L_out=0.124 Acc=0.97 ---86336.52 ms/batch
Step 00136950 L_out=0.090 Acc=0.97 ---113074.26 ms/batch
Step 00137000 L_out=0.441 Acc=0.97 ---140136.79 ms/batch
Step 00137050 L_out=0.190 Acc=0.97 ---166954.26 ms/batch
Step 00137100 L_out=0.117 Acc=0.97 ---193469.07 ms/batch
Step 00137150 L_out=0.108 Acc=0.98 ---220273.61 ms/batch
Step 00137200 L_out=0.127 Acc=0.95 ---247817.17 ms/batch
Step 00137250 L_out=0.241 Acc=0.93 ---275057.51 ms/batch
Step 00137300 L_out=0.163 Acc=0.95 ---302033.72 ms/batch
Step 00137350 L_out=0.175 Acc=0.97 ---328958.61 ms/batch
Step 00137400 L_out=0.106 Acc=0.96 ---353215.20 ms/batch
Round 8 | epoch=25, train costTime=354.3379919528961, | total_activation_sum=47810389
Round 8 | epoch=26, current m_iou=0.6983526370799097
Round 8 | Best m_IoU is: 0.706, OA is: 0.925 | val costTime=138.10684061050415
Round 8 | ****EPOCH 26****
Step 00137450 L_out=0.087 Acc=0.97 ---25021.05 ms/batch
Step 00137500 L_out=0.097 Acc=0.95 ---51398.07 ms/batch
Step 00137550 L_out=0.097 Acc=0.98 ---77784.12 ms/batch
Step 00137600 L_out=0.089 Acc=0.95 ---104223.93 ms/batch
Step 00137650 L_out=0.073 Acc=0.98 ---130090.43 ms/batch
Step 00137700 L_out=0.322 Acc=0.95 ---156340.19 ms/batch
Step 00137750 L_out=0.063 Acc=0.98 ---182856.19 ms/batch
Step 00137800 L_out=0.200 Acc=0.96 ---209169.59 ms/batch
Step 00137850 L_out=0.214 Acc=0.95 ---236366.96 ms/batch
Step 00137900 L_out=0.184 Acc=0.98 ---263562.54 ms/batch
Step 00137950 L_out=0.446 Acc=0.95 ---290936.70 ms/batch
Step 00138000 L_out=0.225 Acc=0.96 ---318848.99 ms/batch
Step 00138050 L_out=0.169 Acc=0.97 ---343226.83 ms/batch
Round 8 | epoch=26, train costTime=353.37520384788513, | total_activation_sum=47954223
Round 8 | epoch=27, current m_iou=0.6992934085689176
Round 8 | Best m_IoU is: 0.706, OA is: 0.925 | val costTime=138.96368765830994
Round 8 | ****EPOCH 27****
Step 00138100 L_out=0.190 Acc=0.97 ---16387.38 ms/batch
Step 00138150 L_out=0.224 Acc=0.93 ---42779.73 ms/batch
Step 00138200 L_out=0.073 Acc=0.97 ---69440.74 ms/batch
Step 00138250 L_out=0.156 Acc=0.97 ---95702.08 ms/batch
Step 00138300 L_out=0.113 Acc=0.97 ---122031.74 ms/batch
Step 00138350 L_out=0.092 Acc=0.96 ---148445.87 ms/batch
Step 00138400 L_out=0.140 Acc=0.96 ---174785.62 ms/batch
Step 00138450 L_out=0.047 Acc=0.99 ---201154.14 ms/batch
Step 00138500 L_out=0.206 Acc=0.90 ---228249.50 ms/batch
Step 00138550 L_out=0.094 Acc=0.97 ---255406.30 ms/batch
Step 00138600 L_out=0.166 Acc=0.95 ---282349.36 ms/batch
Step 00138650 L_out=0.191 Acc=0.94 ---309300.72 ms/batch
Step 00138700 L_out=0.092 Acc=0.97 ---335006.20 ms/batch
Round 8 | epoch=27, train costTime=352.9455318450928, | total_activation_sum=47683001
Round 8 | epoch=28, current m_iou=0.7000998825109892
Round 8 | Best m_IoU is: 0.706, OA is: 0.925 | val costTime=138.32823777198792
Round 8 | ****EPOCH 28****
Step 00138750 L_out=0.092 Acc=0.96 --- 7146.97 ms/batch
Step 00138800 L_out=0.091 Acc=0.97 ---33742.21 ms/batch
Step 00138850 L_out=0.636 Acc=0.95 ---59785.68 ms/batch
Step 00138900 L_out=0.164 Acc=0.97 ---86412.60 ms/batch
Step 00138950 L_out=0.110 Acc=0.97 ---112570.62 ms/batch
Step 00139000 L_out=0.176 Acc=0.98 ---139700.57 ms/batch
Step 00139050 L_out=0.070 Acc=0.97 ---166066.41 ms/batch
Step 00139100 L_out=0.128 Acc=0.96 ---192139.47 ms/batch
Step 00139150 L_out=0.122 Acc=0.96 ---218727.91 ms/batch
Step 00139200 L_out=0.118 Acc=0.96 ---246155.84 ms/batch
Step 00139250 L_out=0.217 Acc=0.96 ---272990.79 ms/batch
Step 00139300 L_out=0.209 Acc=0.93 ---300493.18 ms/batch
Step 00139350 L_out=0.137 Acc=0.96 ---327563.38 ms/batch
Step 00139400 L_out=0.108 Acc=0.97 ---352043.07 ms/batch
Round 8 | epoch=28, train costTime=353.5866231918335, | total_activation_sum=47974184
Round 8 | epoch=29, current m_iou=0.7005200695002178
Round 8 | Best m_IoU is: 0.706, OA is: 0.925 | val costTime=143.8089759349823
Round 8 | ****EPOCH 29****
Step 00139450 L_out=0.060 Acc=0.98 ---25176.58 ms/batch
Step 00139500 L_out=0.091 Acc=0.95 ---52415.64 ms/batch
Step 00139550 L_out=0.073 Acc=0.96 ---79684.54 ms/batch
Step 00139600 L_out=0.099 Acc=0.97 ---106735.17 ms/batch
Step 00139650 L_out=0.163 Acc=0.96 ---134254.43 ms/batch
Step 00139700 L_out=0.195 Acc=0.96 ---161052.39 ms/batch
Step 00139750 L_out=0.090 Acc=0.96 ---188150.48 ms/batch
Step 00139800 L_out=0.075 Acc=0.98 ---215406.97 ms/batch
Step 00139850 L_out=0.341 Acc=0.94 ---243192.14 ms/batch
Step 00139900 L_out=0.125 Acc=0.95 ---270966.40 ms/batch
Step 00139950 L_out=0.085 Acc=0.95 ---299136.99 ms/batch
Step 00140000 L_out=0.223 Acc=0.96 ---327340.99 ms/batch
Step 00140050 L_out=0.280 Acc=0.94 ---352806.25 ms/batch
Round 8 | epoch=29, train costTime=363.6536989212036, | total_activation_sum=48111713
Round 8 | epoch=30, current m_iou=0.7000256358325235
Round 8 | Best m_IoU is: 0.706, OA is: 0.925 | val costTime=144.14195036888123
Round 8 | ****EPOCH 30****
Round 9 | ****EPOCH 0****
Step 00140100 L_out=0.344 Acc=0.93 ---16334.75 ms/batch
Step 00140150 L_out=1.253 Acc=0.54 ---43064.39 ms/batch
Step 00140200 L_out=2.606 Acc=0.65 ---70259.78 ms/batch
Step 00140250 L_out=1.300 Acc=0.69 ---97359.95 ms/batch
Step 00140300 L_out=1.785 Acc=0.81 ---124219.15 ms/batch
Step 00140350 L_out=0.479 Acc=0.93 ---151645.37 ms/batch
Step 00140400 L_out=2.697 Acc=0.44 ---179074.87 ms/batch
Step 00140450 L_out=0.840 Acc=0.90 ---206676.17 ms/batch
Step 00140500 L_out=0.773 Acc=0.89 ---233619.50 ms/batch
Step 00140550 L_out=0.457 Acc=0.93 ---260776.73 ms/batch
Step 00140600 L_out=0.210 Acc=0.96 ---287677.22 ms/batch
Step 00140650 L_out=0.280 Acc=0.97 ---314575.12 ms/batch
Step 00140700 L_out=1.031 Acc=0.85 ---341936.90 ms/batch
Round 9 | epoch=0, train costTime=362.84379386901855, | total_activation_sum=52021139
Round 9 | epoch=1, current m_iou=0.5013775789382313
Round 9 | Best m_IoU is: 0.501, OA is: 0.815 | val costTime=147.26006317138672
Round 9 | ****EPOCH 1****
Step 00140750 L_out=0.191 Acc=0.94 --- 7003.89 ms/batch
Step 00140800 L_out=0.306 Acc=0.96 ---34426.54 ms/batch
Step 00140850 L_out=1.881 Acc=0.79 ---61747.02 ms/batch
Step 00140900 L_out=0.228 Acc=0.95 ---88505.70 ms/batch
Step 00140950 L_out=0.826 Acc=0.85 ---115522.41 ms/batch
Step 00141000 L_out=0.209 Acc=0.97 ---142925.76 ms/batch
Step 00141050 L_out=0.430 Acc=0.94 ---170025.20 ms/batch
Step 00141100 L_out=2.892 Acc=0.86 ---197275.60 ms/batch
Step 00141150 L_out=0.488 Acc=0.87 ---224052.97 ms/batch
Step 00141200 L_out=0.328 Acc=0.95 ---251270.00 ms/batch
Step 00141250 L_out=0.186 Acc=0.94 ---278510.50 ms/batch
Step 00141300 L_out=0.357 Acc=0.95 ---305871.79 ms/batch
Step 00141350 L_out=0.371 Acc=0.93 ---333868.21 ms/batch
Step 00141400 L_out=0.348 Acc=0.94 ---362083.87 ms/batch
Round 9 | epoch=1, train costTime=364.39558696746826, | total_activation_sum=50940509
Round 9 | epoch=2, current m_iou=0.6395117265110137
Round 9 | Best m_IoU is: 0.640, OA is: 0.911 | val costTime=137.20684671401978
Round 9 | ****EPOCH 2****
Step 00141450 L_out=0.230 Acc=0.96 ---24727.87 ms/batch
Step 00141500 L_out=0.270 Acc=0.94 ---52139.43 ms/batch
Step 00141550 L_out=0.303 Acc=0.93 ---79758.87 ms/batch
Step 00141600 L_out=0.329 Acc=0.94 ---106609.35 ms/batch
Step 00141650 L_out=0.594 Acc=0.91 ---133575.20 ms/batch
Step 00141700 L_out=0.792 Acc=0.87 ---160285.84 ms/batch
Step 00141750 L_out=0.070 Acc=0.98 ---187304.51 ms/batch
Step 00141800 L_out=0.414 Acc=0.91 ---213987.56 ms/batch
Step 00141850 L_out=0.289 Acc=0.96 ---240861.02 ms/batch
Step 00141900 L_out=0.188 Acc=0.96 ---267987.55 ms/batch
Step 00141950 L_out=0.383 Acc=0.88 ---294949.09 ms/batch
Step 00142000 L_out=0.339 Acc=0.94 ---322105.68 ms/batch
Step 00142050 L_out=0.289 Acc=0.96 ---349743.02 ms/batch
Round 9 | epoch=2, train costTime=361.71873450279236, | total_activation_sum=50843871
Round 9 | epoch=3, current m_iou=0.6828465979403325
Round 9 | Best m_IoU is: 0.683, OA is: 0.919 | val costTime=140.31046748161316
Round 9 | ****EPOCH 3****
Step 00142100 L_out=0.226 Acc=0.96 ---16020.71 ms/batch
Step 00142150 L_out=0.310 Acc=0.94 ---43275.00 ms/batch
Step 00142200 L_out=0.778 Acc=0.91 ---71100.44 ms/batch
Step 00142250 L_out=0.485 Acc=0.95 ---98237.31 ms/batch
Step 00142300 L_out=0.322 Acc=0.90 ---125048.04 ms/batch
Step 00142350 L_out=0.436 Acc=0.92 ---152029.54 ms/batch
Step 00142400 L_out=0.098 Acc=0.99 ---178962.15 ms/batch
Step 00142450 L_out=0.096 Acc=0.95 ---205920.78 ms/batch
Step 00142500 L_out=0.318 Acc=0.95 ---232742.29 ms/batch
Step 00142550 L_out=0.322 Acc=0.93 ---259667.93 ms/batch
Step 00142600 L_out=0.111 Acc=0.97 ---286563.59 ms/batch
Step 00142650 L_out=0.326 Acc=0.93 ---313330.72 ms/batch
Step 00142700 L_out=0.139 Acc=0.94 ---340480.85 ms/batch
Round 9 | epoch=3, train costTime=361.77933144569397, | total_activation_sum=50788857
Round 9 | epoch=4, current m_iou=0.694424916227325
Round 9 | Best m_IoU is: 0.694, OA is: 0.925 | val costTime=160.2822184562683
Round 9 | ****EPOCH 4****
Step 00142750 L_out=0.158 Acc=0.98 --- 6431.15 ms/batch
Step 00142800 L_out=0.586 Acc=0.90 ---33782.47 ms/batch
Step 00142850 L_out=0.319 Acc=0.96 ---60905.53 ms/batch
Step 00142900 L_out=0.262 Acc=0.96 ---88083.20 ms/batch
Step 00142950 L_out=0.355 Acc=0.94 ---114893.84 ms/batch
Step 00143000 L_out=0.110 Acc=0.97 ---142125.77 ms/batch
Step 00143050 L_out=0.658 Acc=0.94 ---168891.07 ms/batch
Step 00143100 L_out=0.685 Acc=0.86 ---196461.81 ms/batch
Step 00143150 L_out=0.270 Acc=0.93 ---223949.92 ms/batch
Step 00143200 L_out=0.298 Acc=0.97 ---250735.68 ms/batch
Step 00143250 L_out=0.830 Acc=0.91 ---277863.30 ms/batch
Step 00143300 L_out=0.283 Acc=0.94 ---304801.70 ms/batch
Step 00143350 L_out=0.119 Acc=0.98 ---331839.38 ms/batch
Step 00143400 L_out=0.248 Acc=0.96 ---359868.21 ms/batch
Round 9 | epoch=4, train costTime=362.71295857429504, | total_activation_sum=50935824
Round 9 | epoch=5, current m_iou=0.7052413883653292
Round 9 | Best m_IoU is: 0.705, OA is: 0.927 | val costTime=161.20968055725098
Round 9 | ****EPOCH 5****
Step 00143450 L_out=0.369 Acc=0.94 ---24186.24 ms/batch
Step 00143500 L_out=0.137 Acc=0.98 ---51457.32 ms/batch
Step 00143550 L_out=0.251 Acc=0.97 ---78556.56 ms/batch
Step 00143600 L_out=0.259 Acc=0.96 ---105561.90 ms/batch
Step 00143650 L_out=0.199 Acc=0.95 ---132584.04 ms/batch
Step 00143700 L_out=0.606 Acc=0.94 ---159493.25 ms/batch
Step 00143750 L_out=0.325 Acc=0.94 ---186443.47 ms/batch
Step 00143800 L_out=0.216 Acc=0.95 ---214108.57 ms/batch
Step 00143850 L_out=0.368 Acc=0.93 ---241559.87 ms/batch
Step 00143900 L_out=0.240 Acc=0.94 ---269231.71 ms/batch
Step 00143950 L_out=0.330 Acc=0.95 ---296689.00 ms/batch
Step 00144000 L_out=0.683 Acc=0.88 ---324040.26 ms/batch
Step 00144050 L_out=0.184 Acc=0.96 ---351875.30 ms/batch
Round 9 | epoch=5, train costTime=363.85372519493103, | total_activation_sum=51106981
Round 9 | epoch=6, current m_iou=0.7008473630647123
Round 9 | Best m_IoU is: 0.705, OA is: 0.927 | val costTime=160.21753525733948
Round 9 | ****EPOCH 6****
Step 00144100 L_out=0.430 Acc=0.94 ---15190.53 ms/batch
Step 00144150 L_out=0.111 Acc=0.97 ---42577.90 ms/batch
Step 00144200 L_out=0.574 Acc=0.91 ---69418.15 ms/batch
Step 00144250 L_out=0.152 Acc=0.96 ---96586.17 ms/batch
Step 00144300 L_out=0.153 Acc=0.97 ---123455.54 ms/batch
Step 00144350 L_out=0.121 Acc=0.98 ---150562.32 ms/batch
Step 00144400 L_out=0.324 Acc=0.93 ---177641.45 ms/batch
Step 00144450 L_out=0.341 Acc=0.95 ---204883.22 ms/batch
Step 00144500 L_out=0.106 Acc=0.98 ---231950.30 ms/batch
Step 00144550 L_out=1.328 Acc=0.89 ---259075.90 ms/batch
Step 00144600 L_out=0.288 Acc=0.95 ---286163.03 ms/batch
Step 00144650 L_out=0.143 Acc=0.97 ---313177.33 ms/batch
Step 00144700 L_out=0.344 Acc=0.97 ---340119.69 ms/batch
Round 9 | epoch=6, train costTime=361.89707016944885, | total_activation_sum=50797785
Round 9 | epoch=7, current m_iou=0.7025519376338265
Round 9 | Best m_IoU is: 0.705, OA is: 0.927 | val costTime=137.01817226409912
Round 9 | ****EPOCH 7****
Step 00144750 L_out=0.359 Acc=0.96 --- 6032.96 ms/batch
Step 00144800 L_out=0.185 Acc=0.97 ---32910.91 ms/batch
Step 00144850 L_out=0.164 Acc=0.97 ---60071.94 ms/batch
Step 00144900 L_out=0.208 Acc=0.97 ---87235.44 ms/batch
Step 00144950 L_out=0.147 Acc=0.97 ---114466.22 ms/batch
Step 00145000 L_out=0.264 Acc=0.95 ---141590.19 ms/batch
Step 00145050 L_out=0.225 Acc=0.96 ---168538.42 ms/batch
Step 00145100 L_out=0.498 Acc=0.89 ---195542.84 ms/batch
Step 00145150 L_out=0.267 Acc=0.97 ---222667.41 ms/batch
Step 00145200 L_out=0.109 Acc=0.98 ---249684.53 ms/batch
Step 00145250 L_out=0.565 Acc=0.91 ---276737.62 ms/batch
Step 00145300 L_out=0.274 Acc=0.95 ---303593.45 ms/batch
Step 00145350 L_out=0.320 Acc=0.94 ---330824.20 ms/batch
Step 00145400 L_out=0.268 Acc=0.94 ---358309.63 ms/batch
Round 9 | epoch=7, train costTime=361.47364020347595, | total_activation_sum=51089951
Round 9 | epoch=8, current m_iou=0.7013741839573703
Round 9 | Best m_IoU is: 0.705, OA is: 0.927 | val costTime=157.53697752952576
Round 9 | ****EPOCH 8****
Step 00145450 L_out=0.252 Acc=0.97 ---23890.47 ms/batch
Step 00145500 L_out=0.493 Acc=0.85 ---50574.18 ms/batch
Step 00145550 L_out=0.228 Acc=0.96 ---77475.34 ms/batch
Step 00145600 L_out=0.245 Acc=0.95 ---104505.34 ms/batch
Step 00145650 L_out=0.190 Acc=0.95 ---131315.09 ms/batch
Step 00145700 L_out=0.143 Acc=0.95 ---158228.48 ms/batch
Step 00145750 L_out=0.605 Acc=0.90 ---185099.01 ms/batch
Step 00145800 L_out=0.200 Acc=0.95 ---211975.30 ms/batch
Step 00145850 L_out=0.164 Acc=0.96 ---238976.40 ms/batch
Step 00145900 L_out=0.327 Acc=0.97 ---265337.52 ms/batch
Step 00145950 L_out=0.282 Acc=0.95 ---291557.46 ms/batch
Step 00146000 L_out=0.336 Acc=0.96 ---317708.71 ms/batch
Step 00146050 L_out=0.124 Acc=0.97 ---344531.33 ms/batch
Round 9 | epoch=8, train costTime=357.03451561927795, | total_activation_sum=50770789
Round 9 | epoch=9, current m_iou=0.6954422181706181
Round 9 | Best m_IoU is: 0.705, OA is: 0.927 | val costTime=129.2895951271057
Round 9 | ****EPOCH 9****
Step 00146100 L_out=0.146 Acc=0.97 ---14502.67 ms/batch
Step 00146150 L_out=0.258 Acc=0.93 ---40675.51 ms/batch
Step 00146200 L_out=0.421 Acc=0.94 ---67043.52 ms/batch
Step 00146250 L_out=0.090 Acc=0.99 ---94626.69 ms/batch
Step 00146300 L_out=0.157 Acc=0.98 ---121450.24 ms/batch
Step 00146350 L_out=0.126 Acc=0.97 ---147823.53 ms/batch
Step 00146400 L_out=0.354 Acc=0.91 ---174204.49 ms/batch
Step 00146450 L_out=0.163 Acc=0.95 ---202123.22 ms/batch
Step 00146500 L_out=0.206 Acc=0.97 ---228713.13 ms/batch
Step 00146550 L_out=0.212 Acc=0.96 ---254995.49 ms/batch
Step 00146600 L_out=0.161 Acc=0.97 ---281670.87 ms/batch
Step 00146650 L_out=0.239 Acc=0.97 ---308587.51 ms/batch
Step 00146700 L_out=0.091 Acc=0.98 ---335789.40 ms/batch
Round 9 | epoch=9, train costTime=357.1192116737366, | total_activation_sum=51000205
Round 9 | epoch=10, current m_iou=0.702314965128957
Round 9 | Best m_IoU is: 0.705, OA is: 0.927 | val costTime=151.94297122955322
Round 9 | ****EPOCH 10****
Step 00146750 L_out=0.452 Acc=0.93 --- 5891.48 ms/batch
Step 00146800 L_out=0.092 Acc=0.98 ---31844.86 ms/batch
Step 00146850 L_out=0.180 Acc=0.95 ---57897.93 ms/batch
Step 00146900 L_out=0.150 Acc=0.97 ---84156.95 ms/batch
Step 00146950 L_out=0.087 Acc=0.98 ---111330.04 ms/batch
Step 00147000 L_out=0.238 Acc=0.94 ---137800.55 ms/batch
Step 00147050 L_out=0.079 Acc=0.97 ---163853.82 ms/batch
Step 00147100 L_out=0.360 Acc=0.92 ---191632.78 ms/batch
Step 00147150 L_out=0.144 Acc=0.97 ---217615.00 ms/batch
Step 00147200 L_out=0.287 Acc=0.93 ---243807.89 ms/batch
Step 00147250 L_out=0.287 Acc=0.96 ---270109.92 ms/batch
Step 00147300 L_out=0.130 Acc=0.96 ---298284.45 ms/batch
Step 00147350 L_out=0.374 Acc=0.97 ---324989.67 ms/batch
Step 00147400 L_out=0.271 Acc=0.93 ---352810.31 ms/batch
Round 9 | epoch=10, train costTime=356.5285816192627, | total_activation_sum=50856515
Round 9 | epoch=11, current m_iou=0.7003418709576807
Round 9 | Best m_IoU is: 0.705, OA is: 0.927 | val costTime=150.31395554542542
Round 9 | ****EPOCH 11****
Step 00147450 L_out=0.320 Acc=0.95 ---22671.18 ms/batch
Step 00147500 L_out=0.111 Acc=0.97 ---48645.80 ms/batch
Step 00147550 L_out=0.174 Acc=0.97 ---74652.55 ms/batch
Step 00147600 L_out=0.106 Acc=0.96 ---103693.40 ms/batch
Step 00147650 L_out=0.174 Acc=0.96 ---131760.40 ms/batch
Step 00147700 L_out=0.229 Acc=0.94 ---158129.72 ms/batch
Step 00147750 L_out=0.250 Acc=0.92 ---184911.55 ms/batch
Step 00147800 L_out=0.277 Acc=0.94 ---211064.29 ms/batch
Step 00147850 L_out=0.201 Acc=0.96 ---237391.54 ms/batch
Step 00147900 L_out=0.130 Acc=0.97 ---263650.00 ms/batch
Step 00147950 L_out=0.196 Acc=0.96 ---290101.33 ms/batch
Step 00148000 L_out=0.210 Acc=0.98 ---317484.13 ms/batch
Step 00148050 L_out=0.235 Acc=0.95 ---344395.97 ms/batch
Round 9 | epoch=11, train costTime=357.46673607826233, | total_activation_sum=50969673
Round 9 | epoch=12, current m_iou=0.6993639018051571
Round 9 | Best m_IoU is: 0.705, OA is: 0.927 | val costTime=129.41958904266357
Round 9 | ****EPOCH 12****
Step 00148100 L_out=0.230 Acc=0.96 ---14515.54 ms/batch
Step 00148150 L_out=0.057 Acc=0.98 ---40811.61 ms/batch
Step 00148200 L_out=0.407 Acc=0.90 ---67056.24 ms/batch
Step 00148250 L_out=0.133 Acc=0.97 ---93491.49 ms/batch
Step 00148300 L_out=0.063 Acc=0.98 ---119622.22 ms/batch
Step 00148350 L_out=0.189 Acc=0.96 ---145658.96 ms/batch
Step 00148400 L_out=0.294 Acc=0.95 ---172817.18 ms/batch
Step 00148450 L_out=0.102 Acc=0.98 ---199453.76 ms/batch
Step 00148500 L_out=0.209 Acc=0.93 ---225649.93 ms/batch
Step 00148550 L_out=0.143 Acc=0.95 ---252174.70 ms/batch
Step 00148600 L_out=0.118 Acc=0.97 ---280376.23 ms/batch
Step 00148650 L_out=0.060 Acc=0.98 ---306721.55 ms/batch
Step 00148700 L_out=0.213 Acc=0.93 ---333453.82 ms/batch
Round 9 | epoch=12, train costTime=355.92023158073425, | total_activation_sum=50802503
Round 9 | epoch=13, current m_iou=0.7053747463878194
Round 9 | Best m_IoU is: 0.705, OA is: 0.926 | val costTime=132.09869980812073
Round 9 | ****EPOCH 13****
Step 00148750 L_out=0.319 Acc=0.94 --- 4853.24 ms/batch
Step 00148800 L_out=0.345 Acc=0.93 ---31303.95 ms/batch
Step 00148850 L_out=0.378 Acc=0.94 ---58595.51 ms/batch
Step 00148900 L_out=0.152 Acc=0.91 ---85146.96 ms/batch
Step 00148950 L_out=0.156 Acc=0.95 ---111571.28 ms/batch
Step 00149000 L_out=0.181 Acc=0.96 ---138266.80 ms/batch
Step 00149050 L_out=0.120 Acc=0.98 ---165277.22 ms/batch
Step 00149100 L_out=0.141 Acc=0.96 ---191229.06 ms/batch
Step 00149150 L_out=0.209 Acc=0.94 ---217369.19 ms/batch
Step 00149200 L_out=0.278 Acc=0.95 ---243515.77 ms/batch
Step 00149250 L_out=0.208 Acc=0.95 ---269649.91 ms/batch
Step 00149300 L_out=0.241 Acc=0.97 ---296101.76 ms/batch
Step 00149350 L_out=0.338 Acc=0.93 ---324065.91 ms/batch
Step 00149400 L_out=0.201 Acc=0.96 ---351182.60 ms/batch
Round 9 | epoch=13, train costTime=355.60607981681824, | total_activation_sum=50846274
Round 9 | epoch=14, current m_iou=0.7065895382427673
Round 9 | Best m_IoU is: 0.707, OA is: 0.927 | val costTime=129.4094762802124
Round 9 | ****EPOCH 14****
Step 00149450 L_out=0.190 Acc=0.96 ---22236.22 ms/batch
Step 00149500 L_out=0.647 Acc=0.93 ---47963.13 ms/batch
Step 00149550 L_out=0.058 Acc=0.99 ---74160.59 ms/batch
Step 00149600 L_out=0.109 Acc=0.97 ---100522.59 ms/batch
Step 00149650 L_out=0.157 Acc=0.95 ---126948.83 ms/batch
Step 00149700 L_out=0.239 Acc=0.96 ---153240.80 ms/batch
Step 00149750 L_out=0.132 Acc=0.97 ---179681.58 ms/batch
Step 00149800 L_out=0.117 Acc=0.98 ---206474.12 ms/batch
Step 00149850 L_out=0.088 Acc=0.94 ---233250.49 ms/batch
Step 00149900 L_out=0.178 Acc=0.98 ---259558.76 ms/batch
Step 00149950 L_out=0.057 Acc=0.97 ---286830.75 ms/batch
Step 00150000 L_out=0.225 Acc=0.96 ---313176.20 ms/batch
Step 00150050 L_out=0.272 Acc=0.91 ---340173.42 ms/batch
Round 9 | epoch=14, train costTime=353.6098895072937, | total_activation_sum=50837686
Round 9 | epoch=15, current m_iou=0.6986259086680584
Round 9 | Best m_IoU is: 0.707, OA is: 0.927 | val costTime=152.118590593338
Round 9 | ****EPOCH 15****
Step 00150100 L_out=0.201 Acc=0.96 ---12687.04 ms/batch
Step 00150150 L_out=0.103 Acc=0.97 ---40421.52 ms/batch
Step 00150200 L_out=0.106 Acc=0.94 ---66548.51 ms/batch
Step 00150250 L_out=0.337 Acc=0.95 ---93010.22 ms/batch
Step 00150300 L_out=0.142 Acc=0.99 ---119627.18 ms/batch
Step 00150350 L_out=0.129 Acc=0.97 ---146065.34 ms/batch
Step 00150400 L_out=0.086 Acc=0.97 ---172255.59 ms/batch
Step 00150450 L_out=0.235 Acc=0.93 ---198658.14 ms/batch
Step 00150500 L_out=0.224 Acc=0.92 ---225361.42 ms/batch
Step 00150550 L_out=0.129 Acc=0.97 ---252537.19 ms/batch
Step 00150600 L_out=0.142 Acc=0.98 ---278653.33 ms/batch
Step 00150650 L_out=0.298 Acc=0.93 ---304660.52 ms/batch
Step 00150700 L_out=0.104 Acc=0.97 ---331432.40 ms/batch
Round 9 | epoch=15, train costTime=354.05196952819824, | total_activation_sum=50911294
Round 9 | epoch=16, current m_iou=0.6950940298183992
Round 9 | Best m_IoU is: 0.707, OA is: 0.927 | val costTime=128.5844850540161
Round 9 | ****EPOCH 16****
Step 00150750 L_out=0.081 Acc=0.97 --- 4266.84 ms/batch
Step 00150800 L_out=0.117 Acc=0.98 ---31028.62 ms/batch
Step 00150850 L_out=0.079 Acc=0.97 ---57280.32 ms/batch
Step 00150900 L_out=0.186 Acc=0.96 ---86485.08 ms/batch
Step 00150950 L_out=0.304 Acc=0.96 ---113432.68 ms/batch
Step 00151000 L_out=0.131 Acc=0.97 ---139360.42 ms/batch
Step 00151050 L_out=0.236 Acc=0.96 ---165423.91 ms/batch
Step 00151100 L_out=0.167 Acc=0.97 ---191391.05 ms/batch
Step 00151150 L_out=0.445 Acc=0.95 ---217783.84 ms/batch
Step 00151200 L_out=0.459 Acc=0.93 ---244098.78 ms/batch
Step 00151250 L_out=0.115 Acc=0.98 ---270145.92 ms/batch
Step 00151300 L_out=0.206 Acc=0.95 ---296553.60 ms/batch
Step 00151350 L_out=0.269 Acc=0.95 ---322767.65 ms/batch
Step 00151400 L_out=0.706 Acc=0.89 ---350460.91 ms/batch
Round 9 | epoch=16, train costTime=355.4530563354492, | total_activation_sum=51153527
Round 9 | epoch=17, current m_iou=0.7029696972120015
Round 9 | Best m_IoU is: 0.707, OA is: 0.927 | val costTime=150.96117973327637
Round 9 | ****EPOCH 17****
Step 00151450 L_out=0.328 Acc=0.95 ---22600.93 ms/batch
Step 00151500 L_out=0.362 Acc=0.95 ---50853.63 ms/batch
Step 00151550 L_out=0.195 Acc=0.96 ---77940.23 ms/batch
Step 00151600 L_out=0.117 Acc=0.97 ---104118.86 ms/batch
Step 00151650 L_out=0.054 Acc=0.99 ---130333.10 ms/batch
Step 00151700 L_out=0.120 Acc=0.96 ---156812.46 ms/batch
Step 00151750 L_out=0.313 Acc=0.97 ---183309.39 ms/batch
Step 00151800 L_out=0.083 Acc=0.97 ---209343.59 ms/batch
Step 00151850 L_out=0.165 Acc=0.95 ---235881.50 ms/batch
Step 00151900 L_out=0.134 Acc=0.97 ---262667.25 ms/batch
Step 00151950 L_out=0.298 Acc=0.95 ---288653.90 ms/batch
Step 00152000 L_out=0.032 Acc=0.99 ---314673.64 ms/batch
Step 00152050 L_out=0.629 Acc=0.92 ---341641.50 ms/batch
Round 9 | epoch=17, train costTime=355.5179657936096, | total_activation_sum=50815801
Round 9 | epoch=18, current m_iou=0.707090417419088
Round 9 | Best m_IoU is: 0.707, OA is: 0.927 | val costTime=146.34839177131653
Round 9 | ****EPOCH 18****
Step 00152100 L_out=0.543 Acc=0.95 ---10780.56 ms/batch
Step 00152150 L_out=0.282 Acc=0.95 ---33072.54 ms/batch
Step 00152200 L_out=0.208 Acc=0.97 ---55175.25 ms/batch
Step 00152250 L_out=0.064 Acc=0.98 ---77019.29 ms/batch
Step 00152300 L_out=0.091 Acc=0.98 ---99020.64 ms/batch
Step 00152350 L_out=0.178 Acc=0.97 ---121560.61 ms/batch
Step 00152400 L_out=0.204 Acc=0.95 ---143450.93 ms/batch
Step 00152450 L_out=0.081 Acc=0.96 ---165257.18 ms/batch
Step 00152500 L_out=0.191 Acc=0.93 ---187295.58 ms/batch
Step 00152550 L_out=0.233 Acc=0.96 ---209275.35 ms/batch
Step 00152600 L_out=0.319 Acc=0.96 ---231582.17 ms/batch
Step 00152650 L_out=0.242 Acc=0.97 ---253442.53 ms/batch
Step 00152700 L_out=0.184 Acc=0.93 ---275474.14 ms/batch
Round 9 | epoch=18, train costTime=294.4762945175171, | total_activation_sum=50715457
Round 9 | epoch=19, current m_iou=0.7058659123335582
Round 9 | Best m_IoU is: 0.707, OA is: 0.927 | val costTime=115.64362621307373
Round 9 | ****EPOCH 19****
Step 00152750 L_out=0.275 Acc=0.97 --- 3089.56 ms/batch
Step 00152800 L_out=0.219 Acc=0.95 ---25170.00 ms/batch
Step 00152850 L_out=0.272 Acc=0.97 ---47683.50 ms/batch
Step 00152900 L_out=0.131 Acc=0.96 ---69411.45 ms/batch
Step 00152950 L_out=0.092 Acc=0.97 ---91285.27 ms/batch
Step 00153000 L_out=0.071 Acc=0.96 ---113839.58 ms/batch
Step 00153050 L_out=0.180 Acc=0.94 ---135995.86 ms/batch
Step 00153100 L_out=0.110 Acc=0.96 ---157916.55 ms/batch
Step 00153150 L_out=0.113 Acc=0.96 ---180325.95 ms/batch
Step 00153200 L_out=0.335 Acc=0.93 ---202405.86 ms/batch
Step 00153250 L_out=0.143 Acc=0.95 ---224632.86 ms/batch
Step 00153300 L_out=0.088 Acc=0.98 ---246464.24 ms/batch
Step 00153350 L_out=0.229 Acc=0.94 ---269076.93 ms/batch
Step 00153400 L_out=0.045 Acc=0.99 ---292014.81 ms/batch
Round 9 | epoch=19, train costTime=296.6393485069275, | total_activation_sum=50933035
Round 9 | epoch=20, current m_iou=0.702531002822433
Round 9 | Best m_IoU is: 0.707, OA is: 0.927 | val costTime=129.33751130104065
Round 9 | ****EPOCH 20****
Step 00153450 L_out=0.155 Acc=0.97 ---17604.17 ms/batch
Step 00153500 L_out=0.159 Acc=0.97 ---39507.81 ms/batch
Step 00153550 L_out=0.185 Acc=0.95 ---61476.20 ms/batch
Step 00153600 L_out=0.364 Acc=0.92 ---83483.84 ms/batch
Step 00153650 L_out=0.179 Acc=0.93 ---105380.10 ms/batch
Step 00153700 L_out=0.069 Acc=0.96 ---127351.08 ms/batch
Step 00153750 L_out=0.221 Acc=0.96 ---149153.96 ms/batch
Step 00153800 L_out=0.226 Acc=0.97 ---171136.25 ms/batch
Step 00153850 L_out=0.386 Acc=0.94 ---193079.59 ms/batch
Step 00153900 L_out=0.158 Acc=0.94 ---214949.83 ms/batch
Step 00153950 L_out=0.047 Acc=0.98 ---236830.06 ms/batch
Step 00154000 L_out=0.271 Acc=0.95 ---258776.50 ms/batch
Step 00154050 L_out=0.125 Acc=0.98 ---280759.45 ms/batch
Round 9 | epoch=20, train costTime=292.71993017196655, | total_activation_sum=50883412
Round 9 | epoch=21, current m_iou=0.7045158347850999
Round 9 | Best m_IoU is: 0.707, OA is: 0.927 | val costTime=124.72366523742676
Round 9 | ****EPOCH 21****
Step 00154100 L_out=0.175 Acc=0.96 ---10152.87 ms/batch
Step 00154150 L_out=0.079 Acc=0.95 ---32094.54 ms/batch
Step 00154200 L_out=0.086 Acc=0.98 ---53978.72 ms/batch
Step 00154250 L_out=0.119 Acc=0.97 ---75865.67 ms/batch
Step 00154300 L_out=0.331 Acc=0.90 ---97837.68 ms/batch
Step 00154350 L_out=0.355 Acc=0.95 ---119871.46 ms/batch
Step 00154400 L_out=0.111 Acc=0.96 ---141676.84 ms/batch
Step 00154450 L_out=0.111 Acc=0.98 ---163576.15 ms/batch
Step 00154500 L_out=0.174 Acc=0.95 ---185457.44 ms/batch
Step 00154550 L_out=0.164 Acc=0.97 ---207406.78 ms/batch
Step 00154600 L_out=0.185 Acc=0.95 ---229373.93 ms/batch
Step 00154650 L_out=0.252 Acc=0.95 ---251223.43 ms/batch
Step 00154700 L_out=0.284 Acc=0.95 ---273109.17 ms/batch
Round 9 | epoch=21, train costTime=292.5074644088745, | total_activation_sum=51003967
Round 9 | epoch=22, current m_iou=0.7055610862020983
Round 9 | Best m_IoU is: 0.707, OA is: 0.927 | val costTime=123.74247169494629
Round 9 | ****EPOCH 22****
Step 00154750 L_out=0.203 Acc=0.96 --- 2638.54 ms/batch
Step 00154800 L_out=0.185 Acc=0.96 ---24495.22 ms/batch
Step 00154850 L_out=0.086 Acc=0.97 ---46592.16 ms/batch
Step 00154900 L_out=0.179 Acc=0.95 ---68566.20 ms/batch
Step 00154950 L_out=0.177 Acc=0.97 ---90483.02 ms/batch
Step 00155000 L_out=0.219 Acc=0.97 ---112395.89 ms/batch
Step 00155050 L_out=0.124 Acc=0.98 ---134336.87 ms/batch
Step 00155100 L_out=0.214 Acc=0.96 ---156363.45 ms/batch
Step 00155150 L_out=0.452 Acc=0.95 ---178442.65 ms/batch
Step 00155200 L_out=0.272 Acc=0.95 ---200562.59 ms/batch
Step 00155250 L_out=0.035 Acc=0.98 ---222424.10 ms/batch
Step 00155300 L_out=0.133 Acc=0.98 ---244279.77 ms/batch
Step 00155350 L_out=0.060 Acc=0.98 ---266298.89 ms/batch
Step 00155400 L_out=0.215 Acc=0.93 ---288319.04 ms/batch
Round 9 | epoch=22, train costTime=293.1002118587494, | total_activation_sum=50770132
Round 9 | epoch=23, current m_iou=0.7082826850210029
Round 9 | Best m_IoU is: 0.708, OA is: 0.926 | val costTime=137.64787197113037
Round 9 | ****EPOCH 23****
Step 00155450 L_out=0.258 Acc=0.95 ---17249.25 ms/batch
Step 00155500 L_out=0.131 Acc=0.96 ---39146.82 ms/batch
Step 00155550 L_out=0.163 Acc=0.95 ---61085.01 ms/batch
Step 00155600 L_out=0.220 Acc=0.97 ---83166.85 ms/batch
Step 00155650 L_out=0.304 Acc=0.95 ---105418.15 ms/batch
Step 00155700 L_out=0.099 Acc=0.98 ---127501.69 ms/batch
Step 00155750 L_out=0.129 Acc=0.96 ---149551.19 ms/batch
Step 00155800 L_out=0.093 Acc=0.96 ---171384.34 ms/batch
Step 00155850 L_out=0.132 Acc=0.97 ---193285.54 ms/batch
Step 00155900 L_out=0.059 Acc=0.95 ---215473.30 ms/batch
Step 00155950 L_out=0.157 Acc=0.97 ---237399.87 ms/batch
Step 00156000 L_out=0.080 Acc=0.96 ---259561.39 ms/batch
Step 00156050 L_out=0.237 Acc=0.94 ---281504.11 ms/batch
Round 9 | epoch=23, train costTime=294.02610516548157, | total_activation_sum=50978118
Round 9 | epoch=24, current m_iou=0.6979832447626805
Round 9 | Best m_IoU is: 0.708, OA is: 0.926 | val costTime=137.27022671699524
Round 9 | ****EPOCH 24****
Step 00156100 L_out=0.165 Acc=0.95 --- 9667.89 ms/batch
Step 00156150 L_out=0.146 Acc=0.98 ---31590.11 ms/batch
Step 00156200 L_out=0.236 Acc=0.95 ---53464.65 ms/batch
Step 00156250 L_out=0.261 Acc=0.96 ---75446.80 ms/batch
Step 00156300 L_out=0.206 Acc=0.93 ---97558.26 ms/batch
Step 00156350 L_out=0.058 Acc=0.96 ---119550.07 ms/batch
Step 00156400 L_out=0.095 Acc=0.98 ---141396.67 ms/batch
Step 00156450 L_out=0.055 Acc=0.98 ---163470.51 ms/batch
Step 00156500 L_out=0.151 Acc=0.97 ---185503.31 ms/batch
Step 00156550 L_out=0.268 Acc=0.95 ---207387.07 ms/batch
Step 00156600 L_out=0.088 Acc=0.97 ---229256.70 ms/batch
Step 00156650 L_out=0.083 Acc=0.97 ---251250.07 ms/batch
Step 00156700 L_out=0.145 Acc=0.96 ---273137.04 ms/batch
Round 9 | epoch=24, train costTime=292.80332493782043, | total_activation_sum=50771379
Round 9 | epoch=25, current m_iou=0.7012054588951528
Round 9 | Best m_IoU is: 0.708, OA is: 0.926 | val costTime=124.91275525093079
Round 9 | ****EPOCH 25****
Step 00156750 L_out=0.165 Acc=0.95 --- 2247.16 ms/batch
Step 00156800 L_out=0.081 Acc=0.98 ---24498.27 ms/batch
Step 00156850 L_out=0.233 Acc=0.96 ---47025.72 ms/batch
Step 00156900 L_out=0.191 Acc=0.95 ---69203.19 ms/batch
Step 00156950 L_out=0.178 Acc=0.94 ---91615.61 ms/batch
Step 00157000 L_out=0.233 Acc=0.93 ---114119.85 ms/batch
Step 00157050 L_out=0.075 Acc=0.97 ---136522.70 ms/batch
Step 00157100 L_out=0.161 Acc=0.97 ---158758.36 ms/batch
Step 00157150 L_out=0.225 Acc=0.92 ---181224.01 ms/batch
Step 00157200 L_out=0.018 Acc=0.99 ---203549.16 ms/batch
Step 00157250 L_out=0.188 Acc=0.97 ---225928.31 ms/batch
Step 00157300 L_out=0.292 Acc=0.97 ---248115.90 ms/batch
Step 00157350 L_out=0.125 Acc=0.96 ---270426.62 ms/batch
Step 00157400 L_out=0.175 Acc=0.95 ---292692.03 ms/batch
Round 9 | epoch=25, train costTime=298.0198724269867, | total_activation_sum=50940091
Round 9 | epoch=26, current m_iou=0.7042945111768504
Round 9 | Best m_IoU is: 0.708, OA is: 0.926 | val costTime=119.73892951011658
Round 9 | ****EPOCH 26****
Step 00157450 L_out=0.219 Acc=0.97 ---17006.59 ms/batch
Step 00157500 L_out=0.144 Acc=0.95 ---39381.01 ms/batch
Step 00157550 L_out=0.153 Acc=0.96 ---61840.69 ms/batch
Step 00157600 L_out=0.133 Acc=0.96 ---84188.26 ms/batch
Step 00157650 L_out=0.354 Acc=0.96 ---106642.71 ms/batch
Step 00157700 L_out=0.120 Acc=0.97 ---128908.57 ms/batch
Step 00157750 L_out=0.226 Acc=0.98 ---151337.83 ms/batch
Step 00157800 L_out=0.427 Acc=0.93 ---173587.41 ms/batch
Step 00157850 L_out=0.080 Acc=0.97 ---196064.87 ms/batch
Step 00157900 L_out=0.079 Acc=0.98 ---218264.81 ms/batch
Step 00157950 L_out=0.182 Acc=0.96 ---240804.93 ms/batch
Step 00158000 L_out=0.320 Acc=0.95 ---263207.49 ms/batch
Step 00158050 L_out=0.080 Acc=0.95 ---285524.32 ms/batch
Round 9 | epoch=26, train costTime=298.4994287490845, | total_activation_sum=50882460
Round 9 | epoch=27, current m_iou=0.7047609684448319
Round 9 | Best m_IoU is: 0.708, OA is: 0.926 | val costTime=133.4110369682312
Round 9 | ****EPOCH 27****
Step 00158100 L_out=0.183 Acc=0.96 --- 9370.05 ms/batch
Step 00158150 L_out=0.233 Acc=0.96 ---31754.46 ms/batch
Step 00158200 L_out=0.045 Acc=0.99 ---54082.44 ms/batch
Step 00158250 L_out=0.085 Acc=0.97 ---76486.30 ms/batch
Step 00158300 L_out=0.234 Acc=0.98 ---98791.61 ms/batch
Step 00158350 L_out=0.245 Acc=0.92 ---121188.60 ms/batch
Step 00158400 L_out=0.050 Acc=0.99 ---143429.09 ms/batch
Step 00158450 L_out=0.128 Acc=0.96 ---165787.33 ms/batch
Step 00158500 L_out=0.218 Acc=0.95 ---188104.78 ms/batch
Step 00158550 L_out=0.080 Acc=0.98 ---210471.63 ms/batch
Step 00158600 L_out=0.227 Acc=0.95 ---232984.14 ms/batch
Step 00158650 L_out=0.118 Acc=0.96 ---255475.58 ms/batch
Step 00158700 L_out=0.188 Acc=0.93 ---277786.58 ms/batch
Round 9 | epoch=27, train costTime=298.31987857818604, | total_activation_sum=50733059
Round 9 | epoch=28, current m_iou=0.7075001007884802
Round 9 | Best m_IoU is: 0.708, OA is: 0.926 | val costTime=133.31876516342163
Round 9 | ****EPOCH 28****
Step 00158750 L_out=0.072 Acc=0.96 --- 1842.08 ms/batch
Step 00158800 L_out=0.129 Acc=0.94 ---24224.29 ms/batch
Step 00158850 L_out=0.112 Acc=0.96 ---46679.85 ms/batch
Step 00158900 L_out=0.086 Acc=0.97 ---68943.06 ms/batch
Step 00158950 L_out=0.155 Acc=0.95 ---91260.45 ms/batch
Step 00159000 L_out=0.074 Acc=0.97 ---113522.69 ms/batch
Step 00159050 L_out=0.210 Acc=0.96 ---135800.10 ms/batch
Step 00159100 L_out=0.139 Acc=0.97 ---158023.36 ms/batch
Step 00159150 L_out=0.264 Acc=0.96 ---180466.78 ms/batch
Step 00159200 L_out=0.114 Acc=0.97 ---202948.86 ms/batch
Step 00159250 L_out=0.126 Acc=0.97 ---225538.82 ms/batch
Step 00159300 L_out=0.173 Acc=0.97 ---248190.19 ms/batch
Step 00159350 L_out=0.082 Acc=0.97 ---270448.37 ms/batch
Step 00159400 L_out=0.206 Acc=0.96 ---292746.72 ms/batch
Round 9 | epoch=28, train costTime=298.52646565437317, | total_activation_sum=50944855
Round 9 | epoch=29, current m_iou=0.7087319629853452
Round 9 | Best m_IoU is: 0.709, OA is: 0.926 | val costTime=139.09170174598694
Round 9 | ****EPOCH 29****
Step 00159450 L_out=0.153 Acc=0.96 ---16761.42 ms/batch
Step 00159500 L_out=0.233 Acc=0.95 ---39336.54 ms/batch
Step 00159550 L_out=0.109 Acc=0.94 ---61749.98 ms/batch
Step 00159600 L_out=0.348 Acc=0.93 ---84194.81 ms/batch
Step 00159650 L_out=0.189 Acc=0.97 ---106867.69 ms/batch
Step 00159700 L_out=0.066 Acc=0.96 ---129410.61 ms/batch
Step 00159750 L_out=0.117 Acc=0.97 ---152088.30 ms/batch
Step 00159800 L_out=0.221 Acc=0.95 ---174537.35 ms/batch
Step 00159850 L_out=0.113 Acc=0.98 ---197145.83 ms/batch
Step 00159900 L_out=0.222 Acc=0.97 ---219779.41 ms/batch
Step 00159950 L_out=0.101 Acc=0.98 ---242305.78 ms/batch
Step 00160000 L_out=0.134 Acc=0.96 ---265067.07 ms/batch
Step 00160050 L_out=0.266 Acc=0.94 ---287561.26 ms/batch
Round 9 | epoch=29, train costTime=301.1065263748169, | total_activation_sum=50978231
Round 9 | epoch=30, current m_iou=0.7088310972459217
Round 9 | Best m_IoU is: 0.709, OA is: 0.926 | val costTime=140.29422855377197
Round 9 | ****EPOCH 30****
Round 10 | ****EPOCH 0****
Step 00160100 L_out=2.736 Acc=0.62 --- 9040.47 ms/batch
Step 00160150 L_out=0.881 Acc=0.86 ---31561.64 ms/batch
Step 00160200 L_out=1.374 Acc=0.86 ---53970.82 ms/batch
Step 00160250 L_out=1.074 Acc=0.84 ---76551.26 ms/batch
Step 00160300 L_out=0.975 Acc=0.87 ---99188.08 ms/batch
Step 00160350 L_out=0.593 Acc=0.79 ---121893.70 ms/batch
Step 00160400 L_out=0.672 Acc=0.87 ---144651.73 ms/batch
Step 00160450 L_out=0.997 Acc=0.93 ---167382.70 ms/batch
Step 00160500 L_out=0.858 Acc=0.90 ---189887.63 ms/batch
Step 00160550 L_out=0.377 Acc=0.93 ---212555.06 ms/batch
Step 00160600 L_out=0.261 Acc=0.92 ---235180.23 ms/batch
Step 00160650 L_out=1.286 Acc=0.85 ---257601.11 ms/batch
Step 00160700 L_out=0.091 Acc=0.99 ---280199.21 ms/batch
Round 10 | epoch=0, train costTime=301.53094124794006, | total_activation_sum=55088625
Round 10 | epoch=1, current m_iou=0.6997814680473944
Round 10 | Best m_IoU is: 0.700, OA is: 0.925 | val costTime=154.22957611083984
Round 10 | ****EPOCH 1****
Step 00160750 L_out=0.524 Acc=0.94 --- 1337.06 ms/batch
Step 00160800 L_out=0.568 Acc=0.87 ---23943.23 ms/batch
Step 00160850 L_out=0.276 Acc=0.95 ---46498.90 ms/batch
Step 00160900 L_out=0.266 Acc=0.95 ---69035.30 ms/batch
Step 00160950 L_out=0.129 Acc=0.97 ---91574.12 ms/batch
Step 00161000 L_out=0.170 Acc=0.96 ---114313.69 ms/batch
Step 00161050 L_out=0.361 Acc=0.98 ---136911.37 ms/batch
Step 00161100 L_out=0.225 Acc=0.96 ---159420.19 ms/batch
Step 00161150 L_out=0.254 Acc=0.97 ---182067.02 ms/batch
Step 00161200 L_out=0.462 Acc=0.95 ---204513.82 ms/batch
Step 00161250 L_out=0.270 Acc=0.93 ---227309.36 ms/batch
Step 00161300 L_out=0.208 Acc=0.98 ---249754.28 ms/batch
Step 00161350 L_out=0.369 Acc=0.96 ---272241.56 ms/batch
Step 00161400 L_out=0.246 Acc=0.96 ---294815.28 ms/batch
Round 10 | epoch=1, train costTime=301.1590871810913, | total_activation_sum=53992284
Round 10 | epoch=2, current m_iou=0.7042507549080665
Round 10 | Best m_IoU is: 0.704, OA is: 0.923 | val costTime=153.18372344970703
Round 10 | ****EPOCH 2****
Step 00161450 L_out=0.236 Acc=0.96 ---16389.08 ms/batch
Step 00161500 L_out=0.995 Acc=0.82 ---38875.14 ms/batch
Step 00161550 L_out=0.529 Acc=0.91 ---61320.44 ms/batch
Step 00161600 L_out=0.376 Acc=0.95 ---83936.32 ms/batch
Step 00161650 L_out=0.553 Acc=0.90 ---106493.80 ms/batch
Step 00161700 L_out=0.238 Acc=0.93 ---128938.33 ms/batch
Step 00161750 L_out=0.366 Acc=0.92 ---151443.54 ms/batch
Step 00161800 L_out=0.435 Acc=0.96 ---173913.04 ms/batch
Step 00161850 L_out=0.245 Acc=0.94 ---196458.09 ms/batch
Step 00161900 L_out=0.511 Acc=0.88 ---219168.93 ms/batch
Step 00161950 L_out=0.290 Acc=0.94 ---241909.41 ms/batch
Step 00162000 L_out=0.240 Acc=0.95 ---264205.90 ms/batch
Step 00162050 L_out=0.153 Acc=0.96 ---286887.40 ms/batch
Round 10 | epoch=2, train costTime=300.8126530647278, | total_activation_sum=54012314
Round 10 | epoch=3, current m_iou=0.7008592900944244
Round 10 | Best m_IoU is: 0.704, OA is: 0.923 | val costTime=140.43108916282654
Round 10 | ****EPOCH 3****
Step 00162100 L_out=0.386 Acc=0.93 --- 8495.81 ms/batch
Step 00162150 L_out=0.499 Acc=0.91 ---31382.93 ms/batch
Step 00162200 L_out=0.229 Acc=0.95 ---54449.03 ms/batch
Step 00162250 L_out=0.425 Acc=0.94 ---77776.72 ms/batch
Step 00162300 L_out=0.268 Acc=0.96 ---100792.06 ms/batch
Step 00162350 L_out=0.174 Acc=0.96 ---123851.09 ms/batch
Step 00162400 L_out=0.230 Acc=0.98 ---146428.47 ms/batch
Step 00162450 L_out=0.207 Acc=0.97 ---168863.02 ms/batch
Step 00162500 L_out=0.582 Acc=0.93 ---191457.51 ms/batch
Step 00162550 L_out=0.231 Acc=0.94 ---214987.26 ms/batch
Step 00162600 L_out=0.183 Acc=0.96 ---237764.09 ms/batch
Step 00162650 L_out=0.272 Acc=0.96 ---260148.46 ms/batch
Step 00162700 L_out=0.119 Acc=0.98 ---282717.45 ms/batch
Round 10 | epoch=3, train costTime=304.4005308151245, | total_activation_sum=53762553
Round 10 | epoch=4, current m_iou=0.6957952080667904
Round 10 | Best m_IoU is: 0.704, OA is: 0.923 | val costTime=139.91491055488586
Round 10 | ****EPOCH 4****
Step 00162750 L_out=0.647 Acc=0.90 ---  893.87 ms/batch
Step 00162800 L_out=0.353 Acc=0.93 ---23609.32 ms/batch
Step 00162850 L_out=0.120 Acc=0.98 ---46356.71 ms/batch
Step 00162900 L_out=0.114 Acc=0.96 ---69091.52 ms/batch
Step 00162950 L_out=0.209 Acc=0.94 ---91735.10 ms/batch
Step 00163000 L_out=0.224 Acc=0.96 ---114497.33 ms/batch
Step 00163050 L_out=0.320 Acc=0.94 ---137195.47 ms/batch
Step 00163100 L_out=0.226 Acc=0.95 ---160144.52 ms/batch
Step 00163150 L_out=0.261 Acc=0.96 ---183609.30 ms/batch
Step 00163200 L_out=0.262 Acc=0.94 ---206270.35 ms/batch
Step 00163250 L_out=1.583 Acc=0.82 ---228784.39 ms/batch
Step 00163300 L_out=0.368 Acc=0.93 ---251513.30 ms/batch
Step 00163350 L_out=0.320 Acc=0.95 ---274634.54 ms/batch
Step 00163400 L_out=1.048 Acc=0.88 ---297198.12 ms/batch
Round 10 | epoch=4, train costTime=304.0213303565979, | total_activation_sum=53934109
Round 2 | ****EPOCH 0****
Round 10 | epoch=5, current m_iou=0.7007438623852575
Round 10 | Best m_IoU is: 0.704, OA is: 0.923 | val costTime=149.27456092834473
Round 10 | ****EPOCH 5****
Step 00000050 L_out=0.794 Acc=0.42 ---25450.71 ms/batch
Step 00163450 L_out=0.831 Acc=0.83 ---18434.43 ms/batch
Step 00000100 L_out=2.460 Acc=0.27 ---51956.60 ms/batch
Step 00163500 L_out=0.459 Acc=0.87 ---45129.99 ms/batch
Step 00000150 L_out=0.410 Acc=0.63 ---78563.23 ms/batch
Step 00163550 L_out=2.038 Acc=0.83 ---71575.78 ms/batch
Step 00000200 L_out=0.599 Acc=0.23 ---105058.42 ms/batch
Step 00163600 L_out=0.169 Acc=0.98 ---98127.52 ms/batch
Step 00000250 L_out=0.642 Acc=0.61 ---131400.31 ms/batch
Step 00163650 L_out=0.201 Acc=0.96 ---124380.97 ms/batch
Step 00000300 L_out=0.605 Acc=0.38 ---158367.51 ms/batch
Step 00163700 L_out=0.243 Acc=0.95 ---151666.80 ms/batch
Step 00000350 L_out=1.860 Acc=0.34 ---185225.66 ms/batch
Step 00163750 L_out=0.182 Acc=0.98 ---178404.43 ms/batch
Step 00000400 L_out=0.484 Acc=0.42 ---211851.29 ms/batch
Step 00163800 L_out=0.302 Acc=0.97 ---204994.36 ms/batch
Step 00000450 L_out=0.868 Acc=0.62 ---238540.64 ms/batch
Step 00163850 L_out=0.190 Acc=0.98 ---231742.67 ms/batch
Step 00000500 L_out=0.803 Acc=0.47 ---265117.23 ms/batch
Step 00163900 L_out=0.314 Acc=0.94 ---258243.99 ms/batch
Step 00000550 L_out=0.440 Acc=0.34 ---291489.11 ms/batch
Step 00163950 L_out=0.235 Acc=0.97 ---285067.50 ms/batch
Step 00000600 L_out=0.370 Acc=0.58 ---318365.43 ms/batch
Step 00164000 L_out=0.108 Acc=0.98 ---311301.54 ms/batch
Step 00000650 L_out=0.712 Acc=0.48 ---344888.10 ms/batch
Round 2 | epoch=0, train costTime=353.9975366592407, | total_activation_sum=14855016
Step 00164050 L_out=0.385 Acc=0.96 ---337773.88 ms/batch
Round 10 | epoch=5, train costTime=355.415846824646, | total_activation_sum=53759836
Round 2 | epoch=1, current m_iou=0.2603912612061106
Round 2 | Best m_IoU is: 0.260, OA is: 0.654 | val costTime=183.07987666130066
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.483 Acc=0.66 ---14863.30 ms/batch
Round 10 | epoch=6, current m_iou=0.70375442967366
Round 10 | Best m_IoU is: 0.704, OA is: 0.923 | val costTime=175.73498129844666
Round 10 | ****EPOCH 6****
Step 00164100 L_out=0.302 Acc=0.95 --- 9528.04 ms/batch
Step 00000750 L_out=1.775 Acc=0.50 ---41081.64 ms/batch
Step 00164150 L_out=0.294 Acc=0.96 ---35625.81 ms/batch
Step 00000800 L_out=1.170 Acc=0.40 ---67589.44 ms/batch
Step 00164200 L_out=0.321 Acc=0.96 ---62196.13 ms/batch
Step 00000850 L_out=0.549 Acc=0.49 ---94022.86 ms/batch
Step 00164250 L_out=0.245 Acc=0.97 ---88769.73 ms/batch
Step 00000900 L_out=0.422 Acc=0.48 ---120597.29 ms/batch
Step 00164300 L_out=0.234 Acc=0.97 ---115286.24 ms/batch
Step 00000950 L_out=0.749 Acc=0.50 ---147089.67 ms/batch
Step 00164350 L_out=0.803 Acc=0.92 ---141745.03 ms/batch
Step 00001000 L_out=1.295 Acc=0.43 ---173567.11 ms/batch
Step 00164400 L_out=0.201 Acc=0.95 ---168357.90 ms/batch
Step 00001050 L_out=0.210 Acc=0.46 ---200419.09 ms/batch
Step 00164450 L_out=0.195 Acc=0.97 ---195053.27 ms/batch
Step 00001100 L_out=0.363 Acc=0.48 ---227489.50 ms/batch
Step 00164500 L_out=0.625 Acc=0.95 ---222180.10 ms/batch
Step 00001150 L_out=0.823 Acc=0.70 ---254136.79 ms/batch
Step 00164550 L_out=0.134 Acc=0.98 ---248916.41 ms/batch
Step 00001200 L_out=0.891 Acc=0.64 ---280966.04 ms/batch
Step 00164600 L_out=0.238 Acc=0.96 ---275796.73 ms/batch
Step 00001250 L_out=1.009 Acc=0.60 ---307369.30 ms/batch
Step 00164650 L_out=0.330 Acc=0.95 ---302035.44 ms/batch
Step 00001300 L_out=0.520 Acc=0.69 ---333939.56 ms/batch
Step 00164700 L_out=0.367 Acc=0.91 ---329041.68 ms/batch
Round 2 | epoch=1, train costTime=352.3213646411896, | total_activation_sum=14028702
Round 10 | epoch=6, train costTime=354.17117261886597, | total_activation_sum=53891280
Round 2 | epoch=2, current m_iou=0.2826176771203867
Round 2 | Best m_IoU is: 0.283, OA is: 0.651 | val costTime=187.8618185520172
Round 2 | ****EPOCH 2****
Round 10 | epoch=7, current m_iou=0.7040992971703393
Round 10 | Best m_IoU is: 0.704, OA is: 0.923 | val costTime=176.8905577659607
Round 10 | ****EPOCH 7****
Step 00164750 L_out=0.176 Acc=0.95 ---  554.35 ms/batch
Step 00001350 L_out=0.931 Acc=0.55 --- 7529.90 ms/batch
Step 00164800 L_out=0.212 Acc=0.95 ---26932.56 ms/batch
Step 00001400 L_out=0.417 Acc=0.69 ---33793.77 ms/batch
Step 00164850 L_out=0.342 Acc=0.96 ---53079.71 ms/batch
Step 00001450 L_out=0.250 Acc=0.72 ---59949.84 ms/batch
Step 00164900 L_out=0.107 Acc=0.98 ---79669.32 ms/batch
Step 00001500 L_out=0.149 Acc=0.59 ---86532.50 ms/batch
Step 00164950 L_out=0.188 Acc=0.97 ---106065.76 ms/batch
Step 00001550 L_out=0.399 Acc=0.84 ---112947.71 ms/batch
Step 00165000 L_out=0.175 Acc=0.96 ---132643.81 ms/batch
Step 00001600 L_out=0.707 Acc=0.63 ---139515.00 ms/batch
Step 00165050 L_out=0.501 Acc=0.94 ---159045.92 ms/batch
Step 00001650 L_out=0.647 Acc=0.71 ---165910.81 ms/batch
Step 00165100 L_out=0.210 Acc=0.96 ---185150.80 ms/batch
Step 00001700 L_out=1.165 Acc=0.73 ---192013.80 ms/batch
Step 00165150 L_out=0.179 Acc=0.94 ---211366.61 ms/batch
Step 00001750 L_out=0.785 Acc=0.67 ---218269.53 ms/batch
Step 00165200 L_out=0.341 Acc=0.95 ---237669.78 ms/batch
Step 00001800 L_out=0.364 Acc=0.75 ---244524.82 ms/batch
Step 00165250 L_out=0.149 Acc=0.98 ---263903.93 ms/batch
Step 00001850 L_out=0.427 Acc=0.68 ---270771.19 ms/batch
Step 00165300 L_out=0.371 Acc=0.97 ---290260.88 ms/batch
Step 00001900 L_out=0.502 Acc=0.62 ---296866.97 ms/batch
Step 00165350 L_out=0.091 Acc=0.96 ---317190.39 ms/batch
Step 00001950 L_out=0.506 Acc=0.70 ---323815.08 ms/batch
Step 00165400 L_out=0.107 Acc=0.98 ---344287.45 ms/batch
Step 00002000 L_out=0.260 Acc=0.73 ---350905.53 ms/batch
Round 2 | epoch=2, train costTime=351.42889428138733, | total_activation_sum=13923681
Round 10 | epoch=7, train costTime=352.22166776657104, | total_activation_sum=53915026
Round 2 | epoch=3, current m_iou=0.39608778380178106
Round 2 | Best m_IoU is: 0.396, OA is: 0.729 | val costTime=192.107928276062
Round 2 | ****EPOCH 3****
Round 10 | epoch=8, current m_iou=0.705254150818392
Round 10 | Best m_IoU is: 0.705, OA is: 0.925 | val costTime=189.57994651794434
Round 10 | ****EPOCH 8****
Step 00165450 L_out=0.322 Acc=0.91 ---18405.51 ms/batch
Step 00002050 L_out=0.796 Acc=0.72 ---25368.70 ms/batch
Step 00165500 L_out=0.155 Acc=0.96 ---45440.38 ms/batch
Step 00002100 L_out=0.375 Acc=0.81 ---52261.00 ms/batch
Step 00165550 L_out=0.316 Acc=0.93 ---71982.72 ms/batch
Step 00002150 L_out=0.378 Acc=0.64 ---78742.44 ms/batch
Step 00165600 L_out=0.337 Acc=0.94 ---98700.73 ms/batch
Step 00002200 L_out=0.342 Acc=0.65 ---105424.20 ms/batch
Step 00165650 L_out=0.294 Acc=0.97 ---124967.55 ms/batch
Step 00002250 L_out=0.542 Acc=0.69 ---131683.06 ms/batch
Step 00165700 L_out=0.157 Acc=0.97 ---151485.22 ms/batch
Step 00002300 L_out=0.402 Acc=0.77 ---158212.72 ms/batch
Step 00165750 L_out=0.392 Acc=0.91 ---177976.47 ms/batch
Step 00002350 L_out=0.572 Acc=0.77 ---184750.59 ms/batch
Step 00165800 L_out=0.115 Acc=0.93 ---204308.36 ms/batch
Step 00002400 L_out=0.592 Acc=0.63 ---211071.55 ms/batch
Step 00165850 L_out=0.191 Acc=0.97 ---230661.29 ms/batch
Step 00002450 L_out=0.483 Acc=0.68 ---237476.58 ms/batch
Step 00165900 L_out=0.331 Acc=0.96 ---256959.49 ms/batch
Step 00002500 L_out=0.580 Acc=0.57 ---263669.16 ms/batch
Step 00165950 L_out=0.255 Acc=0.93 ---282993.84 ms/batch
Step 00002550 L_out=0.287 Acc=0.70 ---289775.86 ms/batch
Step 00166000 L_out=0.253 Acc=0.90 ---309381.78 ms/batch
Step 00002600 L_out=0.415 Acc=0.82 ---316111.98 ms/batch
Step 00166050 L_out=0.220 Acc=0.98 ---335994.21 ms/batch
Step 00002650 L_out=0.182 Acc=0.63 ---342781.32 ms/batch
Round 2 | epoch=3, train costTime=352.1421682834625, | total_activation_sum=13900241
Round 10 | epoch=8, train costTime=353.04637575149536, | total_activation_sum=54142758
Round 2 | epoch=4, current m_iou=0.4404975526958889
Round 2 | Best m_IoU is: 0.440, OA is: 0.765 | val costTime=190.65170764923096
Round 2 | ****EPOCH 4****
Round 10 | epoch=9, current m_iou=0.7039475515244911
Round 10 | Best m_IoU is: 0.705, OA is: 0.925 | val costTime=185.38602685928345
Round 10 | ****EPOCH 9****
Step 00166100 L_out=0.287 Acc=0.93 --- 9081.02 ms/batch
Step 00002700 L_out=1.951 Acc=0.38 ---17020.16 ms/batch
Step 00166150 L_out=0.178 Acc=0.96 ---35544.27 ms/batch
Step 00002750 L_out=1.577 Acc=0.37 ---43256.29 ms/batch
Step 00166200 L_out=0.314 Acc=0.95 ---62028.65 ms/batch
Step 00002800 L_out=0.240 Acc=0.64 ---69925.17 ms/batch
Step 00166250 L_out=0.127 Acc=0.97 ---88618.75 ms/batch
Step 00002850 L_out=0.734 Acc=0.60 ---96552.36 ms/batch
Step 00166300 L_out=0.123 Acc=0.98 ---115077.43 ms/batch
Step 00002900 L_out=0.573 Acc=0.58 ---122736.23 ms/batch
Step 00166350 L_out=0.184 Acc=0.94 ---141156.41 ms/batch
Step 00002950 L_out=1.428 Acc=0.34 ---148969.97 ms/batch
Step 00166400 L_out=0.171 Acc=0.96 ---167720.76 ms/batch
Step 00003000 L_out=0.100 Acc=0.75 ---175567.43 ms/batch
Step 00166450 L_out=0.189 Acc=0.97 ---194125.91 ms/batch
Step 00003050 L_out=0.357 Acc=0.59 ---201871.47 ms/batch
Step 00166500 L_out=0.072 Acc=0.97 ---220315.33 ms/batch
Step 00003100 L_out=0.302 Acc=0.74 ---228166.89 ms/batch
Step 00166550 L_out=0.104 Acc=0.95 ---247340.92 ms/batch
Step 00003150 L_out=0.273 Acc=0.78 ---255160.44 ms/batch
Step 00166600 L_out=0.292 Acc=0.97 ---274702.30 ms/batch
Step 00003200 L_out=1.497 Acc=0.74 ---282736.33 ms/batch
Step 00166650 L_out=0.162 Acc=0.96 ---301777.71 ms/batch
Step 00003250 L_out=0.313 Acc=0.77 ---309491.20 ms/batch
Step 00166700 L_out=0.115 Acc=0.96 ---328940.49 ms/batch
Step 00003300 L_out=0.680 Acc=0.66 ---336808.44 ms/batch
Round 2 | epoch=4, train costTime=355.506795167923, | total_activation_sum=13989044
Step 00166750 L_out=0.170 Acc=0.95 ---355785.49 ms/batch
Round 10 | epoch=9, train costTime=355.78560161590576, | total_activation_sum=54027518
Round 2 | epoch=5, current m_iou=0.4963333171196356
Round 10 | epoch=10, current m_iou=0.6972488162111169
Round 10 | Best m_IoU is: 0.705, OA is: 0.925 | val costTime=188.29971933364868
Round 10 | ****EPOCH 10****
Round 2 | Best m_IoU is: 0.496, OA is: 0.794 | val costTime=188.9403338432312
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.082 Acc=0.78 --- 7990.41 ms/batch
Step 00166800 L_out=0.604 Acc=0.93 ---26518.36 ms/batch
Step 00003400 L_out=0.325 Acc=0.49 ---34462.13 ms/batch
Step 00166850 L_out=0.152 Acc=0.98 ---52945.99 ms/batch
Step 00003450 L_out=0.354 Acc=0.66 ---60939.50 ms/batch
Step 00166900 L_out=0.178 Acc=0.93 ---79302.23 ms/batch
Step 00003500 L_out=0.868 Acc=0.37 ---87317.50 ms/batch
Step 00166950 L_out=0.570 Acc=0.88 ---105750.87 ms/batch
Step 00003550 L_out=0.317 Acc=0.84 ---113816.74 ms/batch
Step 00167000 L_out=0.123 Acc=0.96 ---132162.21 ms/batch
Step 00003600 L_out=0.404 Acc=0.77 ---140244.49 ms/batch
Step 00167050 L_out=0.095 Acc=0.96 ---158688.55 ms/batch
Step 00003650 L_out=0.404 Acc=0.71 ---166627.71 ms/batch
Step 00167100 L_out=0.086 Acc=0.98 ---185832.88 ms/batch
Step 00003700 L_out=0.258 Acc=0.79 ---193750.80 ms/batch
Step 00167150 L_out=0.133 Acc=0.94 ---212637.33 ms/batch
Step 00003750 L_out=0.614 Acc=0.72 ---220582.64 ms/batch
Step 00167200 L_out=0.175 Acc=0.95 ---240161.55 ms/batch
Step 00003800 L_out=0.655 Acc=0.79 ---247647.68 ms/batch
Step 00167250 L_out=0.486 Acc=0.96 ---266559.74 ms/batch
Step 00003850 L_out=0.137 Acc=0.70 ---274039.98 ms/batch
Step 00167300 L_out=0.318 Acc=0.96 ---293326.48 ms/batch
Step 00003900 L_out=0.277 Acc=0.75 ---301388.94 ms/batch
Step 00167350 L_out=0.201 Acc=0.95 ---320678.10 ms/batch
Step 00003950 L_out=0.388 Acc=0.74 ---328709.77 ms/batch
Step 00167400 L_out=0.283 Acc=0.93 ---347652.68 ms/batch
Step 00004000 L_out=0.214 Acc=0.73 ---355164.01 ms/batch
Round 2 | epoch=5, train costTime=356.21841192245483, | total_activation_sum=13990871
Round 10 | epoch=10, train costTime=356.6511900424957, | total_activation_sum=53733795
Round 10 | epoch=11, current m_iou=0.6966110933957987
Round 10 | Best m_IoU is: 0.705, OA is: 0.925 | val costTime=181.18008422851562
Round 10 | ****EPOCH 11****
Round 2 | epoch=6, current m_iou=0.43654878174114675
Round 2 | Best m_IoU is: 0.496, OA is: 0.794 | val costTime=181.5676028728485
Round 2 | ****EPOCH 6****
Step 00167450 L_out=0.266 Acc=0.93 ---17960.48 ms/batch
Step 00004050 L_out=0.322 Acc=0.73 ---25876.87 ms/batch
Step 00167500 L_out=0.148 Acc=0.97 ---45077.74 ms/batch
Step 00004100 L_out=0.363 Acc=0.74 ---53012.90 ms/batch
Step 00167550 L_out=0.188 Acc=0.96 ---72117.27 ms/batch
Step 00004150 L_out=0.461 Acc=0.90 ---80105.77 ms/batch
Step 00167600 L_out=0.358 Acc=0.95 ---99200.15 ms/batch
Step 00004200 L_out=0.703 Acc=0.80 ---107154.79 ms/batch
Step 00167650 L_out=0.095 Acc=0.98 ---126018.09 ms/batch
Step 00004250 L_out=0.629 Acc=0.55 ---133919.01 ms/batch
Step 00167700 L_out=0.227 Acc=0.96 ---153297.28 ms/batch
Step 00004300 L_out=0.433 Acc=0.72 ---161122.46 ms/batch
Step 00167750 L_out=0.075 Acc=0.96 ---180358.71 ms/batch
Step 00004350 L_out=0.238 Acc=0.77 ---188718.11 ms/batch
Step 00167800 L_out=0.197 Acc=0.95 ---208073.64 ms/batch
Step 00004400 L_out=0.256 Acc=0.65 ---215916.83 ms/batch
Step 00167850 L_out=0.220 Acc=0.97 ---234846.27 ms/batch
Step 00004450 L_out=0.327 Acc=0.76 ---242830.10 ms/batch
Step 00167900 L_out=0.291 Acc=0.94 ---262053.34 ms/batch
Step 00004500 L_out=0.393 Acc=0.65 ---270014.94 ms/batch
Step 00167950 L_out=0.726 Acc=0.81 ---289112.09 ms/batch
Step 00004550 L_out=0.154 Acc=0.76 ---297212.05 ms/batch
Step 00168000 L_out=0.211 Acc=0.96 ---316196.59 ms/batch
Step 00004600 L_out=0.262 Acc=0.79 ---324160.93 ms/batch
Step 00168050 L_out=0.315 Acc=0.95 ---343301.21 ms/batch
Step 00004650 L_out=0.171 Acc=0.85 ---350949.53 ms/batch
Round 2 | epoch=6, train costTime=361.0923821926117, | total_activation_sum=13877681
Round 10 | epoch=11, train costTime=361.44412899017334, | total_activation_sum=54031584
Round 2 | epoch=7, current m_iou=0.48683885126918425
Round 2 | Best m_IoU is: 0.496, OA is: 0.794 | val costTime=187.6752004623413
Round 2 | ****EPOCH 7****
Round 10 | epoch=12, current m_iou=0.6991982526381526
Round 10 | Best m_IoU is: 0.705, OA is: 0.925 | val costTime=187.59722781181335
Round 10 | ****EPOCH 12****
Step 00168100 L_out=0.353 Acc=0.94 --- 8387.77 ms/batch
Step 00004700 L_out=0.438 Acc=0.82 ---16420.86 ms/batch
Step 00168150 L_out=0.444 Acc=0.92 ---34704.53 ms/batch
Step 00004750 L_out=0.933 Acc=0.71 ---42513.56 ms/batch
Step 00168200 L_out=0.111 Acc=0.98 ---61038.76 ms/batch
Step 00004800 L_out=0.322 Acc=0.75 ---68993.62 ms/batch
Step 00168250 L_out=0.188 Acc=0.96 ---88026.82 ms/batch
Step 00004850 L_out=0.276 Acc=0.70 ---95878.91 ms/batch
Step 00168300 L_out=0.292 Acc=0.93 ---114556.46 ms/batch
Step 00004900 L_out=1.218 Acc=0.57 ---122596.55 ms/batch
Step 00168350 L_out=0.284 Acc=0.96 ---141772.21 ms/batch
Step 00004950 L_out=0.161 Acc=0.83 ---149300.07 ms/batch
Step 00168400 L_out=0.142 Acc=0.98 ---168051.92 ms/batch
Step 00005000 L_out=0.812 Acc=0.72 ---175453.63 ms/batch
Step 00168450 L_out=0.121 Acc=0.98 ---194528.17 ms/batch
Step 00005050 L_out=0.200 Acc=0.82 ---201858.51 ms/batch
Step 00168500 L_out=0.259 Acc=0.96 ---220882.96 ms/batch
Step 00005100 L_out=0.394 Acc=0.76 ---228362.26 ms/batch
Step 00168550 L_out=0.117 Acc=0.96 ---247524.05 ms/batch
Step 00005150 L_out=0.310 Acc=0.73 ---254871.16 ms/batch
Step 00168600 L_out=0.082 Acc=0.97 ---273866.11 ms/batch
Step 00005200 L_out=0.215 Acc=0.80 ---281325.32 ms/batch
Step 00168650 L_out=0.214 Acc=0.95 ---300519.46 ms/batch
Step 00005250 L_out=0.304 Acc=0.74 ---307992.15 ms/batch
Step 00168700 L_out=0.049 Acc=0.99 ---326996.55 ms/batch
Step 00005300 L_out=0.383 Acc=0.75 ---334408.18 ms/batch
Round 2 | epoch=7, train costTime=354.1360583305359, | total_activation_sum=14034470
Step 00168750 L_out=0.484 Acc=0.95 ---354579.95 ms/batch
Round 10 | epoch=12, train costTime=355.0321350097656, | total_activation_sum=53912132
Round 2 | epoch=8, current m_iou=0.5570635136455677
Round 10 | epoch=13, current m_iou=0.7048007964349253
Round 10 | Best m_IoU is: 0.705, OA is: 0.925 | val costTime=187.5075705051422
Round 10 | ****EPOCH 13****
Round 2 | Best m_IoU is: 0.557, OA is: 0.852 | val costTime=188.8709626197815
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.127 Acc=0.93 --- 7423.94 ms/batch
Step 00168800 L_out=0.228 Acc=0.95 ---25880.34 ms/batch
Step 00005400 L_out=0.146 Acc=0.79 ---34192.51 ms/batch
Step 00168850 L_out=0.492 Acc=0.92 ---52647.56 ms/batch
Step 00005450 L_out=0.833 Acc=0.86 ---60651.84 ms/batch
Step 00168900 L_out=0.209 Acc=0.96 ---79069.08 ms/batch
Step 00005500 L_out=0.417 Acc=0.73 ---87042.01 ms/batch
Step 00168950 L_out=0.234 Acc=0.98 ---105694.26 ms/batch
Step 00005550 L_out=0.314 Acc=0.79 ---113737.01 ms/batch
Step 00169000 L_out=0.099 Acc=0.96 ---131840.50 ms/batch
Step 00005600 L_out=0.215 Acc=0.73 ---139848.99 ms/batch
Step 00169050 L_out=0.317 Acc=0.93 ---158129.67 ms/batch
Step 00005650 L_out=0.267 Acc=0.76 ---166044.78 ms/batch
Step 00169100 L_out=0.188 Acc=0.97 ---184613.24 ms/batch
Step 00005700 L_out=0.183 Acc=0.76 ---192600.79 ms/batch
Step 00169150 L_out=0.219 Acc=0.94 ---211025.56 ms/batch
Step 00005750 L_out=0.252 Acc=0.91 ---218999.88 ms/batch
Step 00169200 L_out=0.063 Acc=0.98 ---237544.96 ms/batch
Step 00005800 L_out=0.138 Acc=0.88 ---246175.93 ms/batch
Step 00169250 L_out=0.167 Acc=0.96 ---264811.27 ms/batch
Step 00005850 L_out=0.414 Acc=0.82 ---273246.80 ms/batch
Step 00169300 L_out=0.114 Acc=0.99 ---292264.09 ms/batch
Step 00005900 L_out=0.106 Acc=0.86 ---300988.93 ms/batch
Step 00169350 L_out=0.124 Acc=0.97 ---319483.39 ms/batch
Step 00005950 L_out=0.509 Acc=0.80 ---327890.33 ms/batch
Step 00169400 L_out=0.222 Acc=0.95 ---346387.39 ms/batch
Step 00006000 L_out=0.291 Acc=0.74 ---354612.85 ms/batch
Round 10 | epoch=13, train costTime=356.13181471824646, | total_activation_sum=53857419
Round 2 | epoch=8, train costTime=356.1477928161621, | total_activation_sum=13938866
Round 10 | epoch=14, current m_iou=0.7106203286793172
Round 10 | Best m_IoU is: 0.711, OA is: 0.927 | val costTime=187.78964018821716
Round 10 | ****EPOCH 14****
Round 2 | epoch=9, current m_iou=0.5586004173699348
Round 2 | Best m_IoU is: 0.559, OA is: 0.861 | val costTime=188.00310111045837
Round 2 | ****EPOCH 9****
Step 00169450 L_out=0.341 Acc=0.92 ---17026.93 ms/batch
Step 00006050 L_out=0.415 Acc=0.73 ---24909.51 ms/batch
Step 00169500 L_out=0.254 Acc=0.96 ---43624.72 ms/batch
Step 00006100 L_out=0.357 Acc=0.81 ---51558.75 ms/batch
Step 00169550 L_out=0.183 Acc=0.96 ---70233.45 ms/batch
Step 00006150 L_out=0.525 Acc=0.74 ---78127.83 ms/batch
Step 00169600 L_out=0.164 Acc=0.97 ---96784.56 ms/batch
Step 00006200 L_out=0.282 Acc=0.82 ---104727.23 ms/batch
Step 00169650 L_out=0.244 Acc=0.96 ---123274.41 ms/batch
Step 00006250 L_out=0.113 Acc=0.89 ---131208.87 ms/batch
Step 00169700 L_out=0.167 Acc=0.95 ---150227.74 ms/batch
Step 00006300 L_out=0.157 Acc=0.85 ---158182.51 ms/batch
Step 00169750 L_out=0.153 Acc=0.97 ---176794.92 ms/batch
Step 00006350 L_out=0.159 Acc=0.86 ---184642.48 ms/batch
Step 00169800 L_out=0.392 Acc=0.93 ---203073.50 ms/batch
Step 00006400 L_out=0.093 Acc=0.90 ---211011.42 ms/batch
Step 00169850 L_out=1.008 Acc=0.84 ---230598.10 ms/batch
Step 00006450 L_out=0.424 Acc=0.80 ---238355.06 ms/batch
Step 00169900 L_out=0.085 Acc=0.99 ---257424.69 ms/batch
Step 00006500 L_out=0.422 Acc=0.71 ---265293.59 ms/batch
Step 00169950 L_out=0.167 Acc=0.98 ---284557.52 ms/batch
Step 00006550 L_out=0.240 Acc=0.78 ---292836.38 ms/batch
Step 00170000 L_out=0.316 Acc=0.95 ---312002.96 ms/batch
Step 00006600 L_out=0.258 Acc=0.74 ---319341.34 ms/batch
Step 00170050 L_out=0.249 Acc=0.94 ---338611.86 ms/batch
Step 00006650 L_out=0.100 Acc=0.88 ---345989.18 ms/batch
Round 2 | epoch=9, train costTime=356.5832121372223, | total_activation_sum=14001270
Round 10 | epoch=14, train costTime=357.1379315853119, | total_activation_sum=54079580
Round 2 | epoch=10, current m_iou=0.6064593413414083
Round 10 | epoch=15, current m_iou=0.7073224654257603
Round 10 | Best m_IoU is: 0.711, OA is: 0.927 | val costTime=188.2797224521637
Round 10 | ****EPOCH 15****
Round 2 | Best m_IoU is: 0.606, OA is: 0.879 | val costTime=188.7305715084076
Round 2 | ****EPOCH 10****
Step 00170100 L_out=0.102 Acc=0.97 --- 7870.58 ms/batch
Step 00006700 L_out=0.205 Acc=0.87 ---15979.13 ms/batch
Step 00170150 L_out=0.302 Acc=0.95 ---34450.32 ms/batch
Step 00006750 L_out=0.229 Acc=0.79 ---42509.02 ms/batch
Step 00170200 L_out=0.447 Acc=0.92 ---60823.85 ms/batch
Step 00006800 L_out=0.114 Acc=0.87 ---68791.55 ms/batch
Step 00170250 L_out=0.066 Acc=0.98 ---87168.60 ms/batch
Step 00006850 L_out=0.400 Acc=0.84 ---95254.81 ms/batch
Step 00170300 L_out=0.234 Acc=0.94 ---113610.67 ms/batch
Step 00006900 L_out=0.390 Acc=0.79 ---121737.77 ms/batch
Step 00170350 L_out=0.375 Acc=0.94 ---140541.05 ms/batch
Step 00006950 L_out=0.183 Acc=0.78 ---148359.47 ms/batch
Step 00170400 L_out=1.159 Acc=0.89 ---167167.69 ms/batch
Step 00007000 L_out=1.161 Acc=0.76 ---174569.33 ms/batch
Step 00170450 L_out=0.268 Acc=0.95 ---193441.38 ms/batch
Step 00007050 L_out=0.122 Acc=0.83 ---200842.75 ms/batch
Step 00170500 L_out=0.129 Acc=0.97 ---219880.28 ms/batch
Step 00007100 L_out=0.098 Acc=0.86 ---227271.23 ms/batch
Step 00170550 L_out=0.281 Acc=0.95 ---246304.00 ms/batch
Step 00007150 L_out=0.974 Acc=0.71 ---253922.15 ms/batch
Step 00170600 L_out=0.221 Acc=0.94 ---272895.58 ms/batch
Step 00007200 L_out=0.254 Acc=0.74 ---280462.01 ms/batch
Step 00170650 L_out=0.109 Acc=0.99 ---299348.94 ms/batch
Step 00007250 L_out=0.083 Acc=0.90 ---307062.84 ms/batch
Step 00170700 L_out=0.437 Acc=0.95 ---325886.11 ms/batch
Step 00007300 L_out=0.292 Acc=0.83 ---333288.95 ms/batch
Step 00170750 L_out=0.324 Acc=0.95 ---352116.05 ms/batch
Round 2 | epoch=10, train costTime=352.7787184715271, | total_activation_sum=13979919
Round 10 | epoch=15, train costTime=353.19929337501526, | total_activation_sum=53702865
Round 2 | epoch=11, current m_iou=0.6206212020654974
Round 10 | epoch=16, current m_iou=0.7066677742740224
Round 10 | Best m_IoU is: 0.711, OA is: 0.927 | val costTime=181.641033411026
Round 10 | ****EPOCH 16****
Round 2 | Best m_IoU is: 0.621, OA is: 0.882 | val costTime=182.21862697601318
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.193 Acc=0.91 --- 6943.32 ms/batch
Step 00170800 L_out=0.133 Acc=0.96 ---25445.98 ms/batch
Step 00007400 L_out=0.164 Acc=0.84 ---33297.66 ms/batch
Step 00170850 L_out=0.215 Acc=0.97 ---52190.32 ms/batch
Step 00007450 L_out=0.061 Acc=0.87 ---60145.76 ms/batch
Step 00170900 L_out=0.127 Acc=0.97 ---79444.36 ms/batch
Step 00007500 L_out=0.139 Acc=0.82 ---87342.59 ms/batch
Step 00170950 L_out=0.097 Acc=0.97 ---106479.58 ms/batch
Step 00007550 L_out=0.107 Acc=0.84 ---114253.83 ms/batch
Step 00171000 L_out=0.129 Acc=0.98 ---133574.97 ms/batch
Step 00007600 L_out=0.279 Acc=0.88 ---140693.28 ms/batch
Step 00171050 L_out=0.090 Acc=0.99 ---160520.62 ms/batch
Step 00007650 L_out=0.229 Acc=0.84 ---167984.90 ms/batch
Step 00171100 L_out=0.061 Acc=0.98 ---187785.69 ms/batch
Step 00007700 L_out=0.352 Acc=0.83 ---195245.53 ms/batch
Step 00171150 L_out=0.101 Acc=0.98 ---215483.56 ms/batch
Step 00007750 L_out=0.120 Acc=0.81 ---222181.17 ms/batch
Step 00171200 L_out=0.566 Acc=0.94 ---241962.23 ms/batch
Step 00007800 L_out=0.218 Acc=0.85 ---248927.68 ms/batch
Step 00171250 L_out=0.059 Acc=0.99 ---268814.79 ms/batch
Step 00007850 L_out=0.414 Acc=0.87 ---275890.68 ms/batch
Step 00171300 L_out=0.349 Acc=0.95 ---295650.92 ms/batch
Step 00007900 L_out=0.159 Acc=0.80 ---302488.51 ms/batch
Step 00171350 L_out=0.209 Acc=0.97 ---322161.18 ms/batch
Step 00007950 L_out=0.148 Acc=0.85 ---329151.40 ms/batch
Step 00171400 L_out=0.075 Acc=0.98 ---348815.62 ms/batch
Step 00008000 L_out=0.345 Acc=0.82 ---355729.24 ms/batch
Round 2 | epoch=11, train costTime=357.79918003082275, | total_activation_sum=14137979
Round 10 | epoch=16, train costTime=358.77188181877136, | total_activation_sum=53854151
Round 10 | epoch=17, current m_iou=0.7039040513639037
Round 10 | Best m_IoU is: 0.711, OA is: 0.927 | val costTime=180.7066707611084
Round 10 | ****EPOCH 17****
Round 2 | epoch=12, current m_iou=0.6202763309641715
Round 2 | Best m_IoU is: 0.621, OA is: 0.882 | val costTime=181.62904024124146
Round 2 | ****EPOCH 12****
Step 00171450 L_out=0.143 Acc=0.97 ---16313.63 ms/batch
Step 00008050 L_out=0.367 Acc=0.85 ---24341.73 ms/batch
Step 00171500 L_out=0.201 Acc=0.96 ---42885.42 ms/batch
Step 00008100 L_out=0.259 Acc=0.89 ---50826.53 ms/batch
Step 00171550 L_out=0.327 Acc=0.96 ---69252.13 ms/batch
Step 00008150 L_out=0.085 Acc=0.80 ---77188.64 ms/batch
Step 00171600 L_out=0.121 Acc=0.98 ---95405.52 ms/batch
Step 00008200 L_out=0.139 Acc=0.92 ---103438.83 ms/batch
Step 00171650 L_out=0.186 Acc=0.96 ---121959.67 ms/batch
Step 00008250 L_out=0.199 Acc=0.89 ---130204.29 ms/batch
Step 00171700 L_out=0.263 Acc=0.97 ---148692.98 ms/batch
Step 00008300 L_out=0.562 Acc=0.69 ---156707.87 ms/batch
Step 00171750 L_out=0.233 Acc=0.92 ---175121.09 ms/batch
Step 00008350 L_out=0.038 Acc=0.86 ---183030.33 ms/batch
Step 00171800 L_out=0.175 Acc=0.95 ---201913.03 ms/batch
Step 00008400 L_out=0.272 Acc=0.87 ---210021.51 ms/batch
Step 00171850 L_out=0.118 Acc=0.98 ---228631.17 ms/batch
Step 00008450 L_out=0.106 Acc=0.81 ---236605.59 ms/batch
Step 00171900 L_out=0.148 Acc=0.97 ---254985.97 ms/batch
Step 00008500 L_out=0.162 Acc=0.86 ---262996.84 ms/batch
Step 00171950 L_out=0.102 Acc=0.98 ---282198.12 ms/batch
Step 00008550 L_out=0.645 Acc=0.83 ---290182.26 ms/batch
Step 00172000 L_out=0.119 Acc=0.98 ---309624.74 ms/batch
Step 00008600 L_out=0.299 Acc=0.75 ---317825.35 ms/batch
Step 00172050 L_out=0.179 Acc=0.97 ---336850.24 ms/batch
Step 00008650 L_out=0.322 Acc=0.79 ---344331.14 ms/batch
Round 2 | epoch=12, train costTime=355.4410743713379, | total_activation_sum=13805198
Round 10 | epoch=17, train costTime=355.874951839447, | total_activation_sum=53998019
Round 10 | epoch=18, current m_iou=0.7059976353002078
Round 10 | Best m_IoU is: 0.711, OA is: 0.927 | val costTime=164.13444781303406
Round 10 | ****EPOCH 18****
Round 2 | epoch=13, current m_iou=0.6221809485580503
Round 2 | Best m_IoU is: 0.622, OA is: 0.884 | val costTime=167.79135036468506
Round 2 | ****EPOCH 13****
Step 00172100 L_out=0.532 Acc=0.96 --- 6790.61 ms/batch
Step 00008700 L_out=0.088 Acc=0.55 ---15377.86 ms/batch
Step 00172150 L_out=0.145 Acc=0.96 ---33384.73 ms/batch
Step 00008750 L_out=0.111 Acc=0.63 ---42233.85 ms/batch
Step 00172200 L_out=0.239 Acc=0.97 ---60105.22 ms/batch
Step 00008800 L_out=0.085 Acc=0.79 ---68763.00 ms/batch
Step 00172250 L_out=0.083 Acc=0.98 ---86736.23 ms/batch
Step 00008850 L_out=0.186 Acc=0.78 ---95229.05 ms/batch
Step 00172300 L_out=0.583 Acc=0.93 ---113094.65 ms/batch
Step 00008900 L_out=0.300 Acc=0.81 ---122016.87 ms/batch
Step 00172350 L_out=0.079 Acc=0.97 ---139996.11 ms/batch
Step 00008950 L_out=0.038 Acc=0.79 ---148519.45 ms/batch
Step 00172400 L_out=0.278 Acc=0.96 ---166458.68 ms/batch
Step 00009000 L_out=0.128 Acc=0.79 ---175159.26 ms/batch
Step 00172450 L_out=0.083 Acc=0.98 ---193153.05 ms/batch
Step 00009050 L_out=0.103 Acc=0.89 ---201187.73 ms/batch
Step 00172500 L_out=0.058 Acc=0.98 ---219794.65 ms/batch
Step 00009100 L_out=0.395 Acc=0.82 ---228176.21 ms/batch
Step 00172550 L_out=0.055 Acc=0.98 ---246717.98 ms/batch
Step 00009150 L_out=0.442 Acc=0.85 ---255339.46 ms/batch
Step 00172600 L_out=0.125 Acc=0.98 ---274119.73 ms/batch
Step 00009200 L_out=0.077 Acc=0.87 ---282103.31 ms/batch
Step 00172650 L_out=0.198 Acc=0.97 ---300332.73 ms/batch
Step 00009250 L_out=0.163 Acc=0.89 ---308457.49 ms/batch
Step 00172700 L_out=0.073 Acc=0.98 ---326842.63 ms/batch
Step 00009300 L_out=0.089 Acc=0.85 ---334708.34 ms/batch
Step 00172750 L_out=0.178 Acc=0.94 ---353388.08 ms/batch
Round 10 | epoch=18, train costTime=355.0773289203644, | total_activation_sum=54003155
Round 2 | epoch=13, train costTime=354.75552773475647, | total_activation_sum=14042199
Round 10 | epoch=19, current m_iou=0.7066401879835251
Round 10 | Best m_IoU is: 0.711, OA is: 0.927 | val costTime=183.67164254188538
Round 10 | ****EPOCH 19****
Round 2 | epoch=14, current m_iou=0.6281472630001501
Round 2 | Best m_IoU is: 0.628, OA is: 0.897 | val costTime=181.27274775505066
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.359 Acc=0.73 --- 6274.75 ms/batch
Step 00172800 L_out=0.391 Acc=0.97 ---25152.55 ms/batch
Step 00009400 L_out=0.202 Acc=0.86 ---33518.18 ms/batch
Step 00172850 L_out=0.172 Acc=0.95 ---52406.97 ms/batch
Step 00009450 L_out=0.093 Acc=0.92 ---60601.82 ms/batch
Step 00172900 L_out=0.153 Acc=0.94 ---79560.74 ms/batch
Step 00009500 L_out=0.350 Acc=0.87 ---87802.20 ms/batch
Step 00172950 L_out=0.240 Acc=0.93 ---106808.92 ms/batch
Step 00009550 L_out=0.248 Acc=0.84 ---114936.99 ms/batch
Step 00173000 L_out=0.072 Acc=0.97 ---133450.59 ms/batch
Step 00009600 L_out=0.179 Acc=0.88 ---141849.29 ms/batch
Step 00173050 L_out=0.583 Acc=0.92 ---160987.27 ms/batch
Step 00009650 L_out=0.089 Acc=0.92 ---169030.93 ms/batch
Step 00173100 L_out=0.260 Acc=0.96 ---188029.26 ms/batch
Step 00009700 L_out=0.134 Acc=0.82 ---196355.86 ms/batch
Step 00173150 L_out=0.123 Acc=0.95 ---215285.69 ms/batch
Step 00009750 L_out=0.404 Acc=0.77 ---223203.28 ms/batch
Step 00173200 L_out=0.100 Acc=0.97 ---242371.73 ms/batch
Step 00009800 L_out=0.208 Acc=0.87 ---250623.75 ms/batch
Step 00173250 L_out=0.239 Acc=0.96 ---269377.64 ms/batch
Step 00009850 L_out=0.356 Acc=0.74 ---277510.19 ms/batch
Step 00173300 L_out=0.056 Acc=0.98 ---296583.97 ms/batch
Step 00009900 L_out=0.098 Acc=0.85 ---304147.81 ms/batch
Step 00173350 L_out=0.159 Acc=0.97 ---323116.78 ms/batch
Step 00009950 L_out=0.513 Acc=0.77 ---330850.48 ms/batch
Step 00173400 L_out=0.133 Acc=0.97 ---349767.57 ms/batch
Step 00010000 L_out=0.065 Acc=0.78 ---357526.97 ms/batch
Round 10 | epoch=19, train costTime=360.5424621105194, | total_activation_sum=53979417
Round 2 | epoch=14, train costTime=360.2126338481903, | total_activation_sum=13862894
Round 2 | epoch=15, current m_iou=0.6319513205207986
Round 2 | Best m_IoU is: 0.632, OA is: 0.895 | val costTime=178.59218430519104
Round 2 | ****EPOCH 15****
Round 10 | epoch=20, current m_iou=0.7056219855683696
Round 10 | Best m_IoU is: 0.711, OA is: 0.927 | val costTime=179.06130290031433
Round 10 | ****EPOCH 20****
Step 00173450 L_out=0.385 Acc=0.95 ---15935.70 ms/batch
Step 00010050 L_out=0.229 Acc=0.90 ---24030.67 ms/batch
Step 00173500 L_out=0.099 Acc=0.98 ---42676.51 ms/batch
Step 00010100 L_out=0.092 Acc=0.91 ---50664.36 ms/batch
Step 00173550 L_out=0.079 Acc=0.98 ---69032.02 ms/batch
Step 00010150 L_out=0.063 Acc=0.91 ---76993.20 ms/batch
Step 00173600 L_out=0.185 Acc=0.95 ---95438.86 ms/batch
Step 00010200 L_out=0.058 Acc=0.89 ---103141.54 ms/batch
Step 00173650 L_out=0.302 Acc=0.97 ---123077.01 ms/batch
Step 00010250 L_out=0.229 Acc=0.87 ---130799.66 ms/batch
Step 00173700 L_out=0.209 Acc=0.96 ---149899.02 ms/batch
Step 00010300 L_out=0.262 Acc=0.67 ---157742.09 ms/batch
Step 00173750 L_out=0.080 Acc=0.98 ---177079.78 ms/batch
Step 00010350 L_out=0.309 Acc=0.83 ---185068.99 ms/batch
Step 00173800 L_out=0.283 Acc=0.96 ---204030.98 ms/batch
Step 00010400 L_out=0.230 Acc=0.87 ---211986.63 ms/batch
Step 00173850 L_out=0.124 Acc=0.97 ---231707.11 ms/batch
Step 00010450 L_out=0.259 Acc=0.80 ---239166.17 ms/batch
Step 00173900 L_out=0.595 Acc=0.94 ---258119.98 ms/batch
Step 00010500 L_out=0.162 Acc=0.87 ---265669.44 ms/batch
Step 00173950 L_out=0.072 Acc=0.98 ---284443.67 ms/batch
Step 00010550 L_out=0.192 Acc=0.85 ---291870.00 ms/batch
Step 00174000 L_out=0.207 Acc=0.96 ---310654.63 ms/batch
Step 00010600 L_out=0.113 Acc=0.85 ---318465.77 ms/batch
Step 00174050 L_out=0.109 Acc=0.95 ---337663.13 ms/batch
Step 00010650 L_out=0.093 Acc=0.81 ---345227.24 ms/batch
Round 2 | epoch=15, train costTime=356.99354910850525, | total_activation_sum=14019605
Round 10 | epoch=20, train costTime=357.36697602272034, | total_activation_sum=53956246
Round 2 | epoch=16, current m_iou=0.6359534483768268
Round 10 | epoch=21, current m_iou=0.7025819158158396
Round 10 | Best m_IoU is: 0.711, OA is: 0.927 | val costTime=185.6987202167511
Round 10 | ****EPOCH 21****
Round 2 | Best m_IoU is: 0.636, OA is: 0.896 | val costTime=186.53785395622253
Round 2 | ****EPOCH 16****
Step 00174100 L_out=0.284 Acc=0.97 --- 7054.25 ms/batch
Step 00010700 L_out=0.144 Acc=0.87 ---15193.50 ms/batch
Step 00174150 L_out=0.374 Acc=0.96 ---34352.62 ms/batch
Step 00010750 L_out=0.106 Acc=0.86 ---42500.25 ms/batch
Step 00174200 L_out=0.237 Acc=0.96 ---61263.81 ms/batch
Step 00010800 L_out=0.368 Acc=0.66 ---68759.53 ms/batch
Step 00174250 L_out=0.283 Acc=0.94 ---87568.70 ms/batch
Step 00010850 L_out=0.063 Acc=0.91 ---95354.20 ms/batch
Step 00174300 L_out=0.287 Acc=0.97 ---114486.98 ms/batch
Step 00010900 L_out=0.146 Acc=0.87 ---122117.05 ms/batch
Step 00174350 L_out=0.160 Acc=0.98 ---141126.54 ms/batch
Step 00010950 L_out=0.183 Acc=0.93 ---148598.66 ms/batch
Step 00174400 L_out=0.199 Acc=0.97 ---167361.43 ms/batch
Step 00011000 L_out=0.056 Acc=0.92 ---174892.67 ms/batch
Step 00174450 L_out=0.130 Acc=0.96 ---193917.61 ms/batch
Step 00011050 L_out=0.194 Acc=0.94 ---201584.52 ms/batch
Step 00174500 L_out=0.219 Acc=0.96 ---220389.56 ms/batch
Step 00011100 L_out=0.230 Acc=0.89 ---228043.51 ms/batch
Step 00174550 L_out=0.184 Acc=0.95 ---247009.13 ms/batch
Step 00011150 L_out=0.179 Acc=0.87 ---254608.13 ms/batch
Step 00174600 L_out=0.194 Acc=0.96 ---273570.42 ms/batch
Step 00011200 L_out=0.123 Acc=0.90 ---281221.42 ms/batch
Step 00174650 L_out=0.206 Acc=0.97 ---300272.45 ms/batch
Step 00011250 L_out=0.369 Acc=0.85 ---307707.93 ms/batch
Step 00174700 L_out=0.115 Acc=0.96 ---326660.40 ms/batch
Step 00011300 L_out=0.252 Acc=0.82 ---334152.14 ms/batch
Step 00174750 L_out=0.159 Acc=0.96 ---352853.41 ms/batch
Round 2 | epoch=16, train costTime=354.5910530090332, | total_activation_sum=14115810
Round 10 | epoch=21, train costTime=354.9369463920593, | total_activation_sum=53687742
Round 2 | epoch=17, current m_iou=0.6431396845227668
Round 10 | epoch=22, current m_iou=0.7015967521854689
Round 10 | Best m_IoU is: 0.711, OA is: 0.927 | val costTime=186.42580342292786
Round 10 | ****EPOCH 22****
Round 2 | Best m_IoU is: 0.643, OA is: 0.903 | val costTime=186.85328602790833
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.089 Acc=0.82 --- 5705.59 ms/batch
Step 00174800 L_out=0.146 Acc=0.96 ---23921.56 ms/batch
Step 00011400 L_out=0.172 Acc=0.78 ---32024.21 ms/batch
Step 00174850 L_out=0.167 Acc=0.97 ---50210.07 ms/batch
Step 00011450 L_out=0.161 Acc=0.86 ---58489.12 ms/batch
Step 00174900 L_out=0.182 Acc=0.96 ---76785.19 ms/batch
Step 00011500 L_out=0.158 Acc=0.94 ---84622.15 ms/batch
Step 00174950 L_out=0.141 Acc=0.97 ---103022.50 ms/batch
Step 00011550 L_out=0.112 Acc=0.88 ---110945.67 ms/batch
Step 00175000 L_out=0.147 Acc=0.97 ---129182.88 ms/batch
Step 00011600 L_out=1.024 Acc=0.78 ---137305.79 ms/batch
Step 00175050 L_out=0.148 Acc=0.95 ---155841.26 ms/batch
Step 00011650 L_out=0.175 Acc=0.73 ---164038.49 ms/batch
Step 00175100 L_out=0.106 Acc=0.98 ---182351.46 ms/batch
Step 00011700 L_out=0.153 Acc=0.85 ---190435.28 ms/batch
Step 00175150 L_out=0.067 Acc=0.97 ---208926.73 ms/batch
Step 00011750 L_out=0.224 Acc=0.86 ---217795.89 ms/batch
Step 00175200 L_out=0.210 Acc=0.97 ---236619.62 ms/batch
Step 00011800 L_out=0.121 Acc=0.87 ---244643.65 ms/batch
Step 00175250 L_out=0.175 Acc=0.98 ---262899.94 ms/batch
Step 00011850 L_out=0.060 Acc=0.84 ---270902.65 ms/batch
Step 00175300 L_out=0.298 Acc=0.94 ---290002.82 ms/batch
Step 00011900 L_out=0.532 Acc=0.75 ---298899.35 ms/batch
Step 00175350 L_out=0.120 Acc=0.98 ---317577.28 ms/batch
Step 00011950 L_out=0.165 Acc=0.88 ---325386.01 ms/batch
Step 00175400 L_out=0.115 Acc=0.98 ---344315.10 ms/batch
Step 00012000 L_out=0.197 Acc=0.77 ---352264.90 ms/batch
Round 10 | epoch=22, train costTime=355.61994910240173, | total_activation_sum=54047867
Round 2 | epoch=17, train costTime=355.4786388874054, | total_activation_sum=13932704
Round 10 | epoch=23, current m_iou=0.7007232584316407
Round 10 | Best m_IoU is: 0.711, OA is: 0.927 | val costTime=186.08402705192566
Round 10 | ****EPOCH 23****
Round 2 | epoch=18, current m_iou=0.6544770086840505
Round 2 | Best m_IoU is: 0.654, OA is: 0.904 | val costTime=187.62955474853516
Round 2 | ****EPOCH 18****
Step 00175450 L_out=0.043 Acc=0.99 ---15318.24 ms/batch
Step 00012050 L_out=0.135 Acc=0.93 ---23608.62 ms/batch
Step 00175500 L_out=0.060 Acc=0.98 ---42244.69 ms/batch
Step 00012100 L_out=0.203 Acc=0.87 ---50625.17 ms/batch
Step 00175550 L_out=0.103 Acc=0.97 ---70120.38 ms/batch
Step 00012150 L_out=0.095 Acc=0.87 ---77907.32 ms/batch
Step 00175600 L_out=0.381 Acc=0.95 ---96618.16 ms/batch
Step 00012200 L_out=0.280 Acc=0.84 ---104344.61 ms/batch
Step 00175650 L_out=0.092 Acc=0.99 ---122752.87 ms/batch
Step 00012250 L_out=0.440 Acc=0.73 ---130274.82 ms/batch
Step 00175700 L_out=0.279 Acc=0.96 ---149565.60 ms/batch
Step 00012300 L_out=0.237 Acc=0.83 ---157189.41 ms/batch
Step 00175750 L_out=0.153 Acc=0.95 ---176463.72 ms/batch
Step 00012350 L_out=0.028 Acc=0.94 ---184188.77 ms/batch
Step 00175800 L_out=0.126 Acc=0.97 ---203545.16 ms/batch
Step 00012400 L_out=0.206 Acc=0.95 ---211295.13 ms/batch
Step 00175850 L_out=0.242 Acc=0.97 ---230588.85 ms/batch
Step 00012450 L_out=0.059 Acc=0.87 ---238389.26 ms/batch
Step 00175900 L_out=0.103 Acc=0.96 ---257711.88 ms/batch
Step 00012500 L_out=0.162 Acc=0.86 ---265485.05 ms/batch
Step 00175950 L_out=0.586 Acc=0.97 ---284895.90 ms/batch
Step 00012550 L_out=0.243 Acc=0.75 ---292674.59 ms/batch
Step 00176000 L_out=0.068 Acc=0.98 ---312187.99 ms/batch
Step 00012600 L_out=0.275 Acc=0.89 ---319767.65 ms/batch
Step 00176050 L_out=0.147 Acc=0.97 ---339341.84 ms/batch
Step 00012650 L_out=0.183 Acc=0.92 ---347036.67 ms/batch
Round 10 | epoch=23, train costTime=359.9309844970703, | total_activation_sum=53840024
Round 2 | epoch=18, train costTime=359.4062786102295, | total_activation_sum=14032988
Round 2 | epoch=19, current m_iou=0.6590157425115553
Round 2 | Best m_IoU is: 0.659, OA is: 0.904 | val costTime=177.4378798007965
Round 2 | ****EPOCH 19****
Round 10 | epoch=24, current m_iou=0.7006247942361995
Round 10 | Best m_IoU is: 0.711, OA is: 0.927 | val costTime=179.9726333618164
Round 10 | ****EPOCH 24****
Step 00176100 L_out=0.199 Acc=0.97 --- 6354.35 ms/batch
Step 00012700 L_out=0.162 Acc=0.80 ---14058.69 ms/batch
Step 00176150 L_out=0.382 Acc=0.96 ---32685.96 ms/batch
Step 00012750 L_out=0.259 Acc=0.78 ---40286.60 ms/batch
Step 00176200 L_out=0.142 Acc=0.97 ---59648.96 ms/batch
Step 00012800 L_out=0.080 Acc=0.90 ---67113.65 ms/batch
Step 00176250 L_out=0.291 Acc=0.94 ---86151.31 ms/batch
Step 00012850 L_out=0.106 Acc=0.90 ---93722.56 ms/batch
Step 00176300 L_out=0.285 Acc=0.95 ---112965.16 ms/batch
Step 00012900 L_out=0.083 Acc=0.91 ---120509.22 ms/batch
Step 00176350 L_out=0.129 Acc=0.96 ---139765.32 ms/batch
Step 00012950 L_out=0.101 Acc=0.91 ---147449.58 ms/batch
Step 00176400 L_out=0.078 Acc=0.99 ---167080.81 ms/batch
Step 00013000 L_out=0.106 Acc=0.91 ---174774.38 ms/batch
Step 00176450 L_out=0.346 Acc=0.92 ---193986.02 ms/batch
Step 00013050 L_out=0.188 Acc=0.82 ---201309.35 ms/batch
Step 00176500 L_out=0.126 Acc=0.96 ---220415.26 ms/batch
Step 00013100 L_out=0.139 Acc=0.84 ---227712.65 ms/batch
Step 00176550 L_out=0.162 Acc=0.96 ---246983.96 ms/batch
Step 00013150 L_out=0.205 Acc=0.90 ---253757.64 ms/batch
Step 00176600 L_out=0.098 Acc=0.96 ---273720.32 ms/batch
Step 00013200 L_out=0.187 Acc=0.91 ---280833.31 ms/batch
Step 00176650 L_out=0.043 Acc=0.99 ---300765.71 ms/batch
Step 00013250 L_out=0.080 Acc=0.95 ---307704.59 ms/batch
Step 00176700 L_out=0.169 Acc=0.96 ---327642.06 ms/batch
Step 00013300 L_out=0.171 Acc=0.89 ---334665.98 ms/batch
Step 00176750 L_out=0.151 Acc=0.94 ---355046.77 ms/batch
Round 2 | epoch=19, train costTime=356.574791431427, | total_activation_sum=13938369
Round 10 | epoch=24, train costTime=357.5211534500122, | total_activation_sum=53923906
Round 2 | epoch=20, current m_iou=0.6518617035599161
Round 2 | Best m_IoU is: 0.659, OA is: 0.904 | val costTime=187.30548739433289
Round 2 | ****EPOCH 20****
Round 10 | epoch=25, current m_iou=0.7060666115691967
Round 10 | Best m_IoU is: 0.711, OA is: 0.927 | val costTime=185.0548701286316
Round 10 | ****EPOCH 25****
Step 00013350 L_out=0.132 Acc=0.85 --- 5193.41 ms/batch
Step 00176800 L_out=0.222 Acc=0.95 ---23758.19 ms/batch
Step 00013400 L_out=0.251 Acc=0.77 ---31728.53 ms/batch
Step 00176850 L_out=0.456 Acc=0.95 ---50347.75 ms/batch
Step 00013450 L_out=0.096 Acc=0.89 ---58462.24 ms/batch
Step 00176900 L_out=0.166 Acc=0.97 ---77136.29 ms/batch
Step 00013500 L_out=0.134 Acc=0.89 ---85373.94 ms/batch
Step 00176950 L_out=0.112 Acc=0.98 ---104008.78 ms/batch
Step 00013550 L_out=0.206 Acc=0.83 ---112030.00 ms/batch
Step 00177000 L_out=0.050 Acc=0.98 ---130898.81 ms/batch
Step 00013600 L_out=0.295 Acc=0.86 ---138999.53 ms/batch
Step 00177050 L_out=0.078 Acc=0.98 ---157545.90 ms/batch
Step 00013650 L_out=0.070 Acc=0.94 ---165614.73 ms/batch
Step 00177100 L_out=0.189 Acc=0.98 ---184112.71 ms/batch
Step 00013700 L_out=0.121 Acc=0.84 ---192091.84 ms/batch
Step 00177150 L_out=0.169 Acc=0.96 ---210819.39 ms/batch
Step 00013750 L_out=0.150 Acc=0.92 ---218819.09 ms/batch
Step 00177200 L_out=0.174 Acc=0.98 ---237493.03 ms/batch
Step 00013800 L_out=0.185 Acc=0.79 ---245299.27 ms/batch
Step 00177250 L_out=0.077 Acc=0.97 ---263775.62 ms/batch
Step 00013850 L_out=0.099 Acc=0.93 ---272034.09 ms/batch
Step 00177300 L_out=0.199 Acc=0.98 ---290600.41 ms/batch
Step 00013900 L_out=0.183 Acc=0.86 ---298739.96 ms/batch
Step 00177350 L_out=0.082 Acc=0.97 ---317293.04 ms/batch
Step 00013950 L_out=0.151 Acc=0.90 ---325504.10 ms/batch
Step 00177400 L_out=0.143 Acc=0.97 ---344264.55 ms/batch
Step 00014000 L_out=0.141 Acc=0.91 ---352415.83 ms/batch
Round 2 | epoch=20, train costTime=356.177916765213, | total_activation_sum=14075722
Round 10 | epoch=25, train costTime=356.040554523468, | total_activation_sum=53829722
Round 2 | epoch=21, current m_iou=0.6431416163759986
Round 2 | Best m_IoU is: 0.659, OA is: 0.904 | val costTime=185.1743094921112
Round 2 | ****EPOCH 21****
Round 10 | epoch=26, current m_iou=0.707089212777578
Round 10 | Best m_IoU is: 0.711, OA is: 0.927 | val costTime=185.82001066207886
Round 10 | ****EPOCH 26****
Step 00177450 L_out=0.051 Acc=0.97 ---15322.36 ms/batch
Step 00014050 L_out=0.165 Acc=0.82 ---23018.80 ms/batch
Step 00177500 L_out=0.156 Acc=0.97 ---41662.39 ms/batch
Step 00014100 L_out=0.089 Acc=0.91 ---49831.88 ms/batch
Step 00177550 L_out=0.054 Acc=0.97 ---68463.05 ms/batch
Step 00014150 L_out=0.119 Acc=0.88 ---76686.65 ms/batch
Step 00177600 L_out=0.111 Acc=0.98 ---95054.07 ms/batch
Step 00014200 L_out=0.272 Acc=0.81 ---103174.53 ms/batch
Step 00177650 L_out=0.269 Acc=0.94 ---121817.03 ms/batch
Step 00014250 L_out=0.192 Acc=0.85 ---130028.35 ms/batch
Step 00177700 L_out=0.151 Acc=0.96 ---148713.56 ms/batch
Step 00014300 L_out=0.097 Acc=0.83 ---157027.22 ms/batch
Step 00177750 L_out=0.163 Acc=0.94 ---175745.87 ms/batch
Step 00014350 L_out=0.179 Acc=0.96 ---184069.48 ms/batch
Step 00177800 L_out=0.150 Acc=0.97 ---202895.01 ms/batch
Step 00014400 L_out=0.326 Acc=0.81 ---211285.84 ms/batch
Step 00177850 L_out=0.041 Acc=0.98 ---229806.87 ms/batch
Step 00014450 L_out=0.123 Acc=0.86 ---238249.45 ms/batch
Step 00177900 L_out=0.157 Acc=0.99 ---256849.88 ms/batch
Step 00014500 L_out=0.035 Acc=0.97 ---265321.99 ms/batch
Step 00177950 L_out=0.140 Acc=0.97 ---283844.45 ms/batch
Step 00014550 L_out=0.078 Acc=0.87 ---292473.77 ms/batch
Step 00178000 L_out=0.132 Acc=0.96 ---310921.91 ms/batch
Step 00014600 L_out=0.185 Acc=0.79 ---319671.21 ms/batch
Step 00178050 L_out=0.159 Acc=0.97 ---338384.67 ms/batch
Step 00014650 L_out=0.098 Acc=0.86 ---347405.01 ms/batch
Round 2 | epoch=21, train costTime=360.20093965530396, | total_activation_sum=13989049
Round 10 | epoch=26, train costTime=359.72347497940063, | total_activation_sum=54040754
Round 2 | epoch=22, current m_iou=0.6365664213192143
Round 2 | Best m_IoU is: 0.659, OA is: 0.904 | val costTime=183.87792325019836
Round 2 | ****EPOCH 22****
Round 10 | epoch=27, current m_iou=0.7047484561182267
Round 10 | Best m_IoU is: 0.711, OA is: 0.927 | val costTime=183.77541971206665
Round 10 | ****EPOCH 27****
Step 00178100 L_out=0.147 Acc=0.98 --- 5991.57 ms/batch
Step 00014700 L_out=0.229 Acc=0.81 ---13864.07 ms/batch
Step 00178150 L_out=0.086 Acc=0.97 ---33430.40 ms/batch
Step 00014750 L_out=0.032 Acc=0.92 ---41016.23 ms/batch
Step 00178200 L_out=0.141 Acc=0.98 ---59987.56 ms/batch
Step 00014800 L_out=0.217 Acc=0.91 ---67628.06 ms/batch
Step 00178250 L_out=0.189 Acc=0.97 ---86882.50 ms/batch
Step 00014850 L_out=0.136 Acc=0.91 ---94724.94 ms/batch
Step 00178300 L_out=0.273 Acc=0.95 ---113743.58 ms/batch
Step 00014900 L_out=0.094 Acc=0.89 ---121325.64 ms/batch
Step 00178350 L_out=0.192 Acc=0.97 ---140278.64 ms/batch
Step 00014950 L_out=0.091 Acc=0.92 ---147822.04 ms/batch
Step 00178400 L_out=0.157 Acc=0.96 ---167086.91 ms/batch
Step 00015000 L_out=0.050 Acc=0.82 ---174608.78 ms/batch
Step 00178450 L_out=0.129 Acc=0.98 ---193845.72 ms/batch
Step 00015050 L_out=0.127 Acc=0.74 ---201492.36 ms/batch
Step 00178500 L_out=0.165 Acc=0.97 ---220799.87 ms/batch
Step 00015100 L_out=0.071 Acc=0.89 ---228284.60 ms/batch
Step 00178550 L_out=0.275 Acc=0.95 ---247754.77 ms/batch
Step 00015150 L_out=0.181 Acc=0.89 ---255312.00 ms/batch
Step 00178600 L_out=0.219 Acc=0.96 ---274668.05 ms/batch
Step 00015200 L_out=0.046 Acc=0.87 ---282070.92 ms/batch
Step 00178650 L_out=0.078 Acc=0.97 ---301319.39 ms/batch
Step 00015250 L_out=0.122 Acc=0.87 ---308994.32 ms/batch
Step 00178700 L_out=0.088 Acc=0.98 ---328455.81 ms/batch
Step 00015300 L_out=0.093 Acc=0.90 ---335998.32 ms/batch
Step 00178750 L_out=0.120 Acc=0.97 ---355761.46 ms/batch
Round 2 | epoch=22, train costTime=358.26846623420715, | total_activation_sum=13875000
Round 10 | epoch=27, train costTime=358.8340036869049, | total_activation_sum=54157434
Round 10 | epoch=28, current m_iou=0.7049635075904033
Round 10 | Best m_IoU is: 0.711, OA is: 0.927 | val costTime=181.97160720825195
Round 10 | ****EPOCH 28****
Round 2 | epoch=23, current m_iou=0.649767955829416
Round 2 | Best m_IoU is: 0.659, OA is: 0.904 | val costTime=184.29333019256592
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.323 Acc=0.87 --- 4946.50 ms/batch
Step 00178800 L_out=0.126 Acc=0.97 ---23410.39 ms/batch
Step 00015400 L_out=0.110 Acc=0.93 ---31765.48 ms/batch
Step 00178850 L_out=0.129 Acc=0.97 ---50804.41 ms/batch
Step 00015450 L_out=0.103 Acc=0.90 ---58035.47 ms/batch
Step 00178900 L_out=0.090 Acc=0.98 ---77230.60 ms/batch
Step 00015500 L_out=0.201 Acc=0.82 ---85084.13 ms/batch
Step 00178950 L_out=0.071 Acc=0.99 ---104473.67 ms/batch
Step 00015550 L_out=0.064 Acc=0.87 ---112052.19 ms/batch
Step 00179000 L_out=0.190 Acc=0.97 ---131392.71 ms/batch
Step 00015600 L_out=0.208 Acc=0.92 ---139257.11 ms/batch
Step 00179050 L_out=0.091 Acc=0.98 ---158227.22 ms/batch
Step 00015650 L_out=0.151 Acc=0.85 ---165992.03 ms/batch
Step 00179100 L_out=0.091 Acc=0.96 ---185423.48 ms/batch
Step 00015700 L_out=0.163 Acc=0.85 ---193257.71 ms/batch
Step 00179150 L_out=0.079 Acc=0.97 ---212454.66 ms/batch
Step 00015750 L_out=0.068 Acc=0.82 ---220368.31 ms/batch
Step 00179200 L_out=0.183 Acc=0.95 ---239604.51 ms/batch
Step 00015800 L_out=0.051 Acc=0.89 ---247373.62 ms/batch
Step 00179250 L_out=0.122 Acc=0.98 ---266347.62 ms/batch
Step 00015850 L_out=0.061 Acc=0.94 ---274087.83 ms/batch
Step 00179300 L_out=0.084 Acc=0.99 ---293671.22 ms/batch
Step 00015900 L_out=0.279 Acc=0.93 ---301364.58 ms/batch
Step 00179350 L_out=0.141 Acc=0.97 ---320349.66 ms/batch
Step 00015950 L_out=0.107 Acc=0.84 ---328109.81 ms/batch
Step 00179400 L_out=0.175 Acc=0.96 ---347632.76 ms/batch
Step 00016000 L_out=0.098 Acc=0.89 ---355408.61 ms/batch
Round 10 | epoch=28, train costTime=360.03934478759766, | total_activation_sum=53752870
Round 2 | epoch=23, train costTime=359.565931558609, | total_activation_sum=13972822
Round 10 | epoch=29, current m_iou=0.70271047919018
Round 10 | Best m_IoU is: 0.711, OA is: 0.927 | val costTime=181.7041893005371
Round 10 | ****EPOCH 29****
Round 2 | epoch=24, current m_iou=0.6485585402220986
Round 2 | Best m_IoU is: 0.659, OA is: 0.904 | val costTime=181.0191934108734
Round 2 | ****EPOCH 24****
Step 00179450 L_out=0.232 Acc=0.97 ---14556.77 ms/batch
Step 00016050 L_out=0.131 Acc=0.84 ---22530.96 ms/batch
Step 00179500 L_out=0.241 Acc=0.94 ---42058.20 ms/batch
Step 00016100 L_out=0.136 Acc=0.92 ---50278.06 ms/batch
Step 00179550 L_out=0.236 Acc=0.95 ---69702.74 ms/batch
Step 00016150 L_out=0.473 Acc=0.81 ---78052.53 ms/batch
Step 00179600 L_out=0.113 Acc=0.98 ---97988.34 ms/batch
Step 00016200 L_out=0.224 Acc=0.91 ---106512.27 ms/batch
Step 00179650 L_out=0.200 Acc=0.97 ---126409.25 ms/batch
Step 00016250 L_out=0.075 Acc=0.88 ---134254.61 ms/batch
Step 00179700 L_out=0.158 Acc=0.97 ---153925.98 ms/batch
Step 00016300 L_out=0.161 Acc=0.83 ---161463.46 ms/batch
Step 00179750 L_out=0.118 Acc=0.97 ---180407.85 ms/batch
Step 00016350 L_out=0.193 Acc=0.90 ---187945.38 ms/batch
Step 00179800 L_out=0.179 Acc=0.97 ---207078.16 ms/batch
Step 00016400 L_out=0.126 Acc=0.92 ---214817.15 ms/batch
Step 00179850 L_out=0.154 Acc=0.97 ---233807.46 ms/batch
Step 00016450 L_out=0.151 Acc=0.92 ---241517.49 ms/batch
Step 00179900 L_out=0.128 Acc=0.97 ---260608.05 ms/batch
Step 00016500 L_out=0.045 Acc=0.87 ---268084.31 ms/batch
Step 00179950 L_out=0.127 Acc=0.97 ---287247.11 ms/batch
Step 00016550 L_out=0.132 Acc=0.88 ---294721.69 ms/batch
Step 00180000 L_out=0.219 Acc=0.96 ---313698.72 ms/batch
Step 00016600 L_out=0.034 Acc=0.95 ---321176.05 ms/batch
Step 00180050 L_out=0.119 Acc=0.99 ---340128.39 ms/batch
Step 00016650 L_out=0.151 Acc=0.88 ---347873.98 ms/batch
Round 2 | epoch=24, train costTime=361.18279123306274, | total_activation_sum=13952241
Round 10 | epoch=29, train costTime=361.59029507637024, | total_activation_sum=53891337
Round 10 | epoch=30, current m_iou=0.7020046371011746
Round 10 | Best m_IoU is: 0.711, OA is: 0.927 | val costTime=181.83823800086975
Round 10 | ****EPOCH 30****
Round 2 | epoch=25, current m_iou=0.6541236371967815
Round 2 | Best m_IoU is: 0.659, OA is: 0.904 | val costTime=182.32161474227905
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.188 Acc=0.84 ---11600.51 ms/batch
Step 00016750 L_out=0.097 Acc=0.92 ---34388.67 ms/batch
Step 00016800 L_out=0.153 Acc=0.89 ---57294.95 ms/batch
Step 00016850 L_out=0.145 Acc=0.86 ---80068.70 ms/batch
Step 00016900 L_out=0.094 Acc=0.91 ---102820.49 ms/batch
Step 00016950 L_out=0.088 Acc=0.90 ---125225.71 ms/batch
Step 00017000 L_out=0.107 Acc=0.87 ---148097.55 ms/batch
Step 00017050 L_out=0.163 Acc=0.89 ---170998.59 ms/batch
Step 00017100 L_out=0.185 Acc=0.87 ---193337.46 ms/batch
Step 00017150 L_out=0.118 Acc=0.86 ---215934.36 ms/batch
Step 00017200 L_out=0.080 Acc=0.92 ---238637.11 ms/batch
Step 00017250 L_out=0.035 Acc=0.93 ---261062.99 ms/batch
Step 00017300 L_out=0.026 Acc=0.93 ---284373.45 ms/batch
Round 2 | epoch=25, train costTime=303.18938732147217, | total_activation_sum=14066153
Round 2 | epoch=26, current m_iou=0.6534876699354846
Round 2 | Best m_IoU is: 0.659, OA is: 0.904 | val costTime=143.86287140846252
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.087 Acc=0.86 --- 3666.06 ms/batch
Step 00017400 L_out=0.076 Acc=0.93 ---26468.60 ms/batch
Step 00017450 L_out=0.207 Acc=0.80 ---49337.83 ms/batch
Step 00017500 L_out=0.082 Acc=0.89 ---72009.46 ms/batch
Step 00017550 L_out=0.110 Acc=0.91 ---95260.47 ms/batch
Step 00017600 L_out=0.287 Acc=0.89 ---117694.17 ms/batch
Step 00017650 L_out=0.072 Acc=0.92 ---140171.51 ms/batch
Step 00017700 L_out=0.065 Acc=0.86 ---162619.97 ms/batch
Step 00017750 L_out=0.089 Acc=0.89 ---185729.64 ms/batch
Step 00017800 L_out=0.181 Acc=0.78 ---208817.14 ms/batch
Step 00017850 L_out=0.064 Acc=0.87 ---231224.98 ms/batch
Step 00017900 L_out=0.144 Acc=0.95 ---253662.17 ms/batch
Step 00017950 L_out=0.043 Acc=0.95 ---276139.46 ms/batch
Step 00018000 L_out=0.039 Acc=0.92 ---298675.35 ms/batch
Round 2 | epoch=26, train costTime=302.68388652801514, | total_activation_sum=13956176
Round 2 | epoch=27, current m_iou=0.6477191071068933
Round 2 | Best m_IoU is: 0.659, OA is: 0.904 | val costTime=150.75216579437256
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.072 Acc=0.89 ---18419.24 ms/batch
Step 00018100 L_out=0.183 Acc=0.89 ---41009.26 ms/batch
Step 00018150 L_out=0.307 Acc=0.93 ---63397.19 ms/batch
Step 00018200 L_out=0.043 Acc=0.95 ---86009.16 ms/batch
Step 00018250 L_out=0.171 Acc=0.83 ---108471.90 ms/batch
Step 00018300 L_out=0.158 Acc=0.92 ---131619.46 ms/batch
Step 00018350 L_out=0.186 Acc=0.90 ---154366.36 ms/batch
Step 00018400 L_out=0.533 Acc=0.79 ---176963.13 ms/batch
Step 00018450 L_out=0.118 Acc=0.88 ---199645.95 ms/batch
Step 00018500 L_out=0.147 Acc=0.91 ---223006.75 ms/batch
Step 00018550 L_out=0.084 Acc=0.91 ---245406.60 ms/batch
Step 00018600 L_out=0.236 Acc=0.88 ---267904.07 ms/batch
Step 00018650 L_out=0.183 Acc=0.86 ---290783.06 ms/batch
Round 2 | epoch=27, train costTime=302.6251678466797, | total_activation_sum=14062091
Round 2 | epoch=28, current m_iou=0.651931316351078
Round 2 | Best m_IoU is: 0.659, OA is: 0.904 | val costTime=134.82506203651428
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.141 Acc=0.89 ---11006.98 ms/batch
Step 00018750 L_out=0.169 Acc=0.85 ---33793.28 ms/batch
Step 00018800 L_out=0.091 Acc=0.96 ---56511.39 ms/batch
Step 00018850 L_out=0.120 Acc=0.96 ---79368.60 ms/batch
Step 00018900 L_out=0.094 Acc=0.88 ---101989.40 ms/batch
Step 00018950 L_out=0.076 Acc=0.82 ---124581.73 ms/batch
Step 00019000 L_out=0.109 Acc=0.85 ---146834.85 ms/batch
Step 00019050 L_out=0.129 Acc=0.88 ---169298.73 ms/batch
Step 00019100 L_out=0.144 Acc=0.90 ---192028.84 ms/batch
Step 00019150 L_out=0.300 Acc=0.81 ---224307.63 ms/batch
Step 00019200 L_out=0.152 Acc=0.70 ---249246.67 ms/batch
Step 00019250 L_out=0.079 Acc=0.95 ---274736.90 ms/batch
Step 00019300 L_out=0.097 Acc=0.90 ---297404.92 ms/batch
Round 2 | epoch=28, train costTime=317.1279194355011, | total_activation_sum=14075303
Round 2 | epoch=29, current m_iou=0.6507268751252391
Round 2 | Best m_IoU is: 0.659, OA is: 0.904 | val costTime=145.13310647010803
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.144 Acc=0.85 --- 3333.91 ms/batch
Step 00019400 L_out=0.152 Acc=0.83 ---26002.28 ms/batch
Step 00019450 L_out=0.065 Acc=0.88 ---48478.19 ms/batch
Step 00019500 L_out=0.125 Acc=0.90 ---70774.05 ms/batch
Step 00019550 L_out=0.148 Acc=0.87 ---93268.40 ms/batch
Step 00019600 L_out=0.222 Acc=0.89 ---115624.32 ms/batch
Step 00019650 L_out=0.154 Acc=0.92 ---138394.14 ms/batch
Step 00019700 L_out=0.159 Acc=0.89 ---161233.73 ms/batch
Step 00019750 L_out=0.239 Acc=0.90 ---183740.48 ms/batch
Step 00019800 L_out=0.297 Acc=0.87 ---206284.22 ms/batch
Step 00019850 L_out=1.608 Acc=0.69 ---228622.15 ms/batch
Step 00019900 L_out=0.100 Acc=0.92 ---251119.38 ms/batch
Step 00019950 L_out=0.062 Acc=0.87 ---273479.20 ms/batch
Step 00020000 L_out=0.172 Acc=0.89 ---295972.02 ms/batch
Round 2 | epoch=29, train costTime=300.4352765083313, | total_activation_sum=13871384
Round 2 | epoch=30, current m_iou=0.6493703006589088
Round 2 | Best m_IoU is: 0.659, OA is: 0.904 | val costTime=151.3092200756073
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=0.965 Acc=0.32 ---21712.06 ms/batch
Step 00020100 L_out=0.153 Acc=0.61 ---48950.23 ms/batch
Step 00020150 L_out=0.300 Acc=0.82 ---76261.96 ms/batch
Step 00020200 L_out=0.621 Acc=0.88 ---103057.39 ms/batch
Step 00020250 L_out=1.634 Acc=0.75 ---130281.98 ms/batch
Step 00020300 L_out=0.346 Acc=0.79 ---157191.53 ms/batch
Step 00020350 L_out=0.836 Acc=0.72 ---184021.41 ms/batch
Step 00020400 L_out=0.377 Acc=0.85 ---211483.09 ms/batch
Step 00020450 L_out=0.371 Acc=0.86 ---239023.88 ms/batch
Step 00020500 L_out=0.258 Acc=0.84 ---266446.62 ms/batch
Step 00020550 L_out=0.346 Acc=0.81 ---293955.02 ms/batch
Step 00020600 L_out=0.720 Acc=0.73 ---319546.73 ms/batch
Step 00020650 L_out=0.306 Acc=0.68 ---342274.91 ms/batch
Round 3 | epoch=0, train costTime=356.43327808380127, | total_activation_sum=13503815
Round 3 | epoch=1, current m_iou=0.5830497430866503
Round 3 | Best m_IoU is: 0.583, OA is: 0.877 | val costTime=154.0542504787445
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.368 Acc=0.86 ---12705.84 ms/batch
Step 00020750 L_out=1.207 Acc=0.82 ---39714.70 ms/batch
Step 00020800 L_out=0.092 Acc=0.86 ---66484.00 ms/batch
Step 00020850 L_out=0.063 Acc=0.82 ---93344.18 ms/batch
Step 00020900 L_out=0.488 Acc=0.63 ---120300.54 ms/batch
Step 00020950 L_out=0.351 Acc=0.76 ---147153.67 ms/batch
Step 00021000 L_out=0.584 Acc=0.64 ---174161.98 ms/batch
Step 00021050 L_out=0.168 Acc=0.60 ---200905.25 ms/batch
Step 00021100 L_out=0.227 Acc=0.89 ---228290.01 ms/batch
Step 00021150 L_out=0.071 Acc=0.82 ---255433.01 ms/batch
Step 00021200 L_out=0.476 Acc=0.82 ---283308.17 ms/batch
Step 00021250 L_out=0.376 Acc=0.75 ---310737.72 ms/batch
Step 00021300 L_out=0.226 Acc=0.62 ---337379.44 ms/batch
Round 3 | epoch=1, train costTime=357.2592451572418, | total_activation_sum=13302876
Round 3 | epoch=2, current m_iou=0.6276260606630669
Round 3 | Best m_IoU is: 0.628, OA is: 0.883 | val costTime=157.06759667396545
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.192 Acc=0.86 --- 3353.09 ms/batch
Step 00021400 L_out=0.110 Acc=0.89 ---30618.87 ms/batch
Step 00021450 L_out=0.215 Acc=0.85 ---57720.55 ms/batch
Step 00021500 L_out=0.351 Acc=0.85 ---84798.09 ms/batch
Step 00021550 L_out=0.668 Acc=0.78 ---112004.49 ms/batch
Step 00021600 L_out=1.914 Acc=0.78 ---139050.27 ms/batch
Step 00021650 L_out=0.417 Acc=0.76 ---165668.52 ms/batch
Step 00021700 L_out=0.184 Acc=0.90 ---192370.14 ms/batch
Step 00021750 L_out=0.064 Acc=0.87 ---219087.82 ms/batch
Step 00021800 L_out=0.338 Acc=0.75 ---245751.84 ms/batch
Step 00021850 L_out=0.162 Acc=0.89 ---273500.03 ms/batch
Step 00021900 L_out=0.413 Acc=0.88 ---300789.41 ms/batch
Step 00021950 L_out=0.286 Acc=0.81 ---328172.05 ms/batch
Step 00022000 L_out=0.430 Acc=0.85 ---354204.53 ms/batch
Round 3 | epoch=2, train costTime=359.2223525047302, | total_activation_sum=13269236
Round 3 | epoch=3, current m_iou=0.5859362658526426
Round 3 | Best m_IoU is: 0.628, OA is: 0.883 | val costTime=152.6031095981598
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.174 Acc=0.84 ---20870.86 ms/batch
Step 00022100 L_out=0.408 Acc=0.82 ---48011.18 ms/batch
Step 00022150 L_out=0.391 Acc=0.72 ---74779.77 ms/batch
Step 00022200 L_out=0.031 Acc=0.88 ---101563.59 ms/batch
Step 00022250 L_out=0.171 Acc=0.91 ---128580.78 ms/batch
Step 00022300 L_out=0.251 Acc=0.91 ---155339.59 ms/batch
Step 00022350 L_out=0.823 Acc=0.67 ---182493.68 ms/batch
Step 00022400 L_out=0.222 Acc=0.67 ---209379.58 ms/batch
Step 00022450 L_out=0.370 Acc=0.81 ---236584.26 ms/batch
Step 00022500 L_out=0.047 Acc=0.87 ---263528.49 ms/batch
Step 00022550 L_out=0.161 Acc=0.93 ---291300.18 ms/batch
Step 00022600 L_out=0.265 Acc=0.73 ---319397.24 ms/batch
Step 00022650 L_out=0.053 Acc=0.81 ---346532.56 ms/batch
Round 3 | epoch=3, train costTime=362.11275243759155, | total_activation_sum=13372092
Round 3 | epoch=4, current m_iou=0.5739372856766377
Round 3 | Best m_IoU is: 0.628, OA is: 0.883 | val costTime=157.50591731071472
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.249 Acc=0.76 ---11843.78 ms/batch
Step 00022750 L_out=0.184 Acc=0.82 ---38600.43 ms/batch
Step 00022800 L_out=0.073 Acc=0.91 ---65615.21 ms/batch
Step 00022850 L_out=0.437 Acc=0.77 ---92302.87 ms/batch
Step 00022900 L_out=0.558 Acc=0.81 ---119317.39 ms/batch
Step 00022950 L_out=0.665 Acc=0.68 ---146237.65 ms/batch
Step 00023000 L_out=0.186 Acc=0.86 ---173557.38 ms/batch
Step 00023050 L_out=1.154 Acc=0.72 ---200418.23 ms/batch
Step 00023100 L_out=0.309 Acc=0.84 ---227603.44 ms/batch
Step 00023150 L_out=0.186 Acc=0.89 ---253906.38 ms/batch
Step 00023200 L_out=0.260 Acc=0.84 ---280781.25 ms/batch
Step 00023250 L_out=0.573 Acc=0.71 ---308577.22 ms/batch
Step 00023300 L_out=0.189 Acc=0.89 ---336159.55 ms/batch
Round 3 | epoch=4, train costTime=361.3766436576843, | total_activation_sum=13372159
Round 3 | epoch=5, current m_iou=0.6127949767991911
Round 3 | Best m_IoU is: 0.628, OA is: 0.883 | val costTime=157.38529324531555
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.410 Acc=0.83 --- 2768.25 ms/batch
Step 00023400 L_out=0.322 Acc=0.72 ---29964.21 ms/batch
Step 00023450 L_out=0.066 Acc=0.88 ---57137.99 ms/batch
Step 00023500 L_out=0.420 Acc=0.74 ---84201.41 ms/batch
Step 00023550 L_out=0.056 Acc=0.81 ---111153.77 ms/batch
Step 00023600 L_out=0.442 Acc=0.88 ---138027.36 ms/batch
Step 00023650 L_out=0.062 Acc=0.84 ---164820.25 ms/batch
Step 00023700 L_out=0.129 Acc=0.81 ---191676.99 ms/batch
Step 00023750 L_out=0.247 Acc=0.83 ---218366.03 ms/batch
Step 00023800 L_out=0.166 Acc=0.66 ---245438.02 ms/batch
Step 00023850 L_out=0.071 Acc=0.87 ---271403.71 ms/batch
Step 00023900 L_out=0.138 Acc=0.92 ---298737.32 ms/batch
Step 00023950 L_out=0.065 Acc=0.90 ---326640.70 ms/batch
Step 00024000 L_out=0.255 Acc=0.68 ---354298.39 ms/batch
Round 3 | epoch=5, train costTime=361.29805850982666, | total_activation_sum=13294005
Round 3 | epoch=6, current m_iou=0.6245524685547927
Round 3 | Best m_IoU is: 0.628, OA is: 0.883 | val costTime=153.625159740448
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.338 Acc=0.82 ---20140.09 ms/batch
Step 00024100 L_out=0.270 Acc=0.74 ---46932.29 ms/batch
Step 00024150 L_out=0.419 Acc=0.90 ---73472.50 ms/batch
Step 00024200 L_out=0.195 Acc=0.76 ---100338.91 ms/batch
Step 00024250 L_out=0.263 Acc=0.74 ---127190.13 ms/batch
Step 00024300 L_out=0.161 Acc=0.66 ---153807.49 ms/batch
Step 00024350 L_out=0.194 Acc=0.92 ---181263.13 ms/batch
Step 00024400 L_out=0.178 Acc=0.83 ---208636.17 ms/batch
Step 00024450 L_out=0.279 Acc=0.80 ---236150.86 ms/batch
Step 00024500 L_out=0.191 Acc=0.85 ---263054.86 ms/batch
Step 00024550 L_out=0.674 Acc=0.83 ---290061.98 ms/batch
Step 00024600 L_out=0.074 Acc=0.93 ---317978.36 ms/batch
Step 00024650 L_out=0.091 Acc=0.81 ---345586.61 ms/batch
Round 3 | epoch=6, train costTime=361.76396226882935, | total_activation_sum=13367745
Round 3 | epoch=7, current m_iou=0.6286407911949277
Round 3 | Best m_IoU is: 0.629, OA is: 0.879 | val costTime=162.15777492523193
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.411 Acc=0.90 ---11475.82 ms/batch
Step 00024750 L_out=0.377 Acc=0.82 ---38408.68 ms/batch
Step 00024800 L_out=0.135 Acc=0.89 ---65591.36 ms/batch
Step 00024850 L_out=0.305 Acc=0.87 ---92430.91 ms/batch
Step 00024900 L_out=0.356 Acc=0.65 ---119073.27 ms/batch
Step 00024950 L_out=0.208 Acc=0.90 ---145523.65 ms/batch
Step 00025000 L_out=0.040 Acc=0.94 ---172527.50 ms/batch
Step 00025050 L_out=0.155 Acc=0.87 ---199435.72 ms/batch
Step 00025100 L_out=0.062 Acc=0.93 ---226275.04 ms/batch
Step 00025150 L_out=0.082 Acc=0.91 ---253307.69 ms/batch
Step 00025200 L_out=0.040 Acc=0.92 ---279236.32 ms/batch
Step 00025250 L_out=0.270 Acc=0.95 ---305954.51 ms/batch
Step 00025300 L_out=0.235 Acc=0.90 ---332566.13 ms/batch
Round 3 | epoch=7, train costTime=358.0475127696991, | total_activation_sum=13356485
Round 3 | epoch=8, current m_iou=0.6447309142151976
Round 3 | Best m_IoU is: 0.645, OA is: 0.899 | val costTime=166.8884060382843
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.240 Acc=0.88 --- 2119.17 ms/batch
Step 00025400 L_out=0.203 Acc=0.88 ---29395.63 ms/batch
Step 00025450 L_out=0.189 Acc=0.86 ---56395.08 ms/batch
Step 00025500 L_out=0.153 Acc=0.91 ---83318.67 ms/batch
Step 00025550 L_out=0.331 Acc=0.79 ---110351.14 ms/batch
Step 00025600 L_out=0.273 Acc=0.88 ---137027.54 ms/batch
Step 00025650 L_out=0.758 Acc=0.91 ---163570.24 ms/batch
Step 00025700 L_out=0.154 Acc=0.93 ---191523.42 ms/batch
Step 00025750 L_out=0.109 Acc=0.92 ---218907.82 ms/batch
Step 00025800 L_out=0.157 Acc=0.93 ---245767.86 ms/batch
Step 00025850 L_out=0.050 Acc=0.94 ---272857.50 ms/batch
Step 00025900 L_out=0.193 Acc=0.96 ---299121.92 ms/batch
Step 00025950 L_out=0.051 Acc=0.92 ---326382.34 ms/batch
Step 00026000 L_out=0.131 Acc=0.71 ---353481.05 ms/batch
Round 3 | epoch=8, train costTime=360.57995796203613, | total_activation_sum=13340618
Round 3 | epoch=9, current m_iou=0.647611424687522
Round 3 | Best m_IoU is: 0.648, OA is: 0.904 | val costTime=171.2265088558197
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.163 Acc=0.94 ---19735.43 ms/batch
Step 00026100 L_out=0.315 Acc=0.91 ---46678.81 ms/batch
Step 00026150 L_out=0.136 Acc=0.90 ---73445.58 ms/batch
Step 00026200 L_out=0.179 Acc=0.82 ---100408.74 ms/batch
Step 00026250 L_out=0.322 Acc=0.95 ---127582.48 ms/batch
Step 00026300 L_out=0.169 Acc=0.86 ---154263.14 ms/batch
Step 00026350 L_out=0.255 Acc=0.92 ---181235.79 ms/batch
Step 00026400 L_out=0.266 Acc=0.88 ---208766.93 ms/batch
Step 00026450 L_out=0.274 Acc=0.91 ---235690.90 ms/batch
Step 00026500 L_out=0.073 Acc=0.86 ---262657.95 ms/batch
Step 00026550 L_out=0.157 Acc=0.88 ---289414.35 ms/batch
Step 00026600 L_out=0.102 Acc=0.93 ---315470.31 ms/batch
Step 00026650 L_out=0.183 Acc=0.86 ---342133.95 ms/batch
Round 3 | epoch=9, train costTime=358.4308898448944, | total_activation_sum=13391021
Round 3 | epoch=10, current m_iou=0.6527006283025064
Round 3 | Best m_IoU is: 0.653, OA is: 0.907 | val costTime=170.0843541622162
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.139 Acc=0.86 ---10726.19 ms/batch
Step 00026750 L_out=0.187 Acc=0.95 ---37615.74 ms/batch
Step 00026800 L_out=0.166 Acc=0.81 ---64566.26 ms/batch
Step 00026850 L_out=0.036 Acc=0.91 ---91574.15 ms/batch
Step 00026900 L_out=0.085 Acc=0.92 ---118724.53 ms/batch
Step 00026950 L_out=0.073 Acc=0.89 ---145736.36 ms/batch
Step 00027000 L_out=0.135 Acc=0.90 ---172632.31 ms/batch
Step 00027050 L_out=0.282 Acc=0.89 ---199507.70 ms/batch
Step 00027100 L_out=0.035 Acc=0.88 ---226600.52 ms/batch
Step 00027150 L_out=0.057 Acc=0.92 ---253485.05 ms/batch
Step 00027200 L_out=0.119 Acc=0.73 ---280370.92 ms/batch
Step 00027250 L_out=0.464 Acc=0.80 ---307587.90 ms/batch
Step 00027300 L_out=0.056 Acc=0.80 ---334373.82 ms/batch
Round 3 | epoch=10, train costTime=359.70560693740845, | total_activation_sum=13317236
Round 3 | epoch=11, current m_iou=0.6453167849049921
Round 3 | Best m_IoU is: 0.653, OA is: 0.907 | val costTime=165.3866629600525
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.229 Acc=0.90 --- 1623.47 ms/batch
Step 00027400 L_out=0.087 Acc=0.90 ---28435.99 ms/batch
Step 00027450 L_out=0.078 Acc=0.87 ---55246.38 ms/batch
Step 00027500 L_out=0.074 Acc=0.90 ---82119.24 ms/batch
Step 00027550 L_out=0.282 Acc=0.87 ---109011.69 ms/batch
Step 00027600 L_out=0.035 Acc=0.86 ---135790.54 ms/batch
Step 00027650 L_out=0.249 Acc=0.88 ---163168.60 ms/batch
Step 00027700 L_out=0.178 Acc=0.90 ---190294.36 ms/batch
Step 00027750 L_out=0.075 Acc=0.92 ---216995.28 ms/batch
Step 00027800 L_out=0.047 Acc=0.93 ---244284.02 ms/batch
Step 00027850 L_out=0.129 Acc=0.95 ---272403.58 ms/batch
Step 00027900 L_out=0.070 Acc=0.94 ---299757.85 ms/batch
Step 00027950 L_out=0.260 Acc=0.90 ---327089.13 ms/batch
Step 00028000 L_out=0.185 Acc=0.79 ---354412.71 ms/batch
Round 3 | epoch=11, train costTime=361.90885829925537, | total_activation_sum=13290819
Round 3 | epoch=12, current m_iou=0.66005140953944
Round 3 | Best m_IoU is: 0.660, OA is: 0.909 | val costTime=167.40585899353027
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.113 Acc=0.88 ---19475.71 ms/batch
Step 00028100 L_out=0.417 Acc=0.85 ---47557.98 ms/batch
Step 00028150 L_out=0.238 Acc=0.91 ---74488.31 ms/batch
Step 00028200 L_out=0.095 Acc=0.90 ---101795.53 ms/batch
Step 00028250 L_out=0.192 Acc=0.89 ---128731.23 ms/batch
Step 00028300 L_out=0.081 Acc=0.92 ---155390.07 ms/batch
Step 00028350 L_out=0.124 Acc=0.81 ---182207.45 ms/batch
Step 00028400 L_out=0.130 Acc=0.89 ---209584.90 ms/batch
Step 00028450 L_out=0.092 Acc=0.86 ---237461.01 ms/batch
Step 00028500 L_out=0.223 Acc=0.76 ---264236.26 ms/batch
Step 00028550 L_out=0.152 Acc=0.91 ---291608.93 ms/batch
Step 00028600 L_out=0.093 Acc=0.92 ---318690.13 ms/batch
Step 00028650 L_out=0.147 Acc=0.82 ---346327.76 ms/batch
Round 3 | epoch=12, train costTime=363.48176431655884, | total_activation_sum=13321088
Round 3 | epoch=13, current m_iou=0.6546492386821119
Round 3 | Best m_IoU is: 0.660, OA is: 0.909 | val costTime=168.69383120536804
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.252 Acc=0.82 ---10324.98 ms/batch
Step 00028750 L_out=0.107 Acc=0.82 ---37318.93 ms/batch
Step 00028800 L_out=0.768 Acc=0.82 ---64535.62 ms/batch
Step 00028850 L_out=0.688 Acc=0.53 ---91421.18 ms/batch
Step 00028900 L_out=0.123 Acc=0.94 ---118342.70 ms/batch
Step 00028950 L_out=0.155 Acc=0.89 ---145860.51 ms/batch
Step 00029000 L_out=0.083 Acc=0.94 ---172813.45 ms/batch
Step 00029050 L_out=0.217 Acc=0.86 ---200139.56 ms/batch
Step 00029100 L_out=0.141 Acc=0.88 ---227305.57 ms/batch
Step 00029150 L_out=0.139 Acc=0.87 ---254471.97 ms/batch
Step 00029200 L_out=0.175 Acc=0.82 ---281839.40 ms/batch
Step 00029250 L_out=0.087 Acc=0.83 ---308926.05 ms/batch
Step 00029300 L_out=0.289 Acc=0.84 ---335431.95 ms/batch
Round 3 | epoch=13, train costTime=361.05535864830017, | total_activation_sum=13365860
Round 3 | epoch=14, current m_iou=0.6708622252913061
Round 3 | Best m_IoU is: 0.671, OA is: 0.913 | val costTime=172.87210202217102
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.111 Acc=0.95 --- 1062.43 ms/batch
Step 00029400 L_out=0.283 Acc=0.91 ---28144.64 ms/batch
Step 00029450 L_out=0.190 Acc=0.93 ---55177.61 ms/batch
Step 00029500 L_out=0.133 Acc=0.75 ---83242.61 ms/batch
Step 00029550 L_out=0.073 Acc=0.89 ---110027.42 ms/batch
Step 00029600 L_out=0.171 Acc=0.90 ---136537.24 ms/batch
Step 00029650 L_out=0.136 Acc=0.91 ---163633.77 ms/batch
Step 00029700 L_out=0.103 Acc=0.76 ---190534.13 ms/batch
Step 00029750 L_out=0.117 Acc=0.91 ---217845.73 ms/batch
Step 00029800 L_out=0.071 Acc=0.87 ---245200.17 ms/batch
Step 00029850 L_out=0.291 Acc=0.83 ---272149.77 ms/batch
Step 00029900 L_out=0.081 Acc=0.88 ---299187.20 ms/batch
Step 00029950 L_out=0.218 Acc=0.89 ---326406.44 ms/batch
Step 00030000 L_out=0.082 Acc=0.90 ---354011.17 ms/batch
Round 3 | epoch=14, train costTime=362.09224367141724, | total_activation_sum=13362050
Round 3 | epoch=15, current m_iou=0.6666777927349067
Round 3 | Best m_IoU is: 0.671, OA is: 0.913 | val costTime=163.20489597320557
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.151 Acc=0.91 ---18814.13 ms/batch
Step 00030100 L_out=0.085 Acc=0.82 ---46028.12 ms/batch
Step 00030150 L_out=0.077 Acc=0.93 ---72636.36 ms/batch
Step 00030200 L_out=0.165 Acc=0.88 ---99547.92 ms/batch
Step 00030250 L_out=0.109 Acc=0.92 ---126423.03 ms/batch
Step 00030300 L_out=0.046 Acc=0.92 ---153049.52 ms/batch
Step 00030350 L_out=0.087 Acc=0.96 ---179935.12 ms/batch
Step 00030400 L_out=0.108 Acc=0.84 ---207135.16 ms/batch
Step 00030450 L_out=0.117 Acc=0.89 ---233816.83 ms/batch
Step 00030500 L_out=0.097 Acc=0.82 ---261145.19 ms/batch
Step 00030550 L_out=0.133 Acc=0.94 ---288946.73 ms/batch
Step 00030600 L_out=0.098 Acc=0.91 ---315820.83 ms/batch
Step 00030650 L_out=0.215 Acc=0.84 ---342380.77 ms/batch
Round 3 | epoch=15, train costTime=359.61127853393555, | total_activation_sum=13346642
Round 3 | epoch=16, current m_iou=0.6588453330596137
Round 3 | Best m_IoU is: 0.671, OA is: 0.913 | val costTime=171.95245790481567
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.117 Acc=0.88 --- 9500.63 ms/batch
Step 00030750 L_out=0.038 Acc=0.95 ---36429.95 ms/batch
Step 00030800 L_out=0.064 Acc=0.92 ---63090.24 ms/batch
Step 00030850 L_out=0.115 Acc=0.90 ---89891.56 ms/batch
Step 00030900 L_out=0.036 Acc=0.92 ---116776.62 ms/batch
Step 00030950 L_out=0.049 Acc=0.76 ---144121.75 ms/batch
Step 00031000 L_out=0.161 Acc=0.91 ---171109.45 ms/batch
Step 00031050 L_out=0.158 Acc=0.82 ---197864.28 ms/batch
Step 00031100 L_out=0.039 Acc=0.81 ---225170.33 ms/batch
Step 00031150 L_out=0.091 Acc=0.90 ---252083.69 ms/batch
Step 00031200 L_out=0.327 Acc=0.87 ---279514.66 ms/batch
Step 00031250 L_out=0.033 Acc=0.89 ---306498.85 ms/batch
Step 00031300 L_out=0.117 Acc=0.90 ---333680.65 ms/batch
Round 3 | epoch=16, train costTime=360.25166845321655, | total_activation_sum=13352091
Round 3 | epoch=17, current m_iou=0.662775808343828
Round 3 | Best m_IoU is: 0.671, OA is: 0.913 | val costTime=174.54403448104858
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.331 Acc=0.86 ---  578.70 ms/batch
Step 00031400 L_out=0.114 Acc=0.93 ---27171.19 ms/batch
Step 00031450 L_out=0.087 Acc=0.93 ---54345.64 ms/batch
Step 00031500 L_out=0.170 Acc=0.90 ---81477.74 ms/batch
Step 00031550 L_out=0.071 Acc=0.91 ---108904.52 ms/batch
Step 00031600 L_out=0.336 Acc=0.78 ---135828.09 ms/batch
Step 00031650 L_out=0.044 Acc=0.93 ---162524.88 ms/batch
Step 00031700 L_out=0.174 Acc=0.91 ---189641.39 ms/batch
Step 00031750 L_out=0.151 Acc=0.92 ---216996.83 ms/batch
Step 00031800 L_out=0.232 Acc=0.93 ---243567.03 ms/batch
Step 00031850 L_out=0.026 Acc=0.98 ---270274.83 ms/batch
Step 00031900 L_out=0.171 Acc=0.86 ---296876.32 ms/batch
Step 00031950 L_out=0.073 Acc=0.93 ---324848.33 ms/batch
Step 00032000 L_out=0.076 Acc=0.93 ---352032.42 ms/batch
Round 3 | epoch=17, train costTime=360.811546087265, | total_activation_sum=13463996
Round 3 | epoch=18, current m_iou=0.6576106016784109
Round 3 | Best m_IoU is: 0.671, OA is: 0.913 | val costTime=177.16856575012207
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.067 Acc=0.92 ---18322.92 ms/batch
Step 00032100 L_out=0.136 Acc=0.88 ---45500.36 ms/batch
Step 00032150 L_out=0.063 Acc=0.95 ---72173.04 ms/batch
Step 00032200 L_out=0.246 Acc=0.89 ---99079.96 ms/batch
Step 00032250 L_out=0.402 Acc=0.81 ---126034.30 ms/batch
Step 00032300 L_out=0.327 Acc=0.93 ---153496.00 ms/batch
Step 00032350 L_out=0.057 Acc=0.90 ---181020.30 ms/batch
Step 00032400 L_out=0.131 Acc=0.90 ---207772.03 ms/batch
Step 00032450 L_out=0.139 Acc=0.93 ---234853.80 ms/batch
Step 00032500 L_out=0.207 Acc=0.93 ---262015.09 ms/batch
Step 00032550 L_out=0.185 Acc=0.93 ---289090.58 ms/batch
Step 00032600 L_out=0.267 Acc=0.90 ---315902.29 ms/batch
Step 00032650 L_out=0.163 Acc=0.94 ---342672.35 ms/batch
Round 3 | epoch=18, train costTime=360.4493429660797, | total_activation_sum=13413154
Round 3 | epoch=19, current m_iou=0.6622127421243011
Round 3 | Best m_IoU is: 0.671, OA is: 0.913 | val costTime=178.8903684616089
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.059 Acc=0.90 --- 8927.19 ms/batch
Step 00032750 L_out=0.106 Acc=0.85 ---35921.96 ms/batch
Step 00032800 L_out=0.031 Acc=0.95 ---62895.56 ms/batch
Step 00032850 L_out=0.098 Acc=0.93 ---89825.04 ms/batch
Step 00032900 L_out=0.058 Acc=0.89 ---116889.00 ms/batch
Step 00032950 L_out=0.070 Acc=0.93 ---143758.56 ms/batch
Step 00033000 L_out=0.247 Acc=0.85 ---170729.09 ms/batch
Step 00033050 L_out=0.246 Acc=0.78 ---197372.85 ms/batch
Step 00033100 L_out=0.089 Acc=0.91 ---224276.73 ms/batch
Step 00033150 L_out=0.059 Acc=0.91 ---251225.51 ms/batch
Step 00033200 L_out=0.165 Acc=0.89 ---278515.52 ms/batch
Step 00033250 L_out=0.102 Acc=0.89 ---306243.06 ms/batch
Step 00033300 L_out=0.186 Acc=0.85 ---333349.97 ms/batch
Step 00033350 L_out=0.121 Acc=0.91 ---360378.19 ms/batch
Round 3 | epoch=19, train costTime=360.3785135746002, | total_activation_sum=13191653
Round 3 | epoch=20, current m_iou=0.6562334723688863
Round 3 | Best m_IoU is: 0.671, OA is: 0.913 | val costTime=175.382577419281
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.041 Acc=0.89 ---26907.36 ms/batch
Step 00033450 L_out=0.680 Acc=0.79 ---53690.79 ms/batch
Step 00033500 L_out=0.203 Acc=0.91 ---80246.86 ms/batch
Step 00033550 L_out=0.013 Acc=0.95 ---107403.27 ms/batch
Step 00033600 L_out=0.078 Acc=0.91 ---134658.48 ms/batch
Step 00033650 L_out=0.250 Acc=0.78 ---161797.79 ms/batch
Step 00033700 L_out=0.067 Acc=0.83 ---189063.93 ms/batch
Step 00033750 L_out=0.113 Acc=0.93 ---216215.58 ms/batch
Step 00033800 L_out=0.040 Acc=0.96 ---242995.49 ms/batch
Step 00033850 L_out=0.082 Acc=0.87 ---269617.38 ms/batch
Step 00033900 L_out=0.076 Acc=0.93 ---296732.28 ms/batch
Step 00033950 L_out=0.199 Acc=0.87 ---323705.74 ms/batch
Step 00034000 L_out=0.205 Acc=0.87 ---350494.87 ms/batch
Round 3 | epoch=20, train costTime=359.79832220077515, | total_activation_sum=13401708
Round 3 | epoch=21, current m_iou=0.6515336335048866
Round 3 | Best m_IoU is: 0.671, OA is: 0.913 | val costTime=180.64762425422668
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.101 Acc=0.87 ---17836.27 ms/batch
Step 00034100 L_out=0.190 Acc=0.82 ---44717.94 ms/batch
Step 00034150 L_out=0.101 Acc=0.90 ---71419.76 ms/batch
Step 00034200 L_out=0.172 Acc=0.91 ---98224.48 ms/batch
Step 00034250 L_out=0.156 Acc=0.94 ---124887.87 ms/batch
Step 00034300 L_out=0.039 Acc=0.93 ---151849.54 ms/batch
Step 00034350 L_out=0.059 Acc=0.96 ---178826.75 ms/batch
Step 00034400 L_out=0.089 Acc=0.94 ---205496.34 ms/batch
Step 00034450 L_out=0.127 Acc=0.90 ---232306.56 ms/batch
Step 00034500 L_out=0.240 Acc=0.84 ---259591.75 ms/batch
Step 00034550 L_out=0.041 Acc=0.87 ---286572.43 ms/batch
Step 00034600 L_out=0.071 Acc=0.86 ---313149.06 ms/batch
Step 00034650 L_out=0.116 Acc=0.91 ---340178.33 ms/batch
Round 3 | epoch=21, train costTime=358.46715092658997, | total_activation_sum=13186522
Round 3 | epoch=22, current m_iou=0.6513747903341481
Round 3 | Best m_IoU is: 0.671, OA is: 0.913 | val costTime=180.02625727653503
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.033 Acc=0.92 --- 8602.57 ms/batch
Step 00034750 L_out=0.152 Acc=0.88 ---35303.86 ms/batch
Step 00034800 L_out=0.014 Acc=0.93 ---62495.73 ms/batch
Step 00034850 L_out=0.105 Acc=0.88 ---89627.53 ms/batch
Step 00034900 L_out=0.257 Acc=0.72 ---116487.40 ms/batch
Step 00034950 L_out=0.118 Acc=0.91 ---143633.63 ms/batch
Step 00035000 L_out=0.176 Acc=0.86 ---170332.89 ms/batch
Step 00035050 L_out=0.110 Acc=0.90 ---197935.55 ms/batch
Step 00035100 L_out=0.032 Acc=0.90 ---225571.31 ms/batch
Step 00035150 L_out=0.105 Acc=0.91 ---252877.32 ms/batch
Step 00035200 L_out=0.200 Acc=0.84 ---279631.42 ms/batch
Step 00035250 L_out=0.719 Acc=0.85 ---307196.90 ms/batch
Step 00035300 L_out=0.483 Acc=0.81 ---334075.04 ms/batch
Step 00035350 L_out=0.099 Acc=0.92 ---361088.71 ms/batch
Round 3 | epoch=22, train costTime=361.6346290111542, | total_activation_sum=13266135
Round 3 | epoch=23, current m_iou=0.6499252390484543
Round 3 | Best m_IoU is: 0.671, OA is: 0.913 | val costTime=184.24515104293823
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.019 Acc=0.96 ---27006.70 ms/batch
Step 00035450 L_out=0.073 Acc=0.73 ---54003.13 ms/batch
Step 00035500 L_out=0.064 Acc=0.96 ---80862.51 ms/batch
Step 00035550 L_out=0.035 Acc=0.95 ---108045.95 ms/batch
Step 00035600 L_out=0.053 Acc=0.94 ---134944.86 ms/batch
Step 00035650 L_out=0.183 Acc=0.89 ---162214.93 ms/batch
Step 00035700 L_out=0.092 Acc=0.92 ---188952.30 ms/batch
Step 00035750 L_out=0.050 Acc=0.91 ---215880.61 ms/batch
Step 00035800 L_out=0.224 Acc=0.89 ---242727.28 ms/batch
Step 00035850 L_out=0.105 Acc=0.93 ---269427.95 ms/batch
Step 00035900 L_out=0.198 Acc=0.78 ---296263.61 ms/batch
Step 00035950 L_out=0.173 Acc=0.90 ---323186.24 ms/batch
Step 00036000 L_out=0.113 Acc=0.92 ---349974.12 ms/batch
Round 3 | epoch=23, train costTime=360.0099792480469, | total_activation_sum=13541983
Round 3 | epoch=24, current m_iou=0.6584369980900667
Round 3 | Best m_IoU is: 0.671, OA is: 0.913 | val costTime=177.07281351089478
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.301 Acc=0.83 ---17632.58 ms/batch
Step 00036100 L_out=0.062 Acc=0.92 ---44442.67 ms/batch
Step 00036150 L_out=0.073 Acc=0.91 ---71477.35 ms/batch
Step 00036200 L_out=0.248 Acc=0.83 ---97691.96 ms/batch
Step 00036250 L_out=0.083 Acc=0.91 ---124779.80 ms/batch
Step 00036300 L_out=0.113 Acc=0.90 ---152126.87 ms/batch
Step 00036350 L_out=0.136 Acc=0.79 ---179590.28 ms/batch
Step 00036400 L_out=0.011 Acc=0.95 ---206702.52 ms/batch
Step 00036450 L_out=0.017 Acc=0.94 ---234015.92 ms/batch
Step 00036500 L_out=0.069 Acc=0.86 ---261065.39 ms/batch
Step 00036550 L_out=0.023 Acc=0.95 ---288106.34 ms/batch
Step 00036600 L_out=0.119 Acc=0.92 ---315122.71 ms/batch
Step 00036650 L_out=0.193 Acc=0.90 ---341911.42 ms/batch
Round 3 | epoch=24, train costTime=360.67938923835754, | total_activation_sum=13332865
Round 3 | epoch=25, current m_iou=0.657349469311461
Round 3 | Best m_IoU is: 0.671, OA is: 0.913 | val costTime=177.67628693580627
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.072 Acc=0.90 --- 8056.78 ms/batch
Step 00036750 L_out=0.101 Acc=0.89 ---34919.33 ms/batch
Step 00036800 L_out=0.038 Acc=0.90 ---62479.35 ms/batch
Step 00036850 L_out=0.091 Acc=0.94 ---89457.16 ms/batch
Step 00036900 L_out=0.123 Acc=0.88 ---116404.29 ms/batch
Step 00036950 L_out=0.057 Acc=0.92 ---143347.27 ms/batch
Step 00037000 L_out=0.055 Acc=0.88 ---170137.45 ms/batch
Step 00037050 L_out=0.013 Acc=0.95 ---197032.80 ms/batch
Step 00037100 L_out=0.108 Acc=0.94 ---223824.96 ms/batch
Step 00037150 L_out=0.072 Acc=0.91 ---251195.91 ms/batch
Step 00037200 L_out=0.064 Acc=0.93 ---277842.23 ms/batch
Step 00037250 L_out=0.055 Acc=0.95 ---304976.77 ms/batch
Step 00037300 L_out=0.058 Acc=0.92 ---332102.36 ms/batch
Step 00037350 L_out=0.077 Acc=0.92 ---358953.04 ms/batch
Round 3 | epoch=25, train costTime=360.10970854759216, | total_activation_sum=13306885
Round 3 | epoch=26, current m_iou=0.6619116677988175
Round 3 | Best m_IoU is: 0.671, OA is: 0.913 | val costTime=176.8305802345276
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.077 Acc=0.93 ---25658.13 ms/batch
Step 00037450 L_out=0.028 Acc=0.92 ---52528.13 ms/batch
Step 00037500 L_out=0.053 Acc=0.95 ---79321.15 ms/batch
Step 00037550 L_out=0.011 Acc=0.88 ---106053.28 ms/batch
Step 00037600 L_out=0.106 Acc=0.97 ---132855.97 ms/batch
Step 00037650 L_out=0.102 Acc=0.90 ---160988.93 ms/batch
Step 00037700 L_out=0.020 Acc=0.88 ---187957.86 ms/batch
Step 00037750 L_out=0.044 Acc=0.89 ---214212.77 ms/batch
Step 00037800 L_out=0.131 Acc=0.93 ---241810.28 ms/batch
Step 00037850 L_out=0.016 Acc=0.96 ---268661.86 ms/batch
Step 00037900 L_out=0.123 Acc=0.93 ---295516.19 ms/batch
Step 00037950 L_out=0.190 Acc=0.92 ---322609.25 ms/batch
Step 00038000 L_out=0.152 Acc=0.87 ---349726.04 ms/batch
Round 3 | epoch=26, train costTime=360.21299839019775, | total_activation_sum=13405494
Round 3 | epoch=27, current m_iou=0.6570930230587754
Round 3 | Best m_IoU is: 0.671, OA is: 0.913 | val costTime=175.40506744384766
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.221 Acc=0.84 ---16423.47 ms/batch
Step 00038100 L_out=0.211 Acc=0.88 ---43572.70 ms/batch
Step 00038150 L_out=0.065 Acc=0.94 ---70238.75 ms/batch
Step 00038200 L_out=0.140 Acc=0.93 ---97995.26 ms/batch
Step 00038250 L_out=0.129 Acc=0.88 ---124918.42 ms/batch
Step 00038300 L_out=0.049 Acc=0.97 ---152048.67 ms/batch
Step 00038350 L_out=0.182 Acc=0.86 ---178822.88 ms/batch
Step 00038400 L_out=0.063 Acc=0.93 ---205708.78 ms/batch
Step 00038450 L_out=0.078 Acc=0.90 ---232561.28 ms/batch
Step 00038500 L_out=0.113 Acc=0.93 ---259524.04 ms/batch
Step 00038550 L_out=0.081 Acc=0.94 ---286445.24 ms/batch
Step 00038600 L_out=0.287 Acc=0.81 ---313734.47 ms/batch
Step 00038650 L_out=0.030 Acc=0.91 ---340521.72 ms/batch
Round 3 | epoch=27, train costTime=359.8305802345276, | total_activation_sum=13364146
Round 3 | epoch=28, current m_iou=0.6593827999046524
Round 3 | Best m_IoU is: 0.671, OA is: 0.913 | val costTime=182.45413732528687
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.133 Acc=0.90 --- 7511.65 ms/batch
Step 00038750 L_out=0.084 Acc=0.88 ---34232.00 ms/batch
Step 00038800 L_out=0.175 Acc=0.75 ---61694.27 ms/batch
Step 00038850 L_out=0.044 Acc=0.92 ---88670.95 ms/batch
Step 00038900 L_out=0.069 Acc=0.85 ---115372.38 ms/batch
Step 00038950 L_out=0.157 Acc=0.94 ---142004.88 ms/batch
Step 00039000 L_out=0.113 Acc=0.88 ---169150.09 ms/batch
Step 00039050 L_out=0.291 Acc=0.81 ---196100.43 ms/batch
Step 00039100 L_out=0.032 Acc=0.91 ---222794.07 ms/batch
Step 00039150 L_out=0.050 Acc=0.86 ---249078.74 ms/batch
Step 00039200 L_out=0.282 Acc=0.85 ---276775.38 ms/batch
Step 00039250 L_out=0.222 Acc=0.91 ---303957.55 ms/batch
Step 00039300 L_out=0.066 Acc=0.91 ---331254.67 ms/batch
Step 00039350 L_out=0.016 Acc=0.93 ---358296.79 ms/batch
Round 3 | epoch=28, train costTime=359.72748851776123, | total_activation_sum=13202154
Round 3 | epoch=29, current m_iou=0.6587187002756407
Round 3 | Best m_IoU is: 0.671, OA is: 0.913 | val costTime=180.3836841583252
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.094 Acc=0.97 ---21485.76 ms/batch
Step 00039450 L_out=0.362 Acc=0.84 ---44154.58 ms/batch
Step 00039500 L_out=0.035 Acc=0.93 ---66741.84 ms/batch
Step 00039550 L_out=0.076 Acc=0.93 ---89226.01 ms/batch
Step 00039600 L_out=0.053 Acc=0.92 ---111817.03 ms/batch
Step 00039650 L_out=0.144 Acc=0.95 ---134370.46 ms/batch
Step 00039700 L_out=0.248 Acc=0.88 ---157210.19 ms/batch
Step 00039750 L_out=0.086 Acc=0.93 ---180227.13 ms/batch
Step 00039800 L_out=0.253 Acc=0.92 ---202957.88 ms/batch
Step 00039850 L_out=0.079 Acc=0.94 ---225466.47 ms/batch
Step 00039900 L_out=0.101 Acc=0.93 ---247987.60 ms/batch
Step 00039950 L_out=0.062 Acc=0.93 ---270615.61 ms/batch
Step 00040000 L_out=0.182 Acc=0.91 ---293345.50 ms/batch
Round 3 | epoch=29, train costTime=302.8783507347107, | total_activation_sum=13379122
Round 3 | epoch=30, current m_iou=0.6587096895389979
Round 3 | Best m_IoU is: 0.671, OA is: 0.913 | val costTime=137.94592189788818
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=1.530 Acc=0.70 ---14587.74 ms/batch
Step 00040100 L_out=0.203 Acc=0.88 ---41442.98 ms/batch
Step 00040150 L_out=0.727 Acc=0.32 ---68625.28 ms/batch
Step 00040200 L_out=0.302 Acc=0.76 ---95523.25 ms/batch
Step 00040250 L_out=0.925 Acc=0.53 ---122718.21 ms/batch
Step 00040300 L_out=0.300 Acc=0.84 ---149647.40 ms/batch
Step 00040350 L_out=0.212 Acc=0.89 ---177439.60 ms/batch
Step 00040400 L_out=0.109 Acc=0.88 ---204283.04 ms/batch
Step 00040450 L_out=0.139 Acc=0.87 ---231442.99 ms/batch
Step 00040500 L_out=0.209 Acc=0.85 ---258851.71 ms/batch
Step 00040550 L_out=0.634 Acc=0.81 ---286002.63 ms/batch
Step 00040600 L_out=0.147 Acc=0.87 ---312646.51 ms/batch
Step 00040650 L_out=0.266 Acc=0.82 ---339764.89 ms/batch
Round 4 | epoch=0, train costTime=359.8480143547058, | total_activation_sum=17321628
Round 4 | epoch=1, current m_iou=0.5619510993529895
Round 4 | Best m_IoU is: 0.562, OA is: 0.861 | val costTime=192.58464860916138
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.113 Acc=0.87 --- 6934.52 ms/batch
Step 00040750 L_out=0.305 Acc=0.88 ---34092.22 ms/batch
Step 00040800 L_out=0.087 Acc=0.84 ---61001.45 ms/batch
Step 00040850 L_out=0.265 Acc=0.84 ---87801.43 ms/batch
Step 00040900 L_out=0.214 Acc=0.82 ---114819.14 ms/batch
Step 00040950 L_out=0.136 Acc=0.89 ---141775.94 ms/batch
Step 00041000 L_out=0.354 Acc=0.87 ---168911.64 ms/batch
Step 00041050 L_out=0.225 Acc=0.88 ---195750.73 ms/batch
Step 00041100 L_out=0.266 Acc=0.82 ---222685.26 ms/batch
Step 00041150 L_out=0.556 Acc=0.83 ---249674.57 ms/batch
Step 00041200 L_out=0.352 Acc=0.84 ---276664.79 ms/batch
Step 00041250 L_out=0.191 Acc=0.87 ---302877.45 ms/batch
Step 00041300 L_out=0.244 Acc=0.93 ---329891.96 ms/batch
Step 00041350 L_out=0.336 Acc=0.95 ---356738.93 ms/batch
Round 4 | epoch=1, train costTime=358.9718611240387, | total_activation_sum=17755035
Round 4 | epoch=2, current m_iou=0.6206172013183425
Round 4 | Best m_IoU is: 0.621, OA is: 0.895 | val costTime=178.88309478759766
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.118 Acc=0.94 ---24901.09 ms/batch
Step 00041450 L_out=0.131 Acc=0.92 ---51919.72 ms/batch
Step 00041500 L_out=0.534 Acc=0.56 ---78876.65 ms/batch
Step 00041550 L_out=0.216 Acc=0.91 ---105692.05 ms/batch
Step 00041600 L_out=1.450 Acc=0.67 ---132729.70 ms/batch
Step 00041650 L_out=0.169 Acc=0.92 ---159673.04 ms/batch
Step 00041700 L_out=0.519 Acc=0.71 ---187081.87 ms/batch
Step 00041750 L_out=0.253 Acc=0.76 ---214389.85 ms/batch
Step 00041800 L_out=0.777 Acc=0.55 ---241303.14 ms/batch
Step 00041850 L_out=0.214 Acc=0.82 ---268412.98 ms/batch
Step 00041900 L_out=0.207 Acc=0.90 ---295399.83 ms/batch
Step 00041950 L_out=0.224 Acc=0.83 ---322976.53 ms/batch
Step 00042000 L_out=0.288 Acc=0.84 ---350524.10 ms/batch
Round 4 | epoch=2, train costTime=361.75898790359497, | total_activation_sum=17678512
Round 4 | epoch=3, current m_iou=0.6617030828069819
Round 4 | Best m_IoU is: 0.662, OA is: 0.912 | val costTime=175.23068594932556
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.449 Acc=0.89 ---15633.69 ms/batch
Step 00042100 L_out=0.281 Acc=0.90 ---42607.62 ms/batch
Step 00042150 L_out=0.125 Acc=0.80 ---69631.20 ms/batch
Step 00042200 L_out=0.117 Acc=0.96 ---96139.35 ms/batch
Step 00042250 L_out=0.208 Acc=0.90 ---123384.60 ms/batch
Step 00042300 L_out=0.404 Acc=0.87 ---150235.92 ms/batch
Step 00042350 L_out=0.165 Acc=0.88 ---177694.72 ms/batch
Step 00042400 L_out=0.335 Acc=0.87 ---204863.49 ms/batch
Step 00042450 L_out=0.214 Acc=0.91 ---232063.79 ms/batch
Step 00042500 L_out=0.525 Acc=0.89 ---259071.46 ms/batch
Step 00042550 L_out=0.169 Acc=0.79 ---285825.68 ms/batch
Step 00042600 L_out=0.128 Acc=0.89 ---313035.82 ms/batch
Step 00042650 L_out=0.194 Acc=0.83 ---340011.51 ms/batch
Round 4 | epoch=3, train costTime=360.45227456092834, | total_activation_sum=17723816
Round 4 | epoch=4, current m_iou=0.6610168520695875
Round 4 | Best m_IoU is: 0.662, OA is: 0.912 | val costTime=182.03644633293152
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.231 Acc=0.82 --- 5777.30 ms/batch
Step 00042750 L_out=0.379 Acc=0.87 ---33368.67 ms/batch
Step 00042800 L_out=0.048 Acc=0.94 ---60599.88 ms/batch
Step 00042850 L_out=0.175 Acc=0.95 ---88448.70 ms/batch
Step 00042900 L_out=0.081 Acc=0.95 ---115833.66 ms/batch
Step 00042950 L_out=0.189 Acc=0.91 ---142773.02 ms/batch
Step 00043000 L_out=0.251 Acc=0.90 ---169965.93 ms/batch
Step 00043050 L_out=0.106 Acc=0.93 ---197500.62 ms/batch
Step 00043100 L_out=0.407 Acc=0.88 ---224686.72 ms/batch
Step 00043150 L_out=0.161 Acc=0.86 ---251815.66 ms/batch
Step 00043200 L_out=0.139 Acc=0.94 ---278767.82 ms/batch
Step 00043250 L_out=0.197 Acc=0.87 ---305603.34 ms/batch
Step 00043300 L_out=0.290 Acc=0.90 ---333557.95 ms/batch
Step 00043350 L_out=0.319 Acc=0.86 ---360654.93 ms/batch
Round 4 | epoch=4, train costTime=363.32051253318787, | total_activation_sum=17656348
Round 4 | epoch=5, current m_iou=0.6199892916675986
Round 4 | Best m_IoU is: 0.662, OA is: 0.912 | val costTime=183.09839534759521
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.334 Acc=0.89 ---24114.88 ms/batch
Step 00043450 L_out=0.160 Acc=0.85 ---51035.62 ms/batch
Step 00043500 L_out=0.220 Acc=0.91 ---78193.95 ms/batch
Step 00043550 L_out=0.207 Acc=0.90 ---105792.98 ms/batch
Step 00043600 L_out=0.584 Acc=0.75 ---132713.01 ms/batch
Step 00043650 L_out=0.120 Acc=0.89 ---159736.03 ms/batch
Step 00043700 L_out=0.220 Acc=0.90 ---186888.12 ms/batch
Step 00043750 L_out=0.055 Acc=0.95 ---214007.59 ms/batch
Step 00043800 L_out=0.154 Acc=0.88 ---241055.66 ms/batch
Step 00043850 L_out=0.512 Acc=0.77 ---267959.65 ms/batch
Step 00043900 L_out=0.211 Acc=0.90 ---295180.70 ms/batch
Step 00043950 L_out=0.150 Acc=0.92 ---321916.59 ms/batch
Step 00044000 L_out=0.181 Acc=0.91 ---348802.78 ms/batch
Round 4 | epoch=5, train costTime=360.9435918331146, | total_activation_sum=17657822
Round 4 | epoch=6, current m_iou=0.6735730510417135
Round 4 | Best m_IoU is: 0.674, OA is: 0.915 | val costTime=179.581533908844
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.182 Acc=0.89 ---15137.93 ms/batch
Step 00044100 L_out=0.263 Acc=0.94 ---41889.54 ms/batch
Step 00044150 L_out=0.373 Acc=0.87 ---68880.30 ms/batch
Step 00044200 L_out=0.338 Acc=0.90 ---95826.92 ms/batch
Step 00044250 L_out=0.157 Acc=0.91 ---122586.60 ms/batch
Step 00044300 L_out=0.125 Acc=0.87 ---151346.98 ms/batch
Step 00044350 L_out=0.397 Acc=0.86 ---178277.70 ms/batch
Step 00044400 L_out=0.325 Acc=0.83 ---204544.01 ms/batch
Step 00044450 L_out=0.158 Acc=0.97 ---231834.53 ms/batch
Step 00044500 L_out=0.140 Acc=0.90 ---258954.55 ms/batch
Step 00044550 L_out=0.318 Acc=0.89 ---286178.39 ms/batch
Step 00044600 L_out=0.072 Acc=0.92 ---312712.14 ms/batch
Step 00044650 L_out=0.153 Acc=0.88 ---339732.91 ms/batch
Round 4 | epoch=6, train costTime=361.12987184524536, | total_activation_sum=17675541
Round 4 | epoch=7, current m_iou=0.6735518556060325
Round 4 | Best m_IoU is: 0.674, OA is: 0.915 | val costTime=169.07168412208557
Round 4 | ****EPOCH 7****
Step 00044700 L_out=0.073 Acc=0.93 --- 5096.60 ms/batch
Step 00044750 L_out=0.023 Acc=0.93 ---32479.09 ms/batch
Step 00044800 L_out=0.082 Acc=0.93 ---60074.57 ms/batch
Step 00044850 L_out=0.110 Acc=0.80 ---87746.82 ms/batch
Step 00044900 L_out=0.055 Acc=0.95 ---116059.87 ms/batch
Step 00044950 L_out=0.144 Acc=0.95 ---142977.22 ms/batch
Step 00045000 L_out=0.865 Acc=0.59 ---169964.97 ms/batch
Step 00045050 L_out=0.068 Acc=0.96 ---197045.31 ms/batch
Step 00045100 L_out=0.166 Acc=0.88 ---223983.42 ms/batch
Step 00045150 L_out=0.052 Acc=0.93 ---251201.97 ms/batch
Step 00045200 L_out=0.111 Acc=0.93 ---278044.88 ms/batch
Step 00045250 L_out=0.095 Acc=0.89 ---304880.27 ms/batch
Step 00045300 L_out=0.035 Acc=0.90 ---332369.47 ms/batch
Step 00045350 L_out=0.047 Acc=0.92 ---359673.76 ms/batch
Round 4 | epoch=7, train costTime=362.991087436676, | total_activation_sum=17647745
Round 4 | epoch=8, current m_iou=0.6712828794119248
Round 4 | Best m_IoU is: 0.674, OA is: 0.915 | val costTime=177.69859409332275
Round 4 | ****EPOCH 8****
Step 00045400 L_out=0.264 Acc=0.79 ---22896.32 ms/batch
Step 00045450 L_out=0.136 Acc=0.94 ---50302.54 ms/batch
Step 00045500 L_out=0.238 Acc=0.83 ---78209.55 ms/batch
Step 00045550 L_out=0.085 Acc=0.96 ---104935.61 ms/batch
Step 00045600 L_out=0.055 Acc=0.88 ---131949.42 ms/batch
Step 00045650 L_out=0.236 Acc=0.92 ---158997.81 ms/batch
Step 00045700 L_out=0.204 Acc=0.94 ---186351.01 ms/batch
Step 00045750 L_out=0.054 Acc=0.78 ---213393.22 ms/batch
Step 00045800 L_out=0.146 Acc=0.89 ---240836.87 ms/batch
Step 00045850 L_out=0.078 Acc=0.81 ---267901.94 ms/batch
Step 00045900 L_out=0.097 Acc=0.94 ---295069.75 ms/batch
Step 00045950 L_out=0.097 Acc=0.88 ---321774.93 ms/batch
Step 00046000 L_out=0.045 Acc=0.91 ---349877.26 ms/batch
Round 4 | epoch=8, train costTime=362.3170244693756, | total_activation_sum=17793109
Round 4 | epoch=9, current m_iou=0.6852833119450197
Round 4 | Best m_IoU is: 0.685, OA is: 0.920 | val costTime=193.3516321182251
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.073 Acc=0.89 ---14244.75 ms/batch
Step 00046100 L_out=0.173 Acc=0.89 ---41411.48 ms/batch
Step 00046150 L_out=0.228 Acc=0.91 ---68482.08 ms/batch
Step 00046200 L_out=0.050 Acc=0.90 ---95994.80 ms/batch
Step 00046250 L_out=0.077 Acc=0.92 ---123089.71 ms/batch
Step 00046300 L_out=0.052 Acc=0.92 ---149941.81 ms/batch
Step 00046350 L_out=0.033 Acc=0.85 ---176999.73 ms/batch
Step 00046400 L_out=0.099 Acc=0.96 ---204078.36 ms/batch
Step 00046450 L_out=0.144 Acc=0.89 ---231500.73 ms/batch
Step 00046500 L_out=0.068 Acc=0.91 ---258646.76 ms/batch
Step 00046550 L_out=0.252 Acc=0.86 ---285285.63 ms/batch
Step 00046600 L_out=0.163 Acc=0.88 ---312609.79 ms/batch
Step 00046650 L_out=0.070 Acc=0.86 ---339737.31 ms/batch
Round 4 | epoch=9, train costTime=361.439701795578, | total_activation_sum=17656064
Round 4 | epoch=10, current m_iou=0.6852526485840265
Round 4 | Best m_IoU is: 0.685, OA is: 0.920 | val costTime=181.42933821678162
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.182 Acc=0.95 --- 5599.01 ms/batch
Step 00046750 L_out=0.073 Acc=0.92 ---32519.96 ms/batch
Step 00046800 L_out=0.137 Acc=0.88 ---60068.52 ms/batch
Step 00046850 L_out=0.119 Acc=0.92 ---87804.19 ms/batch
Step 00046900 L_out=0.113 Acc=0.93 ---114824.35 ms/batch
Step 00046950 L_out=0.192 Acc=0.87 ---141836.40 ms/batch
Step 00047000 L_out=0.077 Acc=0.91 ---168665.00 ms/batch
Step 00047050 L_out=0.284 Acc=0.88 ---195950.37 ms/batch
Step 00047100 L_out=0.073 Acc=0.95 ---222923.92 ms/batch
Step 00047150 L_out=0.092 Acc=0.95 ---250279.88 ms/batch
Step 00047200 L_out=0.182 Acc=0.81 ---277431.36 ms/batch
Step 00047250 L_out=0.174 Acc=0.92 ---304539.88 ms/batch
Step 00047300 L_out=0.079 Acc=0.93 ---331709.83 ms/batch
Step 00047350 L_out=0.085 Acc=0.90 ---358759.17 ms/batch
Round 4 | epoch=10, train costTime=362.5311472415924, | total_activation_sum=17655442
Round 4 | epoch=11, current m_iou=0.6873361403736602
Round 4 | Best m_IoU is: 0.687, OA is: 0.920 | val costTime=180.31493639945984
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.076 Acc=0.90 ---23100.83 ms/batch
Step 00047450 L_out=0.103 Acc=0.95 ---50134.15 ms/batch
Step 00047500 L_out=0.237 Acc=0.93 ---77071.94 ms/batch
Step 00047550 L_out=0.096 Acc=0.97 ---104053.30 ms/batch
Step 00047600 L_out=0.119 Acc=0.91 ---131111.10 ms/batch
Step 00047650 L_out=0.098 Acc=0.93 ---158612.16 ms/batch
Step 00047700 L_out=0.149 Acc=0.96 ---185786.76 ms/batch
Step 00047750 L_out=0.128 Acc=0.90 ---212683.65 ms/batch
Step 00047800 L_out=0.049 Acc=0.93 ---239446.18 ms/batch
Step 00047850 L_out=0.161 Acc=0.90 ---266377.43 ms/batch
Step 00047900 L_out=0.564 Acc=0.89 ---293125.66 ms/batch
Step 00047950 L_out=0.090 Acc=0.91 ---320041.76 ms/batch
Step 00048000 L_out=0.107 Acc=0.93 ---347340.89 ms/batch
Round 4 | epoch=11, train costTime=360.83820033073425, | total_activation_sum=17627547
Round 4 | epoch=12, current m_iou=0.6839498143132505
Round 4 | Best m_IoU is: 0.687, OA is: 0.920 | val costTime=181.00909757614136
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.104 Acc=0.89 ---14088.23 ms/batch
Step 00048100 L_out=0.176 Acc=0.90 ---40979.12 ms/batch
Step 00048150 L_out=0.138 Acc=0.93 ---68223.45 ms/batch
Step 00048200 L_out=0.180 Acc=0.80 ---95360.63 ms/batch
Step 00048250 L_out=0.637 Acc=0.78 ---122112.91 ms/batch
Step 00048300 L_out=0.163 Acc=0.92 ---149127.02 ms/batch
Step 00048350 L_out=0.115 Acc=0.89 ---176068.86 ms/batch
Step 00048400 L_out=0.106 Acc=0.89 ---203435.64 ms/batch
Step 00048450 L_out=0.083 Acc=0.91 ---230595.09 ms/batch
Step 00048500 L_out=0.018 Acc=0.94 ---258827.68 ms/batch
Step 00048550 L_out=0.057 Acc=0.92 ---285437.76 ms/batch
Step 00048600 L_out=0.125 Acc=0.96 ---312502.60 ms/batch
Step 00048650 L_out=0.026 Acc=0.93 ---339568.11 ms/batch
Round 4 | epoch=12, train costTime=362.1547214984894, | total_activation_sum=17829967
Round 4 | epoch=13, current m_iou=0.6855668275568083
Round 4 | Best m_IoU is: 0.687, OA is: 0.920 | val costTime=163.33684730529785
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.186 Acc=0.90 --- 4653.98 ms/batch
Step 00048750 L_out=0.079 Acc=0.94 ---31610.43 ms/batch
Step 00048800 L_out=0.071 Acc=0.95 ---58848.02 ms/batch
Step 00048850 L_out=0.036 Acc=0.94 ---86287.59 ms/batch
Step 00048900 L_out=0.134 Acc=0.96 ---113621.06 ms/batch
Step 00048950 L_out=0.145 Acc=0.95 ---140894.13 ms/batch
Step 00049000 L_out=0.225 Acc=0.88 ---168326.90 ms/batch
Step 00049050 L_out=0.245 Acc=0.87 ---194768.01 ms/batch
Step 00049100 L_out=0.094 Acc=0.96 ---222047.17 ms/batch
Step 00049150 L_out=0.075 Acc=0.95 ---249257.06 ms/batch
Step 00049200 L_out=0.034 Acc=0.94 ---277429.64 ms/batch
Step 00049250 L_out=0.132 Acc=0.94 ---304971.23 ms/batch
Step 00049300 L_out=0.377 Acc=0.78 ---331966.72 ms/batch
Step 00049350 L_out=0.152 Acc=0.89 ---359042.20 ms/batch
Round 4 | epoch=13, train costTime=363.3021664619446, | total_activation_sum=17718594
Round 4 | epoch=14, current m_iou=0.6820277443432566
Round 4 | Best m_IoU is: 0.687, OA is: 0.920 | val costTime=178.60508799552917
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.164 Acc=0.94 ---22847.47 ms/batch
Step 00049450 L_out=0.068 Acc=0.95 ---49944.68 ms/batch
Step 00049500 L_out=2.218 Acc=0.78 ---77305.50 ms/batch
Step 00049550 L_out=0.399 Acc=0.79 ---104027.01 ms/batch
Step 00049600 L_out=0.292 Acc=0.89 ---131336.36 ms/batch
Step 00049650 L_out=0.205 Acc=0.92 ---158510.54 ms/batch
Step 00049700 L_out=0.065 Acc=0.93 ---185439.91 ms/batch
Step 00049750 L_out=0.069 Acc=0.94 ---212339.47 ms/batch
Step 00049800 L_out=0.208 Acc=0.93 ---238990.72 ms/batch
Step 00049850 L_out=0.060 Acc=0.93 ---266397.39 ms/batch
Step 00049900 L_out=0.119 Acc=0.85 ---293419.03 ms/batch
Step 00049950 L_out=0.038 Acc=0.96 ---320311.22 ms/batch
Step 00050000 L_out=0.019 Acc=0.92 ---347481.64 ms/batch
Round 4 | epoch=14, train costTime=360.64932203292847, | total_activation_sum=17525264
Round 4 | epoch=15, current m_iou=0.682271689884667
Round 4 | Best m_IoU is: 0.687, OA is: 0.920 | val costTime=179.36609935760498
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.092 Acc=0.92 ---13734.13 ms/batch
Step 00050100 L_out=0.074 Acc=0.91 ---41240.32 ms/batch
Step 00050150 L_out=0.083 Acc=0.94 ---68292.18 ms/batch
Step 00050200 L_out=0.166 Acc=0.91 ---95306.50 ms/batch
Step 00050250 L_out=0.192 Acc=0.93 ---121980.37 ms/batch
Step 00050300 L_out=0.037 Acc=0.95 ---148843.51 ms/batch
Step 00050350 L_out=0.206 Acc=0.91 ---175967.95 ms/batch
Step 00050400 L_out=0.282 Acc=0.89 ---203334.06 ms/batch
Step 00050450 L_out=0.095 Acc=0.95 ---230138.74 ms/batch
Step 00050500 L_out=0.154 Acc=0.92 ---257475.20 ms/batch
Step 00050550 L_out=0.194 Acc=0.97 ---284015.82 ms/batch
Step 00050600 L_out=0.215 Acc=0.84 ---310793.67 ms/batch
Step 00050650 L_out=0.175 Acc=0.89 ---338033.74 ms/batch
Round 4 | epoch=15, train costTime=361.1792905330658, | total_activation_sum=17560584
Round 4 | epoch=16, current m_iou=0.6814270885944871
Round 4 | Best m_IoU is: 0.687, OA is: 0.920 | val costTime=182.63209533691406
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.216 Acc=0.88 --- 4457.48 ms/batch
Step 00050750 L_out=0.143 Acc=0.90 ---31657.83 ms/batch
Step 00050800 L_out=0.181 Acc=0.85 ---58509.44 ms/batch
Step 00050850 L_out=0.106 Acc=0.95 ---86497.65 ms/batch
Step 00050900 L_out=0.096 Acc=0.95 ---113154.77 ms/batch
Step 00050950 L_out=0.259 Acc=0.92 ---140536.94 ms/batch
Step 00051000 L_out=0.038 Acc=0.97 ---167672.37 ms/batch
Step 00051050 L_out=0.178 Acc=0.95 ---194839.19 ms/batch
Step 00051100 L_out=0.114 Acc=0.92 ---221896.52 ms/batch
Step 00051150 L_out=0.088 Acc=0.91 ---249592.04 ms/batch
Step 00051200 L_out=0.117 Acc=0.91 ---276610.27 ms/batch
Step 00051250 L_out=0.046 Acc=0.92 ---303427.79 ms/batch
Step 00051300 L_out=0.207 Acc=0.87 ---330292.93 ms/batch
Step 00051350 L_out=0.103 Acc=0.91 ---356986.49 ms/batch
Round 4 | epoch=16, train costTime=361.7728626728058, | total_activation_sum=17795604
Round 4 | epoch=17, current m_iou=0.6857784065964567
Round 4 | Best m_IoU is: 0.687, OA is: 0.920 | val costTime=179.02062225341797
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.086 Acc=0.87 ---22015.06 ms/batch
Step 00051450 L_out=0.374 Acc=0.86 ---49306.54 ms/batch
Step 00051500 L_out=0.060 Acc=0.90 ---76126.97 ms/batch
Step 00051550 L_out=0.023 Acc=0.96 ---103041.65 ms/batch
Step 00051600 L_out=0.151 Acc=0.92 ---130551.05 ms/batch
Step 00051650 L_out=0.099 Acc=0.93 ---157686.85 ms/batch
Step 00051700 L_out=0.092 Acc=0.96 ---184873.39 ms/batch
Step 00051750 L_out=0.159 Acc=0.93 ---211772.71 ms/batch
Step 00051800 L_out=0.220 Acc=0.93 ---238958.53 ms/batch
Step 00051850 L_out=0.077 Acc=0.97 ---265825.63 ms/batch
Step 00051900 L_out=0.048 Acc=0.94 ---292528.37 ms/batch
Step 00051950 L_out=0.073 Acc=0.96 ---319596.58 ms/batch
Step 00052000 L_out=0.024 Acc=0.94 ---346723.49 ms/batch
Round 4 | epoch=17, train costTime=360.6926290988922, | total_activation_sum=17643911
Round 4 | epoch=18, current m_iou=0.6763753764246118
Round 4 | Best m_IoU is: 0.687, OA is: 0.920 | val costTime=184.06942129135132
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.058 Acc=0.87 ---13143.42 ms/batch
Step 00052100 L_out=0.077 Acc=0.94 ---40079.18 ms/batch
Step 00052150 L_out=0.082 Acc=0.86 ---67144.10 ms/batch
Step 00052200 L_out=0.130 Acc=0.90 ---94023.13 ms/batch
Step 00052250 L_out=0.035 Acc=0.96 ---120996.86 ms/batch
Step 00052300 L_out=0.118 Acc=0.85 ---147757.08 ms/batch
Step 00052350 L_out=0.054 Acc=0.92 ---174812.13 ms/batch
Step 00052400 L_out=0.101 Acc=0.95 ---202084.81 ms/batch
Step 00052450 L_out=0.169 Acc=0.94 ---228874.32 ms/batch
Step 00052500 L_out=0.037 Acc=0.96 ---255676.52 ms/batch
Step 00052550 L_out=0.107 Acc=0.92 ---282664.40 ms/batch
Step 00052600 L_out=0.038 Acc=0.95 ---309741.78 ms/batch
Step 00052650 L_out=0.054 Acc=0.94 ---336662.47 ms/batch
Round 4 | epoch=18, train costTime=360.07592821121216, | total_activation_sum=17779440
Round 4 | epoch=19, current m_iou=0.6711293791990988
Round 4 | Best m_IoU is: 0.687, OA is: 0.920 | val costTime=182.06661248207092
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.095 Acc=0.93 --- 3874.13 ms/batch
Step 00052750 L_out=0.095 Acc=0.85 ---30819.96 ms/batch
Step 00052800 L_out=0.074 Acc=0.91 ---57603.49 ms/batch
Step 00052850 L_out=0.036 Acc=0.97 ---84524.99 ms/batch
Step 00052900 L_out=0.064 Acc=0.93 ---111596.19 ms/batch
Step 00052950 L_out=0.096 Acc=0.96 ---138708.67 ms/batch
Step 00053000 L_out=0.120 Acc=0.89 ---166378.40 ms/batch
Step 00053050 L_out=0.048 Acc=0.94 ---193443.83 ms/batch
Step 00053100 L_out=0.094 Acc=0.91 ---221306.72 ms/batch
Step 00053150 L_out=0.135 Acc=0.94 ---248326.91 ms/batch
Step 00053200 L_out=0.082 Acc=0.86 ---275335.81 ms/batch
Step 00053250 L_out=0.055 Acc=0.92 ---302755.83 ms/batch
Step 00053300 L_out=0.087 Acc=0.94 ---329621.39 ms/batch
Step 00053350 L_out=0.082 Acc=0.95 ---356660.15 ms/batch
Round 4 | epoch=19, train costTime=361.8448016643524, | total_activation_sum=17610823
Round 4 | epoch=20, current m_iou=0.6773109976946976
Round 4 | Best m_IoU is: 0.687, OA is: 0.920 | val costTime=179.541100025177
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.083 Acc=0.97 ---21411.90 ms/batch
Step 00053450 L_out=0.069 Acc=0.93 ---48813.32 ms/batch
Step 00053500 L_out=0.045 Acc=0.93 ---75846.49 ms/batch
Step 00053550 L_out=0.217 Acc=0.91 ---103282.82 ms/batch
Step 00053600 L_out=0.070 Acc=0.96 ---130155.19 ms/batch
Step 00053650 L_out=0.368 Acc=0.78 ---157139.57 ms/batch
Step 00053700 L_out=0.111 Acc=0.98 ---183963.03 ms/batch
Step 00053750 L_out=0.046 Acc=0.95 ---210884.81 ms/batch
Step 00053800 L_out=0.093 Acc=0.96 ---237993.25 ms/batch
Step 00053850 L_out=0.061 Acc=0.94 ---264918.62 ms/batch
Step 00053900 L_out=0.405 Acc=0.92 ---292438.39 ms/batch
Step 00053950 L_out=0.110 Acc=0.90 ---319647.80 ms/batch
Step 00054000 L_out=0.157 Acc=0.92 ---346534.91 ms/batch
Round 4 | epoch=20, train costTime=361.14349818229675, | total_activation_sum=17706597
Round 4 | epoch=21, current m_iou=0.6757195062738685
Round 4 | Best m_IoU is: 0.687, OA is: 0.920 | val costTime=176.3210470676422
Round 4 | ****EPOCH 21****
Step 00054050 L_out=0.101 Acc=0.92 ---12322.73 ms/batch
Step 00054100 L_out=0.081 Acc=0.92 ---39439.47 ms/batch
Step 00054150 L_out=0.083 Acc=0.95 ---66120.30 ms/batch
Step 00054200 L_out=0.115 Acc=0.90 ---93282.99 ms/batch
Step 00054250 L_out=0.531 Acc=0.96 ---120190.19 ms/batch
Step 00054300 L_out=0.068 Acc=0.94 ---147225.01 ms/batch
Step 00054350 L_out=0.082 Acc=0.94 ---174020.05 ms/batch
Step 00054400 L_out=0.077 Acc=0.91 ---200876.93 ms/batch
Step 00054450 L_out=0.088 Acc=0.97 ---227905.65 ms/batch
Step 00054500 L_out=0.080 Acc=0.89 ---254806.03 ms/batch
Step 00054550 L_out=0.098 Acc=0.94 ---281682.24 ms/batch
Step 00054600 L_out=0.079 Acc=0.87 ---308929.74 ms/batch
Step 00054650 L_out=0.073 Acc=0.96 ---335824.64 ms/batch
Round 4 | epoch=21, train costTime=359.35991382598877, | total_activation_sum=17724068
Round 4 | epoch=22, current m_iou=0.6772306517756881
Round 4 | Best m_IoU is: 0.687, OA is: 0.920 | val costTime=177.88785600662231
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.116 Acc=0.93 --- 3002.47 ms/batch
Step 00054750 L_out=0.110 Acc=0.92 ---30117.09 ms/batch
Step 00054800 L_out=0.098 Acc=0.84 ---57329.76 ms/batch
Step 00054850 L_out=0.084 Acc=0.98 ---84382.38 ms/batch
Step 00054900 L_out=0.044 Acc=0.97 ---111737.67 ms/batch
Step 00054950 L_out=0.134 Acc=0.91 ---138502.98 ms/batch
Step 00055000 L_out=0.165 Acc=0.85 ---165905.36 ms/batch
Step 00055050 L_out=0.030 Acc=0.92 ---192836.53 ms/batch
Step 00055100 L_out=0.048 Acc=0.92 ---219853.07 ms/batch
Step 00055150 L_out=0.034 Acc=0.95 ---246869.60 ms/batch
Step 00055200 L_out=0.095 Acc=0.94 ---274892.47 ms/batch
Step 00055250 L_out=0.030 Acc=0.96 ---301897.85 ms/batch
Step 00055300 L_out=0.199 Acc=0.88 ---329307.92 ms/batch
Step 00055350 L_out=0.060 Acc=0.97 ---356265.31 ms/batch
Round 4 | epoch=22, train costTime=362.1882038116455, | total_activation_sum=17660103
Round 4 | epoch=23, current m_iou=0.68095568779947
Round 4 | Best m_IoU is: 0.687, OA is: 0.920 | val costTime=177.91929602622986
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.101 Acc=0.96 ---21175.11 ms/batch
Step 00055450 L_out=0.054 Acc=0.95 ---48772.96 ms/batch
Step 00055500 L_out=0.086 Acc=0.95 ---76287.16 ms/batch
Step 00055550 L_out=0.035 Acc=0.95 ---104817.36 ms/batch
Step 00055600 L_out=0.062 Acc=0.91 ---132484.97 ms/batch
Step 00055650 L_out=0.038 Acc=0.90 ---159565.60 ms/batch
Step 00055700 L_out=0.063 Acc=0.93 ---186449.87 ms/batch
Step 00055750 L_out=0.023 Acc=0.91 ---213684.95 ms/batch
Step 00055800 L_out=0.158 Acc=0.95 ---240540.99 ms/batch
Step 00055850 L_out=0.054 Acc=0.95 ---267329.94 ms/batch
Step 00055900 L_out=0.156 Acc=0.87 ---294827.03 ms/batch
Step 00055950 L_out=0.197 Acc=0.94 ---321850.96 ms/batch
Step 00056000 L_out=0.132 Acc=0.94 ---349260.76 ms/batch
Round 4 | epoch=23, train costTime=364.2730417251587, | total_activation_sum=17629462
Round 4 | epoch=24, current m_iou=0.6795978754427033
Round 4 | Best m_IoU is: 0.687, OA is: 0.920 | val costTime=181.35815930366516
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.092 Acc=0.94 ---11657.70 ms/batch
Step 00056100 L_out=0.091 Acc=0.93 ---38764.28 ms/batch
Step 00056150 L_out=0.088 Acc=0.91 ---65672.62 ms/batch
Step 00056200 L_out=0.064 Acc=0.96 ---93113.45 ms/batch
Step 00056250 L_out=0.085 Acc=0.95 ---120345.32 ms/batch
Step 00056300 L_out=0.184 Acc=0.85 ---147744.00 ms/batch
Step 00056350 L_out=0.121 Acc=0.91 ---174236.92 ms/batch
Step 00056400 L_out=0.095 Acc=0.92 ---201837.41 ms/batch
Step 00056450 L_out=0.059 Acc=0.95 ---229009.01 ms/batch
Step 00056500 L_out=0.029 Acc=0.96 ---255740.80 ms/batch
Step 00056550 L_out=0.070 Acc=0.96 ---282895.48 ms/batch
Step 00056600 L_out=0.144 Acc=0.94 ---310108.11 ms/batch
Step 00056650 L_out=0.144 Acc=0.89 ---336959.81 ms/batch
Round 4 | epoch=24, train costTime=361.24208211898804, | total_activation_sum=17681617
Round 4 | epoch=25, current m_iou=0.6779532542653153
Round 4 | Best m_IoU is: 0.687, OA is: 0.920 | val costTime=179.8362820148468
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.093 Acc=0.93 --- 2880.62 ms/batch
Step 00056750 L_out=0.123 Acc=0.93 ---30779.57 ms/batch
Step 00056800 L_out=0.110 Acc=0.93 ---57818.89 ms/batch
Step 00056850 L_out=0.110 Acc=0.92 ---84667.80 ms/batch
Step 00056900 L_out=0.029 Acc=0.96 ---111624.94 ms/batch
Step 00056950 L_out=0.021 Acc=0.96 ---138908.39 ms/batch
Step 00057000 L_out=0.125 Acc=0.93 ---166332.76 ms/batch
Step 00057050 L_out=0.036 Acc=0.96 ---193517.50 ms/batch
Step 00057100 L_out=0.131 Acc=0.97 ---220529.47 ms/batch
Step 00057150 L_out=0.052 Acc=0.94 ---247573.15 ms/batch
Step 00057200 L_out=0.096 Acc=0.88 ---274258.92 ms/batch
Step 00057250 L_out=0.186 Acc=0.94 ---301243.88 ms/batch
Step 00057300 L_out=0.036 Acc=0.90 ---328376.60 ms/batch
Step 00057350 L_out=0.133 Acc=0.87 ---355312.89 ms/batch
Round 4 | epoch=25, train costTime=361.93504428863525, | total_activation_sum=17647894
Round 4 | epoch=26, current m_iou=0.6748146916836361
Round 4 | Best m_IoU is: 0.687, OA is: 0.920 | val costTime=175.8850495815277
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.036 Acc=0.92 ---20794.60 ms/batch
Step 00057450 L_out=0.038 Acc=0.96 ---48786.54 ms/batch
Step 00057500 L_out=0.076 Acc=0.94 ---76167.67 ms/batch
Step 00057550 L_out=0.030 Acc=0.91 ---103362.43 ms/batch
Step 00057600 L_out=0.051 Acc=0.93 ---130304.24 ms/batch
Step 00057650 L_out=0.107 Acc=0.91 ---157313.96 ms/batch
Step 00057700 L_out=0.052 Acc=0.96 ---184593.67 ms/batch
Step 00057750 L_out=0.069 Acc=0.93 ---211866.72 ms/batch
Step 00057800 L_out=0.029 Acc=0.95 ---239012.72 ms/batch
Step 00057850 L_out=0.089 Acc=0.93 ---265776.12 ms/batch
Step 00057900 L_out=0.157 Acc=0.91 ---292687.10 ms/batch
Step 00057950 L_out=0.067 Acc=0.94 ---319672.96 ms/batch
Step 00058000 L_out=0.025 Acc=0.92 ---346835.55 ms/batch
Round 4 | epoch=26, train costTime=363.1511929035187, | total_activation_sum=17721912
Round 4 | epoch=27, current m_iou=0.6743176344551512
Round 4 | Best m_IoU is: 0.687, OA is: 0.920 | val costTime=179.1449534893036
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.017 Acc=0.95 ---11527.95 ms/batch
Step 00058100 L_out=0.062 Acc=0.94 ---38769.67 ms/batch
Step 00058150 L_out=0.192 Acc=0.87 ---65913.27 ms/batch
Step 00058200 L_out=0.065 Acc=0.89 ---92921.82 ms/batch
Step 00058250 L_out=0.203 Acc=0.93 ---119731.02 ms/batch
Step 00058300 L_out=0.057 Acc=0.95 ---146547.78 ms/batch
Step 00058350 L_out=0.096 Acc=0.91 ---173648.63 ms/batch
Step 00058400 L_out=0.021 Acc=0.95 ---200576.30 ms/batch
Step 00058450 L_out=0.150 Acc=0.87 ---227705.40 ms/batch
Step 00058500 L_out=0.088 Acc=0.97 ---254995.84 ms/batch
Step 00058550 L_out=0.081 Acc=0.90 ---281883.30 ms/batch
Step 00058600 L_out=0.143 Acc=0.88 ---308894.96 ms/batch
Step 00058650 L_out=0.042 Acc=0.94 ---336098.55 ms/batch
Round 4 | epoch=27, train costTime=361.15748405456543, | total_activation_sum=17618133
Round 4 | epoch=28, current m_iou=0.6738425852535438
Round 4 | Best m_IoU is: 0.687, OA is: 0.920 | val costTime=182.84627509117126
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.064 Acc=0.91 --- 2042.60 ms/batch
Step 00058750 L_out=0.172 Acc=0.92 ---28980.82 ms/batch
Step 00058800 L_out=0.182 Acc=0.92 ---56041.13 ms/batch
Step 00058850 L_out=0.056 Acc=0.91 ---82917.08 ms/batch
Step 00058900 L_out=0.067 Acc=0.88 ---110057.39 ms/batch
Step 00058950 L_out=0.031 Acc=0.91 ---137051.91 ms/batch
Step 00059000 L_out=0.059 Acc=0.95 ---164022.79 ms/batch
Step 00059050 L_out=0.035 Acc=0.79 ---191264.53 ms/batch
Step 00059100 L_out=0.106 Acc=0.95 ---218199.21 ms/batch
Step 00059150 L_out=0.206 Acc=0.94 ---244960.82 ms/batch
Step 00059200 L_out=0.222 Acc=0.84 ---272244.98 ms/batch
Step 00059250 L_out=0.063 Acc=0.95 ---299268.17 ms/batch
Step 00059300 L_out=0.071 Acc=0.93 ---326228.57 ms/batch
Step 00059350 L_out=0.070 Acc=0.93 ---353560.96 ms/batch
Round 4 | epoch=28, train costTime=360.0372498035431, | total_activation_sum=17749969
Round 4 | epoch=29, current m_iou=0.6743080570154791
Round 4 | Best m_IoU is: 0.687, OA is: 0.920 | val costTime=182.5015525817871
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.024 Acc=0.91 ---16714.21 ms/batch
Step 00059450 L_out=0.097 Acc=0.96 ---39667.03 ms/batch
Step 00059500 L_out=0.077 Acc=0.93 ---62747.75 ms/batch
Step 00059550 L_out=0.080 Acc=0.85 ---85487.08 ms/batch
Step 00059600 L_out=0.039 Acc=0.97 ---108446.49 ms/batch
Step 00059650 L_out=0.019 Acc=0.94 ---131010.66 ms/batch
Step 00059700 L_out=0.019 Acc=0.91 ---153660.60 ms/batch
Step 00059750 L_out=0.025 Acc=0.95 ---176251.09 ms/batch
Step 00059800 L_out=0.092 Acc=0.93 ---199134.96 ms/batch
Step 00059850 L_out=0.077 Acc=0.96 ---222443.15 ms/batch
Step 00059900 L_out=0.102 Acc=0.83 ---245041.97 ms/batch
Step 00059950 L_out=0.043 Acc=0.96 ---267445.84 ms/batch
Step 00060000 L_out=0.041 Acc=0.95 ---290023.31 ms/batch
Round 4 | epoch=29, train costTime=303.525098323822, | total_activation_sum=17661086
Round 4 | epoch=30, current m_iou=0.6764986148437713
Round 4 | Best m_IoU is: 0.687, OA is: 0.920 | val costTime=142.98538541793823
Round 4 | ****EPOCH 30****
Round 5 | ****EPOCH 0****
Step 00060050 L_out=6.669 Acc=0.29 ---10586.42 ms/batch
Step 00060100 L_out=0.168 Acc=0.78 ---37510.33 ms/batch
Step 00060150 L_out=0.539 Acc=0.89 ---62746.14 ms/batch
Step 00060200 L_out=1.011 Acc=0.69 ---86401.49 ms/batch
Step 00060250 L_out=1.256 Acc=0.61 ---113404.64 ms/batch
Step 00060300 L_out=0.650 Acc=0.66 ---140109.14 ms/batch
Step 00060350 L_out=1.096 Acc=0.81 ---167074.98 ms/batch
Step 00060400 L_out=0.326 Acc=0.69 ---193940.52 ms/batch
Step 00060450 L_out=0.937 Acc=0.53 ---220813.37 ms/batch
Step 00060500 L_out=0.478 Acc=0.75 ---247843.94 ms/batch
Step 00060550 L_out=0.355 Acc=0.82 ---274766.85 ms/batch
Step 00060600 L_out=0.310 Acc=0.88 ---301496.35 ms/batch
Step 00060650 L_out=0.253 Acc=0.80 ---329050.28 ms/batch
Round 5 | epoch=0, train costTime=354.1642265319824, | total_activation_sum=19511041
Round 5 | epoch=1, current m_iou=0.46921904267076475
Round 5 | Best m_IoU is: 0.469, OA is: 0.768 | val costTime=176.30272722244263
Round 5 | ****EPOCH 1****
Step 00060700 L_out=0.544 Acc=0.86 --- 1845.76 ms/batch
Step 00060750 L_out=1.869 Acc=0.62 ---29153.94 ms/batch
Step 00060800 L_out=0.328 Acc=0.81 ---55204.00 ms/batch
Step 00060850 L_out=0.261 Acc=0.90 ---79174.45 ms/batch
Step 00060900 L_out=0.168 Acc=0.86 ---105961.45 ms/batch
Step 00060950 L_out=0.226 Acc=0.80 ---133045.94 ms/batch
Step 00061000 L_out=0.374 Acc=0.82 ---160074.11 ms/batch
Step 00061050 L_out=0.542 Acc=0.85 ---187225.96 ms/batch
Step 00061100 L_out=0.219 Acc=0.80 ---214341.17 ms/batch
Step 00061150 L_out=0.090 Acc=0.89 ---241430.45 ms/batch
Step 00061200 L_out=0.221 Acc=0.79 ---268109.29 ms/batch
Step 00061250 L_out=0.527 Acc=0.73 ---295007.89 ms/batch
Step 00061300 L_out=0.369 Acc=0.91 ---321634.59 ms/batch
Step 00061350 L_out=0.280 Acc=0.81 ---348735.22 ms/batch
Round 5 | epoch=1, train costTime=356.3076117038727, | total_activation_sum=19745424
Round 5 | epoch=2, current m_iou=0.6166826947529417
Round 5 | Best m_IoU is: 0.617, OA is: 0.886 | val costTime=179.26351976394653
Round 5 | ****EPOCH 2****
Step 00061400 L_out=0.229 Acc=0.88 ---19847.85 ms/batch
Step 00061450 L_out=0.284 Acc=0.78 ---46153.44 ms/batch
Step 00061500 L_out=0.236 Acc=0.92 ---69372.02 ms/batch
Step 00061550 L_out=0.714 Acc=0.87 ---95926.07 ms/batch
Step 00061600 L_out=0.604 Acc=0.88 ---122090.27 ms/batch
Step 00061650 L_out=0.213 Acc=0.91 ---148694.92 ms/batch
Step 00061700 L_out=0.365 Acc=0.87 ---175678.07 ms/batch
Step 00061750 L_out=0.413 Acc=0.87 ---202712.74 ms/batch
Step 00061800 L_out=0.060 Acc=0.89 ---230285.73 ms/batch
Step 00061850 L_out=0.339 Acc=0.94 ---257372.93 ms/batch
Step 00061900 L_out=0.276 Acc=0.76 ---284440.96 ms/batch
Step 00061950 L_out=0.179 Acc=0.94 ---311144.60 ms/batch
Step 00062000 L_out=0.253 Acc=0.79 ---337834.00 ms/batch
Round 5 | epoch=2, train costTime=354.5095670223236, | total_activation_sum=19609437
Round 5 | epoch=3, current m_iou=0.6438891109560305
Round 5 | Best m_IoU is: 0.644, OA is: 0.891 | val costTime=177.92672991752625
Round 5 | ****EPOCH 3****
Step 00062050 L_out=0.238 Acc=0.91 ---10358.12 ms/batch
Step 00062100 L_out=0.251 Acc=0.84 ---37635.53 ms/batch
Step 00062150 L_out=0.156 Acc=0.93 ---60508.21 ms/batch
Step 00062200 L_out=0.186 Acc=0.92 ---87190.64 ms/batch
Step 00062250 L_out=0.201 Acc=0.87 ---114093.84 ms/batch
Step 00062300 L_out=0.131 Acc=0.95 ---140974.75 ms/batch
Step 00062350 L_out=0.153 Acc=0.84 ---168237.40 ms/batch
Step 00062400 L_out=0.410 Acc=0.87 ---195180.57 ms/batch
Step 00062450 L_out=0.483 Acc=0.86 ---222131.50 ms/batch
Step 00062500 L_out=0.184 Acc=0.94 ---249185.10 ms/batch
Step 00062550 L_out=0.325 Acc=0.85 ---276068.81 ms/batch
Step 00062600 L_out=0.095 Acc=0.89 ---302986.11 ms/batch
Step 00062650 L_out=0.228 Acc=0.87 ---329802.66 ms/batch
Round 5 | epoch=3, train costTime=355.8796148300171, | total_activation_sum=19516071
Round 5 | epoch=4, current m_iou=0.6447809063887264
Round 5 | Best m_IoU is: 0.645, OA is: 0.896 | val costTime=175.8769690990448
Round 5 | ****EPOCH 4****
Step 00062700 L_out=0.174 Acc=0.89 --- 1034.96 ms/batch
Step 00062750 L_out=0.239 Acc=0.90 ---28555.43 ms/batch
Step 00062800 L_out=0.042 Acc=0.95 ---52225.80 ms/batch
Step 00062850 L_out=0.533 Acc=0.80 ---79130.87 ms/batch
Step 00062900 L_out=0.207 Acc=0.95 ---105971.41 ms/batch
Step 00062950 L_out=0.141 Acc=0.83 ---132686.52 ms/batch
Step 00063000 L_out=0.050 Acc=0.95 ---159699.82 ms/batch
Step 00063050 L_out=0.087 Acc=0.93 ---186616.72 ms/batch
Step 00063100 L_out=0.143 Acc=0.85 ---213978.38 ms/batch
Step 00063150 L_out=0.051 Acc=0.91 ---240660.88 ms/batch
Step 00063200 L_out=0.089 Acc=0.90 ---267641.87 ms/batch
Step 00063250 L_out=0.302 Acc=0.76 ---294479.69 ms/batch
Step 00063300 L_out=0.069 Acc=0.94 ---321593.45 ms/batch
Step 00063350 L_out=0.246 Acc=0.92 ---348791.40 ms/batch
Round 5 | epoch=4, train costTime=356.79523158073425, | total_activation_sum=19639727
Round 5 | epoch=5, current m_iou=0.6674216424533097
Round 5 | Best m_IoU is: 0.667, OA is: 0.908 | val costTime=181.5317142009735
Round 5 | ****EPOCH 5****
Step 00063400 L_out=0.102 Acc=0.95 ---19274.47 ms/batch
Step 00063450 L_out=0.133 Acc=0.88 ---43151.42 ms/batch
Step 00063500 L_out=0.078 Acc=0.88 ---67740.59 ms/batch
Step 00063550 L_out=0.088 Acc=0.89 ---94658.38 ms/batch
Step 00063600 L_out=0.119 Acc=0.89 ---121473.35 ms/batch
Step 00063650 L_out=0.115 Acc=0.92 ---148394.93 ms/batch
Step 00063700 L_out=0.122 Acc=0.91 ---175327.06 ms/batch
Step 00063750 L_out=0.155 Acc=0.92 ---202022.84 ms/batch
Step 00063800 L_out=0.074 Acc=0.93 ---229656.31 ms/batch
Step 00063850 L_out=0.179 Acc=0.92 ---256346.03 ms/batch
Step 00063900 L_out=0.146 Acc=0.97 ---283488.94 ms/batch
Step 00063950 L_out=0.073 Acc=0.91 ---310265.76 ms/batch
Step 00064000 L_out=0.258 Acc=0.93 ---337362.60 ms/batch
Round 5 | epoch=5, train costTime=354.83044958114624, | total_activation_sum=19635188
Round 5 | epoch=6, current m_iou=0.6705251740239564
Round 5 | Best m_IoU is: 0.671, OA is: 0.913 | val costTime=182.08767199516296
Round 5 | ****EPOCH 6****
Step 00064050 L_out=0.179 Acc=0.96 ---10457.00 ms/batch
Step 00064100 L_out=0.106 Acc=0.96 ---35867.82 ms/batch
Step 00064150 L_out=0.265 Acc=0.81 ---61178.36 ms/batch
Step 00064200 L_out=0.222 Acc=0.85 ---87920.77 ms/batch
Step 00064250 L_out=0.071 Acc=0.95 ---114914.74 ms/batch
Step 00064300 L_out=0.271 Acc=0.93 ---141676.31 ms/batch
Step 00064350 L_out=0.190 Acc=0.86 ---168548.87 ms/batch
Step 00064400 L_out=0.124 Acc=0.92 ---195335.09 ms/batch
Step 00064450 L_out=0.121 Acc=0.87 ---222238.64 ms/batch
Step 00064500 L_out=0.183 Acc=0.95 ---249462.90 ms/batch
Step 00064550 L_out=0.193 Acc=0.85 ---276264.79 ms/batch
Step 00064600 L_out=0.883 Acc=0.85 ---303313.21 ms/batch
Step 00064650 L_out=0.126 Acc=0.90 ---330288.85 ms/batch
Round 5 | epoch=6, train costTime=356.5348131656647, | total_activation_sum=19507808
Round 5 | epoch=7, current m_iou=0.6707366753236265
Round 5 | Best m_IoU is: 0.671, OA is: 0.915 | val costTime=179.44796299934387
Round 5 | ****EPOCH 7****
Step 00064700 L_out=0.198 Acc=0.92 ---  446.78 ms/batch
Step 00064750 L_out=0.142 Acc=0.97 ---26053.21 ms/batch
Step 00064800 L_out=0.103 Acc=0.86 ---49943.01 ms/batch
Step 00064850 L_out=0.177 Acc=0.85 ---76915.22 ms/batch
Step 00064900 L_out=0.701 Acc=0.78 ---103677.11 ms/batch
Step 00064950 L_out=0.101 Acc=0.91 ---130622.24 ms/batch
Step 00065000 L_out=0.246 Acc=0.93 ---157257.57 ms/batch
Step 00065050 L_out=0.088 Acc=0.93 ---184603.64 ms/batch
Step 00065100 L_out=0.130 Acc=0.88 ---211769.98 ms/batch
Step 00065150 L_out=0.069 Acc=0.97 ---238807.16 ms/batch
Step 00065200 L_out=0.103 Acc=0.92 ---265590.68 ms/batch
Step 00065250 L_out=0.069 Acc=0.91 ---292613.77 ms/batch
Step 00065300 L_out=0.267 Acc=0.83 ---319875.77 ms/batch
Step 00065350 L_out=0.738 Acc=0.71 ---346799.15 ms/batch
Round 5 | epoch=7, train costTime=355.0011520385742, | total_activation_sum=19557468
Round 5 | epoch=8, current m_iou=0.6575415851441335
Round 5 | Best m_IoU is: 0.671, OA is: 0.915 | val costTime=184.93586802482605
Round 5 | ****EPOCH 8****
Step 00065400 L_out=0.076 Acc=0.90 ---17475.30 ms/batch
Step 00065450 L_out=0.155 Acc=0.93 ---40837.06 ms/batch
Step 00065500 L_out=0.053 Acc=0.88 ---67677.52 ms/batch
Step 00065550 L_out=0.171 Acc=0.91 ---94555.57 ms/batch
Step 00065600 L_out=0.179 Acc=0.91 ---121885.60 ms/batch
Step 00065650 L_out=0.195 Acc=0.94 ---148977.70 ms/batch
Step 00065700 L_out=0.046 Acc=0.94 ---176486.93 ms/batch
Step 00065750 L_out=0.178 Acc=0.89 ---203617.10 ms/batch
Step 00065800 L_out=0.053 Acc=0.94 ---230783.57 ms/batch
Step 00065850 L_out=0.068 Acc=0.96 ---258231.77 ms/batch
Step 00065900 L_out=0.032 Acc=0.94 ---285562.39 ms/batch
Step 00065950 L_out=0.071 Acc=0.92 ---312493.14 ms/batch
Step 00066000 L_out=0.262 Acc=0.92 ---339493.13 ms/batch
Round 5 | epoch=8, train costTime=357.30044960975647, | total_activation_sum=19630135
Round 5 | epoch=9, current m_iou=0.6826983951795683
Round 5 | Best m_IoU is: 0.683, OA is: 0.918 | val costTime=182.96417760849
Round 5 | ****EPOCH 9****
Step 00066050 L_out=0.240 Acc=0.85 --- 9155.05 ms/batch
Step 00066100 L_out=0.076 Acc=0.94 ---31830.82 ms/batch
Step 00066150 L_out=0.067 Acc=0.96 ---58674.66 ms/batch
Step 00066200 L_out=0.084 Acc=0.91 ---85667.24 ms/batch
Step 00066250 L_out=0.055 Acc=0.91 ---112678.67 ms/batch
Step 00066300 L_out=0.091 Acc=0.89 ---139627.62 ms/batch
Step 00066350 L_out=0.271 Acc=0.84 ---166577.62 ms/batch
Step 00066400 L_out=0.133 Acc=0.96 ---193586.89 ms/batch
Step 00066450 L_out=0.181 Acc=0.85 ---221494.61 ms/batch
Step 00066500 L_out=0.253 Acc=0.83 ---248426.15 ms/batch
Step 00066550 L_out=0.261 Acc=0.87 ---275063.83 ms/batch
Step 00066600 L_out=0.169 Acc=0.93 ---301961.87 ms/batch
Step 00066650 L_out=0.198 Acc=0.92 ---328917.56 ms/batch
Step 00066700 L_out=0.129 Acc=0.96 ---355777.56 ms/batch
Round 5 | epoch=9, train costTime=355.7776927947998, | total_activation_sum=19676551
Round 5 | epoch=10, current m_iou=0.6808824587018805
Round 5 | Best m_IoU is: 0.683, OA is: 0.918 | val costTime=183.95183396339417
Round 5 | ****EPOCH 10****
Step 00066750 L_out=0.204 Acc=0.92 ---23454.88 ms/batch
Step 00066800 L_out=0.109 Acc=0.90 ---49642.89 ms/batch
Step 00066850 L_out=0.096 Acc=0.93 ---76361.07 ms/batch
Step 00066900 L_out=0.115 Acc=0.90 ---103662.70 ms/batch
Step 00066950 L_out=0.196 Acc=0.90 ---130566.00 ms/batch
Step 00067000 L_out=0.159 Acc=0.88 ---157200.44 ms/batch
Step 00067050 L_out=0.040 Acc=0.95 ---184592.38 ms/batch
Step 00067100 L_out=0.037 Acc=0.93 ---211959.01 ms/batch
Step 00067150 L_out=0.096 Acc=0.94 ---239333.96 ms/batch
Step 00067200 L_out=0.323 Acc=0.88 ---266222.48 ms/batch
Step 00067250 L_out=0.025 Acc=0.94 ---294005.42 ms/batch
Step 00067300 L_out=0.292 Acc=0.85 ---320862.03 ms/batch
Step 00067350 L_out=0.049 Acc=0.98 ---347753.96 ms/batch
Round 5 | epoch=10, train costTime=357.1425507068634, | total_activation_sum=19695499
Round 5 | epoch=11, current m_iou=0.6759012097889401
Round 5 | Best m_IoU is: 0.683, OA is: 0.918 | val costTime=175.1657292842865
Round 5 | ****EPOCH 11****
Step 00067400 L_out=0.132 Acc=0.91 ---15853.74 ms/batch
Step 00067450 L_out=0.095 Acc=0.96 ---41159.17 ms/batch
Step 00067500 L_out=0.081 Acc=0.89 ---68221.07 ms/batch
Step 00067550 L_out=0.269 Acc=0.82 ---95187.11 ms/batch
Step 00067600 L_out=0.151 Acc=0.90 ---122689.99 ms/batch
Step 00067650 L_out=0.227 Acc=0.90 ---149702.27 ms/batch
Step 00067700 L_out=0.150 Acc=0.89 ---176962.49 ms/batch
Step 00067750 L_out=0.220 Acc=0.93 ---203721.52 ms/batch
Step 00067800 L_out=0.429 Acc=0.91 ---230799.75 ms/batch
Step 00067850 L_out=0.091 Acc=0.85 ---257698.32 ms/batch
Step 00067900 L_out=0.089 Acc=0.89 ---284505.68 ms/batch
Step 00067950 L_out=0.077 Acc=0.95 ---311629.86 ms/batch
Step 00068000 L_out=0.153 Acc=0.96 ---338897.24 ms/batch
Round 5 | epoch=11, train costTime=357.2158432006836, | total_activation_sum=19676480
Round 5 | epoch=12, current m_iou=0.6801882945489691
Round 5 | Best m_IoU is: 0.683, OA is: 0.918 | val costTime=172.57166814804077
Round 5 | ****EPOCH 12****
Step 00068050 L_out=0.069 Acc=0.94 --- 7685.27 ms/batch
Step 00068100 L_out=0.083 Acc=0.93 ---30459.10 ms/batch
Step 00068150 L_out=0.183 Acc=0.96 ---57232.64 ms/batch
Step 00068200 L_out=0.137 Acc=0.91 ---84902.77 ms/batch
Step 00068250 L_out=0.132 Acc=0.89 ---111722.99 ms/batch
Step 00068300 L_out=0.098 Acc=0.94 ---139058.36 ms/batch
Step 00068350 L_out=0.131 Acc=0.95 ---165757.26 ms/batch
Step 00068400 L_out=0.265 Acc=0.93 ---192485.93 ms/batch
Step 00068450 L_out=0.047 Acc=0.91 ---219901.64 ms/batch
Step 00068500 L_out=0.038 Acc=0.89 ---246866.14 ms/batch
Step 00068550 L_out=0.345 Acc=0.87 ---274173.23 ms/batch
Step 00068600 L_out=0.217 Acc=0.93 ---301151.10 ms/batch
Step 00068650 L_out=0.022 Acc=0.98 ---328065.20 ms/batch
Step 00068700 L_out=0.097 Acc=0.97 ---354879.64 ms/batch
Round 5 | epoch=12, train costTime=355.4162178039551, | total_activation_sum=19517824
Round 5 | epoch=13, current m_iou=0.6820789177517782
Round 5 | Best m_IoU is: 0.683, OA is: 0.918 | val costTime=183.9427032470703
Round 5 | ****EPOCH 13****
Step 00068750 L_out=0.317 Acc=0.93 ---22393.76 ms/batch
Step 00068800 L_out=0.040 Acc=0.93 ---49429.50 ms/batch
Step 00068850 L_out=0.034 Acc=0.91 ---76391.33 ms/batch
Step 00068900 L_out=0.157 Acc=0.88 ---104192.91 ms/batch
Step 00068950 L_out=0.140 Acc=0.92 ---131043.46 ms/batch
Step 00069000 L_out=0.076 Acc=0.91 ---157706.22 ms/batch
Step 00069050 L_out=0.135 Acc=0.93 ---184240.37 ms/batch
Step 00069100 L_out=0.019 Acc=0.92 ---210885.00 ms/batch
Step 00069150 L_out=0.054 Acc=0.95 ---237715.16 ms/batch
Step 00069200 L_out=0.053 Acc=0.93 ---264211.64 ms/batch
Step 00069250 L_out=0.097 Acc=0.93 ---290693.56 ms/batch
Step 00069300 L_out=0.170 Acc=0.95 ---317308.44 ms/batch
Step 00069350 L_out=0.058 Acc=0.98 ---344048.32 ms/batch
Round 5 | epoch=13, train costTime=353.718346118927, | total_activation_sum=19529742
Round 5 | epoch=14, current m_iou=0.6782520745101884
Round 5 | Best m_IoU is: 0.683, OA is: 0.918 | val costTime=166.17568612098694
Round 5 | ****EPOCH 14****
Step 00069400 L_out=0.057 Acc=0.96 ---16220.04 ms/batch
Step 00069450 L_out=0.105 Acc=0.96 ---40125.25 ms/batch
Step 00069500 L_out=0.120 Acc=0.94 ---67732.01 ms/batch
Step 00069550 L_out=0.025 Acc=0.94 ---95207.02 ms/batch
Step 00069600 L_out=0.142 Acc=0.93 ---121779.37 ms/batch
Step 00069650 L_out=0.258 Acc=0.81 ---148686.92 ms/batch
Step 00069700 L_out=0.048 Acc=0.95 ---175803.27 ms/batch
Step 00069750 L_out=0.052 Acc=0.89 ---202589.82 ms/batch
Step 00069800 L_out=0.093 Acc=0.91 ---229731.06 ms/batch
Step 00069850 L_out=0.102 Acc=0.88 ---256846.76 ms/batch
Step 00069900 L_out=0.024 Acc=0.93 ---283737.77 ms/batch
Step 00069950 L_out=0.119 Acc=0.90 ---311140.79 ms/batch
Step 00070000 L_out=0.119 Acc=0.96 ---337861.13 ms/batch
Round 5 | epoch=14, train costTime=356.6166441440582, | total_activation_sum=19540593
Round 5 | epoch=15, current m_iou=0.6775394097690524
Round 5 | Best m_IoU is: 0.683, OA is: 0.918 | val costTime=175.156578540802
Round 5 | ****EPOCH 15****
Step 00070050 L_out=0.070 Acc=0.95 --- 8314.75 ms/batch
Step 00070100 L_out=0.044 Acc=0.96 ---31443.82 ms/batch
Step 00070150 L_out=0.119 Acc=0.89 ---57194.86 ms/batch
Step 00070200 L_out=0.045 Acc=0.92 ---84072.77 ms/batch
Step 00070250 L_out=0.088 Acc=0.95 ---110792.88 ms/batch
Step 00070300 L_out=0.047 Acc=0.96 ---138087.53 ms/batch
Step 00070350 L_out=0.050 Acc=0.92 ---165073.86 ms/batch
Step 00070400 L_out=0.029 Acc=0.95 ---192047.91 ms/batch
Step 00070450 L_out=0.202 Acc=0.86 ---218897.48 ms/batch
Step 00070500 L_out=0.078 Acc=0.93 ---245659.91 ms/batch
Step 00070550 L_out=0.157 Acc=0.89 ---272461.80 ms/batch
Step 00070600 L_out=0.111 Acc=0.92 ---299160.55 ms/batch
Step 00070650 L_out=0.071 Acc=0.98 ---326560.08 ms/batch
Step 00070700 L_out=0.054 Acc=0.91 ---354274.81 ms/batch
Round 5 | epoch=15, train costTime=355.3469240665436, | total_activation_sum=19622962
Round 5 | epoch=16, current m_iou=0.6871342180411787
Round 5 | Best m_IoU is: 0.687, OA is: 0.920 | val costTime=163.91644549369812
Round 5 | ****EPOCH 16****
Step 00070750 L_out=0.074 Acc=0.97 ---25639.35 ms/batch
Step 00070800 L_out=0.107 Acc=0.94 ---48700.71 ms/batch
Step 00070850 L_out=0.031 Acc=0.96 ---75641.28 ms/batch
Step 00070900 L_out=0.109 Acc=0.90 ---102487.27 ms/batch
Step 00070950 L_out=0.109 Acc=0.95 ---129355.49 ms/batch
Step 00071000 L_out=0.034 Acc=0.93 ---156225.20 ms/batch
Step 00071050 L_out=0.083 Acc=0.97 ---183165.47 ms/batch
Step 00071100 L_out=0.246 Acc=0.88 ---210691.52 ms/batch
Step 00071150 L_out=0.047 Acc=0.94 ---237844.61 ms/batch
Step 00071200 L_out=0.044 Acc=0.94 ---264718.87 ms/batch
Step 00071250 L_out=0.104 Acc=0.94 ---291729.37 ms/batch
Step 00071300 L_out=0.255 Acc=0.82 ---318962.39 ms/batch
Step 00071350 L_out=0.255 Acc=0.91 ---346005.33 ms/batch
Round 5 | epoch=16, train costTime=356.17733788490295, | total_activation_sum=19715293
Round 5 | epoch=17, current m_iou=0.6921215202278167
Round 5 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=178.22435688972473
Round 5 | ****EPOCH 17****
Step 00071400 L_out=0.187 Acc=0.94 ---17147.04 ms/batch
Step 00071450 L_out=0.136 Acc=0.95 ---40237.74 ms/batch
Step 00071500 L_out=0.244 Acc=0.91 ---67554.18 ms/batch
Step 00071550 L_out=0.120 Acc=0.92 ---94526.60 ms/batch
Step 00071600 L_out=0.095 Acc=0.88 ---121742.73 ms/batch
Step 00071650 L_out=0.191 Acc=0.93 ---148461.66 ms/batch
Step 00071700 L_out=0.129 Acc=0.91 ---175462.53 ms/batch
Step 00071750 L_out=0.037 Acc=0.98 ---202455.24 ms/batch
Step 00071800 L_out=0.087 Acc=0.95 ---228986.23 ms/batch
Step 00071850 L_out=0.106 Acc=0.97 ---256445.68 ms/batch
Step 00071900 L_out=0.125 Acc=0.90 ---283841.52 ms/batch
Step 00071950 L_out=0.070 Acc=0.95 ---310770.34 ms/batch
Step 00072000 L_out=0.049 Acc=0.97 ---337665.28 ms/batch
Round 5 | epoch=17, train costTime=356.76648473739624, | total_activation_sum=19395881
Round 5 | epoch=18, current m_iou=0.6887626468318095
Round 5 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=184.98387455940247
Round 5 | ****EPOCH 18****
Step 00072050 L_out=0.132 Acc=0.94 --- 7745.33 ms/batch
Step 00072100 L_out=0.052 Acc=0.96 ---31197.00 ms/batch
Step 00072150 L_out=0.118 Acc=0.91 ---57892.11 ms/batch
Step 00072200 L_out=0.116 Acc=0.93 ---84785.12 ms/batch
Step 00072250 L_out=0.027 Acc=0.97 ---111449.33 ms/batch
Step 00072300 L_out=0.248 Acc=0.96 ---138340.11 ms/batch
Step 00072350 L_out=0.093 Acc=0.95 ---164923.34 ms/batch
Step 00072400 L_out=0.206 Acc=0.91 ---191801.20 ms/batch
Step 00072450 L_out=0.059 Acc=0.92 ---218681.64 ms/batch
Step 00072500 L_out=0.202 Acc=0.92 ---245451.56 ms/batch
Step 00072550 L_out=0.115 Acc=0.94 ---272349.69 ms/batch
Step 00072600 L_out=0.058 Acc=0.96 ---299026.51 ms/batch
Step 00072650 L_out=0.281 Acc=0.85 ---325621.02 ms/batch
Step 00072700 L_out=0.117 Acc=0.93 ---352692.19 ms/batch
Round 5 | epoch=18, train costTime=354.2824430465698, | total_activation_sum=19702477
Round 5 | epoch=19, current m_iou=0.6894712608743967
Round 5 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=177.14219975471497
Round 5 | ****EPOCH 19****
Step 00072750 L_out=0.080 Acc=0.94 ---22633.86 ms/batch
Step 00072800 L_out=0.154 Acc=0.95 ---48120.67 ms/batch
Step 00072850 L_out=0.032 Acc=0.89 ---75343.65 ms/batch
Step 00072900 L_out=0.026 Acc=0.92 ---102359.68 ms/batch
Step 00072950 L_out=0.062 Acc=0.96 ---129261.09 ms/batch
Step 00073000 L_out=0.142 Acc=0.94 ---156297.15 ms/batch
Step 00073050 L_out=0.143 Acc=0.94 ---182930.09 ms/batch
Step 00073100 L_out=0.088 Acc=0.90 ---209787.27 ms/batch
Step 00073150 L_out=0.163 Acc=0.92 ---237067.28 ms/batch
Step 00073200 L_out=0.068 Acc=0.95 ---263854.52 ms/batch
Step 00073250 L_out=0.102 Acc=0.89 ---291190.91 ms/batch
Step 00073300 L_out=0.044 Acc=0.95 ---318936.93 ms/batch
Step 00073350 L_out=0.220 Acc=0.96 ---345705.12 ms/batch
Round 5 | epoch=19, train costTime=356.68119645118713, | total_activation_sum=19634886
Round 5 | epoch=20, current m_iou=0.6813630648679847
Round 5 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=175.83615231513977
Round 5 | ****EPOCH 20****
Step 00073400 L_out=0.063 Acc=0.92 ---14805.54 ms/batch
Step 00073450 L_out=0.109 Acc=0.95 ---40589.00 ms/batch
Step 00073500 L_out=0.069 Acc=0.96 ---67376.64 ms/batch
Step 00073550 L_out=0.054 Acc=0.95 ---94540.80 ms/batch
Step 00073600 L_out=0.141 Acc=0.87 ---121154.01 ms/batch
Step 00073650 L_out=0.018 Acc=0.95 ---147901.72 ms/batch
Step 00073700 L_out=0.392 Acc=0.94 ---174620.21 ms/batch
Step 00073750 L_out=0.039 Acc=0.91 ---201735.72 ms/batch
Step 00073800 L_out=0.196 Acc=0.92 ---228348.67 ms/batch
Step 00073850 L_out=0.045 Acc=0.92 ---255385.00 ms/batch
Step 00073900 L_out=0.113 Acc=0.95 ---282272.88 ms/batch
Step 00073950 L_out=0.086 Acc=0.94 ---309232.27 ms/batch
Step 00074000 L_out=0.044 Acc=0.93 ---335962.65 ms/batch
Round 5 | epoch=20, train costTime=355.93119740486145, | total_activation_sum=19647751
Round 5 | epoch=21, current m_iou=0.6740195425199476
Round 5 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=169.7316882610321
Round 5 | ****EPOCH 21****
Step 00074050 L_out=0.026 Acc=0.94 --- 6986.49 ms/batch
Step 00074100 L_out=0.054 Acc=0.94 ---29797.65 ms/batch
Step 00074150 L_out=0.069 Acc=0.89 ---56596.91 ms/batch
Step 00074200 L_out=0.090 Acc=0.78 ---83342.46 ms/batch
Step 00074250 L_out=0.077 Acc=0.94 ---110049.09 ms/batch
Step 00074300 L_out=0.142 Acc=0.93 ---137126.68 ms/batch
Step 00074350 L_out=0.109 Acc=0.86 ---163778.54 ms/batch
Step 00074400 L_out=0.166 Acc=0.87 ---190274.43 ms/batch
Step 00074450 L_out=0.174 Acc=0.94 ---217094.40 ms/batch
Step 00074500 L_out=0.122 Acc=0.92 ---243967.20 ms/batch
Step 00074550 L_out=0.042 Acc=0.95 ---270561.32 ms/batch
Step 00074600 L_out=0.019 Acc=0.96 ---297887.19 ms/batch
Step 00074650 L_out=0.125 Acc=0.88 ---325135.00 ms/batch
Step 00074700 L_out=0.080 Acc=0.96 ---352024.63 ms/batch
Round 5 | epoch=21, train costTime=354.2062768936157, | total_activation_sum=19674197
Round 5 | epoch=22, current m_iou=0.6774382152445907
Round 5 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=163.2605104446411
Round 5 | ****EPOCH 22****
Step 00074750 L_out=0.087 Acc=0.95 ---22788.08 ms/batch
Step 00074800 L_out=0.158 Acc=0.89 ---47480.84 ms/batch
Step 00074850 L_out=0.078 Acc=0.96 ---74452.73 ms/batch
Step 00074900 L_out=0.182 Acc=0.95 ---101559.92 ms/batch
Step 00074950 L_out=0.077 Acc=0.94 ---128335.15 ms/batch
Step 00075000 L_out=0.072 Acc=0.94 ---155133.99 ms/batch
Step 00075050 L_out=0.062 Acc=0.95 ---182134.07 ms/batch
Step 00075100 L_out=0.183 Acc=0.95 ---208834.24 ms/batch
Step 00075150 L_out=0.204 Acc=0.89 ---235616.64 ms/batch
Step 00075200 L_out=0.019 Acc=0.98 ---262520.00 ms/batch
Step 00075250 L_out=0.080 Acc=0.95 ---288891.39 ms/batch
Step 00075300 L_out=0.043 Acc=0.87 ---315699.74 ms/batch
Step 00075350 L_out=0.041 Acc=0.91 ---342595.87 ms/batch
Round 5 | epoch=22, train costTime=353.975359916687, | total_activation_sum=19407198
Round 5 | epoch=23, current m_iou=0.6773793458486934
Round 5 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=173.43276000022888
Round 5 | ****EPOCH 23****
Step 00075400 L_out=0.047 Acc=0.93 ---14804.14 ms/batch
Step 00075450 L_out=0.197 Acc=0.96 ---37767.40 ms/batch
Step 00075500 L_out=0.057 Acc=0.91 ---65793.24 ms/batch
Step 00075550 L_out=0.054 Acc=0.94 ---92474.82 ms/batch
Step 00075600 L_out=0.119 Acc=0.87 ---119361.67 ms/batch
Step 00075650 L_out=0.108 Acc=0.87 ---146205.41 ms/batch
Step 00075700 L_out=0.085 Acc=0.93 ---172874.16 ms/batch
Step 00075750 L_out=0.077 Acc=0.96 ---199523.98 ms/batch
Step 00075800 L_out=0.053 Acc=0.94 ---226231.26 ms/batch
Step 00075850 L_out=0.098 Acc=0.85 ---252937.08 ms/batch
Step 00075900 L_out=0.047 Acc=0.96 ---280128.32 ms/batch
Step 00075950 L_out=0.054 Acc=0.92 ---307158.47 ms/batch
Step 00076000 L_out=0.101 Acc=0.93 ---334054.28 ms/batch
Round 5 | epoch=23, train costTime=354.3248920440674, | total_activation_sum=19614698
Round 5 | epoch=24, current m_iou=0.678398994288817
Round 5 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=166.38918542861938
Round 5 | ****EPOCH 24****
Step 00076050 L_out=0.022 Acc=0.93 --- 6616.21 ms/batch
Step 00076100 L_out=0.107 Acc=0.88 ---31813.64 ms/batch
Step 00076150 L_out=0.096 Acc=0.94 ---56001.74 ms/batch
Step 00076200 L_out=0.112 Acc=0.96 ---82723.13 ms/batch
Step 00076250 L_out=0.084 Acc=0.96 ---110491.06 ms/batch
Step 00076300 L_out=0.061 Acc=0.91 ---137325.61 ms/batch
Step 00076350 L_out=0.080 Acc=0.90 ---163995.91 ms/batch
Step 00076400 L_out=0.069 Acc=0.92 ---190761.10 ms/batch
Step 00076450 L_out=0.080 Acc=0.96 ---217239.44 ms/batch
Step 00076500 L_out=0.056 Acc=0.94 ---243997.84 ms/batch
Step 00076550 L_out=0.099 Acc=0.93 ---271088.95 ms/batch
Step 00076600 L_out=0.179 Acc=0.94 ---298727.22 ms/batch
Step 00076650 L_out=0.034 Acc=0.95 ---325554.28 ms/batch
Step 00076700 L_out=0.100 Acc=0.87 ---352805.02 ms/batch
Round 5 | epoch=24, train costTime=355.5582296848297, | total_activation_sum=19528628
Round 5 | epoch=25, current m_iou=0.6794652481726746
Round 5 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=160.02702045440674
Round 5 | ****EPOCH 25****
Step 00076750 L_out=0.134 Acc=0.95 ---24318.84 ms/batch
Step 00076800 L_out=0.064 Acc=0.96 ---48930.17 ms/batch
Step 00076850 L_out=0.050 Acc=0.92 ---75643.20 ms/batch
Step 00076900 L_out=0.065 Acc=0.96 ---102452.06 ms/batch
Step 00076950 L_out=0.037 Acc=0.95 ---129611.82 ms/batch
Step 00077000 L_out=0.136 Acc=0.92 ---156596.07 ms/batch
Step 00077050 L_out=0.047 Acc=0.91 ---183390.63 ms/batch
Step 00077100 L_out=0.038 Acc=0.94 ---210441.19 ms/batch
Step 00077150 L_out=0.015 Acc=0.96 ---237531.30 ms/batch
Step 00077200 L_out=0.041 Acc=0.94 ---264507.82 ms/batch
Step 00077250 L_out=0.038 Acc=0.93 ---291449.22 ms/batch
Step 00077300 L_out=0.034 Acc=0.96 ---318628.28 ms/batch
Step 00077350 L_out=0.143 Acc=0.91 ---346203.32 ms/batch
Round 5 | epoch=25, train costTime=358.367728471756, | total_activation_sum=19673878
Round 5 | epoch=26, current m_iou=0.6781650963068271
Round 5 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=175.99706482887268
Round 5 | ****EPOCH 26****
Step 00077400 L_out=0.077 Acc=0.91 ---15599.68 ms/batch
Step 00077450 L_out=0.111 Acc=0.92 ---39996.38 ms/batch
Step 00077500 L_out=0.045 Acc=0.94 ---65726.33 ms/batch
Step 00077550 L_out=0.114 Acc=0.93 ---92998.86 ms/batch
Step 00077600 L_out=0.169 Acc=0.82 ---119935.08 ms/batch
Step 00077650 L_out=0.148 Acc=0.95 ---146876.88 ms/batch
Step 00077700 L_out=0.064 Acc=0.89 ---173751.76 ms/batch
Step 00077750 L_out=0.150 Acc=0.93 ---200377.80 ms/batch
Step 00077800 L_out=0.182 Acc=0.91 ---227362.06 ms/batch
Step 00077850 L_out=0.165 Acc=0.93 ---254172.99 ms/batch
Step 00077900 L_out=0.040 Acc=0.96 ---281114.57 ms/batch
Step 00077950 L_out=0.174 Acc=0.95 ---307915.93 ms/batch
Step 00078000 L_out=0.211 Acc=0.92 ---334658.44 ms/batch
Round 5 | epoch=26, train costTime=355.50733399391174, | total_activation_sum=19569201
Round 5 | epoch=27, current m_iou=0.6782995842622295
Round 5 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=164.85465025901794
Round 5 | ****EPOCH 27****
Step 00078050 L_out=0.059 Acc=0.95 --- 6076.60 ms/batch
Step 00078100 L_out=0.041 Acc=0.96 ---32775.67 ms/batch
Step 00078150 L_out=0.193 Acc=0.86 ---56481.43 ms/batch
Step 00078200 L_out=0.077 Acc=0.94 ---83294.89 ms/batch
Step 00078250 L_out=0.070 Acc=0.95 ---110313.09 ms/batch
Step 00078300 L_out=0.123 Acc=0.95 ---137460.62 ms/batch
Step 00078350 L_out=0.052 Acc=0.94 ---164632.70 ms/batch
Step 00078400 L_out=0.150 Acc=0.94 ---191536.24 ms/batch
Step 00078450 L_out=0.047 Acc=0.95 ---218161.59 ms/batch
Step 00078500 L_out=0.088 Acc=0.96 ---245183.71 ms/batch
Step 00078550 L_out=0.095 Acc=0.89 ---271635.10 ms/batch
Step 00078600 L_out=0.091 Acc=0.92 ---298449.25 ms/batch
Step 00078650 L_out=0.043 Acc=0.93 ---325287.94 ms/batch
Step 00078700 L_out=0.078 Acc=0.95 ---352944.80 ms/batch
Round 5 | epoch=27, train costTime=356.1199336051941, | total_activation_sum=19643411
Round 5 | epoch=28, current m_iou=0.6783633589615543
Round 5 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=157.38090634346008
Round 5 | ****EPOCH 28****
Step 00078750 L_out=0.155 Acc=0.92 ---24256.46 ms/batch
Step 00078800 L_out=0.101 Acc=0.91 ---49419.83 ms/batch
Step 00078850 L_out=0.151 Acc=0.87 ---75173.52 ms/batch
Step 00078900 L_out=0.047 Acc=0.94 ---102291.49 ms/batch
Step 00078950 L_out=0.188 Acc=0.96 ---129010.05 ms/batch
Step 00079000 L_out=0.080 Acc=0.95 ---155386.05 ms/batch
Step 00079050 L_out=0.025 Acc=0.90 ---182800.53 ms/batch
Step 00079100 L_out=0.103 Acc=0.89 ---209871.56 ms/batch
Step 00079150 L_out=0.072 Acc=0.93 ---236977.30 ms/batch
Step 00079200 L_out=0.053 Acc=0.87 ---263495.08 ms/batch
Step 00079250 L_out=0.111 Acc=0.88 ---290726.01 ms/batch
Step 00079300 L_out=0.025 Acc=0.96 ---318283.99 ms/batch
Step 00079350 L_out=0.170 Acc=0.91 ---345400.03 ms/batch
Round 5 | epoch=28, train costTime=357.74005603790283, | total_activation_sum=19544713
Round 5 | epoch=29, current m_iou=0.6799545774492461
Round 5 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=176.07962441444397
Round 5 | ****EPOCH 29****
Step 00079400 L_out=0.591 Acc=0.83 ---14717.45 ms/batch
Step 00079450 L_out=0.082 Acc=0.96 ---39604.72 ms/batch
Step 00079500 L_out=0.151 Acc=0.91 ---61967.56 ms/batch
Step 00079550 L_out=0.181 Acc=0.89 ---84476.19 ms/batch
Step 00079600 L_out=0.043 Acc=0.93 ---107084.26 ms/batch
Step 00079650 L_out=0.023 Acc=0.92 ---129723.70 ms/batch
Step 00079700 L_out=0.099 Acc=0.89 ---152326.52 ms/batch
Step 00079750 L_out=0.250 Acc=0.85 ---175008.08 ms/batch
Step 00079800 L_out=0.054 Acc=0.93 ---197338.61 ms/batch
Step 00079850 L_out=0.423 Acc=0.92 ---219605.77 ms/batch
Step 00079900 L_out=0.081 Acc=0.93 ---241953.57 ms/batch
Step 00079950 L_out=0.045 Acc=0.96 ---264616.20 ms/batch
Step 00080000 L_out=0.042 Acc=0.94 ---287328.10 ms/batch
Round 5 | epoch=29, train costTime=305.34292554855347, | total_activation_sum=19783877
Round 5 | epoch=30, current m_iou=0.6810316791368296
Round 5 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=121.417227268219
Round 5 | ****EPOCH 30****
Round 6 | ****EPOCH 0****
Step 00080050 L_out=0.629 Acc=0.86 --- 5421.27 ms/batch
Step 00080100 L_out=0.542 Acc=0.85 ---31949.97 ms/batch
Step 00080150 L_out=0.574 Acc=0.73 ---59520.05 ms/batch
Step 00080200 L_out=0.678 Acc=0.50 ---86395.97 ms/batch
Step 00080250 L_out=0.343 Acc=0.70 ---113456.21 ms/batch
Step 00080300 L_out=0.454 Acc=0.78 ---138926.13 ms/batch
Step 00080350 L_out=0.346 Acc=0.87 ---163745.44 ms/batch
Step 00080400 L_out=0.931 Acc=0.69 ---190815.59 ms/batch
Step 00080450 L_out=0.109 Acc=0.82 ---218034.97 ms/batch
Step 00080500 L_out=0.213 Acc=0.90 ---244766.70 ms/batch
Step 00080550 L_out=0.197 Acc=0.82 ---271541.02 ms/batch
Step 00080600 L_out=0.334 Acc=0.82 ---298715.16 ms/batch
Step 00080650 L_out=0.745 Acc=0.82 ---325967.47 ms/batch
Step 00080700 L_out=0.338 Acc=0.82 ---353743.24 ms/batch
Round 6 | epoch=0, train costTime=357.45308566093445, | total_activation_sum=21756858
Round 6 | epoch=1, current m_iou=0.44387761073986
Round 6 | Best m_IoU is: 0.444, OA is: 0.792 | val costTime=163.69902229309082
Round 6 | ****EPOCH 1****
Step 00080750 L_out=0.477 Acc=0.84 ---23794.11 ms/batch
Step 00080800 L_out=0.196 Acc=0.94 ---50730.61 ms/batch
Step 00080850 L_out=0.091 Acc=0.90 ---78203.36 ms/batch
Step 00080900 L_out=0.332 Acc=0.82 ---105669.91 ms/batch
Step 00080950 L_out=0.133 Acc=0.94 ---130696.51 ms/batch
Step 00081000 L_out=0.089 Acc=0.96 ---155744.08 ms/batch
Step 00081050 L_out=0.301 Acc=0.83 ---182646.10 ms/batch
Step 00081100 L_out=0.208 Acc=0.91 ---209351.35 ms/batch
Step 00081150 L_out=0.271 Acc=0.88 ---236177.34 ms/batch
Step 00081200 L_out=0.057 Acc=0.91 ---263241.44 ms/batch
Step 00081250 L_out=0.125 Acc=0.93 ---289963.89 ms/batch
Step 00081300 L_out=0.224 Acc=0.93 ---316953.47 ms/batch
Step 00081350 L_out=0.046 Acc=0.96 ---344018.14 ms/batch
Round 6 | epoch=1, train costTime=356.72238421440125, | total_activation_sum=21771935
Round 6 | epoch=2, current m_iou=0.632982803699472
Round 6 | Best m_IoU is: 0.633, OA is: 0.901 | val costTime=152.28654837608337
Round 6 | ****EPOCH 2****
Step 00081400 L_out=0.188 Acc=0.95 ---14326.55 ms/batch
Step 00081450 L_out=0.134 Acc=0.93 ---41864.62 ms/batch
Step 00081500 L_out=0.271 Acc=0.81 ---69916.28 ms/batch
Step 00081550 L_out=0.191 Acc=0.94 ---97455.84 ms/batch
Step 00081600 L_out=0.124 Acc=0.93 ---124504.38 ms/batch
Step 00081650 L_out=0.055 Acc=0.94 ---147442.06 ms/batch
Step 00081700 L_out=0.182 Acc=0.95 ---174453.75 ms/batch
Step 00081750 L_out=0.099 Acc=0.87 ---201774.32 ms/batch
Step 00081800 L_out=0.672 Acc=0.89 ---229567.46 ms/batch
Step 00081850 L_out=0.291 Acc=0.82 ---256479.13 ms/batch
Step 00081900 L_out=0.174 Acc=0.89 ---283017.66 ms/batch
Step 00081950 L_out=0.188 Acc=0.92 ---309929.14 ms/batch
Step 00082000 L_out=0.142 Acc=0.95 ---336558.07 ms/batch
Round 6 | epoch=2, train costTime=358.7989013195038, | total_activation_sum=21609102
Round 6 | epoch=3, current m_iou=0.6729168270944643
Round 6 | Best m_IoU is: 0.673, OA is: 0.913 | val costTime=154.3400115966797
Round 6 | ****EPOCH 3****
Step 00082050 L_out=0.142 Acc=0.95 --- 4944.31 ms/batch
Step 00082100 L_out=0.175 Acc=0.85 ---32403.12 ms/batch
Step 00082150 L_out=0.233 Acc=0.92 ---60278.43 ms/batch
Step 00082200 L_out=0.185 Acc=0.90 ---88077.90 ms/batch
Step 00082250 L_out=0.662 Acc=0.90 ---115575.69 ms/batch
Step 00082300 L_out=0.288 Acc=0.93 ---139945.10 ms/batch
Step 00082350 L_out=0.220 Acc=0.91 ---165964.89 ms/batch
Step 00082400 L_out=0.379 Acc=0.80 ---193099.88 ms/batch
Step 00082450 L_out=0.374 Acc=0.87 ---220493.06 ms/batch
Step 00082500 L_out=0.323 Acc=0.83 ---247611.00 ms/batch
Step 00082550 L_out=0.427 Acc=0.88 ---274567.71 ms/batch
Step 00082600 L_out=0.194 Acc=0.83 ---301511.22 ms/batch
Step 00082650 L_out=0.163 Acc=0.93 ---328606.80 ms/batch
Step 00082700 L_out=0.518 Acc=0.74 ---355764.88 ms/batch
Round 6 | epoch=3, train costTime=360.1656572818756, | total_activation_sum=21428328
Round 6 | epoch=4, current m_iou=0.6392056589653181
Round 6 | Best m_IoU is: 0.673, OA is: 0.913 | val costTime=160.98440623283386
Round 6 | ****EPOCH 4****
Step 00082750 L_out=0.073 Acc=0.93 ---23357.86 ms/batch
Step 00082800 L_out=0.158 Acc=0.91 ---51204.79 ms/batch
Step 00082850 L_out=0.188 Acc=0.93 ---79011.75 ms/batch
Step 00082900 L_out=0.220 Acc=0.85 ---106773.25 ms/batch
Step 00082950 L_out=0.250 Acc=0.90 ---131116.58 ms/batch
Step 00083000 L_out=0.101 Acc=0.90 ---156593.00 ms/batch
Step 00083050 L_out=0.111 Acc=0.79 ---183336.47 ms/batch
Step 00083100 L_out=0.119 Acc=0.84 ---210202.33 ms/batch
Step 00083150 L_out=0.126 Acc=0.96 ---237084.68 ms/batch
Step 00083200 L_out=0.239 Acc=0.95 ---264144.71 ms/batch
Step 00083250 L_out=0.183 Acc=0.93 ---291139.51 ms/batch
Step 00083300 L_out=0.226 Acc=0.90 ---317960.51 ms/batch
Step 00083350 L_out=0.055 Acc=0.96 ---344928.07 ms/batch
Round 6 | epoch=4, train costTime=358.6458923816681, | total_activation_sum=21716755
Round 6 | epoch=5, current m_iou=0.6575324112941894
Round 6 | Best m_IoU is: 0.673, OA is: 0.913 | val costTime=153.17556405067444
Round 6 | ****EPOCH 5****
Step 00083400 L_out=0.210 Acc=0.95 ---13857.57 ms/batch
Step 00083450 L_out=0.170 Acc=0.92 ---41726.63 ms/batch
Step 00083500 L_out=0.206 Acc=0.88 ---69835.53 ms/batch
Step 00083550 L_out=0.171 Acc=0.95 ---97549.09 ms/batch
Step 00083600 L_out=0.110 Acc=0.94 ---123926.64 ms/batch
Step 00083650 L_out=0.059 Acc=0.95 ---147566.37 ms/batch
Step 00083700 L_out=0.146 Acc=0.85 ---175109.85 ms/batch
Step 00083750 L_out=0.197 Acc=0.91 ---201838.97 ms/batch
Step 00083800 L_out=0.217 Acc=0.81 ---228688.07 ms/batch
Step 00083850 L_out=0.116 Acc=0.93 ---255396.79 ms/batch
Step 00083900 L_out=0.547 Acc=0.78 ---282502.44 ms/batch
Step 00083950 L_out=0.175 Acc=0.89 ---310156.69 ms/batch
Step 00084000 L_out=0.103 Acc=0.93 ---337052.63 ms/batch
Round 6 | epoch=5, train costTime=359.85480976104736, | total_activation_sum=21483290
Round 6 | epoch=6, current m_iou=0.6655285256014689
Round 6 | Best m_IoU is: 0.673, OA is: 0.913 | val costTime=152.89462304115295
Round 6 | ****EPOCH 6****
Step 00084050 L_out=0.375 Acc=0.70 --- 4410.16 ms/batch
Step 00084100 L_out=0.040 Acc=0.93 ---31707.20 ms/batch
Step 00084150 L_out=0.127 Acc=0.89 ---59101.67 ms/batch
Step 00084200 L_out=0.204 Acc=0.89 ---86792.00 ms/batch
Step 00084250 L_out=0.108 Acc=0.92 ---114832.60 ms/batch
Step 00084300 L_out=0.112 Acc=0.95 ---139573.46 ms/batch
Step 00084350 L_out=0.148 Acc=0.90 ---167151.13 ms/batch
Step 00084400 L_out=0.471 Acc=0.79 ---194415.42 ms/batch
Step 00084450 L_out=0.154 Acc=0.94 ---221232.18 ms/batch
Step 00084500 L_out=0.041 Acc=0.96 ---248827.24 ms/batch
Step 00084550 L_out=0.091 Acc=0.95 ---275560.86 ms/batch
Step 00084600 L_out=0.091 Acc=0.96 ---302600.85 ms/batch
Step 00084650 L_out=0.167 Acc=0.96 ---329533.40 ms/batch
Step 00084700 L_out=0.083 Acc=0.96 ---356158.42 ms/batch
Round 6 | epoch=6, train costTime=360.96762132644653, | total_activation_sum=21545927
Round 6 | epoch=7, current m_iou=0.6733717748190915
Round 6 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=165.03760504722595
Round 6 | ****EPOCH 7****
Step 00084750 L_out=0.049 Acc=0.95 ---22474.80 ms/batch
Step 00084800 L_out=0.266 Acc=0.91 ---50402.26 ms/batch
Step 00084850 L_out=0.194 Acc=0.95 ---78114.47 ms/batch
Step 00084900 L_out=0.209 Acc=0.86 ---105894.15 ms/batch
Step 00084950 L_out=0.045 Acc=0.86 ---129026.81 ms/batch
Step 00085000 L_out=0.084 Acc=0.96 ---155072.13 ms/batch
Step 00085050 L_out=0.079 Acc=0.91 ---182149.55 ms/batch
Step 00085100 L_out=0.179 Acc=0.88 ---208838.01 ms/batch
Step 00085150 L_out=0.121 Acc=0.88 ---235790.99 ms/batch
Step 00085200 L_out=0.063 Acc=0.94 ---262382.39 ms/batch
Step 00085250 L_out=0.064 Acc=0.94 ---290235.63 ms/batch
Step 00085300 L_out=0.344 Acc=0.82 ---317431.23 ms/batch
Step 00085350 L_out=0.108 Acc=0.86 ---345819.10 ms/batch
Round 6 | epoch=7, train costTime=359.9039363861084, | total_activation_sum=21621035
Round 6 | epoch=8, current m_iou=0.6609566639590422
Round 6 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=153.57361888885498
Round 6 | ****EPOCH 8****
Step 00085400 L_out=0.150 Acc=0.90 ---13035.07 ms/batch
Step 00085450 L_out=0.082 Acc=0.89 ---41068.24 ms/batch
Step 00085500 L_out=0.032 Acc=0.93 ---68425.02 ms/batch
Step 00085550 L_out=0.036 Acc=0.94 ---95866.10 ms/batch
Step 00085600 L_out=0.213 Acc=0.88 ---122770.64 ms/batch
Step 00085650 L_out=0.460 Acc=0.95 ---146513.73 ms/batch
Step 00085700 L_out=0.086 Acc=0.92 ---173435.99 ms/batch
Step 00085750 L_out=0.096 Acc=0.91 ---200100.84 ms/batch
Step 00085800 L_out=0.101 Acc=0.92 ---227035.55 ms/batch
Step 00085850 L_out=0.300 Acc=0.82 ---253763.86 ms/batch
Step 00085900 L_out=0.161 Acc=0.93 ---280618.83 ms/batch
Step 00085950 L_out=0.034 Acc=0.93 ---307529.08 ms/batch
Step 00086000 L_out=0.140 Acc=0.95 ---334638.63 ms/batch
Round 6 | epoch=8, train costTime=357.7140166759491, | total_activation_sum=21640567
Round 6 | epoch=9, current m_iou=0.6687590668458332
Round 6 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=153.58986592292786
Round 6 | ****EPOCH 9****
Step 00086050 L_out=0.081 Acc=0.94 --- 3820.99 ms/batch
Step 00086100 L_out=0.155 Acc=0.84 ---31325.36 ms/batch
Step 00086150 L_out=0.340 Acc=0.83 ---59298.04 ms/batch
Step 00086200 L_out=0.185 Acc=0.89 ---87104.27 ms/batch
Step 00086250 L_out=0.069 Acc=0.94 ---114646.11 ms/batch
Step 00086300 L_out=0.044 Acc=0.94 ---139675.26 ms/batch
Step 00086350 L_out=0.106 Acc=0.86 ---166504.44 ms/batch
Step 00086400 L_out=0.135 Acc=0.96 ---193626.54 ms/batch
Step 00086450 L_out=0.026 Acc=0.97 ---220676.18 ms/batch
Step 00086500 L_out=0.369 Acc=0.93 ---248551.84 ms/batch
Step 00086550 L_out=0.048 Acc=0.94 ---275689.62 ms/batch
Step 00086600 L_out=0.114 Acc=0.91 ---302616.09 ms/batch
Step 00086650 L_out=0.044 Acc=0.92 ---329904.97 ms/batch
Step 00086700 L_out=0.336 Acc=0.86 ---357294.23 ms/batch
Round 6 | epoch=9, train costTime=362.7321267127991, | total_activation_sum=21506374
Round 6 | epoch=10, current m_iou=0.657493906332627
Round 6 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=169.0556571483612
Round 6 | ****EPOCH 10****
Step 00086750 L_out=0.262 Acc=0.92 ---22377.48 ms/batch
Step 00086800 L_out=0.758 Acc=0.80 ---50509.57 ms/batch
Step 00086850 L_out=0.106 Acc=0.88 ---78289.19 ms/batch
Step 00086900 L_out=0.229 Acc=0.94 ---106446.57 ms/batch
Step 00086950 L_out=0.149 Acc=0.95 ---129766.16 ms/batch
Step 00087000 L_out=0.198 Acc=0.90 ---158188.82 ms/batch
Step 00087050 L_out=0.119 Acc=0.94 ---185410.03 ms/batch
Step 00087100 L_out=0.180 Acc=0.91 ---212638.08 ms/batch
Step 00087150 L_out=0.165 Acc=0.89 ---239732.33 ms/batch
Step 00087200 L_out=0.167 Acc=0.93 ---266629.28 ms/batch
Step 00087250 L_out=0.151 Acc=0.91 ---294095.61 ms/batch
Step 00087300 L_out=0.102 Acc=0.97 ---321121.19 ms/batch
Step 00087350 L_out=0.101 Acc=0.93 ---348332.23 ms/batch
Round 6 | epoch=10, train costTime=363.13681626319885, | total_activation_sum=21455821
Round 6 | epoch=11, current m_iou=0.6687012683523692
Round 6 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=162.19714069366455
Round 6 | ****EPOCH 11****
Step 00087400 L_out=0.081 Acc=0.94 ---12669.28 ms/batch
Step 00087450 L_out=0.031 Acc=0.95 ---40312.58 ms/batch
Step 00087500 L_out=0.122 Acc=0.96 ---68286.16 ms/batch
Step 00087550 L_out=0.154 Acc=0.91 ---96090.20 ms/batch
Step 00087600 L_out=1.105 Acc=0.80 ---119625.34 ms/batch
Step 00087650 L_out=0.108 Acc=0.91 ---146286.21 ms/batch
Step 00087700 L_out=0.128 Acc=0.92 ---173514.49 ms/batch
Step 00087750 L_out=0.188 Acc=0.94 ---200432.87 ms/batch
Step 00087800 L_out=0.055 Acc=0.92 ---227504.30 ms/batch
Step 00087850 L_out=0.207 Acc=0.92 ---255141.61 ms/batch
Step 00087900 L_out=0.042 Acc=0.97 ---281519.35 ms/batch
Step 00087950 L_out=0.077 Acc=0.92 ---310206.37 ms/batch
Step 00088000 L_out=0.222 Acc=0.83 ---337557.59 ms/batch
Round 6 | epoch=11, train costTime=361.8407096862793, | total_activation_sum=21723339
Round 6 | epoch=12, current m_iou=0.6773753975150382
Round 6 | Best m_IoU is: 0.677, OA is: 0.914 | val costTime=163.45973563194275
Round 6 | ****EPOCH 12****
Step 00088050 L_out=0.100 Acc=0.91 --- 3380.39 ms/batch
Step 00088100 L_out=0.250 Acc=0.92 ---31434.79 ms/batch
Step 00088150 L_out=0.087 Acc=0.97 ---59295.60 ms/batch
Step 00088200 L_out=0.059 Acc=0.96 ---86917.47 ms/batch
Step 00088250 L_out=0.183 Acc=0.91 ---112039.28 ms/batch
Step 00088300 L_out=0.046 Acc=0.92 ---138649.12 ms/batch
Step 00088350 L_out=0.309 Acc=0.91 ---166049.29 ms/batch
Step 00088400 L_out=0.078 Acc=0.96 ---193434.65 ms/batch
Step 00088450 L_out=0.087 Acc=0.96 ---221247.49 ms/batch
Step 00088500 L_out=0.493 Acc=0.91 ---248291.44 ms/batch
Step 00088550 L_out=0.075 Acc=0.90 ---275781.96 ms/batch
Step 00088600 L_out=0.118 Acc=0.95 ---303797.28 ms/batch
Step 00088650 L_out=0.109 Acc=0.90 ---330839.25 ms/batch
Step 00088700 L_out=0.112 Acc=0.94 ---358482.88 ms/batch
Round 6 | epoch=12, train costTime=364.3293972015381, | total_activation_sum=21571287
Round 6 | epoch=13, current m_iou=0.6769687541124245
Round 6 | Best m_IoU is: 0.677, OA is: 0.914 | val costTime=169.41097140312195
Round 6 | ****EPOCH 13****
Step 00088750 L_out=0.262 Acc=0.93 ---21857.15 ms/batch
Step 00088800 L_out=0.078 Acc=0.93 ---50047.87 ms/batch
Step 00088850 L_out=0.057 Acc=0.93 ---77605.38 ms/batch
Step 00088900 L_out=0.267 Acc=0.95 ---101789.97 ms/batch
Step 00088950 L_out=0.361 Acc=0.95 ---128907.12 ms/batch
Step 00089000 L_out=0.116 Acc=0.95 ---156257.21 ms/batch
Step 00089050 L_out=0.019 Acc=0.93 ---183394.68 ms/batch
Step 00089100 L_out=0.055 Acc=0.84 ---211337.38 ms/batch
Step 00089150 L_out=0.027 Acc=0.96 ---238846.72 ms/batch
Step 00089200 L_out=0.081 Acc=0.95 ---265944.22 ms/batch
Step 00089250 L_out=0.054 Acc=0.92 ---293300.67 ms/batch
Step 00089300 L_out=0.109 Acc=0.87 ---321009.17 ms/batch
Step 00089350 L_out=0.058 Acc=0.92 ---347901.56 ms/batch
Round 6 | epoch=13, train costTime=363.32069754600525, | total_activation_sum=21488985
Round 6 | epoch=14, current m_iou=0.6826045951791794
Round 6 | Best m_IoU is: 0.683, OA is: 0.912 | val costTime=170.0772180557251
Round 6 | ****EPOCH 14****
Step 00089400 L_out=0.061 Acc=0.96 ---12177.81 ms/batch
Step 00089450 L_out=0.054 Acc=0.93 ---40244.36 ms/batch
Step 00089500 L_out=0.058 Acc=0.95 ---67950.50 ms/batch
Step 00089550 L_out=0.096 Acc=0.86 ---92641.32 ms/batch
Step 00089600 L_out=0.109 Acc=0.90 ---118342.85 ms/batch
Step 00089650 L_out=0.051 Acc=0.95 ---145235.32 ms/batch
Step 00089700 L_out=0.062 Acc=0.96 ---172654.80 ms/batch
Step 00089750 L_out=0.153 Acc=0.88 ---199223.59 ms/batch
Step 00089800 L_out=0.144 Acc=0.92 ---226051.44 ms/batch
Step 00089850 L_out=0.033 Acc=0.91 ---252736.95 ms/batch
Step 00089900 L_out=0.078 Acc=0.83 ---280041.35 ms/batch
Step 00089950 L_out=0.068 Acc=0.96 ---307300.03 ms/batch
Step 00090000 L_out=0.343 Acc=0.88 ---334227.45 ms/batch
Round 6 | epoch=14, train costTime=358.87773609161377, | total_activation_sum=21683138
Round 6 | epoch=15, current m_iou=0.6669363039786493
Round 6 | Best m_IoU is: 0.683, OA is: 0.912 | val costTime=158.28554940223694
Round 6 | ****EPOCH 15****
Step 00090050 L_out=0.075 Acc=0.96 --- 2950.75 ms/batch
Step 00090100 L_out=0.056 Acc=0.98 ---30810.13 ms/batch
Step 00090150 L_out=0.051 Acc=0.94 ---59093.30 ms/batch
Step 00090200 L_out=0.118 Acc=0.95 ---86985.31 ms/batch
Step 00090250 L_out=0.058 Acc=0.95 ---110612.50 ms/batch
Step 00090300 L_out=0.118 Acc=0.83 ---138222.30 ms/batch
Step 00090350 L_out=0.175 Acc=0.91 ---165206.73 ms/batch
Step 00090400 L_out=0.067 Acc=0.95 ---192911.12 ms/batch
Step 00090450 L_out=0.199 Acc=0.91 ---219962.85 ms/batch
Step 00090500 L_out=0.248 Acc=0.89 ---246987.63 ms/batch
Step 00090550 L_out=0.229 Acc=0.91 ---274041.59 ms/batch
Step 00090600 L_out=0.262 Acc=0.89 ---301074.22 ms/batch
Step 00090650 L_out=0.200 Acc=0.96 ---328159.24 ms/batch
Step 00090700 L_out=0.034 Acc=0.93 ---355403.98 ms/batch
Round 6 | epoch=15, train costTime=362.6310908794403, | total_activation_sum=21513799
Round 6 | epoch=16, current m_iou=0.6703899179837518
Round 6 | Best m_IoU is: 0.683, OA is: 0.912 | val costTime=166.0839912891388
Round 6 | ****EPOCH 16****
Step 00090750 L_out=0.041 Acc=0.96 ---20977.86 ms/batch
Step 00090800 L_out=0.035 Acc=0.97 ---49040.83 ms/batch
Step 00090850 L_out=0.069 Acc=0.94 ---77034.98 ms/batch
Step 00090900 L_out=0.277 Acc=0.79 ---100664.01 ms/batch
Step 00090950 L_out=0.109 Acc=0.82 ---126947.90 ms/batch
Step 00091000 L_out=0.187 Acc=0.96 ---153846.54 ms/batch
Step 00091050 L_out=0.107 Acc=0.96 ---180816.10 ms/batch
Step 00091100 L_out=0.038 Acc=0.91 ---207699.66 ms/batch
Step 00091150 L_out=0.111 Acc=0.96 ---235152.70 ms/batch
Step 00091200 L_out=0.141 Acc=0.89 ---262999.20 ms/batch
Step 00091250 L_out=0.090 Acc=0.87 ---289745.11 ms/batch
Step 00091300 L_out=0.340 Acc=0.92 ---316604.14 ms/batch
Step 00091350 L_out=0.042 Acc=0.94 ---343567.62 ms/batch
Round 6 | epoch=16, train costTime=359.2214629650116, | total_activation_sum=21609068
Round 6 | epoch=17, current m_iou=0.6746712923048326
Round 6 | Best m_IoU is: 0.683, OA is: 0.912 | val costTime=163.8499777317047
Round 6 | ****EPOCH 17****
Step 00091400 L_out=0.226 Acc=0.90 ---11624.75 ms/batch
Step 00091450 L_out=0.134 Acc=0.94 ---39285.67 ms/batch
Step 00091500 L_out=0.041 Acc=0.97 ---66924.32 ms/batch
Step 00091550 L_out=0.156 Acc=0.93 ---92765.23 ms/batch
Step 00091600 L_out=0.438 Acc=0.93 ---116741.93 ms/batch
Step 00091650 L_out=0.112 Acc=0.91 ---144105.30 ms/batch
Step 00091700 L_out=0.126 Acc=0.93 ---170867.33 ms/batch
Step 00091750 L_out=0.099 Acc=0.95 ---198542.80 ms/batch
Step 00091800 L_out=0.147 Acc=0.81 ---225873.39 ms/batch
Step 00091850 L_out=0.075 Acc=0.97 ---252520.42 ms/batch
Step 00091900 L_out=0.012 Acc=0.92 ---279254.67 ms/batch
Step 00091950 L_out=0.045 Acc=0.96 ---306036.83 ms/batch
Step 00092000 L_out=0.083 Acc=0.95 ---332854.81 ms/batch
Round 6 | epoch=17, train costTime=357.496741771698, | total_activation_sum=21516981
Round 6 | epoch=18, current m_iou=0.6766657950880663
Round 6 | Best m_IoU is: 0.683, OA is: 0.912 | val costTime=156.42546582221985
Round 6 | ****EPOCH 18****
Step 00092050 L_out=0.248 Acc=0.92 --- 2255.03 ms/batch
Step 00092100 L_out=0.030 Acc=0.94 ---29786.83 ms/batch
Step 00092150 L_out=0.031 Acc=0.89 ---57345.63 ms/batch
Step 00092200 L_out=0.135 Acc=0.88 ---85590.89 ms/batch
Step 00092250 L_out=0.045 Acc=0.94 ---109920.32 ms/batch
Step 00092300 L_out=0.075 Acc=0.97 ---135799.83 ms/batch
Step 00092350 L_out=0.008 Acc=0.96 ---162941.92 ms/batch
Step 00092400 L_out=0.115 Acc=0.86 ---190227.57 ms/batch
Step 00092450 L_out=0.142 Acc=0.88 ---217261.74 ms/batch
Step 00092500 L_out=0.039 Acc=0.88 ---244733.40 ms/batch
Step 00092550 L_out=0.137 Acc=0.83 ---272202.65 ms/batch
Step 00092600 L_out=0.102 Acc=0.97 ---299603.67 ms/batch
Step 00092650 L_out=0.056 Acc=0.82 ---326966.94 ms/batch
Step 00092700 L_out=0.118 Acc=0.94 ---353638.33 ms/batch
Round 6 | epoch=18, train costTime=360.6308419704437, | total_activation_sum=21564224
Round 6 | epoch=19, current m_iou=0.6752744618704549
Round 6 | Best m_IoU is: 0.683, OA is: 0.912 | val costTime=156.79862928390503
Round 6 | ****EPOCH 19****
Step 00092750 L_out=0.097 Acc=0.92 ---20807.05 ms/batch
Step 00092800 L_out=0.183 Acc=0.92 ---48545.06 ms/batch
Step 00092850 L_out=0.041 Acc=0.93 ---75979.55 ms/batch
Step 00092900 L_out=0.181 Acc=0.92 ---102874.88 ms/batch
Step 00092950 L_out=0.170 Acc=0.90 ---126088.79 ms/batch
Step 00093000 L_out=0.028 Acc=0.95 ---152996.38 ms/batch
Step 00093050 L_out=0.230 Acc=0.89 ---180237.22 ms/batch
Step 00093100 L_out=0.065 Acc=0.91 ---207564.86 ms/batch
Step 00093150 L_out=0.042 Acc=0.92 ---234654.56 ms/batch
Step 00093200 L_out=0.052 Acc=0.96 ---261571.79 ms/batch
Step 00093250 L_out=0.048 Acc=0.93 ---288330.33 ms/batch
Step 00093300 L_out=0.132 Acc=0.92 ---315439.74 ms/batch
Step 00093350 L_out=0.106 Acc=0.81 ---342322.96 ms/batch
Round 6 | epoch=19, train costTime=358.47752594947815, | total_activation_sum=21549303
Round 6 | epoch=20, current m_iou=0.6781705100834725
Round 6 | Best m_IoU is: 0.683, OA is: 0.912 | val costTime=155.65937638282776
Round 6 | ****EPOCH 20****
Step 00093400 L_out=0.048 Acc=0.92 ---11006.79 ms/batch
Step 00093450 L_out=0.029 Acc=0.97 ---38082.30 ms/batch
Step 00093500 L_out=0.059 Acc=0.94 ---65524.26 ms/batch
Step 00093550 L_out=0.257 Acc=0.82 ---92610.78 ms/batch
Step 00093600 L_out=0.041 Acc=0.93 ---116582.32 ms/batch
Step 00093650 L_out=0.062 Acc=0.96 ---141806.12 ms/batch
Step 00093700 L_out=0.043 Acc=0.96 ---168650.89 ms/batch
Step 00093750 L_out=0.089 Acc=0.95 ---195740.69 ms/batch
Step 00093800 L_out=0.120 Acc=0.94 ---222581.85 ms/batch
Step 00093850 L_out=0.046 Acc=0.97 ---250984.80 ms/batch
Step 00093900 L_out=0.045 Acc=0.95 ---277962.63 ms/batch
Step 00093950 L_out=0.199 Acc=0.95 ---305313.92 ms/batch
Step 00094000 L_out=0.138 Acc=0.87 ---332231.82 ms/batch
Round 6 | epoch=20, train costTime=357.71681118011475, | total_activation_sum=21660035
Round 6 | epoch=21, current m_iou=0.6793815535474014
Round 6 | Best m_IoU is: 0.683, OA is: 0.912 | val costTime=168.2291076183319
Round 6 | ****EPOCH 21****
Step 00094050 L_out=0.154 Acc=0.93 --- 1518.07 ms/batch
Step 00094100 L_out=0.025 Acc=0.94 ---29108.00 ms/batch
Step 00094150 L_out=0.227 Acc=0.93 ---56852.13 ms/batch
Step 00094200 L_out=0.057 Acc=0.96 ---84850.97 ms/batch
Step 00094250 L_out=0.181 Acc=0.94 ---110403.76 ms/batch
Step 00094300 L_out=0.037 Acc=0.98 ---136679.31 ms/batch
Step 00094350 L_out=0.037 Acc=0.96 ---163467.36 ms/batch
Step 00094400 L_out=0.106 Acc=0.95 ---190698.47 ms/batch
Step 00094450 L_out=0.104 Acc=0.92 ---217675.17 ms/batch
Step 00094500 L_out=0.092 Acc=0.96 ---245354.83 ms/batch
Step 00094550 L_out=0.034 Acc=0.96 ---272324.61 ms/batch
Step 00094600 L_out=0.092 Acc=0.95 ---299624.85 ms/batch
Step 00094650 L_out=0.053 Acc=0.94 ---326651.11 ms/batch
Step 00094700 L_out=0.050 Acc=0.98 ---353589.05 ms/batch
Round 6 | epoch=21, train costTime=361.5642454624176, | total_activation_sum=21574033
Round 6 | epoch=22, current m_iou=0.6761591307635402
Round 6 | Best m_IoU is: 0.683, OA is: 0.912 | val costTime=172.57657098770142
Round 6 | ****EPOCH 22****
Step 00094750 L_out=0.095 Acc=0.90 ---20066.86 ms/batch
Step 00094800 L_out=0.048 Acc=0.91 ---47761.91 ms/batch
Step 00094850 L_out=0.073 Acc=0.93 ---75252.06 ms/batch
Step 00094900 L_out=0.098 Acc=0.95 ---98636.98 ms/batch
Step 00094950 L_out=0.098 Acc=0.94 ---126111.36 ms/batch
Step 00095000 L_out=0.036 Acc=0.97 ---153219.33 ms/batch
Step 00095050 L_out=0.144 Acc=0.97 ---179954.76 ms/batch
Step 00095100 L_out=0.110 Acc=0.95 ---206904.14 ms/batch
Step 00095150 L_out=0.049 Acc=0.90 ---234011.93 ms/batch
Step 00095200 L_out=0.064 Acc=0.94 ---260694.00 ms/batch
Step 00095250 L_out=0.032 Acc=0.98 ---287653.53 ms/batch
Step 00095300 L_out=0.051 Acc=0.95 ---314953.90 ms/batch
Step 00095350 L_out=0.128 Acc=0.95 ---343179.26 ms/batch
Round 6 | epoch=22, train costTime=359.612633228302, | total_activation_sum=21521687
Round 6 | epoch=23, current m_iou=0.6723417742401061
Round 6 | Best m_IoU is: 0.683, OA is: 0.912 | val costTime=165.47921323776245
Round 6 | ****EPOCH 23****
Step 00095400 L_out=0.167 Acc=0.96 ---10299.52 ms/batch
Step 00095450 L_out=0.126 Acc=0.95 ---37697.59 ms/batch
Step 00095500 L_out=0.133 Acc=0.94 ---65249.79 ms/batch
Step 00095550 L_out=0.100 Acc=0.95 ---89734.91 ms/batch
Step 00095600 L_out=0.057 Acc=0.90 ---114745.48 ms/batch
Step 00095650 L_out=0.016 Acc=0.94 ---141698.85 ms/batch
Step 00095700 L_out=0.112 Acc=0.96 ---168286.63 ms/batch
Step 00095750 L_out=0.064 Acc=0.96 ---195754.71 ms/batch
Step 00095800 L_out=0.035 Acc=0.95 ---222596.19 ms/batch
Step 00095850 L_out=0.035 Acc=0.93 ---249961.84 ms/batch
Step 00095900 L_out=0.053 Acc=0.95 ---277443.01 ms/batch
Step 00095950 L_out=0.042 Acc=0.93 ---304202.80 ms/batch
Step 00096000 L_out=0.105 Acc=0.96 ---331035.36 ms/batch
Round 6 | epoch=23, train costTime=356.7883675098419, | total_activation_sum=21529133
Round 6 | epoch=24, current m_iou=0.6741294784509442
Round 6 | Best m_IoU is: 0.683, OA is: 0.912 | val costTime=159.07228469848633
Round 6 | ****EPOCH 24****
Step 00096050 L_out=0.050 Acc=0.94 --- 1107.17 ms/batch
Step 00096100 L_out=0.083 Acc=0.92 ---28573.33 ms/batch
Step 00096150 L_out=0.099 Acc=0.94 ---56413.81 ms/batch
Step 00096200 L_out=0.090 Acc=0.96 ---84244.78 ms/batch
Step 00096250 L_out=0.040 Acc=0.96 ---107465.48 ms/batch
Step 00096300 L_out=0.030 Acc=0.96 ---134430.45 ms/batch
Step 00096350 L_out=0.111 Acc=0.90 ---161508.83 ms/batch
Step 00096400 L_out=0.080 Acc=0.95 ---188710.91 ms/batch
Step 00096450 L_out=0.037 Acc=0.87 ---216150.10 ms/batch
Step 00096500 L_out=0.097 Acc=0.88 ---243244.56 ms/batch
Step 00096550 L_out=0.077 Acc=0.87 ---270567.81 ms/batch
Step 00096600 L_out=0.050 Acc=0.94 ---297373.99 ms/batch
Step 00096650 L_out=0.044 Acc=0.95 ---325215.12 ms/batch
Step 00096700 L_out=0.104 Acc=0.91 ---352633.95 ms/batch
Round 6 | epoch=24, train costTime=360.99311995506287, | total_activation_sum=21585525
Round 6 | epoch=25, current m_iou=0.6753627384556298
Round 6 | Best m_IoU is: 0.683, OA is: 0.912 | val costTime=142.81559944152832
Round 6 | ****EPOCH 25****
Step 00096750 L_out=0.030 Acc=0.94 ---20294.97 ms/batch
Step 00096800 L_out=0.111 Acc=0.96 ---48361.21 ms/batch
Step 00096850 L_out=0.054 Acc=0.94 ---76695.90 ms/batch
Step 00096900 L_out=0.103 Acc=0.91 ---104247.99 ms/batch
Step 00096950 L_out=0.116 Acc=0.97 ---130392.61 ms/batch
Step 00097000 L_out=0.117 Acc=0.93 ---158997.66 ms/batch
Step 00097050 L_out=0.103 Acc=0.95 ---186460.29 ms/batch
Step 00097100 L_out=0.069 Acc=0.96 ---215387.22 ms/batch
Step 00097150 L_out=0.123 Acc=0.91 ---243863.54 ms/batch
Step 00097200 L_out=0.092 Acc=0.92 ---273011.30 ms/batch
Step 00097250 L_out=0.172 Acc=0.85 ---302395.75 ms/batch
Step 00097300 L_out=0.023 Acc=0.95 ---329915.47 ms/batch
Step 00097350 L_out=0.088 Acc=0.96 ---357484.96 ms/batch
Round 6 | epoch=25, train costTime=375.0703012943268, | total_activation_sum=21478411
Round 6 | epoch=26, current m_iou=0.6772969179937551
Round 6 | Best m_IoU is: 0.683, OA is: 0.912 | val costTime=152.11269426345825
Round 6 | ****EPOCH 26****
Step 00097400 L_out=0.105 Acc=0.96 ---10080.99 ms/batch
Step 00097450 L_out=0.132 Acc=0.92 ---38536.42 ms/batch
Step 00097500 L_out=0.055 Acc=0.94 ---66108.14 ms/batch
Step 00097550 L_out=0.085 Acc=0.96 ---92990.24 ms/batch
Step 00097600 L_out=0.058 Acc=0.97 ---116921.10 ms/batch
Step 00097650 L_out=0.051 Acc=0.97 ---145705.02 ms/batch
Step 00097700 L_out=0.045 Acc=0.92 ---174600.02 ms/batch
Step 00097750 L_out=0.085 Acc=0.95 ---200861.31 ms/batch
Step 00097800 L_out=0.112 Acc=0.96 ---228131.26 ms/batch
Step 00097850 L_out=0.063 Acc=0.94 ---257416.90 ms/batch
Step 00097900 L_out=0.050 Acc=0.94 ---283726.25 ms/batch
Step 00097950 L_out=0.035 Acc=0.95 ---310049.70 ms/batch
Step 00098000 L_out=0.028 Acc=0.97 ---336470.40 ms/batch
Round 6 | epoch=26, train costTime=363.45056653022766, | total_activation_sum=21701144
Round 6 | epoch=27, current m_iou=0.6798066764989796
Round 6 | Best m_IoU is: 0.683, OA is: 0.912 | val costTime=138.54453659057617
Round 6 | ****EPOCH 27****
Step 00098050 L_out=0.150 Acc=0.95 ---  450.89 ms/batch
Step 00098100 L_out=0.071 Acc=0.97 ---27522.50 ms/batch
Step 00098150 L_out=0.086 Acc=0.91 ---54387.25 ms/batch
Step 00098200 L_out=1.394 Acc=0.86 ---81459.58 ms/batch
Step 00098250 L_out=0.063 Acc=0.94 ---106161.50 ms/batch
Step 00098300 L_out=0.138 Acc=0.94 ---134002.27 ms/batch
Step 00098350 L_out=0.061 Acc=0.95 ---160314.69 ms/batch
Step 00098400 L_out=0.090 Acc=0.91 ---186765.04 ms/batch
Step 00098450 L_out=0.069 Acc=0.95 ---213532.16 ms/batch
Step 00098500 L_out=0.103 Acc=0.94 ---240435.49 ms/batch
Step 00098550 L_out=0.058 Acc=0.95 ---266813.37 ms/batch
Step 00098600 L_out=0.052 Acc=0.94 ---293173.86 ms/batch
Step 00098650 L_out=0.118 Acc=0.90 ---320502.94 ms/batch
Step 00098700 L_out=0.191 Acc=0.83 ---347103.86 ms/batch
Round 6 | epoch=27, train costTime=357.20845222473145, | total_activation_sum=21463945
Round 6 | epoch=28, current m_iou=0.6796558134844009
Round 6 | Best m_IoU is: 0.683, OA is: 0.912 | val costTime=135.94252920150757
Round 6 | ****EPOCH 28****
Step 00098750 L_out=0.012 Acc=0.98 ---18312.40 ms/batch
Step 00098800 L_out=0.084 Acc=0.94 ---45142.92 ms/batch
Step 00098850 L_out=0.150 Acc=0.95 ---72285.53 ms/batch
Step 00098900 L_out=0.276 Acc=0.91 ---99347.86 ms/batch
Step 00098950 L_out=0.184 Acc=0.95 ---123413.08 ms/batch
Step 00099000 L_out=0.112 Acc=0.87 ---151202.65 ms/batch
Step 00099050 L_out=0.029 Acc=0.93 ---177380.63 ms/batch
Step 00099100 L_out=0.038 Acc=0.95 ---203507.45 ms/batch
Step 00099150 L_out=0.099 Acc=0.93 ---229495.47 ms/batch
Step 00099200 L_out=0.038 Acc=0.93 ---257161.49 ms/batch
Step 00099250 L_out=0.035 Acc=0.93 ---283412.69 ms/batch
Step 00099300 L_out=0.066 Acc=0.94 ---309584.15 ms/batch
Step 00099350 L_out=0.055 Acc=0.96 ---335840.39 ms/batch
Round 6 | epoch=28, train costTime=352.84151816368103, | total_activation_sum=21581971
Round 6 | epoch=29, current m_iou=0.6802656203106457
Round 6 | Best m_IoU is: 0.683, OA is: 0.912 | val costTime=137.42040419578552
Round 6 | ****EPOCH 29****
Step 00099400 L_out=0.118 Acc=0.93 --- 9300.16 ms/batch
Step 00099450 L_out=0.070 Acc=0.94 ---36080.36 ms/batch
Step 00099500 L_out=0.077 Acc=0.91 ---62945.04 ms/batch
Step 00099550 L_out=0.150 Acc=0.93 ---89636.63 ms/batch
Step 00099600 L_out=0.033 Acc=0.98 ---114121.87 ms/batch
Step 00099650 L_out=0.011 Acc=0.94 ---136764.19 ms/batch
Step 00099700 L_out=0.042 Acc=0.95 ---158904.49 ms/batch
Step 00099750 L_out=0.104 Acc=0.95 ---181106.95 ms/batch
Step 00099800 L_out=0.101 Acc=0.94 ---203841.40 ms/batch
Step 00099850 L_out=0.030 Acc=0.94 ---225746.12 ms/batch
Step 00099900 L_out=0.065 Acc=0.93 ---247572.88 ms/batch
Step 00099950 L_out=0.188 Acc=0.91 ---269693.46 ms/batch
Step 00100000 L_out=0.079 Acc=0.90 ---292521.77 ms/batch
Step 00100050 L_out=0.078 Acc=0.95 ---314577.30 ms/batch
Round 6 | epoch=29, train costTime=314.5774610042572, | total_activation_sum=21440216
Round 6 | epoch=30, current m_iou=0.6799747297239835
Round 6 | Best m_IoU is: 0.683, OA is: 0.912 | val costTime=121.56715297698975
Round 6 | ****EPOCH 30****
Round 7 | ****EPOCH 0****
Step 00100100 L_out=0.324 Acc=0.71 ---28545.48 ms/batch
Step 00100150 L_out=0.552 Acc=0.62 ---56556.87 ms/batch
Step 00100200 L_out=0.537 Acc=0.83 ---84366.86 ms/batch
Step 00100250 L_out=0.410 Acc=0.83 ---112761.70 ms/batch
Step 00100300 L_out=0.417 Acc=0.89 ---139979.64 ms/batch
Step 00100350 L_out=0.101 Acc=0.85 ---164667.64 ms/batch
Step 00100400 L_out=0.153 Acc=0.92 ---191256.05 ms/batch
Step 00100450 L_out=0.885 Acc=0.92 ---218184.15 ms/batch
Step 00100500 L_out=0.657 Acc=0.91 ---245194.41 ms/batch
Step 00100550 L_out=0.106 Acc=0.96 ---272165.79 ms/batch
Step 00100600 L_out=0.074 Acc=0.78 ---299390.36 ms/batch
Step 00100650 L_out=0.066 Acc=0.88 ---326782.62 ms/batch
Step 00100700 L_out=0.245 Acc=0.91 ---353517.95 ms/batch
Round 7 | epoch=0, train costTime=362.6474766731262, | total_activation_sum=24152958
Round 7 | epoch=1, current m_iou=0.6553407184336661
Round 7 | Best m_IoU is: 0.655, OA is: 0.911 | val costTime=146.77718377113342
Round 7 | ****EPOCH 1****
Step 00100750 L_out=0.115 Acc=0.92 ---17883.95 ms/batch
Step 00100800 L_out=0.196 Acc=0.87 ---45523.09 ms/batch
Step 00100850 L_out=0.054 Acc=0.88 ---73706.59 ms/batch
Step 00100900 L_out=0.103 Acc=0.88 ---101670.33 ms/batch
Step 00100950 L_out=0.227 Acc=0.90 ---129508.04 ms/batch
Step 00101000 L_out=0.112 Acc=0.93 ---154213.40 ms/batch
Step 00101050 L_out=0.079 Acc=0.88 ---181433.57 ms/batch
Step 00101100 L_out=0.126 Acc=0.89 ---208250.51 ms/batch
Step 00101150 L_out=0.531 Acc=0.87 ---235452.89 ms/batch
Step 00101200 L_out=0.151 Acc=0.94 ---262629.65 ms/batch
Step 00101250 L_out=0.293 Acc=0.93 ---289719.01 ms/batch
Step 00101300 L_out=0.126 Acc=0.93 ---316895.79 ms/batch
Step 00101350 L_out=0.109 Acc=0.94 ---344655.91 ms/batch
Round 7 | epoch=1, train costTime=362.6772794723511, | total_activation_sum=24075351
Round 7 | epoch=2, current m_iou=0.6725385577144681
Round 7 | Best m_IoU is: 0.673, OA is: 0.915 | val costTime=143.83945631980896
Round 7 | ****EPOCH 2****
Step 00101400 L_out=0.286 Acc=0.90 --- 8489.62 ms/batch
Step 00101450 L_out=0.281 Acc=0.87 ---35980.00 ms/batch
Step 00101500 L_out=0.261 Acc=0.83 ---63468.75 ms/batch
Step 00101550 L_out=0.408 Acc=0.77 ---90853.97 ms/batch
Step 00101600 L_out=0.253 Acc=0.86 ---118616.83 ms/batch
Step 00101650 L_out=0.261 Acc=0.94 ---144869.43 ms/batch
Step 00101700 L_out=0.548 Acc=0.89 ---170965.33 ms/batch
Step 00101750 L_out=0.189 Acc=0.91 ---197886.37 ms/batch
Step 00101800 L_out=0.215 Acc=0.75 ---225315.23 ms/batch
Step 00101850 L_out=0.843 Acc=0.67 ---252326.84 ms/batch
Step 00101900 L_out=0.142 Acc=0.94 ---279409.46 ms/batch
Step 00101950 L_out=0.177 Acc=0.89 ---306504.49 ms/batch
Step 00102000 L_out=0.148 Acc=0.92 ---333386.24 ms/batch
Step 00102050 L_out=0.119 Acc=0.94 ---359903.32 ms/batch
Round 7 | epoch=2, train costTime=360.43496322631836, | total_activation_sum=23962660
Round 7 | epoch=3, current m_iou=0.6676988706251905
Round 7 | Best m_IoU is: 0.673, OA is: 0.915 | val costTime=142.71109890937805
Round 7 | ****EPOCH 3****
Step 00102100 L_out=0.140 Acc=0.92 ---26346.57 ms/batch
Step 00102150 L_out=0.110 Acc=0.95 ---54342.97 ms/batch
Step 00102200 L_out=0.128 Acc=0.85 ---82291.90 ms/batch
Step 00102250 L_out=0.152 Acc=0.93 ---109983.39 ms/batch
Step 00102300 L_out=0.049 Acc=0.94 ---138109.60 ms/batch
Step 00102350 L_out=0.108 Acc=0.95 ---162568.31 ms/batch
Step 00102400 L_out=0.505 Acc=0.87 ---189647.89 ms/batch
Step 00102450 L_out=0.309 Acc=0.91 ---216933.82 ms/batch
Step 00102500 L_out=0.276 Acc=0.91 ---244002.92 ms/batch
Step 00102550 L_out=0.064 Acc=0.93 ---271127.61 ms/batch
Step 00102600 L_out=0.098 Acc=0.90 ---298534.27 ms/batch
Step 00102650 L_out=0.049 Acc=0.94 ---325765.92 ms/batch
Step 00102700 L_out=0.880 Acc=0.67 ---352630.21 ms/batch
Round 7 | epoch=3, train costTime=362.3455579280853, | total_activation_sum=23990288
Round 7 | epoch=4, current m_iou=0.661625445273506
Round 7 | Best m_IoU is: 0.673, OA is: 0.915 | val costTime=142.55163979530334
Round 7 | ****EPOCH 4****
Step 00102750 L_out=0.396 Acc=0.90 ---17331.09 ms/batch
Step 00102800 L_out=0.077 Acc=0.92 ---45066.29 ms/batch
Step 00102850 L_out=0.243 Acc=0.90 ---72661.44 ms/batch
Step 00102900 L_out=0.250 Acc=0.95 ---100334.53 ms/batch
Step 00102950 L_out=0.187 Acc=0.84 ---128180.63 ms/batch
Step 00103000 L_out=0.152 Acc=0.91 ---153141.61 ms/batch
Step 00103050 L_out=0.314 Acc=0.89 ---180090.63 ms/batch
Step 00103100 L_out=0.284 Acc=0.90 ---208381.98 ms/batch
Step 00103150 L_out=0.079 Acc=0.96 ---235381.68 ms/batch
Step 00103200 L_out=0.067 Acc=0.95 ---262362.67 ms/batch
Step 00103250 L_out=0.367 Acc=0.83 ---289406.99 ms/batch
Step 00103300 L_out=0.206 Acc=0.82 ---316237.06 ms/batch
Step 00103350 L_out=0.085 Acc=0.91 ---343633.47 ms/batch
Round 7 | epoch=4, train costTime=362.20892119407654, | total_activation_sum=23919040
Round 7 | epoch=5, current m_iou=0.6733447829739609
Round 7 | Best m_IoU is: 0.673, OA is: 0.912 | val costTime=142.92447018623352
Round 7 | ****EPOCH 5****
Step 00103400 L_out=0.464 Acc=0.74 --- 8392.44 ms/batch
Step 00103450 L_out=0.333 Acc=0.92 ---35587.25 ms/batch
Step 00103500 L_out=0.126 Acc=0.92 ---63698.17 ms/batch
Step 00103550 L_out=0.154 Acc=0.94 ---91465.33 ms/batch
Step 00103600 L_out=0.024 Acc=0.97 ---119187.48 ms/batch
Step 00103650 L_out=0.177 Acc=0.90 ---145622.84 ms/batch
Step 00103700 L_out=0.077 Acc=0.92 ---172029.96 ms/batch
Step 00103750 L_out=0.159 Acc=0.89 ---199000.35 ms/batch
Step 00103800 L_out=0.160 Acc=0.94 ---225915.06 ms/batch
Step 00103850 L_out=0.138 Acc=0.94 ---252875.44 ms/batch
Step 00103900 L_out=0.159 Acc=0.97 ---280029.69 ms/batch
Step 00103950 L_out=0.075 Acc=0.96 ---307089.29 ms/batch
Step 00104000 L_out=0.257 Acc=0.88 ---334146.48 ms/batch
Step 00104050 L_out=0.054 Acc=0.94 ---361354.73 ms/batch
Round 7 | epoch=5, train costTime=362.46901845932007, | total_activation_sum=23996774
Round 7 | epoch=6, current m_iou=0.6733946287578781
Round 7 | Best m_IoU is: 0.673, OA is: 0.915 | val costTime=144.1231029033661
Round 7 | ****EPOCH 6****
Step 00104100 L_out=0.184 Acc=0.95 ---26547.74 ms/batch
Step 00104150 L_out=0.082 Acc=0.95 ---53835.91 ms/batch
Step 00104200 L_out=0.071 Acc=0.96 ---81047.19 ms/batch
Step 00104250 L_out=0.224 Acc=0.94 ---108742.24 ms/batch
Step 00104300 L_out=0.114 Acc=0.93 ---136483.36 ms/batch
Step 00104350 L_out=0.065 Acc=0.91 ---161375.55 ms/batch
Step 00104400 L_out=0.149 Acc=0.94 ---189556.40 ms/batch
Step 00104450 L_out=0.166 Acc=0.88 ---216660.47 ms/batch
Step 00104500 L_out=0.363 Acc=0.91 ---243514.78 ms/batch
Step 00104550 L_out=0.076 Acc=0.92 ---270777.21 ms/batch
Step 00104600 L_out=0.139 Acc=0.93 ---297728.02 ms/batch
Step 00104650 L_out=0.078 Acc=0.94 ---324968.28 ms/batch
Step 00104700 L_out=0.055 Acc=0.99 ---352314.51 ms/batch
Round 7 | epoch=6, train costTime=362.44914197921753, | total_activation_sum=23858458
Round 7 | epoch=7, current m_iou=0.6794257693782224
Round 7 | Best m_IoU is: 0.679, OA is: 0.914 | val costTime=143.51847863197327
Round 7 | ****EPOCH 7****
Step 00104750 L_out=0.077 Acc=0.91 ---16721.86 ms/batch
Step 00104800 L_out=0.130 Acc=0.95 ---45067.34 ms/batch
Step 00104850 L_out=0.347 Acc=0.92 ---72639.26 ms/batch
Step 00104900 L_out=0.320 Acc=0.91 ---100643.85 ms/batch
Step 00104950 L_out=0.174 Acc=0.88 ---128606.41 ms/batch
Step 00105000 L_out=0.102 Acc=0.93 ---153614.21 ms/batch
Step 00105050 L_out=0.146 Acc=0.93 ---180864.56 ms/batch
Step 00105100 L_out=0.158 Acc=0.84 ---207783.70 ms/batch
Step 00105150 L_out=0.024 Acc=0.97 ---234575.18 ms/batch
Step 00105200 L_out=0.088 Acc=0.93 ---261918.14 ms/batch
Step 00105250 L_out=0.086 Acc=0.87 ---288746.83 ms/batch
Step 00105300 L_out=0.145 Acc=0.95 ---315526.02 ms/batch
Step 00105350 L_out=0.211 Acc=0.94 ---342733.47 ms/batch
Round 7 | epoch=7, train costTime=362.4837095737457, | total_activation_sum=24041572
Round 7 | epoch=8, current m_iou=0.6688102528572957
Round 7 | Best m_IoU is: 0.679, OA is: 0.914 | val costTime=142.10941457748413
Round 7 | ****EPOCH 8****
Step 00105400 L_out=0.242 Acc=0.94 --- 7357.93 ms/batch
Step 00105450 L_out=0.049 Acc=0.92 ---35122.50 ms/batch
Step 00105500 L_out=0.072 Acc=0.93 ---62873.32 ms/batch
Step 00105550 L_out=0.106 Acc=0.97 ---90951.15 ms/batch
Step 00105600 L_out=0.207 Acc=0.90 ---118452.32 ms/batch
Step 00105650 L_out=0.185 Acc=0.86 ---144242.97 ms/batch
Step 00105700 L_out=0.213 Acc=0.95 ---170314.00 ms/batch
Step 00105750 L_out=0.192 Acc=0.92 ---196804.92 ms/batch
Step 00105800 L_out=0.026 Acc=0.93 ---223577.23 ms/batch
Step 00105850 L_out=0.072 Acc=0.97 ---250479.25 ms/batch
Step 00105900 L_out=0.031 Acc=0.92 ---277495.47 ms/batch
Step 00105950 L_out=0.082 Acc=0.95 ---302477.07 ms/batch
Step 00106000 L_out=0.085 Acc=0.92 ---324762.85 ms/batch
Step 00106050 L_out=0.160 Acc=0.89 ---347121.34 ms/batch
Round 7 | epoch=8, train costTime=348.43844985961914, | total_activation_sum=24030539
Round 7 | epoch=9, current m_iou=0.67741178126416
Round 7 | Best m_IoU is: 0.679, OA is: 0.914 | val costTime=120.32048988342285
Round 7 | ****EPOCH 9****
Step 00106100 L_out=0.036 Acc=0.97 ---21121.30 ms/batch
Step 00106150 L_out=0.248 Acc=0.88 ---43503.63 ms/batch
Step 00106200 L_out=0.055 Acc=0.93 ---65942.58 ms/batch
Step 00106250 L_out=0.009 Acc=0.93 ---88338.80 ms/batch
Step 00106300 L_out=0.120 Acc=0.92 ---110797.86 ms/batch
Step 00106350 L_out=0.125 Acc=0.90 ---133485.74 ms/batch
Step 00106400 L_out=0.083 Acc=0.93 ---155726.12 ms/batch
Step 00106450 L_out=0.313 Acc=0.75 ---178260.14 ms/batch
Step 00106500 L_out=0.066 Acc=0.91 ---200604.90 ms/batch
Step 00106550 L_out=0.184 Acc=0.92 ---223181.57 ms/batch
Step 00106600 L_out=0.084 Acc=0.80 ---245611.73 ms/batch
Step 00106650 L_out=0.207 Acc=0.90 ---268056.90 ms/batch
Step 00106700 L_out=0.049 Acc=0.94 ---290625.80 ms/batch
Round 7 | epoch=9, train costTime=299.6134526729584, | total_activation_sum=23862977
Round 7 | epoch=10, current m_iou=0.6828075350837745
Round 7 | Best m_IoU is: 0.683, OA is: 0.919 | val costTime=121.29831075668335
Round 7 | ****EPOCH 10****
Step 00106750 L_out=0.126 Acc=0.93 ---13262.75 ms/batch
Step 00106800 L_out=0.067 Acc=0.92 ---35507.76 ms/batch
Step 00106850 L_out=0.092 Acc=0.92 ---57889.88 ms/batch
Step 00106900 L_out=0.163 Acc=0.87 ---80216.45 ms/batch
Step 00106950 L_out=0.165 Acc=0.89 ---102681.49 ms/batch
Step 00107000 L_out=0.216 Acc=0.88 ---125262.35 ms/batch
Step 00107050 L_out=0.176 Acc=0.92 ---147554.24 ms/batch
Step 00107100 L_out=0.080 Acc=0.84 ---169857.61 ms/batch
Step 00107150 L_out=0.236 Acc=0.89 ---192190.75 ms/batch
Step 00107200 L_out=0.150 Acc=0.94 ---214515.99 ms/batch
Step 00107250 L_out=0.119 Acc=0.93 ---236988.31 ms/batch
Step 00107300 L_out=0.057 Acc=0.91 ---259308.56 ms/batch
Step 00107350 L_out=0.356 Acc=0.86 ---281664.51 ms/batch
Round 7 | epoch=10, train costTime=298.19915795326233, | total_activation_sum=24165079
Round 7 | epoch=11, current m_iou=0.6888473935337942
Round 7 | Best m_IoU is: 0.689, OA is: 0.920 | val costTime=120.98005032539368
Round 7 | ****EPOCH 11****
Step 00107400 L_out=0.139 Acc=0.94 --- 5837.13 ms/batch
Step 00107450 L_out=0.171 Acc=0.96 ---28237.73 ms/batch
Step 00107500 L_out=0.028 Acc=0.98 ---50716.20 ms/batch
Step 00107550 L_out=0.084 Acc=0.92 ---73057.28 ms/batch
Step 00107600 L_out=0.097 Acc=0.95 ---95379.14 ms/batch
Step 00107650 L_out=0.145 Acc=0.97 ---117603.71 ms/batch
Step 00107700 L_out=0.154 Acc=0.94 ---139860.79 ms/batch
Step 00107750 L_out=0.154 Acc=0.94 ---162112.40 ms/batch
Step 00107800 L_out=0.029 Acc=0.97 ---184574.05 ms/batch
Step 00107850 L_out=0.067 Acc=0.92 ---207070.48 ms/batch
Step 00107900 L_out=0.080 Acc=0.92 ---229490.58 ms/batch
Step 00107950 L_out=0.050 Acc=0.91 ---251794.19 ms/batch
Step 00108000 L_out=0.116 Acc=0.94 ---274083.32 ms/batch
Step 00108050 L_out=0.059 Acc=0.96 ---296472.51 ms/batch
Round 7 | epoch=11, train costTime=298.22783374786377, | total_activation_sum=24027103
Round 7 | epoch=12, current m_iou=0.6944430283483727
Round 7 | Best m_IoU is: 0.694, OA is: 0.921 | val costTime=120.40622043609619
Round 7 | ****EPOCH 12****
Step 00108100 L_out=0.033 Acc=0.94 ---20625.98 ms/batch
Step 00108150 L_out=0.024 Acc=0.94 ---43082.79 ms/batch
Step 00108200 L_out=0.335 Acc=0.87 ---65490.42 ms/batch
Step 00108250 L_out=0.143 Acc=0.91 ---87853.73 ms/batch
Step 00108300 L_out=0.130 Acc=0.92 ---110383.13 ms/batch
Step 00108350 L_out=0.206 Acc=0.89 ---132702.35 ms/batch
Step 00108400 L_out=0.074 Acc=0.93 ---155213.02 ms/batch
Step 00108450 L_out=0.101 Acc=0.95 ---177558.69 ms/batch
Step 00108500 L_out=0.157 Acc=0.94 ---200002.49 ms/batch
Step 00108550 L_out=0.117 Acc=0.94 ---222598.36 ms/batch
Step 00108600 L_out=0.091 Acc=0.91 ---245025.04 ms/batch
Step 00108650 L_out=0.036 Acc=0.95 ---267521.38 ms/batch
Step 00108700 L_out=0.080 Acc=0.96 ---290107.94 ms/batch
Round 7 | epoch=12, train costTime=299.43436312675476, | total_activation_sum=23979694
Round 7 | epoch=13, current m_iou=0.6953447553106944
Round 7 | Best m_IoU is: 0.695, OA is: 0.922 | val costTime=123.0583324432373
Round 7 | ****EPOCH 13****
Step 00108750 L_out=0.358 Acc=0.83 ---13397.13 ms/batch
Step 00108800 L_out=0.048 Acc=0.97 ---36278.57 ms/batch
Step 00108850 L_out=0.304 Acc=0.94 ---59083.48 ms/batch
Step 00108900 L_out=0.133 Acc=0.87 ---81558.95 ms/batch
Step 00108950 L_out=0.177 Acc=0.93 ---104077.10 ms/batch
Step 00109000 L_out=0.084 Acc=0.92 ---126663.30 ms/batch
Step 00109050 L_out=0.127 Acc=0.91 ---150095.56 ms/batch
Step 00109100 L_out=0.066 Acc=0.90 ---172513.62 ms/batch
Step 00109150 L_out=0.167 Acc=0.92 ---195142.82 ms/batch
Step 00109200 L_out=0.033 Acc=0.84 ---217666.44 ms/batch
Step 00109250 L_out=0.064 Acc=0.96 ---240126.74 ms/batch
Step 00109300 L_out=0.120 Acc=0.90 ---262907.22 ms/batch
Step 00109350 L_out=0.116 Acc=0.95 ---286333.16 ms/batch
Round 7 | epoch=13, train costTime=303.31229043006897, | total_activation_sum=23824598
Round 7 | epoch=14, current m_iou=0.6940443875090629
Round 7 | Best m_IoU is: 0.695, OA is: 0.922 | val costTime=122.60883975028992
Round 7 | ****EPOCH 14****
Step 00109400 L_out=0.052 Acc=0.96 --- 5445.17 ms/batch
Step 00109450 L_out=0.042 Acc=0.93 ---27917.98 ms/batch
Step 00109500 L_out=0.068 Acc=0.94 ---50477.13 ms/batch
Step 00109550 L_out=0.162 Acc=0.94 ---73114.19 ms/batch
Step 00109600 L_out=0.062 Acc=0.94 ---95686.60 ms/batch
Step 00109650 L_out=0.043 Acc=0.94 ---118979.97 ms/batch
Step 00109700 L_out=0.057 Acc=0.95 ---141565.98 ms/batch
Step 00109750 L_out=0.030 Acc=0.94 ---164142.74 ms/batch
Step 00109800 L_out=0.230 Acc=0.87 ---187075.90 ms/batch
Step 00109850 L_out=0.113 Acc=0.92 ---210211.04 ms/batch
Step 00109900 L_out=0.066 Acc=0.94 ---232775.84 ms/batch
Step 00109950 L_out=0.055 Acc=0.95 ---255489.97 ms/batch
Step 00110000 L_out=0.207 Acc=0.95 ---278794.83 ms/batch
Step 00110050 L_out=0.169 Acc=0.93 ---301485.21 ms/batch
Round 7 | epoch=14, train costTime=303.71561574935913, | total_activation_sum=24065663
Round 7 | epoch=15, current m_iou=0.6858989027421978
Round 7 | Best m_IoU is: 0.695, OA is: 0.922 | val costTime=133.56812143325806
Round 7 | ****EPOCH 15****
Step 00110100 L_out=0.166 Acc=0.90 ---24942.33 ms/batch
Step 00110150 L_out=0.138 Acc=0.93 ---51759.16 ms/batch
Step 00110200 L_out=0.026 Acc=0.94 ---78948.40 ms/batch
Step 00110250 L_out=0.124 Acc=0.92 ---105788.86 ms/batch
Step 00110300 L_out=0.038 Acc=0.97 ---132566.72 ms/batch
Step 00110350 L_out=0.103 Acc=0.96 ---159140.57 ms/batch
Step 00110400 L_out=0.034 Acc=0.97 ---186128.40 ms/batch
Step 00110450 L_out=0.053 Acc=0.94 ---213068.77 ms/batch
Step 00110500 L_out=0.155 Acc=0.89 ---239670.59 ms/batch
Step 00110550 L_out=0.140 Acc=0.95 ---266351.88 ms/batch
Step 00110600 L_out=0.165 Acc=0.94 ---293231.12 ms/batch
Step 00110650 L_out=0.276 Acc=0.95 ---321495.19 ms/batch
Step 00110700 L_out=0.103 Acc=0.94 ---348911.74 ms/batch
Round 7 | epoch=15, train costTime=361.03321743011475, | total_activation_sum=23852144
Round 7 | epoch=16, current m_iou=0.6829434911243766
Round 7 | Best m_IoU is: 0.695, OA is: 0.922 | val costTime=148.6040608882904
Round 7 | ****EPOCH 16****
Step 00110750 L_out=0.144 Acc=0.86 ---15117.78 ms/batch
Step 00110800 L_out=0.083 Acc=0.93 ---41921.90 ms/batch
Step 00110850 L_out=0.099 Acc=0.94 ---68275.98 ms/batch
Step 00110900 L_out=0.060 Acc=0.95 ---94692.40 ms/batch
Step 00110950 L_out=0.140 Acc=0.95 ---121233.45 ms/batch
Step 00111000 L_out=0.049 Acc=0.94 ---148618.44 ms/batch
Step 00111050 L_out=0.094 Acc=0.91 ---175364.15 ms/batch
Step 00111100 L_out=0.091 Acc=0.96 ---201967.34 ms/batch
Step 00111150 L_out=0.097 Acc=0.96 ---229016.77 ms/batch
Step 00111200 L_out=0.045 Acc=0.97 ---255784.45 ms/batch
Step 00111250 L_out=0.043 Acc=0.97 ---282464.42 ms/batch
Step 00111300 L_out=0.083 Acc=0.94 ---309965.38 ms/batch
Step 00111350 L_out=0.164 Acc=0.91 ---337262.97 ms/batch
Round 7 | epoch=16, train costTime=359.0664584636688, | total_activation_sum=24035405
Round 7 | epoch=17, current m_iou=0.6814480978320092
Round 7 | Best m_IoU is: 0.695, OA is: 0.922 | val costTime=150.6216049194336
Round 7 | ****EPOCH 17****
Step 00111400 L_out=0.050 Acc=0.96 --- 5995.67 ms/batch
Step 00111450 L_out=0.030 Acc=0.96 ---32920.25 ms/batch
Step 00111500 L_out=0.044 Acc=0.95 ---60164.99 ms/batch
Step 00111550 L_out=0.153 Acc=0.91 ---87186.69 ms/batch
Step 00111600 L_out=0.108 Acc=0.92 ---114311.96 ms/batch
Step 00111650 L_out=0.110 Acc=0.96 ---141396.64 ms/batch
Step 00111700 L_out=0.091 Acc=0.96 ---168483.37 ms/batch
Step 00111750 L_out=0.040 Acc=0.95 ---195783.65 ms/batch
Step 00111800 L_out=0.061 Acc=0.89 ---223156.12 ms/batch
Step 00111850 L_out=0.032 Acc=0.94 ---249661.82 ms/batch
Step 00111900 L_out=0.061 Acc=0.87 ---277880.35 ms/batch
Step 00111950 L_out=0.064 Acc=0.96 ---305549.90 ms/batch
Step 00112000 L_out=0.141 Acc=0.88 ---333134.33 ms/batch
Step 00112050 L_out=0.151 Acc=0.92 ---361424.67 ms/batch
Round 7 | epoch=17, train costTime=364.55902552604675, | total_activation_sum=23971664
Round 7 | epoch=18, current m_iou=0.6862709249811457
Round 7 | Best m_IoU is: 0.695, OA is: 0.922 | val costTime=151.0345709323883
Round 7 | ****EPOCH 18****
Step 00112100 L_out=0.060 Acc=0.94 ---23238.60 ms/batch
Step 00112150 L_out=0.048 Acc=0.89 ---49953.04 ms/batch
Step 00112200 L_out=0.108 Acc=0.89 ---77649.30 ms/batch
Step 00112250 L_out=0.069 Acc=0.94 ---105248.39 ms/batch
Step 00112300 L_out=0.072 Acc=0.97 ---132351.20 ms/batch
Step 00112350 L_out=0.048 Acc=0.96 ---159234.35 ms/batch
Step 00112400 L_out=0.017 Acc=0.98 ---186428.33 ms/batch
Step 00112450 L_out=0.064 Acc=0.97 ---213918.55 ms/batch
Step 00112500 L_out=0.054 Acc=0.97 ---241483.39 ms/batch
Step 00112550 L_out=0.181 Acc=0.87 ---268823.03 ms/batch
Step 00112600 L_out=0.119 Acc=0.88 ---296323.21 ms/batch
Step 00112650 L_out=0.104 Acc=0.96 ---323531.36 ms/batch
Step 00112700 L_out=0.075 Acc=0.94 ---351469.64 ms/batch
Round 7 | epoch=18, train costTime=363.96486353874207, | total_activation_sum=23998698
Round 7 | epoch=19, current m_iou=0.678867042707636
Round 7 | Best m_IoU is: 0.695, OA is: 0.922 | val costTime=149.2061939239502
Round 7 | ****EPOCH 19****
Step 00112750 L_out=0.044 Acc=0.95 ---14940.48 ms/batch
Step 00112800 L_out=0.112 Acc=0.90 ---41506.44 ms/batch
Step 00112850 L_out=0.048 Acc=0.96 ---68395.57 ms/batch
Step 00112900 L_out=0.043 Acc=0.91 ---95631.75 ms/batch
Step 00112950 L_out=0.054 Acc=0.93 ---122619.28 ms/batch
Step 00113000 L_out=0.038 Acc=0.87 ---149828.34 ms/batch
Step 00113050 L_out=0.088 Acc=0.90 ---176751.87 ms/batch
Step 00113100 L_out=0.087 Acc=0.94 ---203897.36 ms/batch
Step 00113150 L_out=0.021 Acc=0.96 ---230996.52 ms/batch
Step 00113200 L_out=0.127 Acc=0.95 ---257884.32 ms/batch
Step 00113250 L_out=0.055 Acc=0.88 ---285179.24 ms/batch
Step 00113300 L_out=0.057 Acc=0.98 ---312638.84 ms/batch
Step 00113350 L_out=0.146 Acc=0.97 ---340040.16 ms/batch
Round 7 | epoch=19, train costTime=362.2454628944397, | total_activation_sum=24008480
Round 7 | epoch=20, current m_iou=0.6836041819923971
Round 7 | Best m_IoU is: 0.695, OA is: 0.922 | val costTime=138.98325109481812
Round 7 | ****EPOCH 20****
Step 00113400 L_out=0.040 Acc=0.95 --- 5336.01 ms/batch
Step 00113450 L_out=0.128 Acc=0.93 ---32851.61 ms/batch
Step 00113500 L_out=0.079 Acc=0.90 ---59610.28 ms/batch
Step 00113550 L_out=0.043 Acc=0.93 ---86619.17 ms/batch
Step 00113600 L_out=0.129 Acc=0.96 ---113685.69 ms/batch
Step 00113650 L_out=0.099 Acc=0.94 ---140377.35 ms/batch
Step 00113700 L_out=0.059 Acc=0.93 ---167089.10 ms/batch
Step 00113750 L_out=0.058 Acc=0.94 ---193707.13 ms/batch
Step 00113800 L_out=0.021 Acc=0.98 ---221314.55 ms/batch
Step 00113850 L_out=0.107 Acc=0.97 ---248219.36 ms/batch
Step 00113900 L_out=0.060 Acc=0.95 ---275061.34 ms/batch
Step 00113950 L_out=0.155 Acc=0.93 ---302992.05 ms/batch
Step 00114000 L_out=0.077 Acc=0.94 ---330844.69 ms/batch
Step 00114050 L_out=0.076 Acc=0.95 ---358250.63 ms/batch
Round 7 | epoch=20, train costTime=361.96726393699646, | total_activation_sum=24030382
Round 7 | epoch=21, current m_iou=0.6866566592160211
Round 7 | Best m_IoU is: 0.695, OA is: 0.922 | val costTime=143.08798027038574
Round 7 | ****EPOCH 21****
Step 00114100 L_out=0.046 Acc=0.96 ---22548.61 ms/batch
Step 00114150 L_out=0.055 Acc=0.97 ---48685.72 ms/batch
Step 00114200 L_out=0.130 Acc=0.88 ---75640.59 ms/batch
Step 00114250 L_out=0.299 Acc=0.94 ---102459.27 ms/batch
Step 00114300 L_out=0.046 Acc=0.96 ---129137.55 ms/batch
Step 00114350 L_out=0.053 Acc=0.86 ---155927.22 ms/batch
Step 00114400 L_out=0.109 Acc=0.90 ---182238.14 ms/batch
Step 00114450 L_out=0.073 Acc=0.91 ---208690.30 ms/batch
Step 00114500 L_out=0.039 Acc=0.95 ---235477.61 ms/batch
Step 00114550 L_out=0.038 Acc=0.98 ---262233.32 ms/batch
Step 00114600 L_out=0.072 Acc=0.96 ---288935.14 ms/batch
Step 00114650 L_out=0.082 Acc=0.96 ---317103.76 ms/batch
Step 00114700 L_out=0.083 Acc=0.88 ---345232.89 ms/batch
Round 7 | epoch=21, train costTime=358.5033230781555, | total_activation_sum=23965181
Round 7 | epoch=22, current m_iou=0.6887514147913563
Round 7 | Best m_IoU is: 0.695, OA is: 0.922 | val costTime=144.1702687740326
Round 7 | ****EPOCH 22****
Step 00114750 L_out=0.033 Acc=0.94 ---13817.60 ms/batch
Step 00114800 L_out=0.075 Acc=0.96 ---40206.16 ms/batch
Step 00114850 L_out=0.053 Acc=0.97 ---66714.55 ms/batch
Step 00114900 L_out=0.245 Acc=0.90 ---93228.42 ms/batch
Step 00114950 L_out=0.086 Acc=0.97 ---119931.26 ms/batch
Step 00115000 L_out=0.086 Acc=0.96 ---146636.67 ms/batch
Step 00115050 L_out=0.051 Acc=0.95 ---173822.19 ms/batch
Step 00115100 L_out=0.058 Acc=0.94 ---201308.30 ms/batch
Step 00115150 L_out=0.053 Acc=0.96 ---228027.68 ms/batch
Step 00115200 L_out=0.045 Acc=0.92 ---254718.58 ms/batch
Step 00115250 L_out=0.041 Acc=0.94 ---281938.53 ms/batch
Step 00115300 L_out=0.117 Acc=0.93 ---309259.45 ms/batch
Step 00115350 L_out=0.092 Acc=0.94 ---336794.40 ms/batch
Round 7 | epoch=22, train costTime=359.13790106773376, | total_activation_sum=23993181
Round 7 | epoch=23, current m_iou=0.6833035228128127
Round 7 | Best m_IoU is: 0.695, OA is: 0.922 | val costTime=138.77446937561035
Round 7 | ****EPOCH 23****
Step 00115400 L_out=0.088 Acc=0.96 --- 4731.89 ms/batch
Step 00115450 L_out=0.052 Acc=0.96 ---31280.35 ms/batch
Step 00115500 L_out=0.045 Acc=0.92 ---58129.57 ms/batch
Step 00115550 L_out=0.037 Acc=0.98 ---84656.28 ms/batch
Step 00115600 L_out=0.049 Acc=0.96 ---111247.49 ms/batch
Step 00115650 L_out=0.063 Acc=0.96 ---138011.91 ms/batch
Step 00115700 L_out=0.056 Acc=0.95 ---164425.12 ms/batch
Step 00115750 L_out=0.078 Acc=0.95 ---191844.12 ms/batch
Step 00115800 L_out=0.061 Acc=0.96 ---218352.74 ms/batch
Step 00115850 L_out=0.086 Acc=0.95 ---245085.04 ms/batch
Step 00115900 L_out=0.041 Acc=0.94 ---271947.14 ms/batch
Step 00115950 L_out=0.024 Acc=0.97 ---299448.24 ms/batch
Step 00116000 L_out=0.025 Acc=0.92 ---327346.73 ms/batch
Step 00116050 L_out=0.082 Acc=0.92 ---354932.58 ms/batch
Round 7 | epoch=23, train costTime=359.52065896987915, | total_activation_sum=24000223
Round 7 | epoch=24, current m_iou=0.682979862602934
Round 7 | Best m_IoU is: 0.695, OA is: 0.922 | val costTime=148.18653988838196
Round 7 | ****EPOCH 24****
Step 00116100 L_out=0.317 Acc=0.88 ---22806.11 ms/batch
Step 00116150 L_out=0.104 Acc=0.88 ---49894.45 ms/batch
Step 00116200 L_out=0.032 Acc=0.95 ---77540.07 ms/batch
Step 00116250 L_out=0.053 Acc=0.94 ---104481.86 ms/batch
Step 00116300 L_out=0.013 Acc=0.93 ---131767.50 ms/batch
Step 00116350 L_out=0.048 Acc=0.95 ---158415.00 ms/batch
Step 00116400 L_out=0.076 Acc=0.90 ---184751.06 ms/batch
Step 00116450 L_out=0.105 Acc=0.92 ---211949.02 ms/batch
Step 00116500 L_out=0.043 Acc=0.95 ---239502.83 ms/batch
Step 00116550 L_out=0.088 Acc=0.95 ---266453.88 ms/batch
Step 00116600 L_out=0.120 Acc=0.91 ---294078.42 ms/batch
Step 00116650 L_out=0.058 Acc=0.96 ---322454.28 ms/batch
Step 00116700 L_out=0.044 Acc=0.95 ---350315.40 ms/batch
Round 7 | epoch=24, train costTime=364.07500863075256, | total_activation_sum=23838795
Round 7 | epoch=25, current m_iou=0.6846773640436572
Round 7 | Best m_IoU is: 0.695, OA is: 0.922 | val costTime=149.1330885887146
Round 7 | ****EPOCH 25****
Step 00116750 L_out=0.021 Acc=0.96 ---13271.83 ms/batch
Step 00116800 L_out=0.104 Acc=0.95 ---39764.90 ms/batch
Step 00116850 L_out=0.035 Acc=0.94 ---66655.76 ms/batch
Step 00116900 L_out=0.029 Acc=0.90 ---93045.44 ms/batch
Step 00116950 L_out=0.089 Acc=0.92 ---119508.94 ms/batch
Step 00117000 L_out=0.082 Acc=0.96 ---146825.01 ms/batch
Step 00117050 L_out=0.092 Acc=0.97 ---173828.94 ms/batch
Step 00117100 L_out=0.046 Acc=0.98 ---200875.07 ms/batch
Step 00117150 L_out=0.122 Acc=0.97 ---228012.36 ms/batch
Step 00117200 L_out=0.055 Acc=0.94 ---255081.24 ms/batch
Step 00117250 L_out=0.019 Acc=0.92 ---282171.20 ms/batch
Step 00117300 L_out=0.173 Acc=0.89 ---310384.92 ms/batch
Step 00117350 L_out=0.090 Acc=0.94 ---338203.47 ms/batch
Round 7 | epoch=25, train costTime=361.59425830841064, | total_activation_sum=23989329
Round 7 | epoch=26, current m_iou=0.6853949351705536
Round 7 | Best m_IoU is: 0.695, OA is: 0.922 | val costTime=147.63165807724
Round 7 | ****EPOCH 26****
Step 00117400 L_out=0.018 Acc=0.95 --- 3937.19 ms/batch
Step 00117450 L_out=0.018 Acc=0.95 ---30954.13 ms/batch
Step 00117500 L_out=0.195 Acc=0.94 ---57905.48 ms/batch
Step 00117550 L_out=0.023 Acc=0.97 ---85100.31 ms/batch
Step 00117600 L_out=0.054 Acc=0.98 ---112301.03 ms/batch
Step 00117650 L_out=0.088 Acc=0.89 ---139279.70 ms/batch
Step 00117700 L_out=0.040 Acc=0.92 ---166503.25 ms/batch
Step 00117750 L_out=0.038 Acc=0.91 ---193271.16 ms/batch
Step 00117800 L_out=0.156 Acc=0.89 ---219826.21 ms/batch
Step 00117850 L_out=0.104 Acc=0.92 ---247123.02 ms/batch
Step 00117900 L_out=0.058 Acc=0.96 ---274331.66 ms/batch
Step 00117950 L_out=0.072 Acc=0.96 ---302615.18 ms/batch
Step 00118000 L_out=0.104 Acc=0.90 ---330189.18 ms/batch
Step 00118050 L_out=0.285 Acc=0.87 ---357344.15 ms/batch
Round 7 | epoch=26, train costTime=362.2476489543915, | total_activation_sum=24005863
Round 7 | epoch=27, current m_iou=0.6877233556551421
Round 7 | Best m_IoU is: 0.695, OA is: 0.922 | val costTime=146.18771481513977
Round 7 | ****EPOCH 27****
Step 00118100 L_out=0.089 Acc=0.92 ---21459.94 ms/batch
Step 00118150 L_out=0.265 Acc=0.93 ---47840.31 ms/batch
Step 00118200 L_out=0.198 Acc=0.91 ---74367.17 ms/batch
Step 00118250 L_out=0.068 Acc=0.94 ---100840.91 ms/batch
Step 00118300 L_out=0.170 Acc=0.94 ---127367.95 ms/batch
Step 00118350 L_out=0.089 Acc=0.93 ---154191.94 ms/batch
Step 00118400 L_out=0.134 Acc=0.93 ---180807.69 ms/batch
Step 00118450 L_out=0.035 Acc=0.96 ---207462.68 ms/batch
Step 00118500 L_out=0.050 Acc=0.92 ---234226.93 ms/batch
Step 00118550 L_out=0.049 Acc=0.93 ---260747.91 ms/batch
Step 00118600 L_out=0.054 Acc=0.97 ---288260.08 ms/batch
Step 00118650 L_out=0.027 Acc=0.95 ---316137.67 ms/batch
Step 00118700 L_out=0.077 Acc=0.92 ---343872.67 ms/batch
Round 7 | epoch=27, train costTime=358.25319361686707, | total_activation_sum=23937913
Round 7 | epoch=28, current m_iou=0.6848175863496684
Round 7 | Best m_IoU is: 0.695, OA is: 0.922 | val costTime=146.6966540813446
Round 7 | ****EPOCH 28****
Step 00118750 L_out=0.047 Acc=0.98 ---13150.65 ms/batch
Step 00118800 L_out=0.092 Acc=0.94 ---40097.76 ms/batch
Step 00118850 L_out=0.135 Acc=0.96 ---67345.43 ms/batch
Step 00118900 L_out=0.170 Acc=0.92 ---94658.66 ms/batch
Step 00118950 L_out=0.164 Acc=0.91 ---122118.55 ms/batch
Step 00119000 L_out=0.030 Acc=0.94 ---149500.06 ms/batch
Step 00119050 L_out=0.169 Acc=0.95 ---176758.97 ms/batch
Step 00119100 L_out=0.085 Acc=0.96 ---204013.52 ms/batch
Step 00119150 L_out=0.025 Acc=0.92 ---230971.28 ms/batch
Step 00119200 L_out=0.092 Acc=0.97 ---258366.03 ms/batch
Step 00119250 L_out=0.033 Acc=0.97 ---285400.96 ms/batch
Step 00119300 L_out=0.074 Acc=0.94 ---313092.78 ms/batch
Step 00119350 L_out=0.039 Acc=0.94 ---340758.45 ms/batch
Round 7 | epoch=28, train costTime=364.65704584121704, | total_activation_sum=23988024
Round 7 | epoch=29, current m_iou=0.6842232329154397
Round 7 | Best m_IoU is: 0.695, OA is: 0.922 | val costTime=138.7191128730774
Round 7 | ****EPOCH 29****
Step 00119400 L_out=0.038 Acc=0.96 --- 3751.08 ms/batch
Step 00119450 L_out=0.112 Acc=0.95 ---30880.75 ms/batch
Step 00119500 L_out=0.074 Acc=0.97 ---57548.53 ms/batch
Step 00119550 L_out=0.159 Acc=0.92 ---84049.67 ms/batch
Step 00119600 L_out=0.053 Acc=0.96 ---110619.15 ms/batch
Step 00119650 L_out=0.139 Acc=0.93 ---137154.25 ms/batch
Step 00119700 L_out=0.095 Acc=0.92 ---163930.79 ms/batch
Step 00119750 L_out=0.260 Acc=0.89 ---190550.32 ms/batch
Step 00119800 L_out=0.244 Acc=0.87 ---217233.49 ms/batch
Step 00119850 L_out=0.036 Acc=0.94 ---243698.48 ms/batch
Step 00119900 L_out=0.075 Acc=0.92 ---270466.37 ms/batch
Step 00119950 L_out=0.069 Acc=0.96 ---297691.30 ms/batch
Step 00120000 L_out=0.037 Acc=0.94 ---325664.52 ms/batch
Step 00120050 L_out=0.089 Acc=0.96 ---353667.58 ms/batch
Round 7 | epoch=29, train costTime=359.282363653183, | total_activation_sum=24044622
Round 7 | epoch=30, current m_iou=0.6797026639735355
Round 7 | Best m_IoU is: 0.695, OA is: 0.922 | val costTime=147.64216899871826
Round 7 | ****EPOCH 30****
Round 8 | ****EPOCH 0****
Step 00120100 L_out=1.013 Acc=0.64 ---21665.90 ms/batch
Step 00120150 L_out=0.648 Acc=0.73 ---49156.18 ms/batch
Step 00120200 L_out=0.491 Acc=0.80 ---76279.51 ms/batch
Step 00120250 L_out=0.971 Acc=0.81 ---103359.31 ms/batch
Step 00120300 L_out=0.884 Acc=0.83 ---131526.52 ms/batch
Step 00120350 L_out=0.469 Acc=0.89 ---158898.11 ms/batch
Step 00120400 L_out=0.780 Acc=0.83 ---186256.66 ms/batch
Step 00120450 L_out=0.172 Acc=0.86 ---213005.84 ms/batch
Step 00120500 L_out=0.397 Acc=0.93 ---239612.36 ms/batch
Step 00120550 L_out=0.704 Acc=0.83 ---266018.42 ms/batch
Step 00120600 L_out=0.255 Acc=0.94 ---292566.45 ms/batch
Step 00120650 L_out=0.282 Acc=0.92 ---319522.22 ms/batch
Step 00120700 L_out=0.402 Acc=0.90 ---346539.82 ms/batch
Round 8 | epoch=0, train costTime=361.5555520057678, | total_activation_sum=31366486
Round 8 | epoch=1, current m_iou=0.645940440807737
Round 8 | Best m_IoU is: 0.646, OA is: 0.910 | val costTime=142.6540162563324
Round 8 | ****EPOCH 1****
Step 00120750 L_out=0.377 Acc=0.94 ---12283.55 ms/batch
Step 00120800 L_out=0.306 Acc=0.95 ---39913.00 ms/batch
Step 00120850 L_out=0.306 Acc=0.88 ---67139.74 ms/batch
Step 00120900 L_out=0.310 Acc=0.88 ---94696.68 ms/batch
Step 00120950 L_out=0.172 Acc=0.93 ---121944.78 ms/batch
Step 00121000 L_out=0.447 Acc=0.92 ---149470.53 ms/batch
Step 00121050 L_out=0.243 Acc=0.93 ---176708.84 ms/batch
Step 00121100 L_out=0.259 Acc=0.92 ---204761.67 ms/batch
Step 00121150 L_out=0.482 Acc=0.92 ---231235.13 ms/batch
Step 00121200 L_out=0.763 Acc=0.85 ---258343.72 ms/batch
Step 00121250 L_out=0.209 Acc=0.90 ---285820.02 ms/batch
Step 00121300 L_out=0.365 Acc=0.83 ---312967.05 ms/batch
Step 00121350 L_out=0.216 Acc=0.84 ---340095.81 ms/batch
Round 8 | epoch=1, train costTime=363.99180722236633, | total_activation_sum=31571911
Round 8 | epoch=2, current m_iou=0.6814365830308485
Round 8 | Best m_IoU is: 0.681, OA is: 0.918 | val costTime=150.91655135154724
Round 8 | ****EPOCH 2****
Step 00121400 L_out=0.047 Acc=0.95 --- 2940.90 ms/batch
Step 00121450 L_out=0.152 Acc=0.94 ---30445.49 ms/batch
Step 00121500 L_out=0.083 Acc=0.95 ---57623.70 ms/batch
Step 00121550 L_out=0.405 Acc=0.86 ---84285.95 ms/batch
Step 00121600 L_out=0.162 Acc=0.91 ---111720.73 ms/batch
Step 00121650 L_out=0.352 Acc=0.87 ---138430.23 ms/batch
Step 00121700 L_out=0.442 Acc=0.97 ---165637.56 ms/batch
Step 00121750 L_out=0.218 Acc=0.86 ---192579.54 ms/batch
Step 00121800 L_out=0.208 Acc=0.93 ---219201.56 ms/batch
Step 00121850 L_out=0.150 Acc=0.92 ---246303.22 ms/batch
Step 00121900 L_out=0.279 Acc=0.94 ---272868.20 ms/batch
Step 00121950 L_out=0.477 Acc=0.83 ---299607.06 ms/batch
Step 00122000 L_out=0.457 Acc=0.89 ---326817.81 ms/batch
Step 00122050 L_out=0.083 Acc=0.93 ---354028.24 ms/batch
Round 8 | epoch=2, train costTime=360.1344530582428, | total_activation_sum=31402151
Round 8 | epoch=3, current m_iou=0.6714158891555282
Round 8 | Best m_IoU is: 0.681, OA is: 0.918 | val costTime=164.77467012405396
Round 8 | ****EPOCH 3****
Step 00122100 L_out=0.274 Acc=0.93 ---21127.05 ms/batch
Step 00122150 L_out=0.217 Acc=0.96 ---48337.77 ms/batch
Step 00122200 L_out=0.154 Acc=0.92 ---75398.27 ms/batch
Step 00122250 L_out=0.483 Acc=0.85 ---102426.95 ms/batch
Step 00122300 L_out=0.076 Acc=0.97 ---129614.11 ms/batch
Step 00122350 L_out=0.115 Acc=0.96 ---156933.21 ms/batch
Step 00122400 L_out=0.190 Acc=0.94 ---184811.52 ms/batch
Step 00122450 L_out=0.419 Acc=0.91 ---211382.99 ms/batch
Step 00122500 L_out=0.307 Acc=0.92 ---237878.09 ms/batch
Step 00122550 L_out=0.130 Acc=0.95 ---264835.37 ms/batch
Step 00122600 L_out=0.279 Acc=0.96 ---291800.51 ms/batch
Step 00122650 L_out=0.490 Acc=0.83 ---318325.95 ms/batch
Step 00122700 L_out=0.164 Acc=0.95 ---345083.45 ms/batch
Round 8 | epoch=3, train costTime=360.56947231292725, | total_activation_sum=31265207
Round 8 | epoch=4, current m_iou=0.6907978626459117
Round 8 | Best m_IoU is: 0.691, OA is: 0.923 | val costTime=162.9975974559784
Round 8 | ****EPOCH 4****
Step 00122750 L_out=0.237 Acc=0.90 ---11992.26 ms/batch
Step 00122800 L_out=0.546 Acc=0.86 ---39216.80 ms/batch
Step 00122850 L_out=0.247 Acc=0.94 ---66696.60 ms/batch
Step 00122900 L_out=0.176 Acc=0.84 ---94609.09 ms/batch
Step 00122950 L_out=0.596 Acc=0.92 ---121527.07 ms/batch
Step 00123000 L_out=0.103 Acc=0.92 ---148800.44 ms/batch
Step 00123050 L_out=0.133 Acc=0.96 ---176346.45 ms/batch
Step 00123100 L_out=0.346 Acc=0.90 ---203758.39 ms/batch
Step 00123150 L_out=0.162 Acc=0.92 ---230594.04 ms/batch
Step 00123200 L_out=0.169 Acc=0.88 ---257603.88 ms/batch
Step 00123250 L_out=0.248 Acc=0.91 ---284718.27 ms/batch
Step 00123300 L_out=0.490 Acc=0.89 ---311809.31 ms/batch
Step 00123350 L_out=0.326 Acc=0.96 ---338856.33 ms/batch
Round 8 | epoch=4, train costTime=363.55422830581665, | total_activation_sum=31332890
Round 8 | epoch=5, current m_iou=0.6857928383677027
Round 8 | Best m_IoU is: 0.691, OA is: 0.923 | val costTime=156.49003863334656
Round 8 | ****EPOCH 5****
Step 00123400 L_out=0.266 Acc=0.91 --- 2648.17 ms/batch
Step 00123450 L_out=0.159 Acc=0.91 ---28969.57 ms/batch
Step 00123500 L_out=0.204 Acc=0.94 ---55932.14 ms/batch
Step 00123550 L_out=0.106 Acc=0.93 ---82754.38 ms/batch
Step 00123600 L_out=0.182 Acc=0.94 ---109253.33 ms/batch
Step 00123650 L_out=0.228 Acc=0.92 ---136045.30 ms/batch
Step 00123700 L_out=0.355 Acc=0.89 ---162909.66 ms/batch
Step 00123750 L_out=0.072 Acc=0.95 ---189593.31 ms/batch
Step 00123800 L_out=0.298 Acc=0.92 ---216256.09 ms/batch
Step 00123850 L_out=0.261 Acc=0.91 ---243033.38 ms/batch
Step 00123900 L_out=0.293 Acc=0.90 ---269868.28 ms/batch
Step 00123950 L_out=0.086 Acc=0.98 ---296673.40 ms/batch
Step 00124000 L_out=0.244 Acc=0.88 ---323065.70 ms/batch
Step 00124050 L_out=0.178 Acc=0.97 ---350226.79 ms/batch
Round 8 | epoch=5, train costTime=356.9068429470062, | total_activation_sum=31568992
Round 8 | epoch=6, current m_iou=0.6710483138372292
Round 8 | Best m_IoU is: 0.691, OA is: 0.923 | val costTime=162.93261909484863
Round 8 | ****EPOCH 6****
Step 00124100 L_out=0.185 Acc=0.96 ---20710.82 ms/batch
Step 00124150 L_out=0.309 Acc=0.86 ---47651.04 ms/batch
Step 00124200 L_out=0.250 Acc=0.97 ---74097.72 ms/batch
Step 00124250 L_out=0.080 Acc=0.92 ---100493.01 ms/batch
Step 00124300 L_out=0.213 Acc=0.95 ---127339.78 ms/batch
Step 00124350 L_out=1.929 Acc=0.78 ---154118.85 ms/batch
Step 00124400 L_out=0.325 Acc=0.92 ---181078.93 ms/batch
Step 00124450 L_out=0.636 Acc=0.87 ---207624.93 ms/batch
Step 00124500 L_out=0.177 Acc=0.93 ---234000.91 ms/batch
Step 00124550 L_out=0.348 Acc=0.93 ---260647.93 ms/batch
Step 00124600 L_out=0.131 Acc=0.94 ---287503.92 ms/batch
Step 00124650 L_out=0.124 Acc=0.97 ---314279.94 ms/batch
Step 00124700 L_out=0.575 Acc=0.98 ---341640.52 ms/batch
Round 8 | epoch=6, train costTime=357.663690328598, | total_activation_sum=31368358
Round 8 | epoch=7, current m_iou=0.6850278118356653
Round 8 | Best m_IoU is: 0.691, OA is: 0.923 | val costTime=160.61681842803955
Round 8 | ****EPOCH 7****
Step 00124750 L_out=0.212 Acc=0.91 ---11808.44 ms/batch
Step 00124800 L_out=0.222 Acc=0.87 ---38693.73 ms/batch
Step 00124850 L_out=0.282 Acc=0.89 ---65420.18 ms/batch
Step 00124900 L_out=0.097 Acc=0.98 ---92021.69 ms/batch
Step 00124950 L_out=0.368 Acc=0.91 ---118384.42 ms/batch
Step 00125000 L_out=0.209 Acc=0.95 ---145565.89 ms/batch
Step 00125050 L_out=0.254 Acc=0.95 ---172396.34 ms/batch
Step 00125100 L_out=0.093 Acc=0.94 ---199402.08 ms/batch
Step 00125150 L_out=0.121 Acc=0.97 ---226432.39 ms/batch
Step 00125200 L_out=0.165 Acc=0.94 ---253252.77 ms/batch
Step 00125250 L_out=0.392 Acc=0.90 ---281065.25 ms/batch
Step 00125300 L_out=0.366 Acc=0.79 ---307302.53 ms/batch
Step 00125350 L_out=0.071 Acc=0.94 ---334090.25 ms/batch
Round 8 | epoch=7, train costTime=359.4040832519531, | total_activation_sum=31398866
Round 8 | epoch=8, current m_iou=0.6852120987733196
Round 8 | Best m_IoU is: 0.691, OA is: 0.923 | val costTime=160.74503445625305
Round 8 | ****EPOCH 8****
Step 00125400 L_out=0.095 Acc=0.96 --- 2121.53 ms/batch
Step 00125450 L_out=0.222 Acc=0.95 ---28718.29 ms/batch
Step 00125500 L_out=0.094 Acc=0.98 ---55469.25 ms/batch
Step 00125550 L_out=0.122 Acc=0.97 ---82790.11 ms/batch
Step 00125600 L_out=0.186 Acc=0.96 ---110219.09 ms/batch
Step 00125650 L_out=0.200 Acc=0.93 ---137218.97 ms/batch
Step 00125700 L_out=0.448 Acc=0.94 ---164322.32 ms/batch
Step 00125750 L_out=0.241 Acc=0.92 ---191834.21 ms/batch
Step 00125800 L_out=0.145 Acc=0.92 ---218916.33 ms/batch
Step 00125850 L_out=0.103 Acc=0.93 ---245798.47 ms/batch
Step 00125900 L_out=0.243 Acc=0.95 ---272657.08 ms/batch
Step 00125950 L_out=0.049 Acc=0.97 ---300036.81 ms/batch
Step 00126000 L_out=0.097 Acc=0.93 ---327215.74 ms/batch
Step 00126050 L_out=0.077 Acc=0.94 ---355024.61 ms/batch
Round 8 | epoch=8, train costTime=362.3546874523163, | total_activation_sum=31367122
Round 8 | epoch=9, current m_iou=0.682266094276414
Round 8 | Best m_IoU is: 0.691, OA is: 0.923 | val costTime=161.12430357933044
Round 8 | ****EPOCH 9****
Step 00126100 L_out=0.201 Acc=0.95 ---20362.04 ms/batch
Step 00126150 L_out=0.450 Acc=0.85 ---47727.29 ms/batch
Step 00126200 L_out=0.156 Acc=0.93 ---75536.58 ms/batch
Step 00126250 L_out=0.161 Acc=0.94 ---102010.72 ms/batch
Step 00126300 L_out=0.293 Acc=0.90 ---128837.46 ms/batch
Step 00126350 L_out=0.184 Acc=0.93 ---154979.39 ms/batch
Step 00126400 L_out=0.100 Acc=0.94 ---181394.01 ms/batch
Step 00126450 L_out=0.186 Acc=0.91 ---208574.26 ms/batch
Step 00126500 L_out=0.313 Acc=0.88 ---235898.38 ms/batch
Step 00126550 L_out=0.100 Acc=0.98 ---263414.47 ms/batch
Step 00126600 L_out=0.082 Acc=0.87 ---290721.59 ms/batch
Step 00126650 L_out=0.149 Acc=0.93 ---317683.88 ms/batch
Step 00126700 L_out=0.016 Acc=0.97 ---344974.66 ms/batch
Round 8 | epoch=9, train costTime=361.38267278671265, | total_activation_sum=31416723
Round 8 | epoch=10, current m_iou=0.6869197756884445
Round 8 | Best m_IoU is: 0.691, OA is: 0.923 | val costTime=135.83015823364258
Round 8 | ****EPOCH 10****
Step 00126750 L_out=0.092 Acc=0.96 ---10379.54 ms/batch
Step 00126800 L_out=0.265 Acc=0.94 ---37410.16 ms/batch
Step 00126850 L_out=0.119 Acc=0.96 ---64760.12 ms/batch
Step 00126900 L_out=0.370 Acc=0.88 ---92361.60 ms/batch
Step 00126950 L_out=0.037 Acc=0.98 ---119286.77 ms/batch
Step 00127000 L_out=0.298 Acc=0.96 ---146388.92 ms/batch
Step 00127050 L_out=0.062 Acc=0.98 ---174209.53 ms/batch
Step 00127100 L_out=0.260 Acc=0.86 ---201206.13 ms/batch
Step 00127150 L_out=0.198 Acc=0.95 ---227864.96 ms/batch
Step 00127200 L_out=0.159 Acc=0.89 ---254817.25 ms/batch
Step 00127250 L_out=0.227 Acc=0.93 ---281757.88 ms/batch
Step 00127300 L_out=0.449 Acc=0.81 ---308728.18 ms/batch
Step 00127350 L_out=0.204 Acc=0.95 ---335130.80 ms/batch
Round 8 | epoch=10, train costTime=361.04682183265686, | total_activation_sum=31308485
Round 8 | epoch=11, current m_iou=0.6841187427572529
Round 8 | Best m_IoU is: 0.691, OA is: 0.923 | val costTime=135.2161145210266
Round 8 | ****EPOCH 11****
Step 00127400 L_out=0.242 Acc=0.94 --- 1915.94 ms/batch
Step 00127450 L_out=0.065 Acc=0.95 ---28738.12 ms/batch
Step 00127500 L_out=0.143 Acc=0.96 ---55147.80 ms/batch
Step 00127550 L_out=0.146 Acc=0.94 ---81846.82 ms/batch
Step 00127600 L_out=0.109 Acc=0.93 ---109318.56 ms/batch
Step 00127650 L_out=0.222 Acc=0.93 ---136059.25 ms/batch
Step 00127700 L_out=0.087 Acc=0.95 ---162531.25 ms/batch
Step 00127750 L_out=0.268 Acc=0.95 ---188930.51 ms/batch
Step 00127800 L_out=0.087 Acc=0.97 ---215815.80 ms/batch
Step 00127850 L_out=0.204 Acc=0.96 ---242404.06 ms/batch
Step 00127900 L_out=0.319 Acc=0.84 ---268990.74 ms/batch
Step 00127950 L_out=0.087 Acc=0.94 ---296182.68 ms/batch
Step 00128000 L_out=0.219 Acc=0.92 ---323309.80 ms/batch
Step 00128050 L_out=0.093 Acc=0.97 ---351403.95 ms/batch
Round 8 | epoch=11, train costTime=359.3315601348877, | total_activation_sum=31364323
Round 8 | epoch=12, current m_iou=0.6822967315882551
Round 8 | Best m_IoU is: 0.691, OA is: 0.923 | val costTime=159.38391757011414
Round 8 | ****EPOCH 12****
Step 00128100 L_out=0.112 Acc=0.95 ---19525.87 ms/batch
Step 00128150 L_out=0.590 Acc=0.94 ---47011.68 ms/batch
Step 00128200 L_out=0.155 Acc=0.94 ---74065.74 ms/batch
Step 00128250 L_out=0.118 Acc=0.95 ---100985.75 ms/batch
Step 00128300 L_out=0.114 Acc=0.95 ---127679.22 ms/batch
Step 00128350 L_out=0.236 Acc=0.90 ---154325.06 ms/batch
Step 00128400 L_out=0.114 Acc=0.95 ---180898.71 ms/batch
Step 00128450 L_out=0.206 Acc=0.95 ---207730.02 ms/batch
Step 00128500 L_out=0.258 Acc=0.88 ---234344.88 ms/batch
Step 00128550 L_out=0.049 Acc=0.97 ---261065.44 ms/batch
Step 00128600 L_out=0.085 Acc=0.97 ---287603.58 ms/batch
Step 00128650 L_out=0.439 Acc=0.87 ---314051.45 ms/batch
Step 00128700 L_out=0.344 Acc=0.84 ---341395.57 ms/batch
Round 8 | epoch=12, train costTime=358.0804212093353, | total_activation_sum=31422195
Round 8 | epoch=13, current m_iou=0.68657792490345
Round 8 | Best m_IoU is: 0.691, OA is: 0.923 | val costTime=157.29286098480225
Round 8 | ****EPOCH 13****
Step 00128750 L_out=0.243 Acc=0.95 --- 8640.06 ms/batch
Step 00128800 L_out=0.118 Acc=0.95 ---31606.59 ms/batch
Step 00128850 L_out=0.045 Acc=0.96 ---54475.45 ms/batch
Step 00128900 L_out=0.088 Acc=0.85 ---77078.29 ms/batch
Step 00128950 L_out=0.068 Acc=0.91 ---99804.69 ms/batch
Step 00129000 L_out=0.147 Acc=0.95 ---122454.11 ms/batch
Step 00129050 L_out=0.219 Acc=0.85 ---145581.30 ms/batch
Step 00129100 L_out=0.101 Acc=0.94 ---168169.21 ms/batch
Step 00129150 L_out=0.231 Acc=0.92 ---190758.21 ms/batch
Step 00129200 L_out=0.223 Acc=0.95 ---213325.94 ms/batch
Step 00129250 L_out=0.081 Acc=0.97 ---235840.45 ms/batch
Step 00129300 L_out=0.080 Acc=0.96 ---258343.14 ms/batch
Step 00129350 L_out=0.091 Acc=0.95 ---281410.08 ms/batch
Round 8 | epoch=13, train costTime=303.0760910511017, | total_activation_sum=31365798
Round 8 | epoch=14, current m_iou=0.6931123828722556
Round 8 | Best m_IoU is: 0.693, OA is: 0.920 | val costTime=123.05103802680969
Round 8 | ****EPOCH 14****
Step 00129400 L_out=0.062 Acc=0.96 ---  930.76 ms/batch
Step 00129450 L_out=0.083 Acc=0.97 ---23415.77 ms/batch
Step 00129500 L_out=0.089 Acc=0.97 ---46091.89 ms/batch
Step 00129550 L_out=0.311 Acc=0.95 ---68581.27 ms/batch
Step 00129600 L_out=0.221 Acc=0.93 ---91538.63 ms/batch
Step 00129650 L_out=0.142 Acc=0.95 ---114127.44 ms/batch
Step 00129700 L_out=0.086 Acc=0.97 ---136711.54 ms/batch
Step 00129750 L_out=0.041 Acc=0.95 ---159277.56 ms/batch
Step 00129800 L_out=0.080 Acc=0.95 ---182667.94 ms/batch
Step 00129850 L_out=0.184 Acc=0.93 ---205173.25 ms/batch
Step 00129900 L_out=0.202 Acc=0.88 ---227817.97 ms/batch
Step 00129950 L_out=0.085 Acc=0.93 ---250599.59 ms/batch
Step 00130000 L_out=0.155 Acc=0.97 ---273442.91 ms/batch
Step 00130050 L_out=0.162 Acc=0.92 ---296225.26 ms/batch
Round 8 | epoch=14, train costTime=303.1637849807739, | total_activation_sum=31575022
Round 8 | epoch=15, current m_iou=0.6896431859093093
Round 8 | Best m_IoU is: 0.693, OA is: 0.920 | val costTime=136.30786895751953
Round 8 | ****EPOCH 15****
Step 00130100 L_out=0.113 Acc=0.95 ---19331.40 ms/batch
Step 00130150 L_out=0.138 Acc=0.97 ---46617.31 ms/batch
Step 00130200 L_out=0.073 Acc=0.96 ---73961.60 ms/batch
Step 00130250 L_out=0.258 Acc=0.84 ---101295.65 ms/batch
Step 00130300 L_out=0.252 Acc=0.92 ---128011.46 ms/batch
Step 00130350 L_out=0.078 Acc=0.97 ---154894.14 ms/batch
Step 00130400 L_out=0.080 Acc=0.97 ---182413.61 ms/batch
Step 00130450 L_out=0.184 Acc=0.96 ---209815.93 ms/batch
Step 00130500 L_out=0.132 Acc=0.93 ---236974.54 ms/batch
Step 00130550 L_out=0.168 Acc=0.93 ---263972.11 ms/batch
Step 00130600 L_out=0.505 Acc=0.73 ---291497.01 ms/batch
Step 00130650 L_out=0.051 Acc=0.97 ---319166.06 ms/batch
Step 00130700 L_out=0.137 Acc=0.94 ---346358.29 ms/batch
Round 8 | epoch=15, train costTime=364.0640494823456, | total_activation_sum=31227967
Round 8 | epoch=16, current m_iou=0.6939823110864745
Round 8 | Best m_IoU is: 0.694, OA is: 0.921 | val costTime=146.49658274650574
Round 8 | ****EPOCH 16****
Step 00130750 L_out=0.120 Acc=0.95 --- 9734.88 ms/batch
Step 00130800 L_out=0.204 Acc=0.92 ---36819.94 ms/batch
Step 00130850 L_out=0.143 Acc=0.97 ---64334.09 ms/batch
Step 00130900 L_out=0.104 Acc=0.95 ---91473.84 ms/batch
Step 00130950 L_out=0.239 Acc=0.92 ---118856.81 ms/batch
Step 00131000 L_out=0.208 Acc=0.90 ---146150.24 ms/batch
Step 00131050 L_out=0.082 Acc=0.96 ---173312.86 ms/batch
Step 00131100 L_out=0.056 Acc=0.98 ---199651.22 ms/batch
Step 00131150 L_out=0.040 Acc=0.96 ---227024.28 ms/batch
Step 00131200 L_out=0.123 Acc=0.96 ---254325.66 ms/batch
Step 00131250 L_out=0.141 Acc=0.95 ---282097.38 ms/batch
Step 00131300 L_out=0.241 Acc=0.91 ---309733.21 ms/batch
Step 00131350 L_out=0.048 Acc=0.94 ---337411.25 ms/batch
Round 8 | epoch=16, train costTime=364.55477023124695, | total_activation_sum=31556615
Round 8 | epoch=17, current m_iou=0.6892513779205454
Round 8 | Best m_IoU is: 0.694, OA is: 0.921 | val costTime=139.27631831169128
Round 8 | ****EPOCH 17****
Step 00131400 L_out=0.130 Acc=0.95 ---  508.32 ms/batch
Step 00131450 L_out=0.104 Acc=0.93 ---27319.63 ms/batch
Step 00131500 L_out=0.137 Acc=0.93 ---54187.35 ms/batch
Step 00131550 L_out=0.095 Acc=0.93 ---80581.01 ms/batch
Step 00131600 L_out=0.044 Acc=0.98 ---107633.81 ms/batch
Step 00131650 L_out=0.234 Acc=0.89 ---134806.18 ms/batch
Step 00131700 L_out=0.095 Acc=0.95 ---162150.71 ms/batch
Step 00131750 L_out=0.155 Acc=0.91 ---189676.82 ms/batch
Step 00131800 L_out=0.045 Acc=0.95 ---216489.47 ms/batch
Step 00131850 L_out=0.084 Acc=0.97 ---242927.91 ms/batch
Step 00131900 L_out=0.186 Acc=0.97 ---270482.90 ms/batch
Step 00131950 L_out=0.139 Acc=0.94 ---297144.15 ms/batch
Step 00132000 L_out=0.078 Acc=0.89 ---324606.71 ms/batch
Step 00132050 L_out=0.123 Acc=0.94 ---352860.70 ms/batch
Round 8 | epoch=17, train costTime=361.8602647781372, | total_activation_sum=31160805
Round 8 | epoch=18, current m_iou=0.6961054104067235
Round 8 | Best m_IoU is: 0.696, OA is: 0.922 | val costTime=144.73129725456238
Round 8 | ****EPOCH 18****
Step 00132100 L_out=0.178 Acc=0.95 ---18181.49 ms/batch
Step 00132150 L_out=0.262 Acc=0.92 ---45690.43 ms/batch
Step 00132200 L_out=0.169 Acc=0.90 ---72871.73 ms/batch
Step 00132250 L_out=0.064 Acc=0.94 ---100070.88 ms/batch
Step 00132300 L_out=0.129 Acc=0.96 ---127965.61 ms/batch
Step 00132350 L_out=0.129 Acc=0.98 ---155227.81 ms/batch
Step 00132400 L_out=0.171 Acc=0.94 ---182376.94 ms/batch
Step 00132450 L_out=0.059 Acc=0.95 ---209500.17 ms/batch
Step 00132500 L_out=0.201 Acc=0.96 ---236760.01 ms/batch
Step 00132550 L_out=0.119 Acc=0.89 ---263656.29 ms/batch
Step 00132600 L_out=0.129 Acc=0.92 ---291147.65 ms/batch
Step 00132650 L_out=0.073 Acc=0.96 ---319147.49 ms/batch
Step 00132700 L_out=0.061 Acc=0.98 ---346485.50 ms/batch
Round 8 | epoch=18, train costTime=364.8027780056, | total_activation_sum=31554426
Round 8 | epoch=19, current m_iou=0.691617648582568
Round 8 | Best m_IoU is: 0.696, OA is: 0.922 | val costTime=144.8308563232422
Round 8 | ****EPOCH 19****
Step 00132750 L_out=0.199 Acc=0.86 --- 8935.16 ms/batch
Step 00132800 L_out=0.276 Acc=0.95 ---35733.94 ms/batch
Step 00132850 L_out=0.125 Acc=0.96 ---62285.31 ms/batch
Step 00132900 L_out=0.250 Acc=0.82 ---88738.77 ms/batch
Step 00132950 L_out=0.166 Acc=0.96 ---115164.70 ms/batch
Step 00133000 L_out=0.099 Acc=0.91 ---141913.60 ms/batch
Step 00133050 L_out=0.151 Acc=0.96 ---168412.95 ms/batch
Step 00133100 L_out=0.029 Acc=0.95 ---195047.23 ms/batch
Step 00133150 L_out=0.157 Acc=0.96 ---221500.21 ms/batch
Step 00133200 L_out=0.096 Acc=0.90 ---248490.62 ms/batch
Step 00133250 L_out=0.176 Acc=0.91 ---276526.34 ms/batch
Step 00133300 L_out=0.097 Acc=0.95 ---303926.46 ms/batch
Step 00133350 L_out=0.140 Acc=0.95 ---332148.30 ms/batch
Step 00133400 L_out=0.125 Acc=0.93 ---359267.06 ms/batch
Round 8 | epoch=19, train costTime=359.2671785354614, | total_activation_sum=31324297
Round 8 | epoch=20, current m_iou=0.6932029448381549
Round 8 | Best m_IoU is: 0.696, OA is: 0.922 | val costTime=146.046617269516
Round 8 | ****EPOCH 20****
Step 00133450 L_out=0.036 Acc=0.97 ---25996.17 ms/batch
Step 00133500 L_out=0.095 Acc=0.98 ---52523.12 ms/batch
Step 00133550 L_out=0.157 Acc=0.93 ---79902.19 ms/batch
Step 00133600 L_out=0.135 Acc=0.95 ---107114.70 ms/batch
Step 00133650 L_out=0.150 Acc=0.97 ---134215.79 ms/batch
Step 00133700 L_out=0.097 Acc=0.97 ---161500.67 ms/batch
Step 00133750 L_out=0.102 Acc=0.97 ---189100.01 ms/batch
Step 00133800 L_out=0.083 Acc=0.94 ---216503.30 ms/batch
Step 00133850 L_out=0.069 Acc=0.94 ---242999.33 ms/batch
Step 00133900 L_out=0.163 Acc=0.93 ---270083.40 ms/batch
Step 00133950 L_out=0.044 Acc=0.98 ---297669.46 ms/batch
Step 00134000 L_out=0.237 Acc=0.90 ---325892.76 ms/batch
Step 00134050 L_out=0.165 Acc=0.91 ---353443.27 ms/batch
Round 8 | epoch=20, train costTime=363.00177907943726, | total_activation_sum=31413901
Round 8 | epoch=21, current m_iou=0.6953265760277723
Round 8 | Best m_IoU is: 0.696, OA is: 0.922 | val costTime=138.9344837665558
Round 8 | ****EPOCH 21****
Step 00134100 L_out=0.061 Acc=0.98 ---18069.63 ms/batch
Step 00134150 L_out=0.083 Acc=0.97 ---44559.61 ms/batch
Step 00134200 L_out=0.065 Acc=0.97 ---71319.67 ms/batch
Step 00134250 L_out=0.055 Acc=0.95 ---97771.51 ms/batch
Step 00134300 L_out=0.147 Acc=0.94 ---126115.34 ms/batch
Step 00134350 L_out=0.094 Acc=0.96 ---153338.88 ms/batch
Step 00134400 L_out=0.153 Acc=0.98 ---180482.75 ms/batch
Step 00134450 L_out=0.056 Acc=0.98 ---208092.66 ms/batch
Step 00134500 L_out=0.084 Acc=0.93 ---235493.50 ms/batch
Step 00134550 L_out=0.152 Acc=0.96 ---262848.54 ms/batch
Step 00134600 L_out=0.080 Acc=0.93 ---290217.52 ms/batch
Step 00134650 L_out=0.090 Acc=0.97 ---317952.14 ms/batch
Step 00134700 L_out=0.100 Acc=0.95 ---345309.95 ms/batch
Round 8 | epoch=21, train costTime=363.90445709228516, | total_activation_sum=31372885
Round 8 | epoch=22, current m_iou=0.6973296168981613
Round 8 | Best m_IoU is: 0.697, OA is: 0.922 | val costTime=140.32915949821472
Round 8 | ****EPOCH 22****
Step 00134750 L_out=0.111 Acc=0.93 --- 8712.41 ms/batch
Step 00134800 L_out=0.094 Acc=0.95 ---36207.73 ms/batch
Step 00134850 L_out=0.041 Acc=0.96 ---63533.73 ms/batch
Step 00134900 L_out=0.048 Acc=0.95 ---90667.78 ms/batch
Step 00134950 L_out=0.028 Acc=0.98 ---117981.80 ms/batch
Step 00135000 L_out=0.091 Acc=0.96 ---144935.67 ms/batch
Step 00135050 L_out=0.185 Acc=0.96 ---171921.45 ms/batch
Step 00135100 L_out=0.041 Acc=0.99 ---199595.53 ms/batch
Step 00135150 L_out=0.074 Acc=0.98 ---226317.46 ms/batch
Step 00135200 L_out=0.075 Acc=0.96 ---252768.44 ms/batch
Step 00135250 L_out=0.106 Acc=0.96 ---280500.58 ms/batch
Step 00135300 L_out=0.036 Acc=0.97 ---308505.84 ms/batch
Step 00135350 L_out=0.147 Acc=0.96 ---336621.22 ms/batch
Step 00135400 L_out=0.307 Acc=0.96 ---364291.70 ms/batch
Round 8 | epoch=22, train costTime=364.7624890804291, | total_activation_sum=31386735
Round 8 | epoch=23, current m_iou=0.6967580830553223
Round 8 | Best m_IoU is: 0.697, OA is: 0.922 | val costTime=145.13016653060913
Round 8 | ****EPOCH 23****
Step 00135450 L_out=0.057 Acc=0.95 ---26499.28 ms/batch
Step 00135500 L_out=0.024 Acc=0.97 ---53720.40 ms/batch
Step 00135550 L_out=0.178 Acc=0.92 ---80726.48 ms/batch
Step 00135600 L_out=0.120 Acc=0.96 ---107843.50 ms/batch
Step 00135650 L_out=0.047 Acc=0.97 ---134952.83 ms/batch
Step 00135700 L_out=0.089 Acc=0.92 ---162348.27 ms/batch
Step 00135750 L_out=0.081 Acc=0.96 ---189475.18 ms/batch
Step 00135800 L_out=0.086 Acc=0.97 ---216479.76 ms/batch
Step 00135850 L_out=0.106 Acc=0.94 ---242839.28 ms/batch
Step 00135900 L_out=0.052 Acc=0.95 ---269645.17 ms/batch
Step 00135950 L_out=0.191 Acc=0.93 ---297166.51 ms/batch
Step 00136000 L_out=0.160 Acc=0.96 ---325029.40 ms/batch
Step 00136050 L_out=0.057 Acc=0.97 ---352573.81 ms/batch
Round 8 | epoch=23, train costTime=362.9341163635254, | total_activation_sum=31325959
Round 8 | epoch=24, current m_iou=0.6947939752328952
Round 8 | Best m_IoU is: 0.697, OA is: 0.922 | val costTime=144.77543783187866
Round 8 | ****EPOCH 24****
Step 00136100 L_out=0.176 Acc=0.94 ---17494.58 ms/batch
Step 00136150 L_out=0.100 Acc=0.97 ---44910.94 ms/batch
Step 00136200 L_out=0.170 Acc=0.95 ---73498.61 ms/batch
Step 00136250 L_out=0.052 Acc=0.95 ---100544.04 ms/batch
Step 00136300 L_out=0.106 Acc=0.95 ---127836.35 ms/batch
Step 00136350 L_out=0.152 Acc=0.95 ---154561.22 ms/batch
Step 00136400 L_out=0.092 Acc=0.95 ---181744.38 ms/batch
Step 00136450 L_out=0.044 Acc=0.97 ---208555.13 ms/batch
Step 00136500 L_out=0.125 Acc=0.96 ---234987.57 ms/batch
Step 00136550 L_out=0.177 Acc=0.93 ---262108.26 ms/batch
Step 00136600 L_out=0.164 Acc=0.95 ---289701.77 ms/batch
Step 00136650 L_out=0.058 Acc=0.91 ---317262.33 ms/batch
Step 00136700 L_out=0.083 Acc=0.92 ---345239.60 ms/batch
Round 8 | epoch=24, train costTime=364.38102173805237, | total_activation_sum=31426913
Round 8 | epoch=25, current m_iou=0.6946089835427625
Round 8 | Best m_IoU is: 0.697, OA is: 0.922 | val costTime=139.0986168384552
Round 8 | ****EPOCH 25****
Step 00136750 L_out=0.018 Acc=0.96 --- 8187.73 ms/batch
Step 00136800 L_out=0.103 Acc=0.95 ---35390.41 ms/batch
Step 00136850 L_out=0.077 Acc=0.97 ---62637.39 ms/batch
Step 00136900 L_out=0.120 Acc=0.95 ---89368.66 ms/batch
Step 00136950 L_out=0.076 Acc=0.96 ---116385.34 ms/batch
Step 00137000 L_out=0.308 Acc=0.94 ---143361.84 ms/batch
Step 00137050 L_out=0.029 Acc=0.96 ---169939.01 ms/batch
Step 00137100 L_out=0.110 Acc=0.97 ---196512.00 ms/batch
Step 00137150 L_out=0.067 Acc=0.94 ---223201.20 ms/batch
Step 00137200 L_out=0.050 Acc=0.97 ---249898.17 ms/batch
Step 00137250 L_out=0.131 Acc=0.97 ---277397.54 ms/batch
Step 00137300 L_out=0.019 Acc=0.91 ---305406.91 ms/batch
Step 00137350 L_out=0.141 Acc=0.94 ---333610.79 ms/batch
Step 00137400 L_out=0.107 Acc=0.95 ---361612.11 ms/batch
Round 8 | epoch=25, train costTime=362.8358564376831, | total_activation_sum=31356032
Round 8 | epoch=26, current m_iou=0.692586527192022
Round 8 | Best m_IoU is: 0.697, OA is: 0.922 | val costTime=140.1776180267334
Round 8 | ****EPOCH 26****
Step 00137450 L_out=0.153 Acc=0.95 ---26179.94 ms/batch
Step 00137500 L_out=0.068 Acc=0.92 ---53295.99 ms/batch
Step 00137550 L_out=0.134 Acc=0.92 ---79950.72 ms/batch
Step 00137600 L_out=0.216 Acc=0.93 ---106563.16 ms/batch
Step 00137650 L_out=0.104 Acc=0.97 ---133219.45 ms/batch
Step 00137700 L_out=0.103 Acc=0.95 ---159773.11 ms/batch
Step 00137750 L_out=0.035 Acc=0.97 ---186224.03 ms/batch
Step 00137800 L_out=0.150 Acc=0.93 ---212780.58 ms/batch
Step 00137850 L_out=0.086 Acc=0.92 ---239607.70 ms/batch
Step 00137900 L_out=0.109 Acc=0.97 ---266839.71 ms/batch
Step 00137950 L_out=0.078 Acc=0.97 ---294507.92 ms/batch
Step 00138000 L_out=0.080 Acc=0.91 ---322401.46 ms/batch
Step 00138050 L_out=0.038 Acc=0.98 ---350727.31 ms/batch
Round 8 | epoch=26, train costTime=361.3139843940735, | total_activation_sum=31506593
Round 8 | epoch=27, current m_iou=0.6937305332062764
Round 8 | Best m_IoU is: 0.697, OA is: 0.922 | val costTime=140.11231422424316
Round 8 | ****EPOCH 27****
Step 00138100 L_out=0.079 Acc=0.96 ---16134.27 ms/batch
Step 00138150 L_out=0.092 Acc=0.96 ---42467.36 ms/batch
Step 00138200 L_out=0.097 Acc=0.95 ---68520.84 ms/batch
Step 00138250 L_out=0.094 Acc=0.96 ---96105.64 ms/batch
Step 00138300 L_out=0.063 Acc=0.95 ---123356.17 ms/batch
Step 00138350 L_out=0.080 Acc=0.95 ---149344.32 ms/batch
Step 00138400 L_out=0.059 Acc=0.98 ---175453.90 ms/batch
Step 00138450 L_out=0.072 Acc=0.94 ---201734.54 ms/batch
Step 00138500 L_out=0.111 Acc=0.90 ---228345.12 ms/batch
Step 00138550 L_out=0.151 Acc=0.92 ---254864.15 ms/batch
Step 00138600 L_out=0.159 Acc=0.88 ---281575.38 ms/batch
Step 00138650 L_out=0.132 Acc=0.96 ---308468.02 ms/batch
Step 00138700 L_out=0.081 Acc=0.97 ---335446.71 ms/batch
Round 8 | epoch=27, train costTime=354.87206983566284, | total_activation_sum=31604202
Round 8 | epoch=28, current m_iou=0.6930386031011728
Round 8 | Best m_IoU is: 0.697, OA is: 0.922 | val costTime=136.34470105171204
Round 8 | ****EPOCH 28****
Step 00138750 L_out=0.123 Acc=0.95 --- 7062.30 ms/batch
Step 00138800 L_out=0.033 Acc=0.99 ---33094.19 ms/batch
Step 00138850 L_out=0.086 Acc=0.96 ---59427.78 ms/batch
Step 00138900 L_out=0.200 Acc=0.90 ---85576.48 ms/batch
Step 00138950 L_out=0.069 Acc=0.97 ---112436.69 ms/batch
Step 00139000 L_out=0.102 Acc=0.97 ---138653.56 ms/batch
Step 00139050 L_out=0.036 Acc=0.94 ---164633.41 ms/batch
Step 00139100 L_out=0.031 Acc=0.94 ---190536.55 ms/batch
Step 00139150 L_out=0.073 Acc=0.96 ---217840.99 ms/batch
Step 00139200 L_out=0.087 Acc=0.92 ---243858.74 ms/batch
Step 00139250 L_out=0.160 Acc=0.88 ---270808.43 ms/batch
Step 00139300 L_out=0.151 Acc=0.93 ---297680.79 ms/batch
Step 00139350 L_out=0.049 Acc=0.98 ---324984.06 ms/batch
Step 00139400 L_out=0.030 Acc=0.96 ---352418.50 ms/batch
Round 8 | epoch=28, train costTime=354.0300223827362, | total_activation_sum=31228075
Round 8 | epoch=29, current m_iou=0.6959754613194182
Round 8 | Best m_IoU is: 0.697, OA is: 0.922 | val costTime=133.77198934555054
Round 8 | ****EPOCH 29****
Step 00139450 L_out=0.117 Acc=0.96 ---24352.87 ms/batch
Step 00139500 L_out=0.043 Acc=0.98 ---50265.64 ms/batch
Step 00139550 L_out=0.028 Acc=0.96 ---76239.62 ms/batch
Step 00139600 L_out=0.101 Acc=0.97 ---104977.22 ms/batch
Step 00139650 L_out=0.056 Acc=0.97 ---130735.99 ms/batch
Step 00139700 L_out=0.043 Acc=0.93 ---156298.99 ms/batch
Step 00139750 L_out=0.068 Acc=0.95 ---182490.60 ms/batch
Step 00139800 L_out=0.076 Acc=0.95 ---208285.12 ms/batch
Step 00139850 L_out=0.118 Acc=0.91 ---234256.39 ms/batch
Step 00139900 L_out=0.030 Acc=0.97 ---261171.39 ms/batch
Step 00139950 L_out=0.094 Acc=0.95 ---288187.74 ms/batch
Step 00140000 L_out=0.092 Acc=0.97 ---314728.85 ms/batch
Step 00140050 L_out=0.229 Acc=0.92 ---342133.59 ms/batch
Round 8 | epoch=29, train costTime=353.04925894737244, | total_activation_sum=31261542
Round 8 | epoch=30, current m_iou=0.6948100441636778
Round 8 | Best m_IoU is: 0.697, OA is: 0.922 | val costTime=136.53186655044556
Round 8 | ****EPOCH 30****
Round 9 | ****EPOCH 0****
Step 00140100 L_out=0.478 Acc=0.88 ---15881.99 ms/batch
Step 00140150 L_out=1.132 Acc=0.73 ---42056.65 ms/batch
Step 00140200 L_out=0.501 Acc=0.87 ---69523.14 ms/batch
Step 00140250 L_out=0.145 Acc=0.90 ---95278.68 ms/batch
Step 00140300 L_out=0.520 Acc=0.88 ---121163.71 ms/batch
Step 00140350 L_out=1.039 Acc=0.81 ---146707.80 ms/batch
Step 00140400 L_out=0.477 Acc=0.90 ---172932.63 ms/batch
Step 00140450 L_out=0.533 Acc=0.80 ---198706.98 ms/batch
Step 00140500 L_out=0.172 Acc=0.95 ---224706.85 ms/batch
Step 00140550 L_out=0.354 Acc=0.91 ---250455.00 ms/batch
Step 00140600 L_out=0.598 Acc=0.83 ---276410.90 ms/batch
Step 00140650 L_out=0.872 Acc=0.83 ---303044.94 ms/batch
Step 00140700 L_out=0.453 Acc=0.87 ---329782.05 ms/batch
Round 9 | epoch=0, train costTime=350.36783361434937, | total_activation_sum=36373778
Round 9 | epoch=1, current m_iou=0.6003713663927892
Round 9 | Best m_IoU is: 0.600, OA is: 0.898 | val costTime=149.89802885055542
Round 9 | ****EPOCH 1****
Step 00140750 L_out=0.356 Acc=0.78 --- 8111.16 ms/batch
Step 00140800 L_out=0.482 Acc=0.95 ---35296.17 ms/batch
Step 00140850 L_out=0.095 Acc=0.94 ---61595.40 ms/batch
Step 00140900 L_out=0.336 Acc=0.95 ---88238.14 ms/batch
Step 00140950 L_out=0.146 Acc=0.96 ---115624.16 ms/batch
Step 00141000 L_out=1.077 Acc=0.85 ---141496.39 ms/batch
Step 00141050 L_out=0.402 Acc=0.96 ---167535.11 ms/batch
Step 00141100 L_out=0.167 Acc=0.94 ---193902.07 ms/batch
Step 00141150 L_out=0.448 Acc=0.93 ---219950.56 ms/batch
Step 00141200 L_out=0.305 Acc=0.96 ---245405.41 ms/batch
Step 00141250 L_out=0.214 Acc=0.93 ---271295.06 ms/batch
Step 00141300 L_out=0.286 Acc=0.92 ---296927.10 ms/batch
Step 00141350 L_out=0.207 Acc=0.92 ---323764.29 ms/batch
Step 00141400 L_out=0.332 Acc=0.93 ---350189.53 ms/batch
Round 9 | epoch=1, train costTime=352.39574670791626, | total_activation_sum=36357348
Round 9 | epoch=2, current m_iou=0.6524747548169827
Round 9 | Best m_IoU is: 0.652, OA is: 0.911 | val costTime=130.67883849143982
Round 9 | ****EPOCH 2****
Step 00141450 L_out=0.242 Acc=0.93 ---25376.10 ms/batch
Step 00141500 L_out=0.125 Acc=0.93 ---51955.61 ms/batch
Step 00141550 L_out=0.810 Acc=0.86 ---80295.95 ms/batch
Step 00141600 L_out=0.282 Acc=0.95 ---106895.79 ms/batch
Step 00141650 L_out=0.034 Acc=0.92 ---134258.39 ms/batch
Step 00141700 L_out=0.284 Acc=0.88 ---160040.21 ms/batch
Step 00141750 L_out=0.238 Acc=0.95 ---186501.38 ms/batch
Step 00141800 L_out=0.217 Acc=0.93 ---215855.70 ms/batch
Step 00141850 L_out=0.492 Acc=0.90 ---245243.65 ms/batch
Step 00141900 L_out=0.239 Acc=0.89 ---272295.90 ms/batch
Step 00141950 L_out=0.549 Acc=0.86 ---300425.12 ms/batch
Step 00142000 L_out=0.213 Acc=0.95 ---326848.97 ms/batch
Step 00142050 L_out=0.322 Acc=0.95 ---353305.75 ms/batch
Round 9 | epoch=2, train costTime=364.6193997859955, | total_activation_sum=36402040
Round 9 | epoch=3, current m_iou=0.6698965257394964
Round 9 | Best m_IoU is: 0.670, OA is: 0.914 | val costTime=146.38641786575317
Round 9 | ****EPOCH 3****
Step 00142100 L_out=0.242 Acc=0.96 ---14926.98 ms/batch
Step 00142150 L_out=0.102 Acc=0.98 ---43411.81 ms/batch
Step 00142200 L_out=0.182 Acc=0.91 ---71623.33 ms/batch
Step 00142250 L_out=0.174 Acc=0.92 ---97745.17 ms/batch
Step 00142300 L_out=0.304 Acc=0.87 ---123953.64 ms/batch
Step 00142350 L_out=0.287 Acc=0.94 ---149744.37 ms/batch
Step 00142400 L_out=0.501 Acc=0.94 ---176874.42 ms/batch
Step 00142450 L_out=0.290 Acc=0.94 ---203641.63 ms/batch
Step 00142500 L_out=0.103 Acc=0.96 ---229982.41 ms/batch
Step 00142550 L_out=0.560 Acc=0.87 ---258067.44 ms/batch
Step 00142600 L_out=0.338 Acc=0.94 ---285842.22 ms/batch
Step 00142650 L_out=0.775 Acc=0.88 ---311758.43 ms/batch
Step 00142700 L_out=0.208 Acc=0.93 ---338800.80 ms/batch
Round 9 | epoch=3, train costTime=359.46268916130066, | total_activation_sum=36043048
Round 9 | epoch=4, current m_iou=0.6572957783763539
Round 9 | Best m_IoU is: 0.670, OA is: 0.914 | val costTime=149.21135926246643
Round 9 | ****EPOCH 4****
Step 00142750 L_out=0.462 Acc=0.88 --- 7456.16 ms/batch
Step 00142800 L_out=0.212 Acc=0.95 ---35120.48 ms/batch
Step 00142850 L_out=0.066 Acc=0.95 ---61406.83 ms/batch
Step 00142900 L_out=0.296 Acc=0.90 ---87917.68 ms/batch
Step 00142950 L_out=0.039 Acc=0.96 ---115114.78 ms/batch
Step 00143000 L_out=0.218 Acc=0.94 ---141271.99 ms/batch
Step 00143050 L_out=0.117 Acc=0.95 ---167502.27 ms/batch
Step 00143100 L_out=0.060 Acc=0.96 ---193898.93 ms/batch
Step 00143150 L_out=0.133 Acc=0.96 ---219812.00 ms/batch
Step 00143200 L_out=0.367 Acc=0.94 ---247022.96 ms/batch
Step 00143250 L_out=0.043 Acc=0.96 ---273813.95 ms/batch
Step 00143300 L_out=0.166 Acc=0.92 ---300173.91 ms/batch
Step 00143350 L_out=0.110 Acc=0.96 ---327255.58 ms/batch
Step 00143400 L_out=2.611 Acc=0.88 ---354088.38 ms/batch
Round 9 | epoch=4, train costTime=356.982079744339, | total_activation_sum=36205582
Round 9 | epoch=5, current m_iou=0.6691766461779739
Round 9 | Best m_IoU is: 0.670, OA is: 0.914 | val costTime=148.66122555732727
Round 9 | ****EPOCH 5****
Step 00143450 L_out=0.264 Acc=0.88 ---23372.12 ms/batch
Step 00143500 L_out=1.317 Acc=0.90 ---49152.10 ms/batch
Step 00143550 L_out=0.097 Acc=0.98 ---75389.21 ms/batch
Step 00143600 L_out=0.097 Acc=0.94 ---101633.34 ms/batch
Step 00143650 L_out=0.154 Acc=0.90 ---127616.33 ms/batch
Step 00143700 L_out=0.127 Acc=0.97 ---153588.45 ms/batch
Step 00143750 L_out=0.416 Acc=0.85 ---180010.83 ms/batch
Step 00143800 L_out=0.092 Acc=0.93 ---206233.00 ms/batch
Step 00143850 L_out=1.536 Acc=0.40 ---231986.18 ms/batch
Step 00143900 L_out=0.201 Acc=0.86 ---257697.02 ms/batch
Step 00143950 L_out=0.133 Acc=0.97 ---284004.38 ms/batch
Step 00144000 L_out=0.271 Acc=0.91 ---310942.26 ms/batch
Step 00144050 L_out=0.256 Acc=0.95 ---338103.65 ms/batch
Round 9 | epoch=5, train costTime=349.98047614097595, | total_activation_sum=36238534
Round 9 | epoch=6, current m_iou=0.6668681111164584
Round 9 | Best m_IoU is: 0.670, OA is: 0.914 | val costTime=149.75773668289185
Round 9 | ****EPOCH 6****
Step 00144100 L_out=0.340 Acc=0.83 ---14723.00 ms/batch
Step 00144150 L_out=0.190 Acc=0.94 ---41506.06 ms/batch
Step 00144200 L_out=0.227 Acc=0.94 ---67847.97 ms/batch
Step 00144250 L_out=0.117 Acc=0.97 ---94620.30 ms/batch
Step 00144300 L_out=0.317 Acc=0.95 ---120994.07 ms/batch
Step 00144350 L_out=0.237 Acc=0.95 ---147160.89 ms/batch
Step 00144400 L_out=0.216 Acc=0.93 ---174127.52 ms/batch
Step 00144450 L_out=0.429 Acc=0.89 ---200080.17 ms/batch
Step 00144500 L_out=0.217 Acc=0.94 ---226020.08 ms/batch
Step 00144550 L_out=0.149 Acc=0.97 ---251515.94 ms/batch
Step 00144600 L_out=0.215 Acc=0.90 ---278247.16 ms/batch
Step 00144650 L_out=0.152 Acc=0.96 ---304553.56 ms/batch
Step 00144700 L_out=0.209 Acc=0.92 ---331525.84 ms/batch
Round 9 | epoch=6, train costTime=352.70768690109253, | total_activation_sum=36296728
Round 9 | epoch=7, current m_iou=0.6743972251170789
Round 9 | Best m_IoU is: 0.674, OA is: 0.915 | val costTime=149.2703218460083
Round 9 | ****EPOCH 7****
Step 00144750 L_out=0.210 Acc=0.93 --- 5854.50 ms/batch
Step 00144800 L_out=0.081 Acc=0.92 ---32261.86 ms/batch
Step 00144850 L_out=0.086 Acc=0.95 ---57843.36 ms/batch
Step 00144900 L_out=0.209 Acc=0.97 ---84394.75 ms/batch
Step 00144950 L_out=0.245 Acc=0.95 ---110493.79 ms/batch
Step 00145000 L_out=0.241 Acc=0.92 ---136732.45 ms/batch
Step 00145050 L_out=0.830 Acc=0.80 ---162214.30 ms/batch
Step 00145100 L_out=0.187 Acc=0.92 ---189294.39 ms/batch
Step 00145150 L_out=0.228 Acc=0.94 ---216831.73 ms/batch
Step 00145200 L_out=0.446 Acc=0.92 ---242720.43 ms/batch
Step 00145250 L_out=0.270 Acc=0.91 ---268729.97 ms/batch
Step 00145300 L_out=0.196 Acc=0.91 ---295145.19 ms/batch
Step 00145350 L_out=0.227 Acc=0.95 ---322169.67 ms/batch
Step 00145400 L_out=0.281 Acc=0.92 ---348459.03 ms/batch
Round 9 | epoch=7, train costTime=351.8248302936554, | total_activation_sum=36271430
Round 9 | epoch=8, current m_iou=0.688107028186844
Round 9 | Best m_IoU is: 0.688, OA is: 0.920 | val costTime=148.26227593421936
Round 9 | ****EPOCH 8****
Step 00145450 L_out=0.318 Acc=0.91 ---22783.91 ms/batch
Step 00145500 L_out=0.224 Acc=0.95 ---49139.86 ms/batch
Step 00145550 L_out=0.155 Acc=0.95 ---77825.34 ms/batch
Step 00145600 L_out=0.070 Acc=0.98 ---107114.54 ms/batch
Step 00145650 L_out=0.173 Acc=0.97 ---133057.81 ms/batch
Step 00145700 L_out=0.192 Acc=0.92 ---159021.50 ms/batch
Step 00145750 L_out=0.134 Acc=0.92 ---185533.46 ms/batch
Step 00145800 L_out=0.169 Acc=0.90 ---211421.39 ms/batch
Step 00145850 L_out=0.294 Acc=0.95 ---237482.50 ms/batch
Step 00145900 L_out=0.162 Acc=0.93 ---263726.81 ms/batch
Step 00145950 L_out=0.146 Acc=0.94 ---289819.68 ms/batch
Step 00146000 L_out=0.108 Acc=0.97 ---316310.87 ms/batch
Step 00146050 L_out=0.343 Acc=0.96 ---344007.31 ms/batch
Round 9 | epoch=8, train costTime=356.5287606716156, | total_activation_sum=36256153
Round 9 | epoch=9, current m_iou=0.6899395368511019
Round 9 | Best m_IoU is: 0.690, OA is: 0.922 | val costTime=148.5935184955597
Round 9 | ****EPOCH 9****
Step 00146100 L_out=0.067 Acc=0.98 ---16707.60 ms/batch
Step 00146150 L_out=0.196 Acc=0.91 ---42836.11 ms/batch
Step 00146200 L_out=0.195 Acc=0.96 ---68738.26 ms/batch
Step 00146250 L_out=0.278 Acc=0.95 ---94609.42 ms/batch
Step 00146300 L_out=0.234 Acc=0.91 ---120584.25 ms/batch
Step 00146350 L_out=0.661 Acc=0.86 ---149598.81 ms/batch
Step 00146400 L_out=0.287 Acc=0.90 ---175625.29 ms/batch
Step 00146450 L_out=0.219 Acc=0.93 ---201849.26 ms/batch
Step 00146500 L_out=0.349 Acc=0.94 ---228062.36 ms/batch
Step 00146550 L_out=0.340 Acc=0.92 ---255982.68 ms/batch
Step 00146600 L_out=0.255 Acc=0.93 ---283411.34 ms/batch
Step 00146650 L_out=0.058 Acc=0.92 ---309878.64 ms/batch
Step 00146700 L_out=0.111 Acc=0.96 ---336842.51 ms/batch
Round 9 | epoch=9, train costTime=358.61627888679504, | total_activation_sum=36256950
Round 9 | epoch=10, current m_iou=0.6922613681580496
Round 9 | Best m_IoU is: 0.692, OA is: 0.921 | val costTime=148.13793563842773
Round 9 | ****EPOCH 10****
Step 00146750 L_out=0.124 Acc=0.95 --- 5296.83 ms/batch
Step 00146800 L_out=0.206 Acc=0.90 ---31519.47 ms/batch
Step 00146850 L_out=0.148 Acc=0.97 ---58654.68 ms/batch
Step 00146900 L_out=0.093 Acc=0.96 ---85491.83 ms/batch
Step 00146950 L_out=0.132 Acc=0.94 ---111524.80 ms/batch
Step 00147000 L_out=0.184 Acc=0.89 ---137539.39 ms/batch
Step 00147050 L_out=0.071 Acc=0.96 ---163558.56 ms/batch
Step 00147100 L_out=0.141 Acc=0.95 ---189550.98 ms/batch
Step 00147150 L_out=0.129 Acc=0.94 ---215613.85 ms/batch
Step 00147200 L_out=0.185 Acc=0.95 ---243232.62 ms/batch
Step 00147250 L_out=0.154 Acc=0.94 ---271263.23 ms/batch
Step 00147300 L_out=0.114 Acc=0.96 ---297486.97 ms/batch
Step 00147350 L_out=0.208 Acc=0.88 ---324358.59 ms/batch
Step 00147400 L_out=0.070 Acc=0.97 ---351553.67 ms/batch
Round 9 | epoch=10, train costTime=355.3705930709839, | total_activation_sum=36133508
Round 9 | epoch=11, current m_iou=0.6962671108109919
Round 9 | Best m_IoU is: 0.696, OA is: 0.921 | val costTime=147.45166730880737
Round 9 | ****EPOCH 11****
Step 00147450 L_out=0.144 Acc=0.96 ---22552.10 ms/batch
Step 00147500 L_out=0.322 Acc=0.88 ---49111.46 ms/batch
Step 00147550 L_out=0.078 Acc=0.90 ---76366.63 ms/batch
Step 00147600 L_out=0.606 Acc=0.87 ---103882.23 ms/batch
Step 00147650 L_out=0.190 Acc=0.96 ---132098.03 ms/batch
Step 00147700 L_out=0.352 Acc=0.93 ---158206.76 ms/batch
Step 00147750 L_out=0.067 Acc=0.92 ---185457.92 ms/batch
Step 00147800 L_out=0.176 Acc=0.92 ---212460.87 ms/batch
Step 00147850 L_out=0.152 Acc=0.94 ---238581.10 ms/batch
Step 00147900 L_out=0.196 Acc=0.89 ---264591.60 ms/batch
Step 00147950 L_out=0.196 Acc=0.96 ---290873.54 ms/batch
Step 00148000 L_out=0.211 Acc=0.94 ---317755.64 ms/batch
Step 00148050 L_out=0.390 Acc=0.90 ---344931.80 ms/batch
Round 9 | epoch=11, train costTime=357.9259033203125, | total_activation_sum=36138595
Round 9 | epoch=12, current m_iou=0.6933479542135021
Round 9 | Best m_IoU is: 0.696, OA is: 0.921 | val costTime=146.91375970840454
Round 9 | ****EPOCH 12****
Step 00148100 L_out=0.142 Acc=0.94 ---14795.25 ms/batch
Step 00148150 L_out=0.194 Acc=0.95 ---41038.45 ms/batch
Step 00148200 L_out=0.181 Acc=0.92 ---67283.72 ms/batch
Step 00148250 L_out=0.089 Acc=0.95 ---94119.08 ms/batch
Step 00148300 L_out=0.301 Acc=0.96 ---119952.90 ms/batch
Step 00148350 L_out=0.141 Acc=0.96 ---146525.56 ms/batch
Step 00148400 L_out=0.212 Acc=0.91 ---173140.32 ms/batch
Step 00148450 L_out=0.117 Acc=0.97 ---199754.61 ms/batch
Step 00148500 L_out=0.130 Acc=0.96 ---225923.04 ms/batch
Step 00148550 L_out=0.057 Acc=0.98 ---252834.05 ms/batch
Step 00148600 L_out=0.172 Acc=0.94 ---280781.09 ms/batch
Step 00148650 L_out=0.134 Acc=0.91 ---308276.08 ms/batch
Step 00148700 L_out=0.212 Acc=0.94 ---335309.45 ms/batch
Round 9 | epoch=12, train costTime=357.65880274772644, | total_activation_sum=36150154
Round 9 | epoch=13, current m_iou=0.6909338450261284
Round 9 | Best m_IoU is: 0.696, OA is: 0.921 | val costTime=123.2704086303711
Round 9 | ****EPOCH 13****
Step 00148750 L_out=0.179 Acc=0.96 --- 3929.04 ms/batch
Step 00148800 L_out=0.083 Acc=0.93 ---26235.09 ms/batch
Step 00148850 L_out=0.068 Acc=0.96 ---48256.96 ms/batch
Step 00148900 L_out=0.168 Acc=0.93 ---70161.33 ms/batch
Step 00148950 L_out=0.134 Acc=0.91 ---92407.69 ms/batch
Step 00149000 L_out=0.031 Acc=0.97 ---114993.65 ms/batch
Step 00149050 L_out=0.199 Acc=0.96 ---136816.00 ms/batch
Step 00149100 L_out=0.472 Acc=0.90 ---158518.76 ms/batch
Step 00149150 L_out=0.398 Acc=0.90 ---180383.64 ms/batch
Step 00149200 L_out=0.263 Acc=0.93 ---202393.10 ms/batch
Step 00149250 L_out=0.102 Acc=0.95 ---224341.35 ms/batch
Step 00149300 L_out=0.105 Acc=0.95 ---246584.18 ms/batch
Step 00149350 L_out=0.070 Acc=0.97 ---268499.43 ms/batch
Step 00149400 L_out=0.134 Acc=0.96 ---290422.65 ms/batch
Round 9 | epoch=13, train costTime=293.93136858940125, | total_activation_sum=36134520
Round 9 | epoch=14, current m_iou=0.6870969591956538
Round 9 | Best m_IoU is: 0.696, OA is: 0.921 | val costTime=115.83253240585327
Round 9 | ****EPOCH 14****
Step 00149450 L_out=0.163 Acc=0.95 ---18398.69 ms/batch
Step 00149500 L_out=0.128 Acc=0.96 ---40359.07 ms/batch
Step 00149550 L_out=0.203 Acc=0.96 ---62374.81 ms/batch
Step 00149600 L_out=0.127 Acc=0.97 ---85134.41 ms/batch
Step 00149650 L_out=0.209 Acc=0.90 ---107229.07 ms/batch
Step 00149700 L_out=0.360 Acc=0.95 ---128986.09 ms/batch
Step 00149750 L_out=0.176 Acc=0.96 ---151081.60 ms/batch
Step 00149800 L_out=0.157 Acc=0.94 ---173502.32 ms/batch
Step 00149850 L_out=0.873 Acc=0.91 ---195432.11 ms/batch
Step 00149900 L_out=0.186 Acc=0.93 ---217339.04 ms/batch
Step 00149950 L_out=0.093 Acc=0.96 ---239849.25 ms/batch
Step 00150000 L_out=0.079 Acc=0.96 ---261648.35 ms/batch
Step 00150050 L_out=0.069 Acc=0.97 ---283722.15 ms/batch
Round 9 | epoch=14, train costTime=294.7405860424042, | total_activation_sum=36226662
Round 9 | epoch=15, current m_iou=0.6948731124162675
Round 9 | Best m_IoU is: 0.696, OA is: 0.921 | val costTime=134.006010055542
Round 9 | ****EPOCH 15****
Step 00150100 L_out=0.114 Acc=0.92 ---13166.75 ms/batch
Step 00150150 L_out=0.137 Acc=0.94 ---40849.75 ms/batch
Step 00150200 L_out=0.304 Acc=0.88 ---67154.78 ms/batch
Step 00150250 L_out=0.119 Acc=0.95 ---94182.25 ms/batch
Step 00150300 L_out=0.087 Acc=0.97 ---123272.28 ms/batch
Step 00150350 L_out=0.240 Acc=0.93 ---149638.91 ms/batch
Step 00150400 L_out=0.143 Acc=0.97 ---176112.71 ms/batch
Step 00150450 L_out=0.132 Acc=0.94 ---202640.61 ms/batch
Step 00150500 L_out=0.130 Acc=0.95 ---229725.43 ms/batch
Step 00150550 L_out=0.120 Acc=0.94 ---256689.17 ms/batch
Step 00150600 L_out=0.102 Acc=0.96 ---283873.28 ms/batch
Step 00150650 L_out=0.355 Acc=0.92 ---311041.93 ms/batch
Step 00150700 L_out=0.114 Acc=0.98 ---337900.97 ms/batch
Round 9 | epoch=15, train costTime=361.0128085613251, | total_activation_sum=36590976
Round 9 | epoch=16, current m_iou=0.6952966795431001
Round 9 | Best m_IoU is: 0.696, OA is: 0.921 | val costTime=135.52828645706177
Round 9 | ****EPOCH 16****
Step 00150750 L_out=0.145 Acc=0.93 --- 5068.59 ms/batch
Step 00150800 L_out=0.182 Acc=0.93 ---33272.41 ms/batch
Step 00150850 L_out=0.103 Acc=0.96 ---60112.68 ms/batch
Step 00150900 L_out=0.169 Acc=0.92 ---86271.42 ms/batch
Step 00150950 L_out=0.168 Acc=0.92 ---112213.73 ms/batch
Step 00151000 L_out=0.217 Acc=0.92 ---138680.17 ms/batch
Step 00151050 L_out=0.127 Acc=0.96 ---164965.53 ms/batch
Step 00151100 L_out=0.121 Acc=0.95 ---190759.89 ms/batch
Step 00151150 L_out=0.144 Acc=0.94 ---216988.67 ms/batch
Step 00151200 L_out=0.154 Acc=0.94 ---243800.10 ms/batch
Step 00151250 L_out=0.059 Acc=0.97 ---270501.39 ms/batch
Step 00151300 L_out=0.070 Acc=0.97 ---297223.56 ms/batch
Step 00151350 L_out=0.079 Acc=0.93 ---324048.14 ms/batch
Step 00151400 L_out=0.152 Acc=0.96 ---351400.24 ms/batch
Round 9 | epoch=16, train costTime=356.09457206726074, | total_activation_sum=36121280
Round 9 | epoch=17, current m_iou=0.6993584467994561
Round 9 | Best m_IoU is: 0.699, OA is: 0.924 | val costTime=136.26159071922302
Round 9 | ****EPOCH 17****
Step 00151450 L_out=0.114 Acc=0.98 ---22580.67 ms/batch
Step 00151500 L_out=0.081 Acc=0.94 ---48935.17 ms/batch
Step 00151550 L_out=0.111 Acc=0.96 ---76222.02 ms/batch
Step 00151600 L_out=0.053 Acc=0.95 ---102969.54 ms/batch
Step 00151650 L_out=0.394 Acc=0.94 ---132400.87 ms/batch
Step 00151700 L_out=0.279 Acc=0.95 ---160180.49 ms/batch
Step 00151750 L_out=0.059 Acc=0.96 ---186600.58 ms/batch
Step 00151800 L_out=0.174 Acc=0.96 ---214822.21 ms/batch
Step 00151850 L_out=0.035 Acc=0.96 ---241412.17 ms/batch
Step 00151900 L_out=0.106 Acc=0.96 ---268304.68 ms/batch
Step 00151950 L_out=0.077 Acc=0.96 ---295402.33 ms/batch
Step 00152000 L_out=0.191 Acc=0.94 ---322672.22 ms/batch
Step 00152050 L_out=0.201 Acc=0.96 ---349767.74 ms/batch
Round 9 | epoch=17, train costTime=363.60127234458923, | total_activation_sum=36144045
Round 9 | epoch=18, current m_iou=0.6942580262969065
Round 9 | Best m_IoU is: 0.699, OA is: 0.924 | val costTime=135.117680311203
Round 9 | ****EPOCH 18****
Step 00152100 L_out=0.454 Acc=0.96 ---12780.32 ms/batch
Step 00152150 L_out=0.098 Acc=0.96 ---41084.11 ms/batch
Step 00152200 L_out=0.076 Acc=0.96 ---67465.82 ms/batch
Step 00152250 L_out=0.313 Acc=0.93 ---94624.63 ms/batch
Step 00152300 L_out=0.088 Acc=0.98 ---120615.12 ms/batch
Step 00152350 L_out=0.151 Acc=0.90 ---146570.06 ms/batch
Step 00152400 L_out=0.203 Acc=0.95 ---172484.77 ms/batch
Step 00152450 L_out=0.086 Acc=0.94 ---198617.46 ms/batch
Step 00152500 L_out=0.032 Acc=0.97 ---224931.71 ms/batch
Step 00152550 L_out=0.020 Acc=0.96 ---251266.95 ms/batch
Step 00152600 L_out=0.055 Acc=0.97 ---278279.72 ms/batch
Step 00152650 L_out=0.106 Acc=0.93 ---305774.74 ms/batch
Step 00152700 L_out=0.062 Acc=0.94 ---332487.67 ms/batch
Round 9 | epoch=18, train costTime=355.9959089756012, | total_activation_sum=36255366
Round 9 | epoch=19, current m_iou=0.6984658626976769
Round 9 | Best m_IoU is: 0.699, OA is: 0.924 | val costTime=135.32515454292297
Round 9 | ****EPOCH 19****
Step 00152750 L_out=0.219 Acc=0.92 --- 3616.36 ms/batch
Step 00152800 L_out=0.114 Acc=0.94 ---29918.40 ms/batch
Step 00152850 L_out=0.209 Acc=0.95 ---55983.92 ms/batch
Step 00152900 L_out=0.214 Acc=0.92 ---82739.74 ms/batch
Step 00152950 L_out=0.150 Acc=0.93 ---109402.98 ms/batch
Step 00153000 L_out=0.108 Acc=0.81 ---135451.72 ms/batch
Step 00153050 L_out=0.294 Acc=0.95 ---162538.85 ms/batch
Step 00153100 L_out=0.185 Acc=0.95 ---189538.48 ms/batch
Step 00153150 L_out=0.174 Acc=0.94 ---215374.01 ms/batch
Step 00153200 L_out=0.237 Acc=0.96 ---241874.96 ms/batch
Step 00153250 L_out=0.071 Acc=0.98 ---269282.21 ms/batch
Step 00153300 L_out=0.133 Acc=0.95 ---296503.57 ms/batch
Step 00153350 L_out=0.163 Acc=0.93 ---323678.16 ms/batch
Step 00153400 L_out=0.065 Acc=0.94 ---350546.13 ms/batch
Round 9 | epoch=19, train costTime=355.58703088760376, | total_activation_sum=36076041
Round 9 | epoch=20, current m_iou=0.6962205445321248
Round 9 | Best m_IoU is: 0.699, OA is: 0.924 | val costTime=135.82224082946777
Round 9 | ****EPOCH 20****
Step 00153450 L_out=0.180 Acc=0.94 ---20875.73 ms/batch
Step 00153500 L_out=0.217 Acc=0.95 ---47041.60 ms/batch
Step 00153550 L_out=0.074 Acc=0.92 ---72961.82 ms/batch
Step 00153600 L_out=0.156 Acc=0.98 ---99139.60 ms/batch
Step 00153650 L_out=0.110 Acc=0.97 ---125845.16 ms/batch
Step 00153700 L_out=0.096 Acc=0.93 ---152201.87 ms/batch
Step 00153750 L_out=0.104 Acc=0.96 ---178447.37 ms/batch
Step 00153800 L_out=0.116 Acc=0.98 ---204652.37 ms/batch
Step 00153850 L_out=0.057 Acc=0.97 ---230586.54 ms/batch
Step 00153900 L_out=0.045 Acc=0.97 ---258458.64 ms/batch
Step 00153950 L_out=0.154 Acc=0.97 ---288525.59 ms/batch
Step 00154000 L_out=0.181 Acc=0.96 ---315635.22 ms/batch
Step 00154050 L_out=0.157 Acc=0.97 ---342357.80 ms/batch
Round 9 | epoch=20, train costTime=356.33174777030945, | total_activation_sum=36388898
Round 9 | epoch=21, current m_iou=0.6949504452666012
Round 9 | Best m_IoU is: 0.699, OA is: 0.924 | val costTime=135.27989721298218
Round 9 | ****EPOCH 21****
Step 00154100 L_out=0.135 Acc=0.96 ---11818.89 ms/batch
Step 00154150 L_out=0.047 Acc=0.98 ---37473.54 ms/batch
Step 00154200 L_out=0.245 Acc=0.93 ---63078.35 ms/batch
Step 00154250 L_out=0.079 Acc=0.93 ---89060.82 ms/batch
Step 00154300 L_out=0.443 Acc=0.95 ---115642.66 ms/batch
Step 00154350 L_out=0.282 Acc=0.83 ---141869.52 ms/batch
Step 00154400 L_out=0.039 Acc=0.98 ---168692.41 ms/batch
Step 00154450 L_out=0.123 Acc=0.94 ---194293.56 ms/batch
Step 00154500 L_out=0.136 Acc=0.96 ---220073.94 ms/batch
Step 00154550 L_out=0.068 Acc=0.98 ---247097.65 ms/batch
Step 00154600 L_out=0.160 Acc=0.96 ---273748.33 ms/batch
Step 00154650 L_out=0.120 Acc=0.95 ---301209.51 ms/batch
Step 00154700 L_out=0.123 Acc=0.95 ---328839.56 ms/batch
Round 9 | epoch=21, train costTime=351.65159249305725, | total_activation_sum=36188641
Round 9 | epoch=22, current m_iou=0.6964169638615338
Round 9 | Best m_IoU is: 0.699, OA is: 0.924 | val costTime=136.01667642593384
Round 9 | ****EPOCH 22****
Step 00154750 L_out=0.162 Acc=0.93 --- 3654.21 ms/batch
Step 00154800 L_out=0.142 Acc=0.94 ---30223.19 ms/batch
Step 00154850 L_out=0.105 Acc=0.95 ---57773.68 ms/batch
Step 00154900 L_out=0.126 Acc=0.96 ---83871.74 ms/batch
Step 00154950 L_out=0.140 Acc=0.93 ---109788.06 ms/batch
Step 00155000 L_out=0.159 Acc=0.91 ---135610.70 ms/batch
Step 00155050 L_out=0.263 Acc=0.96 ---161770.98 ms/batch
Step 00155100 L_out=0.129 Acc=0.97 ---187710.19 ms/batch
Step 00155150 L_out=0.192 Acc=0.96 ---213121.79 ms/batch
Step 00155200 L_out=0.051 Acc=0.97 ---240040.99 ms/batch
Step 00155250 L_out=0.165 Acc=0.96 ---266501.87 ms/batch
Step 00155300 L_out=0.139 Acc=0.93 ---294081.31 ms/batch
Step 00155350 L_out=0.105 Acc=0.90 ---321419.46 ms/batch
Step 00155400 L_out=0.078 Acc=0.96 ---348133.86 ms/batch
Round 9 | epoch=22, train costTime=352.9810826778412, | total_activation_sum=36502146
Round 9 | epoch=23, current m_iou=0.6940299458932376
Round 9 | Best m_IoU is: 0.699, OA is: 0.924 | val costTime=135.40400505065918
Round 9 | ****EPOCH 23****
Step 00155450 L_out=0.108 Acc=0.95 ---20101.48 ms/batch
Step 00155500 L_out=0.107 Acc=0.95 ---47058.33 ms/batch
Step 00155550 L_out=0.043 Acc=0.97 ---73499.01 ms/batch
Step 00155600 L_out=0.065 Acc=0.97 ---100325.55 ms/batch
Step 00155650 L_out=0.111 Acc=0.97 ---129689.52 ms/batch
Step 00155700 L_out=0.093 Acc=0.95 ---156677.06 ms/batch
Step 00155750 L_out=0.066 Acc=0.96 ---182874.21 ms/batch
Step 00155800 L_out=0.053 Acc=0.94 ---209360.81 ms/batch
Step 00155850 L_out=0.072 Acc=0.89 ---237203.78 ms/batch
Step 00155900 L_out=0.161 Acc=0.97 ---264215.84 ms/batch
Step 00155950 L_out=0.028 Acc=0.96 ---290827.94 ms/batch
Step 00156000 L_out=0.111 Acc=0.96 ---317837.43 ms/batch
Step 00156050 L_out=0.076 Acc=0.97 ---345302.55 ms/batch
Round 9 | epoch=23, train costTime=358.8628354072571, | total_activation_sum=35953051
Round 9 | epoch=24, current m_iou=0.6963615522486613
Round 9 | Best m_IoU is: 0.699, OA is: 0.924 | val costTime=135.89339756965637
Round 9 | ****EPOCH 24****
Step 00156100 L_out=0.122 Acc=0.96 ---11470.35 ms/batch
Step 00156150 L_out=0.027 Acc=0.97 ---38313.13 ms/batch
Step 00156200 L_out=0.115 Acc=0.96 ---64213.51 ms/batch
Step 00156250 L_out=0.197 Acc=0.92 ---90606.81 ms/batch
Step 00156300 L_out=0.095 Acc=0.88 ---116928.59 ms/batch
Step 00156350 L_out=0.248 Acc=0.95 ---142929.22 ms/batch
Step 00156400 L_out=0.097 Acc=0.96 ---168901.63 ms/batch
Step 00156450 L_out=0.054 Acc=0.94 ---194948.51 ms/batch
Step 00156500 L_out=0.177 Acc=0.95 ---222888.83 ms/batch
Step 00156550 L_out=0.053 Acc=0.96 ---249918.55 ms/batch
Step 00156600 L_out=0.096 Acc=0.96 ---276927.85 ms/batch
Step 00156650 L_out=0.112 Acc=0.98 ---303946.74 ms/batch
Step 00156700 L_out=0.014 Acc=0.97 ---330624.95 ms/batch
Round 9 | epoch=24, train costTime=353.1346869468689, | total_activation_sum=36030234
Round 9 | epoch=25, current m_iou=0.6954747595198045
Round 9 | Best m_IoU is: 0.699, OA is: 0.924 | val costTime=136.86217045783997
Round 9 | ****EPOCH 25****
Step 00156750 L_out=0.134 Acc=0.95 --- 2737.80 ms/batch
Step 00156800 L_out=0.066 Acc=0.94 ---28596.50 ms/batch
Step 00156850 L_out=0.181 Acc=0.97 ---54568.04 ms/batch
Step 00156900 L_out=0.176 Acc=0.95 ---81100.68 ms/batch
Step 00156950 L_out=0.186 Acc=0.91 ---107081.36 ms/batch
Step 00157000 L_out=0.071 Acc=0.88 ---133218.94 ms/batch
Step 00157050 L_out=0.058 Acc=0.97 ---159234.00 ms/batch
Step 00157100 L_out=0.438 Acc=0.95 ---185013.59 ms/batch
Step 00157150 L_out=0.109 Acc=0.96 ---211387.73 ms/batch
Step 00157200 L_out=0.117 Acc=0.97 ---238163.73 ms/batch
Step 00157250 L_out=0.105 Acc=0.96 ---265221.13 ms/batch
Step 00157300 L_out=0.248 Acc=0.92 ---292506.52 ms/batch
Step 00157350 L_out=0.061 Acc=0.96 ---319190.52 ms/batch
Step 00157400 L_out=0.109 Acc=0.96 ---345335.53 ms/batch
Round 9 | epoch=25, train costTime=350.54309010505676, | total_activation_sum=36305844
Round 9 | epoch=26, current m_iou=0.6901331742007606
Round 9 | Best m_IoU is: 0.699, OA is: 0.924 | val costTime=137.32606506347656
Round 9 | ****EPOCH 26****
Step 00157450 L_out=0.084 Acc=0.93 ---20673.88 ms/batch
Step 00157500 L_out=0.150 Acc=0.91 ---46403.49 ms/batch
Step 00157550 L_out=0.112 Acc=0.98 ---72371.49 ms/batch
Step 00157600 L_out=0.067 Acc=0.97 ---98689.42 ms/batch
Step 00157650 L_out=0.416 Acc=0.93 ---126601.74 ms/batch
Step 00157700 L_out=0.105 Acc=0.90 ---153411.10 ms/batch
Step 00157750 L_out=0.157 Acc=0.93 ---179959.93 ms/batch
Step 00157800 L_out=0.151 Acc=0.93 ---205973.89 ms/batch
Step 00157850 L_out=0.112 Acc=0.98 ---233481.51 ms/batch
Step 00157900 L_out=0.187 Acc=0.96 ---260405.35 ms/batch
Step 00157950 L_out=0.091 Acc=0.98 ---287699.71 ms/batch
Step 00158000 L_out=0.189 Acc=0.97 ---314838.81 ms/batch
Step 00158050 L_out=0.054 Acc=0.95 ---342149.76 ms/batch
Round 9 | epoch=26, train costTime=355.04995250701904, | total_activation_sum=36375805
Round 9 | epoch=27, current m_iou=0.6924148765819735
Round 9 | Best m_IoU is: 0.699, OA is: 0.924 | val costTime=137.9251000881195
Round 9 | ****EPOCH 27****
Step 00158100 L_out=0.068 Acc=0.95 ---11137.91 ms/batch
Step 00158150 L_out=0.161 Acc=0.97 ---38569.17 ms/batch
Step 00158200 L_out=0.048 Acc=0.98 ---64896.45 ms/batch
Step 00158250 L_out=0.090 Acc=0.97 ---90964.97 ms/batch
Step 00158300 L_out=0.183 Acc=0.91 ---119262.01 ms/batch
Step 00158350 L_out=0.036 Acc=0.97 ---147790.79 ms/batch
Step 00158400 L_out=0.054 Acc=0.96 ---173991.10 ms/batch
Step 00158450 L_out=0.081 Acc=0.96 ---200153.33 ms/batch
Step 00158500 L_out=0.221 Acc=0.95 ---226809.98 ms/batch
Step 00158550 L_out=0.154 Acc=0.96 ---253905.01 ms/batch
Step 00158600 L_out=0.096 Acc=0.92 ---280931.01 ms/batch
Step 00158650 L_out=0.096 Acc=0.95 ---307205.37 ms/batch
Step 00158700 L_out=0.033 Acc=0.97 ---334233.33 ms/batch
Round 9 | epoch=27, train costTime=356.9822323322296, | total_activation_sum=36300865
Round 9 | epoch=28, current m_iou=0.6941201655423294
Round 9 | Best m_IoU is: 0.699, OA is: 0.924 | val costTime=137.73655128479004
Round 9 | ****EPOCH 28****
Step 00158750 L_out=0.105 Acc=0.94 --- 2190.57 ms/batch
Step 00158800 L_out=0.212 Acc=0.92 ---28971.03 ms/batch
Step 00158850 L_out=0.136 Acc=0.96 ---56542.81 ms/batch
Step 00158900 L_out=0.573 Acc=0.95 ---84581.65 ms/batch
Step 00158950 L_out=0.055 Acc=0.96 ---110841.61 ms/batch
Step 00159000 L_out=0.056 Acc=0.97 ---137826.78 ms/batch
Step 00159050 L_out=0.056 Acc=0.98 ---164056.98 ms/batch
Step 00159100 L_out=0.176 Acc=0.91 ---190729.31 ms/batch
Step 00159150 L_out=0.077 Acc=0.98 ---216786.06 ms/batch
Step 00159200 L_out=0.078 Acc=0.90 ---243935.21 ms/batch
Step 00159250 L_out=0.164 Acc=0.93 ---270675.77 ms/batch
Step 00159300 L_out=0.369 Acc=0.87 ---297871.95 ms/batch
Step 00159350 L_out=0.100 Acc=0.97 ---325544.13 ms/batch
Step 00159400 L_out=0.059 Acc=0.97 ---349780.49 ms/batch
Round 9 | epoch=28, train costTime=356.21117091178894, | total_activation_sum=36182928
Round 9 | epoch=29, current m_iou=0.6940215669220846
Round 9 | Best m_IoU is: 0.699, OA is: 0.924 | val costTime=137.1357617378235
Round 9 | ****EPOCH 29****
Step 00159450 L_out=0.317 Acc=0.90 ---21690.37 ms/batch
Step 00159500 L_out=0.257 Acc=0.96 ---47579.06 ms/batch
Step 00159550 L_out=0.112 Acc=0.94 ---73743.38 ms/batch
Step 00159600 L_out=0.124 Acc=0.94 ---99821.39 ms/batch
Step 00159650 L_out=0.208 Acc=0.95 ---126972.66 ms/batch
Step 00159700 L_out=0.068 Acc=0.97 ---154149.04 ms/batch
Step 00159750 L_out=0.045 Acc=0.96 ---182284.92 ms/batch
Step 00159800 L_out=0.056 Acc=0.97 ---208071.81 ms/batch
Step 00159850 L_out=0.074 Acc=0.95 ---234991.10 ms/batch
Step 00159900 L_out=0.066 Acc=0.94 ---262131.73 ms/batch
Step 00159950 L_out=0.064 Acc=0.96 ---289292.66 ms/batch
Step 00160000 L_out=0.208 Acc=0.91 ---316124.02 ms/batch
Step 00160050 L_out=0.270 Acc=0.94 ---342098.81 ms/batch
Round 9 | epoch=29, train costTime=356.41341400146484, | total_activation_sum=36114476
Round 9 | epoch=30, current m_iou=0.6941417002638279
Round 9 | Best m_IoU is: 0.699, OA is: 0.924 | val costTime=137.42460536956787
Round 9 | ****EPOCH 30****
Round 10 | ****EPOCH 0****
Step 00160100 L_out=0.801 Acc=0.85 ---10665.69 ms/batch
Step 00160150 L_out=0.582 Acc=0.83 ---37224.81 ms/batch
Step 00160200 L_out=1.182 Acc=0.73 ---64293.19 ms/batch
Step 00160250 L_out=0.484 Acc=0.89 ---90048.76 ms/batch
Step 00160300 L_out=0.597 Acc=0.88 ---115977.22 ms/batch
Step 00160350 L_out=0.296 Acc=0.96 ---142222.77 ms/batch
Step 00160400 L_out=0.447 Acc=0.95 ---167966.01 ms/batch
Step 00160450 L_out=0.516 Acc=0.91 ---193788.94 ms/batch
Step 00160500 L_out=0.620 Acc=0.89 ---219845.97 ms/batch
Step 00160550 L_out=0.356 Acc=0.93 ---245706.90 ms/batch
Step 00160600 L_out=0.324 Acc=0.91 ---271583.51 ms/batch
Step 00160650 L_out=0.547 Acc=0.88 ---298501.23 ms/batch
Step 00160700 L_out=0.185 Acc=0.93 ---326054.72 ms/batch
Round 10 | epoch=0, train costTime=351.371258020401, | total_activation_sum=41187911
Round 10 | epoch=1, current m_iou=0.6734385637001707
Round 10 | Best m_IoU is: 0.673, OA is: 0.923 | val costTime=143.89579820632935
Round 10 | ****EPOCH 1****
Step 00160750 L_out=0.539 Acc=0.90 --- 1476.10 ms/batch
Step 00160800 L_out=0.568 Acc=0.86 ---28441.46 ms/batch
Step 00160850 L_out=0.281 Acc=0.92 ---57849.76 ms/batch
Step 00160900 L_out=0.445 Acc=0.85 ---84083.73 ms/batch
Step 00160950 L_out=0.355 Acc=0.91 ---110664.56 ms/batch
Step 00161000 L_out=0.624 Acc=0.85 ---137052.69 ms/batch
Step 00161050 L_out=0.289 Acc=0.91 ---164318.66 ms/batch
Step 00161100 L_out=0.347 Acc=0.97 ---192531.84 ms/batch
Step 00161150 L_out=0.566 Acc=0.84 ---219404.24 ms/batch
Step 00161200 L_out=0.357 Acc=0.95 ---245822.16 ms/batch
Step 00161250 L_out=0.394 Acc=0.93 ---274382.44 ms/batch
Step 00161300 L_out=0.172 Acc=0.89 ---300982.48 ms/batch
Step 00161350 L_out=0.122 Acc=0.94 ---327735.14 ms/batch
Step 00161400 L_out=0.440 Acc=0.94 ---355208.85 ms/batch
Round 10 | epoch=1, train costTime=363.18250608444214, | total_activation_sum=40561175
Round 10 | epoch=2, current m_iou=0.6882819432677358
Round 10 | Best m_IoU is: 0.688, OA is: 0.921 | val costTime=142.55897760391235
Round 10 | ****EPOCH 2****
Step 00161450 L_out=0.319 Acc=0.94 ---18456.54 ms/batch
Step 00161500 L_out=0.139 Acc=0.95 ---45075.91 ms/batch
Step 00161550 L_out=0.495 Acc=0.93 ---70961.24 ms/batch
Step 00161600 L_out=0.188 Acc=0.94 ---98035.74 ms/batch
Step 00161650 L_out=0.091 Acc=0.96 ---124909.12 ms/batch
Step 00161700 L_out=0.230 Acc=0.92 ---151789.40 ms/batch
Step 00161750 L_out=0.233 Acc=0.95 ---178017.08 ms/batch
Step 00161800 L_out=0.387 Acc=0.94 ---203873.76 ms/batch
Step 00161850 L_out=0.174 Acc=0.98 ---230172.50 ms/batch
Step 00161900 L_out=0.171 Acc=0.96 ---256779.80 ms/batch
Step 00161950 L_out=1.248 Acc=0.69 ---283975.90 ms/batch
Step 00162000 L_out=0.315 Acc=0.94 ---311272.62 ms/batch
Step 00162050 L_out=0.162 Acc=0.92 ---338032.80 ms/batch
Round 10 | epoch=2, train costTime=354.56422877311707, | total_activation_sum=40530271
Round 10 | epoch=3, current m_iou=0.6967698868134229
Round 10 | Best m_IoU is: 0.697, OA is: 0.922 | val costTime=132.60981011390686
Round 10 | ****EPOCH 3****
Step 00162100 L_out=0.234 Acc=0.94 --- 9883.51 ms/batch
Step 00162150 L_out=0.450 Acc=0.86 ---36005.83 ms/batch
Step 00162200 L_out=2.836 Acc=0.66 ---64142.04 ms/batch
Step 00162250 L_out=0.166 Acc=0.93 ---92189.71 ms/batch
Step 00162300 L_out=0.191 Acc=0.93 ---118916.83 ms/batch
Step 00162350 L_out=0.255 Acc=0.92 ---145019.31 ms/batch
Step 00162400 L_out=0.198 Acc=0.95 ---171021.02 ms/batch
Step 00162450 L_out=0.741 Acc=0.90 ---196983.20 ms/batch
Step 00162500 L_out=0.233 Acc=0.94 ---222933.13 ms/batch
Step 00162550 L_out=0.347 Acc=0.94 ---248895.78 ms/batch
Step 00162600 L_out=0.283 Acc=0.94 ---275898.65 ms/batch
Step 00162650 L_out=0.123 Acc=0.90 ---302910.21 ms/batch
Step 00162700 L_out=0.389 Acc=0.92 ---329821.96 ms/batch
Round 10 | epoch=3, train costTime=355.641499042511, | total_activation_sum=40397093
Round 10 | epoch=4, current m_iou=0.6971306842522245
Round 10 | Best m_IoU is: 0.697, OA is: 0.923 | val costTime=142.0326805114746
Round 10 | ****EPOCH 4****
Step 00162750 L_out=0.298 Acc=0.93 --- 1139.28 ms/batch
Step 00162800 L_out=0.506 Acc=0.94 ---27338.26 ms/batch
Step 00162850 L_out=0.352 Acc=0.93 ---54056.17 ms/batch
Step 00162900 L_out=0.223 Acc=0.95 ---81847.72 ms/batch
Step 00162950 L_out=0.134 Acc=0.95 ---109436.09 ms/batch
Step 00163000 L_out=0.229 Acc=0.95 ---140279.21 ms/batch
Step 00163050 L_out=0.571 Acc=0.95 ---167910.79 ms/batch
Step 00163100 L_out=0.236 Acc=0.97 ---194438.37 ms/batch
Step 00163150 L_out=0.155 Acc=0.96 ---220773.52 ms/batch
Step 00163200 L_out=0.605 Acc=0.90 ---247530.99 ms/batch
Step 00163250 L_out=0.207 Acc=0.97 ---274013.98 ms/batch
Step 00163300 L_out=0.303 Acc=0.96 ---301549.57 ms/batch
Step 00163350 L_out=0.120 Acc=0.96 ---328306.60 ms/batch
Step 00163400 L_out=0.113 Acc=0.95 ---355207.68 ms/batch
Round 10 | epoch=4, train costTime=363.1707799434662, | total_activation_sum=40383741
Round 10 | epoch=5, current m_iou=0.6945076100471185
Round 10 | Best m_IoU is: 0.697, OA is: 0.923 | val costTime=142.9389636516571
Round 10 | ****EPOCH 5****
Step 00163450 L_out=0.146 Acc=0.96 ---18327.29 ms/batch
Step 00163500 L_out=0.216 Acc=0.95 ---44119.97 ms/batch
Step 00163550 L_out=0.135 Acc=0.96 ---70817.93 ms/batch
Step 00163600 L_out=0.062 Acc=0.98 ---97259.18 ms/batch
Step 00163650 L_out=0.433 Acc=0.91 ---123482.88 ms/batch
Step 00163700 L_out=0.411 Acc=0.88 ---151634.70 ms/batch
Step 00163750 L_out=0.431 Acc=0.93 ---177796.54 ms/batch
Step 00163800 L_out=0.121 Acc=0.94 ---203418.11 ms/batch
Step 00163850 L_out=0.095 Acc=0.96 ---230837.49 ms/batch
Step 00163900 L_out=0.306 Acc=0.92 ---256591.34 ms/batch
Step 00163950 L_out=0.422 Acc=0.91 ---283141.23 ms/batch
Step 00164000 L_out=0.247 Acc=0.93 ---309808.95 ms/batch
Step 00164050 L_out=0.188 Acc=0.95 ---337019.60 ms/batch
Round 10 | epoch=5, train costTime=354.3923707008362, | total_activation_sum=40485102
Round 10 | epoch=6, current m_iou=0.6933099922223944
Round 10 | Best m_IoU is: 0.697, OA is: 0.923 | val costTime=141.97035765647888
Round 10 | ****EPOCH 6****
Step 00164100 L_out=0.535 Acc=0.84 ---10860.81 ms/batch
Step 00164150 L_out=0.771 Acc=0.84 ---36410.79 ms/batch
Step 00164200 L_out=0.619 Acc=0.87 ---62289.54 ms/batch
Step 00164250 L_out=0.162 Acc=0.98 ---88121.77 ms/batch
Step 00164300 L_out=0.052 Acc=0.98 ---114830.88 ms/batch
Step 00164350 L_out=0.366 Acc=0.92 ---141791.77 ms/batch
Step 00164400 L_out=0.267 Acc=0.94 ---168126.30 ms/batch
Step 00164450 L_out=0.302 Acc=0.96 ---194818.70 ms/batch
Step 00164500 L_out=1.246 Acc=0.63 ---221945.12 ms/batch
Step 00164550 L_out=0.579 Acc=0.93 ---248479.28 ms/batch
Step 00164600 L_out=0.499 Acc=0.90 ---274404.33 ms/batch
Step 00164650 L_out=0.137 Acc=0.92 ---301351.03 ms/batch
Step 00164700 L_out=0.229 Acc=0.96 ---328980.53 ms/batch
Round 10 | epoch=6, train costTime=355.2668766975403, | total_activation_sum=40422715
Round 10 | epoch=7, current m_iou=0.6915424231513674
Round 10 | Best m_IoU is: 0.697, OA is: 0.923 | val costTime=133.25086402893066
Round 10 | ****EPOCH 7****
Step 00164750 L_out=0.127 Acc=0.95 ---  501.72 ms/batch
Step 00164800 L_out=0.235 Acc=0.93 ---28875.05 ms/batch
Step 00164850 L_out=0.145 Acc=0.93 ---56075.05 ms/batch
Step 00164900 L_out=0.384 Acc=0.95 ---82442.50 ms/batch
Step 00164950 L_out=0.217 Acc=0.95 ---108915.42 ms/batch
Step 00165000 L_out=0.154 Acc=0.96 ---135169.49 ms/batch
Step 00165050 L_out=0.254 Acc=0.90 ---160894.60 ms/batch
Step 00165100 L_out=0.133 Acc=0.94 ---187196.14 ms/batch
Step 00165150 L_out=0.240 Acc=0.96 ---213274.29 ms/batch
Step 00165200 L_out=0.172 Acc=0.92 ---239388.75 ms/batch
Step 00165250 L_out=0.289 Acc=0.88 ---265343.64 ms/batch
Step 00165300 L_out=0.254 Acc=0.97 ---292180.74 ms/batch
Step 00165350 L_out=0.063 Acc=0.96 ---319334.52 ms/batch
Step 00165400 L_out=0.154 Acc=0.95 ---346076.63 ms/batch
Round 10 | epoch=7, train costTime=354.8320846557617, | total_activation_sum=40705086
Round 10 | epoch=8, current m_iou=0.6985170428249634
Round 10 | Best m_IoU is: 0.699, OA is: 0.923 | val costTime=140.54327201843262
Round 10 | ****EPOCH 8****
Step 00165450 L_out=0.422 Acc=0.88 ---18149.98 ms/batch
Step 00165500 L_out=0.190 Acc=0.94 ---44340.40 ms/batch
Step 00165550 L_out=0.239 Acc=0.93 ---70109.69 ms/batch
Step 00165600 L_out=0.176 Acc=0.95 ---96154.72 ms/batch
Step 00165650 L_out=0.235 Acc=0.96 ---122467.48 ms/batch
Step 00165700 L_out=0.158 Acc=0.92 ---148785.44 ms/batch
Step 00165750 L_out=0.155 Acc=0.96 ---174694.96 ms/batch
Step 00165800 L_out=0.289 Acc=0.95 ---200596.18 ms/batch
Step 00165850 L_out=0.428 Acc=0.92 ---226407.58 ms/batch
Step 00165900 L_out=0.266 Acc=0.96 ---252762.54 ms/batch
Step 00165950 L_out=0.546 Acc=0.91 ---279943.05 ms/batch
Step 00166000 L_out=0.331 Acc=0.93 ---306803.37 ms/batch
Step 00166050 L_out=0.519 Acc=0.90 ---333796.97 ms/batch
Round 10 | epoch=8, train costTime=352.0467233657837, | total_activation_sum=40443957
Round 10 | epoch=9, current m_iou=0.6969627467713357
Round 10 | Best m_IoU is: 0.699, OA is: 0.923 | val costTime=134.95253658294678
Round 10 | ****EPOCH 9****
Step 00166100 L_out=0.090 Acc=0.97 --- 9648.84 ms/batch
Step 00166150 L_out=0.299 Acc=0.94 ---36205.43 ms/batch
Step 00166200 L_out=0.143 Acc=0.95 ---63949.19 ms/batch
Step 00166250 L_out=0.105 Acc=0.97 ---89816.21 ms/batch
Step 00166300 L_out=0.181 Acc=0.96 ---115959.10 ms/batch
Step 00166350 L_out=0.141 Acc=0.97 ---142117.71 ms/batch
Step 00166400 L_out=0.070 Acc=0.98 ---168058.90 ms/batch
Step 00166450 L_out=0.057 Acc=0.94 ---194000.64 ms/batch
Step 00166500 L_out=0.129 Acc=0.96 ---220647.95 ms/batch
Step 00166550 L_out=0.379 Acc=0.94 ---246581.55 ms/batch
Step 00166600 L_out=0.073 Acc=0.98 ---273092.19 ms/batch
Step 00166650 L_out=0.116 Acc=0.96 ---300375.15 ms/batch
Step 00166700 L_out=0.380 Acc=0.89 ---327478.21 ms/batch
Step 00166750 L_out=0.217 Acc=0.93 ---354364.90 ms/batch
Round 10 | epoch=9, train costTime=354.3650732040405, | total_activation_sum=40615615
Round 10 | epoch=10, current m_iou=0.6928714020959277
Round 10 | Best m_IoU is: 0.699, OA is: 0.923 | val costTime=132.20406293869019
Round 10 | ****EPOCH 10****
Step 00166800 L_out=0.434 Acc=0.92 ---27728.23 ms/batch
Step 00166850 L_out=0.084 Acc=0.98 ---54008.20 ms/batch
Step 00166900 L_out=0.321 Acc=0.93 ---80484.48 ms/batch
Step 00166950 L_out=0.028 Acc=0.99 ---107311.53 ms/batch
Step 00167000 L_out=0.292 Acc=0.92 ---133350.61 ms/batch
Step 00167050 L_out=0.250 Acc=0.93 ---160536.51 ms/batch
Step 00167100 L_out=0.236 Acc=0.94 ---187652.88 ms/batch
Step 00167150 L_out=0.179 Acc=0.97 ---215221.62 ms/batch
Step 00167200 L_out=0.309 Acc=0.92 ---241214.00 ms/batch
Step 00167250 L_out=0.091 Acc=0.97 ---267662.29 ms/batch
Step 00167300 L_out=0.195 Acc=0.94 ---294354.57 ms/batch
Step 00167350 L_out=0.441 Acc=0.91 ---321627.43 ms/batch
Step 00167400 L_out=0.080 Acc=0.97 ---348778.67 ms/batch
Round 10 | epoch=10, train costTime=357.84976744651794, | total_activation_sum=40371963
Round 10 | epoch=11, current m_iou=0.6928202043061691
Round 10 | Best m_IoU is: 0.699, OA is: 0.923 | val costTime=140.16183471679688
Round 10 | ****EPOCH 11****
Step 00167450 L_out=0.229 Acc=0.93 ---17256.01 ms/batch
Step 00167500 L_out=0.198 Acc=0.94 ---46128.79 ms/batch
Step 00167550 L_out=0.457 Acc=0.93 ---74147.80 ms/batch
Step 00167600 L_out=0.107 Acc=0.94 ---100473.48 ms/batch
Step 00167650 L_out=0.098 Acc=0.98 ---126514.51 ms/batch
Step 00167700 L_out=0.087 Acc=0.97 ---152530.88 ms/batch
Step 00167750 L_out=0.143 Acc=0.97 ---178538.49 ms/batch
Step 00167800 L_out=0.131 Acc=0.90 ---204290.07 ms/batch
Step 00167850 L_out=0.248 Acc=0.95 ---230117.15 ms/batch
Step 00167900 L_out=0.133 Acc=0.95 ---256933.29 ms/batch
Step 00167950 L_out=0.195 Acc=0.96 ---283355.05 ms/batch
Step 00168000 L_out=0.086 Acc=0.95 ---310333.87 ms/batch
Step 00168050 L_out=0.150 Acc=0.96 ---337669.62 ms/batch
Round 10 | epoch=11, train costTime=355.6112151145935, | total_activation_sum=40516225
Round 10 | epoch=12, current m_iou=0.6900868698169744
Round 10 | Best m_IoU is: 0.699, OA is: 0.923 | val costTime=140.31874799728394
Round 10 | ****EPOCH 12****
Step 00168100 L_out=0.177 Acc=0.93 --- 8499.91 ms/batch
Step 00168150 L_out=0.440 Acc=0.89 ---34287.48 ms/batch
Step 00168200 L_out=0.162 Acc=0.94 ---60342.08 ms/batch
Step 00168250 L_out=0.340 Acc=0.91 ---86306.29 ms/batch
Step 00168300 L_out=0.607 Acc=0.92 ---112912.85 ms/batch
Step 00168350 L_out=0.088 Acc=0.91 ---139084.34 ms/batch
Step 00168400 L_out=0.173 Acc=0.96 ---165004.24 ms/batch
Step 00168450 L_out=0.123 Acc=0.96 ---190987.40 ms/batch
Step 00168500 L_out=0.168 Acc=0.94 ---216903.61 ms/batch
Step 00168550 L_out=0.276 Acc=0.93 ---244389.99 ms/batch
Step 00168600 L_out=0.415 Acc=0.94 ---271399.42 ms/batch
Step 00168650 L_out=0.957 Acc=0.84 ---298733.89 ms/batch
Step 00168700 L_out=0.093 Acc=0.95 ---326410.55 ms/batch
Step 00168750 L_out=0.419 Acc=0.89 ---352854.95 ms/batch
Round 10 | epoch=12, train costTime=353.44844031333923, | total_activation_sum=40525461
Round 10 | epoch=13, current m_iou=0.6824502917059845
Round 10 | Best m_IoU is: 0.699, OA is: 0.923 | val costTime=126.30616974830627
Round 10 | ****EPOCH 13****
Step 00168800 L_out=0.157 Acc=0.95 ---21772.02 ms/batch
Step 00168850 L_out=0.515 Acc=0.96 ---43673.26 ms/batch
Step 00168900 L_out=0.112 Acc=0.93 ---65820.58 ms/batch
Step 00168950 L_out=0.155 Acc=0.95 ---88370.38 ms/batch
Step 00169000 L_out=0.193 Acc=0.91 ---110171.99 ms/batch
Step 00169050 L_out=0.051 Acc=0.96 ---131986.11 ms/batch
Step 00169100 L_out=0.249 Acc=0.97 ---153910.97 ms/batch
Step 00169150 L_out=0.124 Acc=0.95 ---175825.12 ms/batch
Step 00169200 L_out=0.067 Acc=0.97 ---197830.73 ms/batch
Step 00169250 L_out=0.390 Acc=0.97 ---220252.42 ms/batch
Step 00169300 L_out=0.089 Acc=0.95 ---242105.92 ms/batch
Step 00169350 L_out=0.397 Acc=0.89 ---263944.42 ms/batch
Step 00169400 L_out=0.524 Acc=0.86 ---285779.43 ms/batch
Round 10 | epoch=13, train costTime=293.6417317390442, | total_activation_sum=40476303
Round 10 | epoch=14, current m_iou=0.6894716533900426
Round 10 | Best m_IoU is: 0.699, OA is: 0.923 | val costTime=115.32924365997314
Round 10 | ****EPOCH 14****
Step 00169450 L_out=0.085 Acc=0.98 ---14060.10 ms/batch
Step 00169500 L_out=0.144 Acc=0.95 ---35976.12 ms/batch
Step 00169550 L_out=0.107 Acc=0.91 ---58541.30 ms/batch
Step 00169600 L_out=0.104 Acc=0.94 ---80517.61 ms/batch
Step 00169650 L_out=0.246 Acc=0.89 ---102540.99 ms/batch
Step 00169700 L_out=0.126 Acc=0.95 ---124500.34 ms/batch
Step 00169750 L_out=0.137 Acc=0.96 ---147056.87 ms/batch
Step 00169800 L_out=0.176 Acc=0.95 ---168960.36 ms/batch
Step 00169850 L_out=0.141 Acc=0.97 ---190863.64 ms/batch
Step 00169900 L_out=0.194 Acc=0.94 ---213000.54 ms/batch
Step 00169950 L_out=0.099 Acc=0.92 ---234823.32 ms/batch
Step 00170000 L_out=0.080 Acc=0.97 ---256953.65 ms/batch
Step 00170050 L_out=0.105 Acc=0.95 ---278936.22 ms/batch
Round 10 | epoch=14, train costTime=294.99754762649536, | total_activation_sum=40525026
Round 10 | epoch=15, current m_iou=0.6954085870733085
Round 10 | Best m_IoU is: 0.699, OA is: 0.923 | val costTime=136.68773531913757
Round 10 | ****EPOCH 15****
Step 00170100 L_out=0.174 Acc=0.89 --- 8213.97 ms/batch
Step 00170150 L_out=0.096 Acc=0.95 ---34444.53 ms/batch
Step 00170200 L_out=0.059 Acc=0.99 ---61929.78 ms/batch
Step 00170250 L_out=0.308 Acc=0.87 ---88859.04 ms/batch
Step 00170300 L_out=0.264 Acc=0.93 ---116224.16 ms/batch
Step 00170350 L_out=0.053 Acc=0.99 ---142047.29 ms/batch
Step 00170400 L_out=0.118 Acc=0.97 ---168128.53 ms/batch
Step 00170450 L_out=0.077 Acc=0.97 ---194041.30 ms/batch
Step 00170500 L_out=0.144 Acc=0.92 ---220164.21 ms/batch
Step 00170550 L_out=0.122 Acc=0.96 ---247371.44 ms/batch
Step 00170600 L_out=0.125 Acc=0.97 ---274184.54 ms/batch
Step 00170650 L_out=0.212 Acc=0.91 ---300657.98 ms/batch
Step 00170700 L_out=0.082 Acc=0.95 ---327754.32 ms/batch
Step 00170750 L_out=0.148 Acc=0.94 ---352289.94 ms/batch
Round 10 | epoch=15, train costTime=353.3241868019104, | total_activation_sum=40637160
Round 10 | epoch=16, current m_iou=0.6959055957533142
Round 10 | Best m_IoU is: 0.699, OA is: 0.923 | val costTime=136.2547631263733
Round 10 | ****EPOCH 16****
Step 00170800 L_out=0.192 Acc=0.92 ---24979.48 ms/batch
Step 00170850 L_out=0.097 Acc=0.97 ---50826.34 ms/batch
Step 00170900 L_out=0.261 Acc=0.95 ---76852.22 ms/batch
Step 00170950 L_out=0.157 Acc=0.96 ---102850.48 ms/batch
Step 00171000 L_out=0.259 Acc=0.95 ---128719.31 ms/batch
Step 00171050 L_out=0.156 Acc=0.97 ---154717.76 ms/batch
Step 00171100 L_out=0.139 Acc=0.94 ---180786.89 ms/batch
Step 00171150 L_out=0.054 Acc=0.97 ---207942.41 ms/batch
Step 00171200 L_out=0.328 Acc=0.94 ---234991.21 ms/batch
Step 00171250 L_out=0.278 Acc=0.95 ---262450.02 ms/batch
Step 00171300 L_out=0.103 Acc=0.96 ---289671.00 ms/batch
Step 00171350 L_out=0.039 Acc=0.97 ---316942.28 ms/batch
Step 00171400 L_out=0.230 Acc=0.96 ---342160.19 ms/batch
Round 10 | epoch=16, train costTime=351.23971223831177, | total_activation_sum=40479936
Round 10 | epoch=17, current m_iou=0.6921046759772622
Round 10 | Best m_IoU is: 0.699, OA is: 0.923 | val costTime=135.80583715438843
Round 10 | ****EPOCH 17****
Step 00171450 L_out=0.155 Acc=0.97 ---16243.65 ms/batch
Step 00171500 L_out=0.099 Acc=0.96 ---42877.74 ms/batch
Step 00171550 L_out=0.124 Acc=0.96 ---68643.42 ms/batch
Step 00171600 L_out=0.134 Acc=0.94 ---94503.53 ms/batch
Step 00171650 L_out=0.132 Acc=0.95 ---120531.08 ms/batch
Step 00171700 L_out=0.172 Acc=0.92 ---146650.91 ms/batch
Step 00171750 L_out=0.109 Acc=0.97 ---173196.42 ms/batch
Step 00171800 L_out=0.083 Acc=0.89 ---199057.82 ms/batch
Step 00171850 L_out=0.092 Acc=0.93 ---225607.55 ms/batch
Step 00171900 L_out=0.370 Acc=0.93 ---252512.53 ms/batch
Step 00171950 L_out=0.057 Acc=0.97 ---279367.13 ms/batch
Step 00172000 L_out=0.073 Acc=0.98 ---305769.92 ms/batch
Step 00172050 L_out=0.190 Acc=0.90 ---332787.51 ms/batch
Round 10 | epoch=17, train costTime=349.96545338630676, | total_activation_sum=40368216
Round 10 | epoch=18, current m_iou=0.6901311118693806
Round 10 | Best m_IoU is: 0.699, OA is: 0.923 | val costTime=136.71311902999878
Round 10 | ****EPOCH 18****
Step 00172100 L_out=0.205 Acc=0.96 --- 7175.42 ms/batch
Step 00172150 L_out=0.161 Acc=0.97 ---33526.87 ms/batch
Step 00172200 L_out=0.151 Acc=0.96 ---59556.01 ms/batch
Step 00172250 L_out=0.060 Acc=0.96 ---85664.37 ms/batch
Step 00172300 L_out=0.335 Acc=0.89 ---111656.74 ms/batch
Step 00172350 L_out=0.102 Acc=0.97 ---137743.30 ms/batch
Step 00172400 L_out=0.106 Acc=0.97 ---163778.65 ms/batch
Step 00172450 L_out=0.134 Acc=0.93 ---189833.07 ms/batch
Step 00172500 L_out=0.188 Acc=0.95 ---216296.54 ms/batch
Step 00172550 L_out=0.110 Acc=0.97 ---243440.03 ms/batch
Step 00172600 L_out=0.118 Acc=0.96 ---270353.82 ms/batch
Step 00172650 L_out=0.100 Acc=0.98 ---297241.38 ms/batch
Step 00172700 L_out=0.308 Acc=0.94 ---324369.73 ms/batch
Step 00172750 L_out=0.341 Acc=0.97 ---348988.45 ms/batch
Round 10 | epoch=18, train costTime=350.8394830226898, | total_activation_sum=40581247
Round 10 | epoch=19, current m_iou=0.6905740060264094
Round 10 | Best m_IoU is: 0.699, OA is: 0.923 | val costTime=135.6589069366455
Round 10 | ****EPOCH 19****
Step 00172800 L_out=0.163 Acc=0.95 ---25104.52 ms/batch
Step 00172850 L_out=0.135 Acc=0.95 ---51391.14 ms/batch
Step 00172900 L_out=0.259 Acc=0.97 ---79181.72 ms/batch
Step 00172950 L_out=0.073 Acc=0.97 ---105495.37 ms/batch
Step 00173000 L_out=0.167 Acc=0.96 ---131638.69 ms/batch
Step 00173050 L_out=0.369 Acc=0.96 ---157808.38 ms/batch
Step 00173100 L_out=0.268 Acc=0.94 ---183928.54 ms/batch
Step 00173150 L_out=0.052 Acc=0.96 ---209942.73 ms/batch
Step 00173200 L_out=0.165 Acc=0.94 ---236951.75 ms/batch
Step 00173250 L_out=0.142 Acc=0.96 ---264410.88 ms/batch
Step 00173300 L_out=0.243 Acc=0.94 ---291303.20 ms/batch
Step 00173350 L_out=0.172 Acc=0.96 ---318654.52 ms/batch
Step 00173400 L_out=0.100 Acc=0.96 ---343985.83 ms/batch
Round 10 | epoch=19, train costTime=354.34383726119995, | total_activation_sum=40590647
Round 10 | epoch=20, current m_iou=0.6918193799180896
Round 10 | Best m_IoU is: 0.699, OA is: 0.923 | val costTime=136.47426676750183
Round 10 | ****EPOCH 20****
Step 00173450 L_out=0.145 Acc=0.97 ---16212.62 ms/batch
Step 00173500 L_out=0.234 Acc=0.97 ---44008.34 ms/batch
Step 00173550 L_out=0.057 Acc=0.96 ---70181.74 ms/batch
Step 00173600 L_out=0.072 Acc=0.96 ---97566.47 ms/batch
Step 00173650 L_out=0.362 Acc=0.97 ---124421.14 ms/batch
Step 00173700 L_out=0.044 Acc=0.96 ---151049.75 ms/batch
Step 00173750 L_out=0.117 Acc=0.94 ---177662.61 ms/batch
Step 00173800 L_out=0.214 Acc=0.94 ---204686.32 ms/batch
Step 00173850 L_out=0.078 Acc=0.98 ---231477.84 ms/batch
Step 00173900 L_out=0.070 Acc=0.98 ---258726.85 ms/batch
Step 00173950 L_out=0.141 Acc=0.96 ---285679.39 ms/batch
Step 00174000 L_out=0.170 Acc=0.96 ---312922.06 ms/batch
Step 00174050 L_out=0.089 Acc=0.98 ---339715.12 ms/batch
Round 10 | epoch=20, train costTime=357.2603528499603, | total_activation_sum=40530208
Round 10 | epoch=21, current m_iou=0.6950213980744686
Round 10 | Best m_IoU is: 0.699, OA is: 0.923 | val costTime=135.9340693950653
Round 10 | ****EPOCH 21****
Step 00174100 L_out=0.123 Acc=0.96 --- 7259.99 ms/batch
Step 00174150 L_out=0.321 Acc=0.95 ---33854.77 ms/batch
Step 00174200 L_out=0.240 Acc=0.93 ---60239.98 ms/batch
Step 00174250 L_out=0.030 Acc=0.96 ---86301.72 ms/batch
Step 00174300 L_out=0.098 Acc=0.95 ---113118.04 ms/batch
Step 00174350 L_out=0.080 Acc=0.98 ---140659.92 ms/batch
Step 00174400 L_out=0.115 Acc=0.96 ---166502.99 ms/batch
Step 00174450 L_out=0.227 Acc=0.93 ---192926.68 ms/batch
Step 00174500 L_out=0.907 Acc=0.95 ---219660.68 ms/batch
Step 00174550 L_out=0.100 Acc=0.96 ---246298.62 ms/batch
Step 00174600 L_out=0.141 Acc=0.95 ---273063.23 ms/batch
Step 00174650 L_out=0.126 Acc=0.94 ---299622.90 ms/batch
Step 00174700 L_out=0.049 Acc=0.98 ---326387.71 ms/batch
Step 00174750 L_out=0.111 Acc=0.97 ---350971.43 ms/batch
Round 10 | epoch=21, train costTime=353.2607479095459, | total_activation_sum=40402246
Round 10 | epoch=22, current m_iou=0.6936255696459548
Round 10 | Best m_IoU is: 0.699, OA is: 0.923 | val costTime=135.98840236663818
Round 10 | ****EPOCH 22****
Step 00174800 L_out=0.142 Acc=0.94 ---23768.33 ms/batch
Step 00174850 L_out=0.277 Acc=0.98 ---50376.31 ms/batch
Step 00174900 L_out=0.120 Acc=0.97 ---77777.27 ms/batch
Step 00174950 L_out=0.120 Acc=0.97 ---103876.29 ms/batch
Step 00175000 L_out=0.252 Acc=0.95 ---129819.10 ms/batch
Step 00175050 L_out=0.131 Acc=0.96 ---156290.45 ms/batch
Step 00175100 L_out=0.123 Acc=0.96 ---182537.63 ms/batch
Step 00175150 L_out=0.111 Acc=0.98 ---208663.87 ms/batch
Step 00175200 L_out=0.132 Acc=0.97 ---235996.47 ms/batch
Step 00175250 L_out=0.067 Acc=0.98 ---263219.33 ms/batch
Step 00175300 L_out=0.132 Acc=0.99 ---290623.49 ms/batch
Step 00175350 L_out=0.080 Acc=0.95 ---317990.63 ms/batch
Step 00175400 L_out=0.125 Acc=0.97 ---342856.20 ms/batch
Round 10 | epoch=22, train costTime=353.9483799934387, | total_activation_sum=40534758
Round 10 | epoch=23, current m_iou=0.695235862233438
Round 10 | Best m_IoU is: 0.699, OA is: 0.923 | val costTime=137.04105854034424
Round 10 | ****EPOCH 23****
Step 00175450 L_out=0.117 Acc=0.95 ---15426.42 ms/batch
Step 00175500 L_out=0.071 Acc=0.97 ---43339.65 ms/batch
Step 00175550 L_out=0.111 Acc=0.96 ---69615.53 ms/batch
Step 00175600 L_out=0.157 Acc=0.96 ---95486.45 ms/batch
Step 00175650 L_out=0.310 Acc=0.96 ---121336.03 ms/batch
Step 00175700 L_out=0.092 Acc=0.93 ---147098.59 ms/batch
Step 00175750 L_out=0.124 Acc=0.97 ---173350.14 ms/batch
Step 00175800 L_out=0.095 Acc=0.93 ---200698.56 ms/batch
Step 00175850 L_out=0.239 Acc=0.94 ---226966.88 ms/batch
Step 00175900 L_out=0.157 Acc=0.94 ---253586.94 ms/batch
Step 00175950 L_out=0.113 Acc=0.95 ---280836.30 ms/batch
Step 00176000 L_out=0.115 Acc=0.95 ---307503.44 ms/batch
Step 00176050 L_out=0.067 Acc=0.98 ---334383.74 ms/batch
Round 10 | epoch=23, train costTime=352.24403715133667, | total_activation_sum=40436943
Round 10 | epoch=24, current m_iou=0.695416943824636
Round 10 | Best m_IoU is: 0.699, OA is: 0.923 | val costTime=136.53854894638062
Round 10 | ****EPOCH 24****
Step 00176100 L_out=0.140 Acc=0.95 --- 6225.77 ms/batch
Step 00176150 L_out=0.127 Acc=0.95 ---33029.95 ms/batch
Step 00176200 L_out=0.215 Acc=0.95 ---60462.28 ms/batch
Step 00176250 L_out=0.098 Acc=0.94 ---86267.25 ms/batch
Step 00176300 L_out=0.111 Acc=0.98 ---115242.18 ms/batch
Step 00176350 L_out=0.129 Acc=0.94 ---140870.79 ms/batch
Step 00176400 L_out=0.118 Acc=0.98 ---166707.02 ms/batch
Step 00176450 L_out=0.142 Acc=0.94 ---193284.44 ms/batch
Step 00176500 L_out=0.207 Acc=0.94 ---219685.01 ms/batch
Step 00176550 L_out=0.106 Acc=0.95 ---246639.92 ms/batch
Step 00176600 L_out=0.107 Acc=0.93 ---273524.46 ms/batch
Step 00176650 L_out=0.291 Acc=0.92 ---300984.35 ms/batch
Step 00176700 L_out=0.050 Acc=0.91 ---328187.58 ms/batch
Step 00176750 L_out=0.134 Acc=0.95 ---352471.01 ms/batch
Round 10 | epoch=24, train costTime=355.1429009437561, | total_activation_sum=40566151
Round 10 | epoch=25, current m_iou=0.6938949431524467
Round 10 | Best m_IoU is: 0.699, OA is: 0.923 | val costTime=136.90703296661377
Round 10 | ****EPOCH 25****
Step 00176800 L_out=0.178 Acc=0.96 ---24220.21 ms/batch
Step 00176850 L_out=0.124 Acc=0.94 ---50503.98 ms/batch
Step 00176900 L_out=0.118 Acc=0.98 ---77648.63 ms/batch
Step 00176950 L_out=0.150 Acc=0.94 ---104325.68 ms/batch
Step 00177000 L_out=0.206 Acc=0.94 ---130926.91 ms/batch
Step 00177050 L_out=0.646 Acc=0.93 ---157239.74 ms/batch
Step 00177100 L_out=0.049 Acc=0.96 ---183694.43 ms/batch
Step 00177150 L_out=0.142 Acc=0.96 ---210525.36 ms/batch
Step 00177200 L_out=0.067 Acc=0.96 ---237621.80 ms/batch
Step 00177250 L_out=0.522 Acc=0.89 ---264875.64 ms/batch
Step 00177300 L_out=0.040 Acc=0.98 ---291894.29 ms/batch
Step 00177350 L_out=0.212 Acc=0.95 ---319181.17 ms/batch
Step 00177400 L_out=0.115 Acc=0.95 ---344142.97 ms/batch
Round 10 | epoch=25, train costTime=354.85463190078735, | total_activation_sum=40708045
Round 10 | epoch=26, current m_iou=0.6956325541656013
Round 10 | Best m_IoU is: 0.699, OA is: 0.923 | val costTime=136.38518643379211
Round 10 | ****EPOCH 26****
Step 00177450 L_out=0.078 Acc=0.96 ---15203.10 ms/batch
Step 00177500 L_out=0.094 Acc=0.97 ---41018.94 ms/batch
Step 00177550 L_out=0.155 Acc=0.96 ---67861.82 ms/batch
Step 00177600 L_out=0.202 Acc=0.96 ---94645.06 ms/batch
Step 00177650 L_out=0.605 Acc=0.94 ---122599.42 ms/batch
Step 00177700 L_out=0.124 Acc=0.94 ---148932.88 ms/batch
Step 00177750 L_out=0.048 Acc=0.98 ---177135.36 ms/batch
Step 00177800 L_out=0.222 Acc=0.93 ---203442.26 ms/batch
Step 00177850 L_out=0.419 Acc=0.93 ---230491.15 ms/batch
Step 00177900 L_out=0.083 Acc=0.94 ---257227.50 ms/batch
Step 00177950 L_out=0.033 Acc=0.96 ---284163.57 ms/batch
Step 00178000 L_out=0.038 Acc=0.99 ---311168.59 ms/batch
Step 00178050 L_out=0.070 Acc=0.91 ---337538.56 ms/batch
Round 10 | epoch=26, train costTime=356.4397006034851, | total_activation_sum=40561948
Round 10 | epoch=27, current m_iou=0.6940561829461616
Round 10 | Best m_IoU is: 0.699, OA is: 0.923 | val costTime=135.78537607192993
Round 10 | ****EPOCH 27****
Step 00178100 L_out=0.109 Acc=0.97 --- 6871.53 ms/batch
Step 00178150 L_out=0.161 Acc=0.96 ---35969.48 ms/batch
Step 00178200 L_out=0.040 Acc=0.98 ---61809.71 ms/batch
Step 00178250 L_out=0.023 Acc=0.98 ---87470.24 ms/batch
Step 00178300 L_out=0.049 Acc=0.99 ---113753.20 ms/batch
Step 00178350 L_out=0.107 Acc=0.94 ---139384.27 ms/batch
Step 00178400 L_out=0.182 Acc=0.92 ---165711.10 ms/batch
Step 00178450 L_out=0.065 Acc=0.96 ---191433.10 ms/batch
Step 00178500 L_out=0.217 Acc=0.97 ---218114.97 ms/batch
Step 00178550 L_out=0.125 Acc=0.94 ---245000.27 ms/batch
Step 00178600 L_out=0.112 Acc=0.97 ---271930.88 ms/batch
Step 00178650 L_out=0.149 Acc=0.94 ---299008.20 ms/batch
Step 00178700 L_out=0.667 Acc=0.92 ---326345.80 ms/batch
Step 00178750 L_out=0.151 Acc=0.98 ---351365.85 ms/batch
Round 10 | epoch=27, train costTime=354.5772132873535, | total_activation_sum=40440755
Round 10 | epoch=28, current m_iou=0.6957349576932043
Round 10 | Best m_IoU is: 0.699, OA is: 0.923 | val costTime=136.5395200252533
Round 10 | ****EPOCH 28****
Step 00178800 L_out=0.081 Acc=0.97 ---22812.22 ms/batch
Step 00178850 L_out=0.445 Acc=0.94 ---48781.29 ms/batch
Step 00178900 L_out=0.078 Acc=0.97 ---74716.59 ms/batch
Step 00178950 L_out=0.177 Acc=0.97 ---101381.80 ms/batch
Step 00179000 L_out=0.063 Acc=0.95 ---127341.05 ms/batch
Step 00179050 L_out=0.087 Acc=0.97 ---153237.93 ms/batch
Step 00179100 L_out=0.023 Acc=0.98 ---180277.69 ms/batch
Step 00179150 L_out=0.109 Acc=0.98 ---208289.31 ms/batch
Step 00179200 L_out=0.135 Acc=0.96 ---235854.45 ms/batch
Step 00179250 L_out=0.128 Acc=0.95 ---262670.58 ms/batch
Step 00179300 L_out=0.072 Acc=0.98 ---290146.13 ms/batch
Step 00179350 L_out=0.162 Acc=0.95 ---317672.03 ms/batch
Step 00179400 L_out=0.028 Acc=0.96 ---342418.17 ms/batch
Round 10 | epoch=28, train costTime=354.3236527442932, | total_activation_sum=40619794
Round 10 | epoch=29, current m_iou=0.695475281458898
Round 10 | Best m_IoU is: 0.699, OA is: 0.923 | val costTime=136.74826908111572
Round 10 | ****EPOCH 29****
Step 00179450 L_out=0.129 Acc=0.98 ---14742.08 ms/batch
Step 00179500 L_out=0.082 Acc=0.97 ---41673.35 ms/batch
Step 00179550 L_out=0.064 Acc=0.98 ---70598.70 ms/batch
Step 00179600 L_out=0.120 Acc=0.96 ---97147.60 ms/batch
Step 00179650 L_out=0.140 Acc=0.98 ---123661.44 ms/batch
Step 00179700 L_out=0.198 Acc=0.92 ---150752.13 ms/batch
Step 00179750 L_out=0.073 Acc=0.98 ---179265.57 ms/batch
Step 00179800 L_out=0.132 Acc=0.98 ---205808.21 ms/batch
Step 00179850 L_out=0.120 Acc=0.95 ---232407.83 ms/batch
Step 00179900 L_out=0.088 Acc=0.96 ---259842.30 ms/batch
Step 00179950 L_out=0.071 Acc=0.98 ---286663.56 ms/batch
Step 00180000 L_out=0.166 Acc=0.92 ---313508.10 ms/batch
Step 00180050 L_out=0.116 Acc=0.98 ---339658.45 ms/batch
Round 10 | epoch=29, train costTime=360.19529938697815, | total_activation_sum=40382502
Round 10 | epoch=30, current m_iou=0.6947158244091779
Round 10 | Best m_IoU is: 0.699, OA is: 0.923 | val costTime=136.4210660457611
Round 10 | ****EPOCH 30****
Round 11 | ****EPOCH 0****
Step 00180100 L_out=0.648 Acc=0.88 --- 5228.74 ms/batch
Step 00180150 L_out=4.246 Acc=0.67 ---30831.86 ms/batch
Step 00180200 L_out=0.262 Acc=0.94 ---57217.53 ms/batch
Step 00180250 L_out=0.350 Acc=0.90 ---83900.20 ms/batch
Step 00180300 L_out=0.245 Acc=0.96 ---109879.71 ms/batch
Step 00180350 L_out=0.454 Acc=0.93 ---136689.29 ms/batch
Step 00180400 L_out=1.489 Acc=0.72 ---162567.89 ms/batch
Step 00180450 L_out=0.660 Acc=0.79 ---188589.61 ms/batch
Step 00180500 L_out=0.926 Acc=0.85 ---215032.53 ms/batch
Step 00180550 L_out=0.509 Acc=0.92 ---241155.51 ms/batch
Step 00180600 L_out=0.279 Acc=0.93 ---268906.72 ms/batch
Step 00180650 L_out=1.435 Acc=0.79 ---295605.74 ms/batch
Step 00180700 L_out=0.350 Acc=0.90 ---322788.81 ms/batch
Step 00180750 L_out=0.236 Acc=0.98 ---349970.72 ms/batch
Round 11 | epoch=0, train costTime=353.6791236400604, | total_activation_sum=44769283
Round 11 | epoch=1, current m_iou=0.6696545976614672
Round 11 | Best m_IoU is: 0.670, OA is: 0.910 | val costTime=144.97681403160095
Round 11 | ****EPOCH 1****
Step 00180800 L_out=0.107 Acc=0.96 ---22412.00 ms/batch
Step 00180850 L_out=0.595 Acc=0.91 ---49613.21 ms/batch
Step 00180900 L_out=0.182 Acc=0.96 ---75809.99 ms/batch
Step 00180950 L_out=0.556 Acc=0.91 ---102197.19 ms/batch
Step 00181000 L_out=0.207 Acc=0.96 ---127909.20 ms/batch
Step 00181050 L_out=0.209 Acc=0.92 ---153419.76 ms/batch
Step 00181100 L_out=0.304 Acc=0.91 ---179396.43 ms/batch
Step 00181150 L_out=0.202 Acc=0.95 ---205277.40 ms/batch
Step 00181200 L_out=0.239 Acc=0.95 ---232335.02 ms/batch
Step 00181250 L_out=0.129 Acc=0.98 ---258954.49 ms/batch
Step 00181300 L_out=0.158 Acc=0.97 ---285704.93 ms/batch
Step 00181350 L_out=0.564 Acc=0.92 ---313134.53 ms/batch
Step 00181400 L_out=0.161 Acc=0.93 ---340201.24 ms/batch
Round 11 | epoch=1, train costTime=353.4303631782532, | total_activation_sum=43978104
Round 11 | epoch=2, current m_iou=0.696406989589686
Round 11 | Best m_IoU is: 0.696, OA is: 0.922 | val costTime=131.65018916130066
Round 11 | ****EPOCH 2****
Step 00181450 L_out=0.171 Acc=0.93 ---13729.49 ms/batch
Step 00181500 L_out=0.275 Acc=0.96 ---39979.18 ms/batch
Step 00181550 L_out=0.239 Acc=0.94 ---65927.38 ms/batch
Step 00181600 L_out=0.510 Acc=0.84 ---91706.83 ms/batch
Step 00181650 L_out=0.119 Acc=0.96 ---117411.98 ms/batch
Step 00181700 L_out=0.263 Acc=0.90 ---143765.42 ms/batch
Step 00181750 L_out=0.341 Acc=0.93 ---169924.63 ms/batch
Step 00181800 L_out=0.214 Acc=0.96 ---195904.26 ms/batch
Step 00181850 L_out=0.400 Acc=0.94 ---221799.14 ms/batch
Step 00181900 L_out=0.448 Acc=0.96 ---247763.16 ms/batch
Step 00181950 L_out=0.248 Acc=0.97 ---273957.36 ms/batch
Step 00182000 L_out=0.202 Acc=0.96 ---300623.65 ms/batch
Step 00182050 L_out=0.798 Acc=0.89 ---327592.13 ms/batch
Round 11 | epoch=2, train costTime=349.7241199016571, | total_activation_sum=44203229
Round 11 | epoch=3, current m_iou=0.6924867870255134
Round 11 | Best m_IoU is: 0.696, OA is: 0.922 | val costTime=136.82650756835938
Round 11 | ****EPOCH 3****
Step 00182100 L_out=0.225 Acc=0.91 --- 4840.38 ms/batch
Step 00182150 L_out=0.082 Acc=0.97 ---32002.27 ms/batch
Step 00182200 L_out=0.264 Acc=0.96 ---59579.96 ms/batch
Step 00182250 L_out=0.094 Acc=0.96 ---85646.57 ms/batch
Step 00182300 L_out=0.245 Acc=0.94 ---112121.96 ms/batch
Step 00182350 L_out=0.239 Acc=0.95 ---138411.24 ms/batch
Step 00182400 L_out=0.102 Acc=0.98 ---165036.64 ms/batch
Step 00182450 L_out=0.225 Acc=0.94 ---191464.28 ms/batch
Step 00182500 L_out=0.154 Acc=0.98 ---217799.26 ms/batch
Step 00182550 L_out=0.448 Acc=0.90 ---244768.88 ms/batch
Step 00182600 L_out=0.102 Acc=0.96 ---270983.59 ms/batch
Step 00182650 L_out=0.131 Acc=0.97 ---297761.47 ms/batch
Step 00182700 L_out=0.491 Acc=0.82 ---324704.84 ms/batch
Step 00182750 L_out=0.696 Acc=0.83 ---352234.32 ms/batch
Round 11 | epoch=3, train costTime=356.40299558639526, | total_activation_sum=44099606
Round 11 | epoch=4, current m_iou=0.671918003217523
Round 11 | Best m_IoU is: 0.696, OA is: 0.922 | val costTime=142.9354658126831
Round 11 | ****EPOCH 4****
Step 00182800 L_out=0.046 Acc=0.96 ---21397.25 ms/batch
Step 00182850 L_out=0.271 Acc=0.95 ---47119.67 ms/batch
Step 00182900 L_out=0.133 Acc=0.97 ---73119.20 ms/batch
Step 00182950 L_out=0.273 Acc=0.93 ---98758.74 ms/batch
Step 00183000 L_out=0.239 Acc=0.93 ---124705.54 ms/batch
Step 00183050 L_out=0.179 Acc=0.96 ---150577.82 ms/batch
Step 00183100 L_out=0.130 Acc=0.96 ---176413.52 ms/batch
Step 00183150 L_out=0.328 Acc=0.95 ---202437.70 ms/batch
Step 00183200 L_out=0.228 Acc=0.90 ---228354.13 ms/batch
Step 00183250 L_out=0.154 Acc=0.95 ---254337.13 ms/batch
Step 00183300 L_out=0.864 Acc=0.83 ---280426.42 ms/batch
Step 00183350 L_out=0.206 Acc=0.97 ---307382.86 ms/batch
Step 00183400 L_out=0.142 Acc=0.97 ---334707.15 ms/batch
Round 11 | epoch=4, train costTime=348.08948826789856, | total_activation_sum=44079678
Round 11 | epoch=5, current m_iou=0.6869862083826407
Round 11 | Best m_IoU is: 0.696, OA is: 0.922 | val costTime=142.4919364452362
Round 11 | ****EPOCH 5****
Step 00183450 L_out=0.145 Acc=0.96 ---12961.25 ms/batch
Step 00183500 L_out=0.116 Acc=0.96 ---39247.75 ms/batch
Step 00183550 L_out=0.154 Acc=0.95 ---65313.27 ms/batch
Step 00183600 L_out=0.210 Acc=0.94 ---91484.73 ms/batch
Step 00183650 L_out=0.168 Acc=0.90 ---117149.22 ms/batch
Step 00183700 L_out=0.108 Acc=0.97 ---143138.61 ms/batch
Step 00183750 L_out=0.282 Acc=0.95 ---169191.40 ms/batch
Step 00183800 L_out=0.241 Acc=0.97 ---195221.89 ms/batch
Step 00183850 L_out=0.069 Acc=0.98 ---221067.98 ms/batch
Step 00183900 L_out=0.200 Acc=0.94 ---247093.77 ms/batch
Step 00183950 L_out=0.129 Acc=0.92 ---273067.38 ms/batch
Step 00184000 L_out=0.329 Acc=0.93 ---299967.72 ms/batch
Step 00184050 L_out=0.442 Acc=0.86 ---326851.71 ms/batch
Round 11 | epoch=5, train costTime=349.77024149894714, | total_activation_sum=43816385
Round 11 | epoch=6, current m_iou=0.6966519326555176
Round 11 | Best m_IoU is: 0.697, OA is: 0.922 | val costTime=132.12392044067383
Round 11 | ****EPOCH 6****
Step 00184100 L_out=0.310 Acc=0.96 --- 4243.80 ms/batch
Step 00184150 L_out=0.579 Acc=0.96 ---30718.48 ms/batch
Step 00184200 L_out=1.319 Acc=0.88 ---56953.79 ms/batch
Step 00184250 L_out=0.211 Acc=0.96 ---83350.06 ms/batch
Step 00184300 L_out=0.146 Acc=0.95 ---110553.82 ms/batch
Step 00184350 L_out=0.081 Acc=0.96 ---137379.31 ms/batch
Step 00184400 L_out=0.174 Acc=0.92 ---164417.48 ms/batch
Step 00184450 L_out=0.154 Acc=0.97 ---190000.97 ms/batch
Step 00184500 L_out=0.131 Acc=0.95 ---215847.05 ms/batch
Step 00184550 L_out=0.179 Acc=0.98 ---242251.24 ms/batch
Step 00184600 L_out=0.156 Acc=0.97 ---268938.88 ms/batch
Step 00184650 L_out=0.220 Acc=0.93 ---296132.10 ms/batch
Step 00184700 L_out=0.165 Acc=0.96 ---323354.66 ms/batch
Step 00184750 L_out=0.282 Acc=0.91 ---350097.46 ms/batch
Round 11 | epoch=6, train costTime=354.9399802684784, | total_activation_sum=44130224
Round 11 | epoch=7, current m_iou=0.6999763238877876
Round 11 | Best m_IoU is: 0.700, OA is: 0.922 | val costTime=142.02213501930237
Round 11 | ****EPOCH 7****
Step 00184800 L_out=0.086 Acc=0.96 ---21311.80 ms/batch
Step 00184850 L_out=0.361 Acc=0.90 ---47901.71 ms/batch
Step 00184900 L_out=0.153 Acc=0.95 ---74946.62 ms/batch
Step 00184950 L_out=0.204 Acc=0.95 ---101207.96 ms/batch
Step 00185000 L_out=1.760 Acc=0.92 ---127616.92 ms/batch
Step 00185050 L_out=0.455 Acc=0.86 ---153786.21 ms/batch
Step 00185100 L_out=0.144 Acc=0.93 ---179953.58 ms/batch
Step 00185150 L_out=0.199 Acc=0.96 ---206364.81 ms/batch
Step 00185200 L_out=0.185 Acc=0.95 ---235204.71 ms/batch
Step 00185250 L_out=0.138 Acc=0.98 ---260911.84 ms/batch
Step 00185300 L_out=0.388 Acc=0.93 ---287658.44 ms/batch
Step 00185350 L_out=0.125 Acc=0.94 ---314785.98 ms/batch
Step 00185400 L_out=0.063 Acc=0.98 ---341794.05 ms/batch
Round 11 | epoch=7, train costTime=355.85410356521606, | total_activation_sum=44042135
Round 11 | epoch=8, current m_iou=0.6961291757283716
Round 11 | Best m_IoU is: 0.700, OA is: 0.922 | val costTime=132.41002368927002
Round 11 | ****EPOCH 8****
Step 00185450 L_out=0.282 Acc=0.95 ---14348.53 ms/batch
Step 00185500 L_out=0.207 Acc=0.98 ---42491.65 ms/batch
Step 00185550 L_out=0.101 Acc=0.95 ---69493.57 ms/batch
Step 00185600 L_out=0.391 Acc=0.94 ---95556.59 ms/batch
Step 00185650 L_out=0.322 Acc=0.90 ---121511.31 ms/batch
Step 00185700 L_out=0.052 Acc=0.97 ---147379.41 ms/batch
Step 00185750 L_out=0.229 Acc=0.93 ---173461.25 ms/batch
Step 00185800 L_out=0.385 Acc=0.92 ---201737.18 ms/batch
Step 00185850 L_out=0.275 Acc=0.95 ---227652.09 ms/batch
Step 00185900 L_out=0.194 Acc=0.96 ---254204.77 ms/batch
Step 00185950 L_out=0.368 Acc=0.95 ---280473.90 ms/batch
Step 00186000 L_out=0.114 Acc=0.95 ---307661.79 ms/batch
Step 00186050 L_out=0.328 Acc=0.93 ---334643.11 ms/batch
Round 11 | epoch=8, train costTime=357.95266795158386, | total_activation_sum=43935329
Round 11 | epoch=9, current m_iou=0.6987712241752582
Round 11 | Best m_IoU is: 0.700, OA is: 0.922 | val costTime=142.63625979423523
Round 11 | ****EPOCH 9****
Step 00186100 L_out=4.333 Acc=0.94 --- 4280.19 ms/batch
Step 00186150 L_out=0.332 Acc=0.94 ---30465.67 ms/batch
Step 00186200 L_out=0.181 Acc=0.96 ---56828.33 ms/batch
Step 00186250 L_out=0.133 Acc=0.95 ---82576.74 ms/batch
Step 00186300 L_out=0.148 Acc=0.97 ---108781.81 ms/batch
Step 00186350 L_out=0.500 Acc=0.85 ---135198.11 ms/batch
Step 00186400 L_out=0.111 Acc=0.96 ---161005.93 ms/batch
Step 00186450 L_out=0.103 Acc=0.96 ---186877.99 ms/batch
Step 00186500 L_out=0.148 Acc=0.95 ---213073.25 ms/batch
Step 00186550 L_out=0.176 Acc=0.97 ---238849.45 ms/batch
Step 00186600 L_out=0.222 Acc=0.95 ---265536.99 ms/batch
Step 00186650 L_out=0.353 Acc=0.94 ---292343.96 ms/batch
Step 00186700 L_out=0.381 Acc=0.86 ---319683.36 ms/batch
Step 00186750 L_out=0.215 Acc=0.94 ---347019.15 ms/batch
Round 11 | epoch=9, train costTime=352.4143455028534, | total_activation_sum=44035675
Round 11 | epoch=10, current m_iou=0.6925558430521794
Round 11 | Best m_IoU is: 0.700, OA is: 0.922 | val costTime=141.54523253440857
Round 11 | ****EPOCH 10****
Step 00186800 L_out=0.237 Acc=0.94 ---21826.59 ms/batch
Step 00186850 L_out=0.160 Acc=0.96 ---48144.81 ms/batch
Step 00186900 L_out=0.511 Acc=0.88 ---74650.23 ms/batch
Step 00186950 L_out=0.195 Acc=0.93 ---101360.03 ms/batch
Step 00187000 L_out=0.108 Acc=0.97 ---127759.19 ms/batch
Step 00187050 L_out=0.142 Acc=0.95 ---154028.47 ms/batch
Step 00187100 L_out=0.145 Acc=0.98 ---180530.96 ms/batch
Step 00187150 L_out=0.075 Acc=0.96 ---206621.18 ms/batch
Step 00187200 L_out=0.379 Acc=0.95 ---232838.88 ms/batch
Step 00187250 L_out=0.799 Acc=0.89 ---258918.49 ms/batch
Step 00187300 L_out=0.347 Acc=0.91 ---285613.56 ms/batch
Step 00187350 L_out=0.090 Acc=0.97 ---313056.36 ms/batch
Step 00187400 L_out=0.088 Acc=0.97 ---340350.44 ms/batch
Round 11 | epoch=10, train costTime=354.8566384315491, | total_activation_sum=43939718
Round 11 | epoch=11, current m_iou=0.6980652894222388
Round 11 | Best m_IoU is: 0.700, OA is: 0.922 | val costTime=141.52411341667175
Round 11 | ****EPOCH 11****
Step 00187450 L_out=0.197 Acc=0.97 ---12369.94 ms/batch
Step 00187500 L_out=0.235 Acc=0.96 ---38994.62 ms/batch
Step 00187550 L_out=0.286 Acc=0.97 ---65601.84 ms/batch
Step 00187600 L_out=0.251 Acc=0.94 ---91990.82 ms/batch
Step 00187650 L_out=0.444 Acc=0.91 ---118218.79 ms/batch
Step 00187700 L_out=0.103 Acc=0.96 ---144438.63 ms/batch
Step 00187750 L_out=0.247 Acc=0.96 ---170251.06 ms/batch
Step 00187800 L_out=0.203 Acc=0.94 ---196302.52 ms/batch
Step 00187850 L_out=0.108 Acc=0.94 ---222629.45 ms/batch
Step 00187900 L_out=0.190 Acc=0.91 ---248569.73 ms/batch
Step 00187950 L_out=0.605 Acc=0.91 ---274527.84 ms/batch
Step 00188000 L_out=0.213 Acc=0.92 ---301850.71 ms/batch
Step 00188050 L_out=0.268 Acc=0.91 ---328875.81 ms/batch
Round 11 | epoch=11, train costTime=352.63796210289, | total_activation_sum=43960099
Round 11 | epoch=12, current m_iou=0.6980006351452728
Round 11 | Best m_IoU is: 0.700, OA is: 0.922 | val costTime=139.55470395088196
Round 11 | ****EPOCH 12****
Step 00188100 L_out=0.214 Acc=0.90 --- 2910.50 ms/batch
Step 00188150 L_out=0.096 Acc=0.98 ---29298.33 ms/batch
Step 00188200 L_out=0.159 Acc=0.96 ---57096.35 ms/batch
Step 00188250 L_out=0.066 Acc=0.99 ---83664.72 ms/batch
Step 00188300 L_out=0.190 Acc=0.95 ---109661.70 ms/batch
Step 00188350 L_out=0.154 Acc=0.94 ---135993.64 ms/batch
Step 00188400 L_out=3.126 Acc=0.85 ---163341.71 ms/batch
Step 00188450 L_out=0.162 Acc=0.96 ---189244.59 ms/batch
Step 00188500 L_out=0.171 Acc=0.95 ---215087.06 ms/batch
Step 00188550 L_out=0.122 Acc=0.97 ---241161.31 ms/batch
Step 00188600 L_out=0.198 Acc=0.98 ---268272.07 ms/batch
Step 00188650 L_out=0.423 Acc=0.91 ---294878.20 ms/batch
Step 00188700 L_out=0.110 Acc=0.96 ---322252.23 ms/batch
Step 00188750 L_out=0.110 Acc=0.97 ---349063.13 ms/batch
Round 11 | epoch=12, train costTime=354.8877742290497, | total_activation_sum=44182166
Round 11 | epoch=13, current m_iou=0.7045680980132336
Round 11 | Best m_IoU is: 0.705, OA is: 0.926 | val costTime=129.2020924091339
Round 11 | ****EPOCH 13****
Step 00188800 L_out=0.178 Acc=0.97 ---16910.16 ms/batch
Step 00188850 L_out=0.326 Acc=0.93 ---38861.27 ms/batch
Step 00188900 L_out=0.380 Acc=0.88 ---60745.18 ms/batch
Step 00188950 L_out=0.168 Acc=0.96 ---83293.50 ms/batch
Step 00189000 L_out=0.142 Acc=0.91 ---105284.42 ms/batch
Step 00189050 L_out=0.168 Acc=0.98 ---127122.76 ms/batch
Step 00189100 L_out=0.172 Acc=0.97 ---149289.98 ms/batch
Step 00189150 L_out=0.401 Acc=0.92 ---171168.33 ms/batch
Step 00189200 L_out=0.362 Acc=0.95 ---192994.02 ms/batch
Step 00189250 L_out=0.234 Acc=0.94 ---215183.53 ms/batch
Step 00189300 L_out=0.110 Acc=0.98 ---237583.65 ms/batch
Step 00189350 L_out=0.157 Acc=0.96 ---259523.61 ms/batch
Step 00189400 L_out=0.064 Acc=0.94 ---281333.25 ms/batch
Round 11 | epoch=13, train costTime=293.6063401699066, | total_activation_sum=43872179
Round 11 | epoch=14, current m_iou=0.7024335523439945
Round 11 | Best m_IoU is: 0.705, OA is: 0.926 | val costTime=115.47677254676819
Round 11 | ****EPOCH 14****
Step 00189450 L_out=0.057 Acc=0.98 --- 9589.08 ms/batch
Step 00189500 L_out=0.080 Acc=0.96 ---31699.27 ms/batch
Step 00189550 L_out=0.117 Acc=0.99 ---53828.71 ms/batch
Step 00189600 L_out=0.111 Acc=0.98 ---76157.64 ms/batch
Step 00189650 L_out=0.061 Acc=0.96 ---98171.38 ms/batch
Step 00189700 L_out=0.035 Acc=0.97 ---119848.13 ms/batch
Step 00189750 L_out=0.447 Acc=0.88 ---142297.83 ms/batch
Step 00189800 L_out=0.232 Acc=0.95 ---164097.06 ms/batch
Step 00189850 L_out=0.180 Acc=0.93 ---186041.38 ms/batch
Step 00189900 L_out=0.078 Acc=0.97 ---208160.79 ms/batch
Step 00189950 L_out=0.169 Acc=0.94 ---230010.15 ms/batch
Step 00190000 L_out=0.322 Acc=0.96 ---251950.59 ms/batch
Step 00190050 L_out=0.257 Acc=0.94 ---274042.02 ms/batch
Round 11 | epoch=14, train costTime=293.92282915115356, | total_activation_sum=44185556
Round 11 | epoch=15, current m_iou=0.7043797159923928
Round 11 | Best m_IoU is: 0.705, OA is: 0.926 | val costTime=135.2235507965088
Round 11 | ****EPOCH 15****
Step 00190100 L_out=0.355 Acc=0.91 --- 2539.08 ms/batch
Step 00190150 L_out=0.035 Acc=0.98 ---28526.49 ms/batch
Step 00190200 L_out=0.293 Acc=0.88 ---55063.54 ms/batch
Step 00190250 L_out=0.295 Acc=0.94 ---81212.57 ms/batch
Step 00190300 L_out=0.156 Acc=0.95 ---109546.60 ms/batch
Step 00190350 L_out=0.210 Acc=0.95 ---136179.35 ms/batch
Step 00190400 L_out=0.070 Acc=0.93 ---161896.30 ms/batch
Step 00190450 L_out=0.101 Acc=0.97 ---187765.42 ms/batch
Step 00190500 L_out=0.139 Acc=0.95 ---214149.86 ms/batch
Step 00190550 L_out=0.128 Acc=0.95 ---241002.70 ms/batch
Step 00190600 L_out=0.086 Acc=0.95 ---267628.89 ms/batch
Step 00190650 L_out=0.337 Acc=0.93 ---294787.54 ms/batch
Step 00190700 L_out=0.328 Acc=0.94 ---321786.99 ms/batch
Step 00190750 L_out=0.191 Acc=0.99 ---348393.47 ms/batch
Round 11 | epoch=15, train costTime=353.7449221611023, | total_activation_sum=43853305
Round 11 | epoch=16, current m_iou=0.7024141802997337
Round 11 | Best m_IoU is: 0.705, OA is: 0.926 | val costTime=135.97874665260315
Round 11 | ****EPOCH 16****
Step 00190800 L_out=0.243 Acc=0.94 ---20112.08 ms/batch
Step 00190850 L_out=0.163 Acc=0.96 ---46470.01 ms/batch
Step 00190900 L_out=0.118 Acc=0.96 ---72796.23 ms/batch
Step 00190950 L_out=0.075 Acc=0.98 ---99834.28 ms/batch
Step 00191000 L_out=0.062 Acc=0.97 ---125964.48 ms/batch
Step 00191050 L_out=0.135 Acc=0.96 ---152075.00 ms/batch
Step 00191100 L_out=0.329 Acc=0.89 ---178373.58 ms/batch
Step 00191150 L_out=0.066 Acc=0.98 ---204504.53 ms/batch
Step 00191200 L_out=0.129 Acc=0.97 ---231003.37 ms/batch
Step 00191250 L_out=0.163 Acc=0.96 ---258268.22 ms/batch
Step 00191300 L_out=0.102 Acc=0.96 ---285389.85 ms/batch
Step 00191350 L_out=0.112 Acc=0.96 ---312265.40 ms/batch
Step 00191400 L_out=0.076 Acc=0.96 ---339002.41 ms/batch
Round 11 | epoch=16, train costTime=352.5147075653076, | total_activation_sum=44104992
Round 11 | epoch=17, current m_iou=0.6986715496021767
Round 11 | Best m_IoU is: 0.705, OA is: 0.926 | val costTime=136.22323036193848
Round 11 | ****EPOCH 17****
Step 00191450 L_out=0.354 Acc=0.91 ---11134.25 ms/batch
Step 00191500 L_out=0.133 Acc=0.93 ---38400.26 ms/batch
Step 00191550 L_out=0.083 Acc=0.97 ---65166.00 ms/batch
Step 00191600 L_out=0.122 Acc=0.95 ---91350.98 ms/batch
Step 00191650 L_out=0.204 Acc=0.94 ---120221.41 ms/batch
Step 00191700 L_out=0.242 Acc=0.91 ---146935.45 ms/batch
Step 00191750 L_out=0.067 Acc=0.97 ---173279.23 ms/batch
Step 00191800 L_out=0.079 Acc=0.98 ---199844.25 ms/batch
Step 00191850 L_out=0.319 Acc=0.96 ---227612.78 ms/batch
Step 00191900 L_out=0.106 Acc=0.94 ---254845.29 ms/batch
Step 00191950 L_out=0.065 Acc=0.97 ---282019.39 ms/batch
Step 00192000 L_out=0.287 Acc=0.97 ---308906.83 ms/batch
Step 00192050 L_out=0.094 Acc=0.98 ---336132.92 ms/batch
Round 11 | epoch=17, train costTime=358.86195039749146, | total_activation_sum=43983901
Round 11 | epoch=18, current m_iou=0.6955071439555679
Round 11 | Best m_IoU is: 0.705, OA is: 0.926 | val costTime=136.2642605304718
Round 11 | ****EPOCH 18****
Step 00192100 L_out=0.102 Acc=0.98 --- 2448.86 ms/batch
Step 00192150 L_out=0.110 Acc=0.97 ---28418.98 ms/batch
Step 00192200 L_out=0.109 Acc=0.95 ---54804.42 ms/batch
Step 00192250 L_out=0.114 Acc=0.97 ---80909.16 ms/batch
Step 00192300 L_out=0.157 Acc=0.97 ---107154.42 ms/batch
Step 00192350 L_out=0.092 Acc=0.96 ---133466.79 ms/batch
Step 00192400 L_out=0.071 Acc=0.96 ---162773.29 ms/batch
Step 00192450 L_out=0.206 Acc=0.92 ---190508.56 ms/batch
Step 00192500 L_out=0.260 Acc=0.96 ---217888.00 ms/batch
Step 00192550 L_out=0.052 Acc=0.98 ---244613.84 ms/batch
Step 00192600 L_out=0.105 Acc=0.95 ---271712.49 ms/batch
Step 00192650 L_out=0.067 Acc=0.97 ---298961.54 ms/batch
Step 00192700 L_out=0.384 Acc=0.92 ---325655.51 ms/batch
Step 00192750 L_out=0.065 Acc=0.96 ---351856.55 ms/batch
Round 11 | epoch=18, train costTime=357.56940722465515, | total_activation_sum=44332647
Round 11 | epoch=19, current m_iou=0.6977172112678716
Round 11 | Best m_IoU is: 0.705, OA is: 0.926 | val costTime=136.6522057056427
Round 11 | ****EPOCH 19****
Step 00192800 L_out=0.215 Acc=0.93 ---19751.13 ms/batch
Step 00192850 L_out=0.039 Acc=0.98 ---45891.62 ms/batch
Step 00192900 L_out=0.199 Acc=0.95 ---71505.81 ms/batch
Step 00192950 L_out=0.145 Acc=0.96 ---98388.68 ms/batch
Step 00193000 L_out=0.105 Acc=0.97 ---126156.38 ms/batch
Step 00193050 L_out=0.172 Acc=0.97 ---154568.75 ms/batch
Step 00193100 L_out=0.083 Acc=0.98 ---181221.25 ms/batch
Step 00193150 L_out=0.208 Acc=0.94 ---207739.45 ms/batch
Step 00193200 L_out=0.131 Acc=0.97 ---234981.98 ms/batch
Step 00193250 L_out=0.137 Acc=0.97 ---261687.77 ms/batch
Step 00193300 L_out=0.097 Acc=0.98 ---289573.22 ms/batch
Step 00193350 L_out=0.047 Acc=0.97 ---316962.68 ms/batch
Step 00193400 L_out=0.135 Acc=0.97 ---344333.66 ms/batch
Round 11 | epoch=19, train costTime=358.2074649333954, | total_activation_sum=43916747
Round 11 | epoch=20, current m_iou=0.6983710247847914
Round 11 | Best m_IoU is: 0.705, OA is: 0.926 | val costTime=137.12543392181396
Round 11 | ****EPOCH 20****
Step 00193450 L_out=0.102 Acc=0.98 ---10687.74 ms/batch
Step 00193500 L_out=0.298 Acc=0.94 ---36769.61 ms/batch
Step 00193550 L_out=0.096 Acc=0.94 ---62620.61 ms/batch
Step 00193600 L_out=0.142 Acc=0.96 ---90398.58 ms/batch
Step 00193650 L_out=0.063 Acc=0.97 ---116833.80 ms/batch
Step 00193700 L_out=0.111 Acc=0.96 ---143214.96 ms/batch
Step 00193750 L_out=0.195 Acc=0.93 ---169630.11 ms/batch
Step 00193800 L_out=0.087 Acc=0.96 ---195890.92 ms/batch
Step 00193850 L_out=0.188 Acc=0.96 ---222493.91 ms/batch
Step 00193900 L_out=0.283 Acc=0.95 ---249743.36 ms/batch
Step 00193950 L_out=0.105 Acc=0.95 ---276770.50 ms/batch
Step 00194000 L_out=0.153 Acc=0.96 ---304079.39 ms/batch
Step 00194050 L_out=0.143 Acc=0.97 ---331058.15 ms/batch
Round 11 | epoch=20, train costTime=354.05776858329773, | total_activation_sum=44124068
Round 11 | epoch=21, current m_iou=0.6962922322568894
Round 11 | Best m_IoU is: 0.705, OA is: 0.926 | val costTime=137.15842628479004
Round 11 | ****EPOCH 21****
Step 00194100 L_out=0.075 Acc=0.98 --- 1661.26 ms/batch
Step 00194150 L_out=0.054 Acc=0.97 ---27866.02 ms/batch
Step 00194200 L_out=0.112 Acc=0.97 ---54221.21 ms/batch
Step 00194250 L_out=0.085 Acc=0.98 ---79913.47 ms/batch
Step 00194300 L_out=0.040 Acc=0.97 ---107318.95 ms/batch
Step 00194350 L_out=0.203 Acc=0.93 ---134614.16 ms/batch
Step 00194400 L_out=0.196 Acc=0.98 ---161855.72 ms/batch
Step 00194450 L_out=0.160 Acc=0.96 ---188718.99 ms/batch
Step 00194500 L_out=0.195 Acc=0.96 ---216490.13 ms/batch
Step 00194550 L_out=0.094 Acc=0.97 ---243278.61 ms/batch
Step 00194600 L_out=0.087 Acc=0.94 ---270235.94 ms/batch
Step 00194650 L_out=0.106 Acc=0.97 ---297311.80 ms/batch
Step 00194700 L_out=0.224 Acc=0.97 ---324514.15 ms/batch
Step 00194750 L_out=0.110 Acc=0.92 ---349964.56 ms/batch
Round 11 | epoch=21, train costTime=356.1865887641907, | total_activation_sum=43943607
Round 11 | epoch=22, current m_iou=0.6954624107964649
Round 11 | Best m_IoU is: 0.705, OA is: 0.926 | val costTime=137.68462586402893
Round 11 | ****EPOCH 22****
Step 00194800 L_out=0.276 Acc=0.97 ---18878.25 ms/batch
Step 00194850 L_out=0.278 Acc=0.92 ---46040.01 ms/batch
Step 00194900 L_out=0.116 Acc=0.97 ---72316.80 ms/batch
Step 00194950 L_out=0.239 Acc=0.96 ---98203.37 ms/batch
Step 00195000 L_out=0.056 Acc=0.98 ---124627.80 ms/batch
Step 00195050 L_out=0.113 Acc=0.97 ---150915.72 ms/batch
Step 00195100 L_out=0.090 Acc=0.98 ---177303.18 ms/batch
Step 00195150 L_out=0.214 Acc=0.96 ---203046.27 ms/batch
Step 00195200 L_out=0.096 Acc=0.95 ---229303.64 ms/batch
Step 00195250 L_out=0.091 Acc=0.98 ---256423.94 ms/batch
Step 00195300 L_out=0.147 Acc=0.98 ---283731.35 ms/batch
Step 00195350 L_out=0.225 Acc=0.97 ---311192.22 ms/batch
Step 00195400 L_out=0.121 Acc=0.96 ---338289.20 ms/batch
Round 11 | epoch=22, train costTime=352.47064328193665, | total_activation_sum=43942482
Round 11 | epoch=23, current m_iou=0.6951989761530815
Round 11 | Best m_IoU is: 0.705, OA is: 0.926 | val costTime=136.62533044815063
Round 11 | ****EPOCH 23****
Step 00195450 L_out=0.161 Acc=0.96 ---10417.49 ms/batch
Step 00195500 L_out=0.105 Acc=0.94 ---36873.15 ms/batch
Step 00195550 L_out=0.126 Acc=0.98 ---62690.82 ms/batch
Step 00195600 L_out=0.259 Acc=0.92 ---88705.14 ms/batch
Step 00195650 L_out=0.207 Acc=0.95 ---114717.42 ms/batch
Step 00195700 L_out=0.087 Acc=0.98 ---140728.54 ms/batch
Step 00195750 L_out=0.083 Acc=0.95 ---167277.41 ms/batch
Step 00195800 L_out=0.062 Acc=0.96 ---193306.40 ms/batch
Step 00195850 L_out=0.077 Acc=0.97 ---219298.16 ms/batch
Step 00195900 L_out=0.237 Acc=0.94 ---246096.31 ms/batch
Step 00195950 L_out=0.049 Acc=0.97 ---273465.58 ms/batch
Step 00196000 L_out=0.161 Acc=0.96 ---300466.82 ms/batch
Step 00196050 L_out=0.139 Acc=0.96 ---327339.41 ms/batch
Round 11 | epoch=23, train costTime=350.2051594257355, | total_activation_sum=44008879
Round 11 | epoch=24, current m_iou=0.6993632467414084
Round 11 | Best m_IoU is: 0.705, OA is: 0.926 | val costTime=136.84968328475952
Round 11 | ****EPOCH 24****
Step 00196100 L_out=0.166 Acc=0.98 --- 1222.75 ms/batch
Step 00196150 L_out=0.165 Acc=0.97 ---27986.04 ms/batch
Step 00196200 L_out=0.048 Acc=0.98 ---54612.36 ms/batch
Step 00196250 L_out=0.063 Acc=0.99 ---82045.88 ms/batch
Step 00196300 L_out=0.232 Acc=0.98 ---108112.89 ms/batch
Step 00196350 L_out=0.069 Acc=0.98 ---134137.91 ms/batch
Step 00196400 L_out=0.135 Acc=0.93 ---160169.07 ms/batch
Step 00196450 L_out=0.229 Acc=0.96 ---186070.78 ms/batch
Step 00196500 L_out=0.045 Acc=0.99 ---212584.95 ms/batch
Step 00196550 L_out=0.096 Acc=0.95 ---239747.77 ms/batch
Step 00196600 L_out=0.340 Acc=0.96 ---267123.99 ms/batch
Step 00196650 L_out=0.131 Acc=0.97 ---294254.62 ms/batch
Step 00196700 L_out=0.160 Acc=0.97 ---321300.87 ms/batch
Step 00196750 L_out=0.093 Acc=0.97 ---346211.39 ms/batch
Round 11 | epoch=24, train costTime=353.6694905757904, | total_activation_sum=44089693
Round 11 | epoch=25, current m_iou=0.6975860081658092
Round 11 | Best m_IoU is: 0.705, OA is: 0.926 | val costTime=137.18294644355774
Round 11 | ****EPOCH 25****
Step 00196800 L_out=0.121 Acc=0.97 ---19004.04 ms/batch
Step 00196850 L_out=0.174 Acc=0.96 ---45342.02 ms/batch
Step 00196900 L_out=0.252 Acc=0.96 ---72962.93 ms/batch
Step 00196950 L_out=0.097 Acc=0.97 ---99096.03 ms/batch
Step 00197000 L_out=0.107 Acc=0.98 ---125247.00 ms/batch
Step 00197050 L_out=0.120 Acc=0.95 ---151368.62 ms/batch
Step 00197100 L_out=0.172 Acc=0.94 ---177206.99 ms/batch
Step 00197150 L_out=0.147 Acc=0.91 ---203180.78 ms/batch
Step 00197200 L_out=0.166 Acc=0.96 ---229972.24 ms/batch
Step 00197250 L_out=0.278 Acc=0.97 ---256992.45 ms/batch
Step 00197300 L_out=0.166 Acc=0.95 ---284205.98 ms/batch
Step 00197350 L_out=0.131 Acc=0.96 ---311587.72 ms/batch
Step 00197400 L_out=0.110 Acc=0.96 ---337966.99 ms/batch
Round 11 | epoch=25, train costTime=354.51102662086487, | total_activation_sum=44165020
Round 11 | epoch=26, current m_iou=0.6978703609227965
Round 11 | Best m_IoU is: 0.705, OA is: 0.926 | val costTime=136.69477367401123
Round 11 | ****EPOCH 26****
Step 00197450 L_out=0.102 Acc=0.97 --- 9081.80 ms/batch
Step 00197500 L_out=0.154 Acc=0.96 ---36247.25 ms/batch
Step 00197550 L_out=0.292 Acc=0.96 ---61951.53 ms/batch
Step 00197600 L_out=0.166 Acc=0.93 ---87730.15 ms/batch
Step 00197650 L_out=0.110 Acc=0.96 ---113752.33 ms/batch
Step 00197700 L_out=0.245 Acc=0.96 ---139763.72 ms/batch
Step 00197750 L_out=0.248 Acc=0.94 ---165889.37 ms/batch
Step 00197800 L_out=0.093 Acc=0.96 ---191803.85 ms/batch
Step 00197850 L_out=0.088 Acc=0.93 ---218022.20 ms/batch
Step 00197900 L_out=0.180 Acc=0.96 ---245010.61 ms/batch
Step 00197950 L_out=0.243 Acc=0.91 ---272340.81 ms/batch
Step 00198000 L_out=0.119 Acc=0.97 ---299149.63 ms/batch
Step 00198050 L_out=0.127 Acc=0.96 ---326267.70 ms/batch
Round 11 | epoch=26, train costTime=351.39459323883057, | total_activation_sum=43989502
Round 11 | epoch=27, current m_iou=0.7015904820500705
Round 11 | Best m_IoU is: 0.705, OA is: 0.926 | val costTime=136.98191499710083
Round 11 | ****EPOCH 27****
Step 00198100 L_out=0.334 Acc=0.95 ---  475.58 ms/batch
Step 00198150 L_out=0.060 Acc=0.96 ---26171.15 ms/batch
Step 00198200 L_out=0.045 Acc=0.98 ---52132.02 ms/batch
Step 00198250 L_out=0.186 Acc=0.95 ---78934.65 ms/batch
Step 00198300 L_out=0.157 Acc=0.94 ---105350.13 ms/batch
Step 00198350 L_out=0.262 Acc=0.94 ---131663.61 ms/batch
Step 00198400 L_out=0.124 Acc=0.96 ---158661.01 ms/batch
Step 00198450 L_out=0.099 Acc=0.97 ---185075.21 ms/batch
Step 00198500 L_out=0.171 Acc=0.97 ---211471.15 ms/batch
Step 00198550 L_out=0.038 Acc=0.97 ---238206.20 ms/batch
Step 00198600 L_out=0.355 Acc=0.93 ---265606.71 ms/batch
Step 00198650 L_out=0.239 Acc=0.96 ---292996.46 ms/batch
Step 00198700 L_out=0.097 Acc=0.98 ---319995.16 ms/batch
Step 00198750 L_out=0.132 Acc=0.95 ---344560.35 ms/batch
Round 11 | epoch=27, train costTime=352.94865345954895, | total_activation_sum=44033597
Round 11 | epoch=28, current m_iou=0.7017515767389583
Round 11 | Best m_IoU is: 0.705, OA is: 0.926 | val costTime=136.57999634742737
Round 11 | ****EPOCH 28****
Step 00198800 L_out=0.128 Acc=0.97 ---17834.48 ms/batch
Step 00198850 L_out=0.101 Acc=0.96 ---44776.79 ms/batch
Step 00198900 L_out=0.164 Acc=0.95 ---71251.65 ms/batch
Step 00198950 L_out=0.166 Acc=0.97 ---98338.36 ms/batch
Step 00199000 L_out=0.111 Acc=0.97 ---125610.15 ms/batch
Step 00199050 L_out=0.125 Acc=0.97 ---151858.12 ms/batch
Step 00199100 L_out=0.128 Acc=0.96 ---178102.56 ms/batch
Step 00199150 L_out=0.056 Acc=0.97 ---204726.27 ms/batch
Step 00199200 L_out=0.081 Acc=0.96 ---231192.56 ms/batch
Step 00199250 L_out=0.128 Acc=0.96 ---258401.93 ms/batch
Step 00199300 L_out=0.083 Acc=0.97 ---285433.81 ms/batch
Step 00199350 L_out=0.042 Acc=0.97 ---312369.60 ms/batch
Step 00199400 L_out=0.160 Acc=0.95 ---337697.21 ms/batch
Round 11 | epoch=28, train costTime=355.0299406051636, | total_activation_sum=43943163
Round 11 | epoch=29, current m_iou=0.7036226536918825
Round 11 | Best m_IoU is: 0.705, OA is: 0.926 | val costTime=136.79129719734192
Round 11 | ****EPOCH 29****
Step 00199450 L_out=0.105 Acc=0.97 ---10232.34 ms/batch
Step 00199500 L_out=0.035 Acc=0.98 ---37063.66 ms/batch
Step 00199550 L_out=0.123 Acc=0.96 ---63502.04 ms/batch
Step 00199600 L_out=0.052 Acc=0.97 ---91325.41 ms/batch
Step 00199650 L_out=0.181 Acc=0.90 ---119148.03 ms/batch
Step 00199700 L_out=0.136 Acc=0.98 ---144996.47 ms/batch
Step 00199750 L_out=0.193 Acc=0.97 ---172285.13 ms/batch
Step 00199800 L_out=0.122 Acc=0.94 ---198161.73 ms/batch
Step 00199850 L_out=0.177 Acc=0.96 ---224632.20 ms/batch
Step 00199900 L_out=0.059 Acc=0.96 ---251344.30 ms/batch
Step 00199950 L_out=0.079 Acc=0.96 ---278509.50 ms/batch
Step 00200000 L_out=0.045 Acc=0.98 ---305497.85 ms/batch
Step 00200050 L_out=0.096 Acc=0.97 ---332876.83 ms/batch
Step 00200100 L_out=0.410 Acc=0.96 ---356946.26 ms/batch
Round 11 | epoch=29, train costTime=356.94644689559937, | total_activation_sum=43975952
Round 11 | epoch=30, current m_iou=0.7026212198801691
Round 11 | Best m_IoU is: 0.705, OA is: 0.926 | val costTime=136.55582356452942
Round 11 | ****EPOCH 30****
Round 12 | ****EPOCH 0****
Step 00200150 L_out=1.024 Acc=0.81 ---25945.21 ms/batch
Step 00200200 L_out=0.769 Acc=0.91 ---52156.35 ms/batch
Step 00200250 L_out=0.359 Acc=0.95 ---78489.14 ms/batch
Step 00200300 L_out=1.308 Acc=0.91 ---104418.21 ms/batch
Step 00200350 L_out=2.094 Acc=0.84 ---130794.00 ms/batch
Step 00200400 L_out=0.402 Acc=0.90 ---156786.13 ms/batch
Step 00200450 L_out=0.391 Acc=0.96 ---183813.82 ms/batch
Step 00200500 L_out=0.315 Acc=0.89 ---209888.45 ms/batch
Step 00200550 L_out=0.141 Acc=0.97 ---235828.22 ms/batch
Step 00200600 L_out=0.189 Acc=0.94 ---264822.29 ms/batch
Step 00200650 L_out=0.437 Acc=0.91 ---291971.54 ms/batch
Step 00200700 L_out=0.169 Acc=0.95 ---319032.66 ms/batch
Step 00200750 L_out=0.429 Acc=0.95 ---345901.46 ms/batch
Round 12 | epoch=0, train costTime=354.93439197540283, | total_activation_sum=48421623
Round 12 | epoch=1, current m_iou=0.67584650687512
Round 12 | Best m_IoU is: 0.676, OA is: 0.907 | val costTime=131.03638243675232
Round 12 | ****EPOCH 1****
Step 00200800 L_out=0.838 Acc=0.91 ---17049.45 ms/batch
Step 00200850 L_out=1.074 Acc=0.89 ---43132.39 ms/batch
Step 00200900 L_out=0.242 Acc=0.95 ---69426.45 ms/batch
Step 00200950 L_out=0.278 Acc=0.97 ---95341.80 ms/batch
Step 00201000 L_out=0.244 Acc=0.94 ---121674.87 ms/batch
Step 00201050 L_out=0.202 Acc=0.95 ---147733.95 ms/batch
Step 00201100 L_out=0.513 Acc=0.92 ---174181.25 ms/batch
Step 00201150 L_out=0.292 Acc=0.96 ---202601.08 ms/batch
Step 00201200 L_out=0.397 Acc=0.94 ---229718.30 ms/batch
Step 00201250 L_out=0.174 Acc=0.95 ---256449.14 ms/batch
Step 00201300 L_out=0.473 Acc=0.85 ---284004.15 ms/batch
Step 00201350 L_out=0.235 Acc=0.95 ---310968.92 ms/batch
Step 00201400 L_out=0.315 Acc=0.92 ---337923.67 ms/batch
Round 12 | epoch=1, train costTime=356.7461714744568, | total_activation_sum=47471366
Round 12 | epoch=2, current m_iou=0.6898803718546818
Round 12 | Best m_IoU is: 0.690, OA is: 0.920 | val costTime=145.527339220047
Round 12 | ****EPOCH 2****
Step 00201450 L_out=0.298 Acc=0.94 --- 8505.71 ms/batch
Step 00201500 L_out=0.109 Acc=0.97 ---34820.42 ms/batch
Step 00201550 L_out=1.703 Acc=0.84 ---62762.02 ms/batch
Step 00201600 L_out=0.335 Acc=0.92 ---90242.67 ms/batch
Step 00201650 L_out=0.291 Acc=0.93 ---116823.51 ms/batch
Step 00201700 L_out=0.103 Acc=0.94 ---143785.59 ms/batch
Step 00201750 L_out=0.302 Acc=0.92 ---170216.98 ms/batch
Step 00201800 L_out=0.215 Acc=0.96 ---196771.85 ms/batch
Step 00201850 L_out=0.158 Acc=0.95 ---225077.45 ms/batch
Step 00201900 L_out=0.683 Acc=0.94 ---251154.72 ms/batch
Step 00201950 L_out=0.807 Acc=0.90 ---278253.41 ms/batch
Step 00202000 L_out=0.416 Acc=0.95 ---306439.71 ms/batch
Step 00202050 L_out=0.310 Acc=0.95 ---333929.16 ms/batch
Step 00202100 L_out=0.106 Acc=0.97 ---360949.87 ms/batch
Round 12 | epoch=2, train costTime=361.6415481567383, | total_activation_sum=47480271
Round 12 | epoch=3, current m_iou=0.7068907702700267
Round 12 | Best m_IoU is: 0.707, OA is: 0.926 | val costTime=132.78984546661377
Round 12 | ****EPOCH 3****
Step 00202150 L_out=0.296 Acc=0.95 ---26080.63 ms/batch
Step 00202200 L_out=0.296 Acc=0.93 ---52454.93 ms/batch
Step 00202250 L_out=0.188 Acc=0.96 ---78691.91 ms/batch
Step 00202300 L_out=0.374 Acc=0.91 ---106503.75 ms/batch
Step 00202350 L_out=0.268 Acc=0.97 ---132610.22 ms/batch
Step 00202400 L_out=0.097 Acc=0.98 ---159048.11 ms/batch
Step 00202450 L_out=0.820 Acc=0.80 ---185431.94 ms/batch
Step 00202500 L_out=0.234 Acc=0.95 ---213179.07 ms/batch
Step 00202550 L_out=0.496 Acc=0.91 ---239296.54 ms/batch
Step 00202600 L_out=0.042 Acc=0.98 ---265688.11 ms/batch
Step 00202650 L_out=0.151 Acc=0.97 ---292058.38 ms/batch
Step 00202700 L_out=1.452 Acc=0.71 ---319397.85 ms/batch
Step 00202750 L_out=0.217 Acc=0.95 ---346496.52 ms/batch
Round 12 | epoch=3, train costTime=356.2173728942871, | total_activation_sum=47568281
Round 12 | epoch=4, current m_iou=0.6902295320462866
Round 12 | Best m_IoU is: 0.707, OA is: 0.926 | val costTime=130.99935603141785
Round 12 | ****EPOCH 4****
Step 00202800 L_out=0.205 Acc=0.95 ---17000.10 ms/batch
Step 00202850 L_out=0.185 Acc=0.92 ---43069.58 ms/batch
Step 00202900 L_out=0.350 Acc=0.96 ---69913.18 ms/batch
Step 00202950 L_out=0.400 Acc=0.93 ---96079.20 ms/batch
Step 00203000 L_out=0.319 Acc=0.88 ---122178.29 ms/batch
Step 00203050 L_out=0.223 Acc=0.93 ---148252.19 ms/batch
Step 00203100 L_out=0.443 Acc=0.95 ---174178.70 ms/batch
Step 00203150 L_out=0.319 Acc=0.91 ---200476.44 ms/batch
Step 00203200 L_out=0.416 Acc=0.91 ---226779.23 ms/batch
Step 00203250 L_out=0.109 Acc=0.97 ---254618.85 ms/batch
Step 00203300 L_out=0.196 Acc=0.94 ---281387.73 ms/batch
Step 00203350 L_out=0.559 Acc=0.93 ---308804.49 ms/batch
Step 00203400 L_out=0.379 Acc=0.89 ---335589.19 ms/batch
Round 12 | epoch=4, train costTime=354.8399519920349, | total_activation_sum=47769379
Round 12 | epoch=5, current m_iou=0.6980552001740374
Round 12 | Best m_IoU is: 0.707, OA is: 0.926 | val costTime=131.80064392089844
Round 12 | ****EPOCH 5****
Step 00203450 L_out=0.261 Acc=0.96 --- 7827.20 ms/batch
Step 00203500 L_out=0.180 Acc=0.95 ---34524.83 ms/batch
Step 00203550 L_out=0.273 Acc=0.96 ---61564.67 ms/batch
Step 00203600 L_out=0.262 Acc=0.96 ---88068.70 ms/batch
Step 00203650 L_out=0.629 Acc=0.87 ---114247.39 ms/batch
Step 00203700 L_out=0.099 Acc=0.97 ---140306.24 ms/batch
Step 00203750 L_out=0.610 Acc=0.92 ---166099.97 ms/batch
Step 00203800 L_out=0.376 Acc=0.95 ---193033.37 ms/batch
Step 00203850 L_out=0.310 Acc=0.96 ---220236.20 ms/batch
Step 00203900 L_out=0.111 Acc=0.97 ---246850.87 ms/batch
Step 00203950 L_out=0.236 Acc=0.92 ---272880.65 ms/batch
Step 00204000 L_out=0.164 Acc=0.96 ---300185.81 ms/batch
Step 00204050 L_out=0.257 Acc=0.96 ---327049.45 ms/batch
Step 00204100 L_out=0.145 Acc=0.97 ---353895.48 ms/batch
Round 12 | epoch=5, train costTime=355.0187849998474, | total_activation_sum=47165895
Round 12 | epoch=6, current m_iou=0.7036603781346429
Round 12 | Best m_IoU is: 0.707, OA is: 0.926 | val costTime=142.86829948425293
Round 12 | ****EPOCH 6****
Step 00204150 L_out=0.206 Acc=0.95 ---27663.42 ms/batch
Step 00204200 L_out=0.324 Acc=0.86 ---53799.30 ms/batch
Step 00204250 L_out=0.116 Acc=0.97 ---80003.57 ms/batch
Step 00204300 L_out=0.056 Acc=0.98 ---106118.04 ms/batch
Step 00204350 L_out=0.316 Acc=0.95 ---132663.93 ms/batch
Step 00204400 L_out=0.438 Acc=0.95 ---159027.03 ms/batch
Step 00204450 L_out=0.537 Acc=0.89 ---185082.14 ms/batch
Step 00204500 L_out=0.099 Acc=0.96 ---212403.98 ms/batch
Step 00204550 L_out=0.196 Acc=0.96 ---238958.38 ms/batch
Step 00204600 L_out=0.341 Acc=0.94 ---265890.36 ms/batch
Step 00204650 L_out=0.176 Acc=0.96 ---292603.73 ms/batch
Step 00204700 L_out=2.601 Acc=0.59 ---319792.07 ms/batch
Step 00204750 L_out=0.293 Acc=0.96 ---346601.40 ms/batch
Round 12 | epoch=6, train costTime=356.69812536239624, | total_activation_sum=47581226
Round 12 | epoch=7, current m_iou=0.7018071602568843
Round 12 | Best m_IoU is: 0.707, OA is: 0.926 | val costTime=143.67834568023682
Round 12 | ****EPOCH 7****
Step 00204800 L_out=0.190 Acc=0.97 ---16317.40 ms/batch
Step 00204850 L_out=0.167 Acc=0.96 ---43619.97 ms/batch
Step 00204900 L_out=0.381 Acc=0.90 ---71107.23 ms/batch
Step 00204950 L_out=0.192 Acc=0.96 ---97512.32 ms/batch
Step 00205000 L_out=0.221 Acc=0.94 ---123538.63 ms/batch
Step 00205050 L_out=0.313 Acc=0.96 ---149815.92 ms/batch
Step 00205100 L_out=0.119 Acc=0.97 ---176825.08 ms/batch
Step 00205150 L_out=0.302 Acc=0.96 ---206161.18 ms/batch
Step 00205200 L_out=0.177 Acc=0.97 ---232496.89 ms/batch
Step 00205250 L_out=0.094 Acc=0.97 ---258673.50 ms/batch
Step 00205300 L_out=0.133 Acc=0.97 ---284812.34 ms/batch
Step 00205350 L_out=0.144 Acc=0.95 ---311498.72 ms/batch
Step 00205400 L_out=0.271 Acc=0.96 ---338644.84 ms/batch
Round 12 | epoch=7, train costTime=358.24500727653503, | total_activation_sum=47277907
Round 12 | epoch=8, current m_iou=0.7025215571853016
Round 12 | Best m_IoU is: 0.707, OA is: 0.926 | val costTime=143.4604721069336
Round 12 | ****EPOCH 8****
Step 00205450 L_out=0.229 Acc=0.96 --- 7438.83 ms/batch
Step 00205500 L_out=0.065 Acc=0.94 ---33096.85 ms/batch
Step 00205550 L_out=0.361 Acc=0.87 ---59023.02 ms/batch
Step 00205600 L_out=0.255 Acc=0.95 ---85895.69 ms/batch
Step 00205650 L_out=0.198 Acc=0.96 ---112294.14 ms/batch
Step 00205700 L_out=0.137 Acc=0.94 ---139594.92 ms/batch
Step 00205750 L_out=0.342 Acc=0.95 ---165625.76 ms/batch
Step 00205800 L_out=0.161 Acc=0.96 ---191725.39 ms/batch
Step 00205850 L_out=0.169 Acc=0.94 ---217644.35 ms/batch
Step 00205900 L_out=0.224 Acc=0.96 ---243927.80 ms/batch
Step 00205950 L_out=0.430 Acc=0.91 ---270495.77 ms/batch
Step 00206000 L_out=0.524 Acc=0.94 ---297226.27 ms/batch
Step 00206050 L_out=0.141 Acc=0.94 ---324263.15 ms/batch
Step 00206100 L_out=0.290 Acc=0.97 ---351448.62 ms/batch
Round 12 | epoch=8, train costTime=353.06220960617065, | total_activation_sum=47467602
Round 12 | epoch=9, current m_iou=0.7002945577494909
Round 12 | Best m_IoU is: 0.707, OA is: 0.926 | val costTime=131.61304879188538
Round 12 | ****EPOCH 9****
Step 00206150 L_out=0.183 Acc=0.98 ---24602.31 ms/batch
Step 00206200 L_out=0.366 Acc=0.82 ---50897.37 ms/batch
Step 00206250 L_out=0.549 Acc=0.91 ---79115.99 ms/batch
Step 00206300 L_out=0.314 Acc=0.95 ---106152.98 ms/batch
Step 00206350 L_out=0.181 Acc=0.93 ---132695.17 ms/batch
Step 00206400 L_out=0.338 Acc=0.90 ---160961.12 ms/batch
Step 00206450 L_out=0.420 Acc=0.93 ---186647.64 ms/batch
Step 00206500 L_out=0.218 Acc=0.93 ---213151.49 ms/batch
Step 00206550 L_out=0.129 Acc=0.93 ---238967.68 ms/batch
Step 00206600 L_out=0.174 Acc=0.97 ---264978.86 ms/batch
Step 00206650 L_out=0.243 Acc=0.96 ---292031.97 ms/batch
Step 00206700 L_out=0.169 Acc=0.94 ---319047.30 ms/batch
Step 00206750 L_out=0.192 Acc=0.97 ---345985.52 ms/batch
Round 12 | epoch=9, train costTime=356.79882645606995, | total_activation_sum=47523062
Round 12 | epoch=10, current m_iou=0.7027545875884282
Round 12 | Best m_IoU is: 0.707, OA is: 0.926 | val costTime=131.08393335342407
Round 12 | ****EPOCH 10****
Step 00206800 L_out=0.232 Acc=0.95 ---15854.58 ms/batch
Step 00206850 L_out=0.099 Acc=0.97 ---43617.95 ms/batch
Step 00206900 L_out=0.186 Acc=0.94 ---69993.42 ms/batch
Step 00206950 L_out=0.119 Acc=0.94 ---96985.57 ms/batch
Step 00207000 L_out=0.159 Acc=0.98 ---123333.88 ms/batch
Step 00207050 L_out=0.217 Acc=0.94 ---149612.73 ms/batch
Step 00207100 L_out=0.179 Acc=0.95 ---176371.97 ms/batch
Step 00207150 L_out=0.208 Acc=0.95 ---202915.35 ms/batch
Step 00207200 L_out=0.421 Acc=0.94 ---229401.50 ms/batch
Step 00207250 L_out=0.168 Acc=0.95 ---256856.88 ms/batch
Step 00207300 L_out=0.295 Acc=0.96 ---283119.90 ms/batch
Step 00207350 L_out=0.068 Acc=0.98 ---310669.74 ms/batch
Step 00207400 L_out=0.342 Acc=0.92 ---337811.33 ms/batch
Round 12 | epoch=10, train costTime=358.22781252861023, | total_activation_sum=47300282
Round 12 | epoch=11, current m_iou=0.6990089952732543
Round 12 | Best m_IoU is: 0.707, OA is: 0.926 | val costTime=131.6260998249054
Round 12 | ****EPOCH 11****
Step 00207450 L_out=0.329 Acc=0.97 --- 6988.04 ms/batch
Step 00207500 L_out=0.151 Acc=0.95 ---33245.55 ms/batch
Step 00207550 L_out=0.084 Acc=0.95 ---60503.62 ms/batch
Step 00207600 L_out=1.333 Acc=0.93 ---87392.80 ms/batch
Step 00207650 L_out=0.044 Acc=0.94 ---114561.25 ms/batch
Step 00207700 L_out=0.254 Acc=0.97 ---142282.59 ms/batch
Step 00207750 L_out=0.140 Acc=0.96 ---170412.73 ms/batch
Step 00207800 L_out=0.163 Acc=0.96 ---199494.75 ms/batch
Step 00207850 L_out=0.332 Acc=0.95 ---225938.05 ms/batch
Step 00207900 L_out=0.091 Acc=0.95 ---252276.42 ms/batch
Step 00207950 L_out=0.107 Acc=0.97 ---278467.32 ms/batch
Step 00208000 L_out=0.937 Acc=0.92 ---305447.97 ms/batch
Step 00208050 L_out=0.092 Acc=0.93 ---332622.52 ms/batch
Step 00208100 L_out=0.118 Acc=0.96 ---359655.15 ms/batch
Round 12 | epoch=11, train costTime=361.68230628967285, | total_activation_sum=47439348
Round 12 | epoch=12, current m_iou=0.7056631464810473
Round 12 | Best m_IoU is: 0.707, OA is: 0.926 | val costTime=142.0960943698883
Round 12 | ****EPOCH 12****
Step 00208150 L_out=0.141 Acc=0.98 ---24447.70 ms/batch
Step 00208200 L_out=0.101 Acc=0.96 ---50399.20 ms/batch
Step 00208250 L_out=0.492 Acc=0.95 ---76455.49 ms/batch
Step 00208300 L_out=0.119 Acc=0.94 ---102495.78 ms/batch
Step 00208350 L_out=0.098 Acc=0.95 ---128256.98 ms/batch
Step 00208400 L_out=0.354 Acc=0.91 ---154695.61 ms/batch
Step 00208450 L_out=0.086 Acc=0.96 ---180813.21 ms/batch
Step 00208500 L_out=0.158 Acc=0.97 ---206806.87 ms/batch
Step 00208550 L_out=0.148 Acc=0.97 ---234749.74 ms/batch
Step 00208600 L_out=0.138 Acc=0.97 ---262019.33 ms/batch
Step 00208650 L_out=0.260 Acc=0.95 ---288563.97 ms/batch
Step 00208700 L_out=0.091 Acc=0.96 ---315525.85 ms/batch
Step 00208750 L_out=0.518 Acc=0.89 ---342933.03 ms/batch
Round 12 | epoch=12, train costTime=354.65130281448364, | total_activation_sum=47334288
Round 12 | epoch=13, current m_iou=0.706294110508017
Round 12 | Best m_IoU is: 0.707, OA is: 0.926 | val costTime=131.13668012619019
Round 12 | ****EPOCH 13****
Step 00208800 L_out=0.193 Acc=0.97 ---12698.73 ms/batch
Step 00208850 L_out=0.560 Acc=0.94 ---34618.96 ms/batch
Step 00208900 L_out=0.072 Acc=0.98 ---56339.48 ms/batch
Step 00208950 L_out=0.375 Acc=0.97 ---78433.39 ms/batch
Step 00209000 L_out=0.130 Acc=0.93 ---101058.37 ms/batch
Step 00209050 L_out=0.129 Acc=0.95 ---122947.68 ms/batch
Step 00209100 L_out=0.112 Acc=0.97 ---144633.55 ms/batch
Step 00209150 L_out=0.364 Acc=0.96 ---166652.38 ms/batch
Step 00209200 L_out=0.307 Acc=0.97 ---188442.11 ms/batch
Step 00209250 L_out=0.149 Acc=0.95 ---210217.46 ms/batch
Step 00209300 L_out=0.152 Acc=0.98 ---232753.01 ms/batch
Step 00209350 L_out=0.442 Acc=0.94 ---254645.71 ms/batch
Step 00209400 L_out=0.303 Acc=0.93 ---276480.01 ms/batch
Round 12 | epoch=13, train costTime=293.1436049938202, | total_activation_sum=47540832
Round 12 | epoch=14, current m_iou=0.7057896988967627
Round 12 | Best m_IoU is: 0.707, OA is: 0.926 | val costTime=115.78936338424683
Round 12 | ****EPOCH 14****
Step 00209450 L_out=0.441 Acc=0.91 --- 5307.78 ms/batch
Step 00209500 L_out=0.308 Acc=0.94 ---27112.48 ms/batch
Step 00209550 L_out=0.129 Acc=0.96 ---48843.76 ms/batch
Step 00209600 L_out=0.079 Acc=0.95 ---71475.17 ms/batch
Step 00209650 L_out=0.057 Acc=0.99 ---93384.55 ms/batch
Step 00209700 L_out=0.117 Acc=0.97 ---115401.22 ms/batch
Step 00209750 L_out=0.087 Acc=0.96 ---137335.18 ms/batch
Step 00209800 L_out=0.118 Acc=0.95 ---159867.01 ms/batch
Step 00209850 L_out=0.232 Acc=0.97 ---181779.84 ms/batch
Step 00209900 L_out=0.126 Acc=0.97 ---203655.47 ms/batch
Step 00209950 L_out=0.164 Acc=0.96 ---225841.82 ms/batch
Step 00210000 L_out=0.313 Acc=0.94 ---247625.30 ms/batch
Step 00210050 L_out=0.154 Acc=0.97 ---269536.93 ms/batch
Step 00210100 L_out=0.169 Acc=0.95 ---291609.10 ms/batch
Round 12 | epoch=14, train costTime=293.8335311412811, | total_activation_sum=47684486
Round 12 | epoch=15, current m_iou=0.7042430447701504
Round 12 | Best m_IoU is: 0.707, OA is: 0.926 | val costTime=135.51337718963623
Round 12 | ****EPOCH 15****
Step 00210150 L_out=0.279 Acc=0.92 ---25578.21 ms/batch
Step 00210200 L_out=0.172 Acc=0.94 ---52096.88 ms/batch
Step 00210250 L_out=0.078 Acc=0.95 ---78153.08 ms/batch
Step 00210300 L_out=0.463 Acc=0.92 ---104229.11 ms/batch
Step 00210350 L_out=0.149 Acc=0.96 ---130610.67 ms/batch
Step 00210400 L_out=0.144 Acc=0.97 ---156731.28 ms/batch
Step 00210450 L_out=0.144 Acc=0.96 ---183061.76 ms/batch
Step 00210500 L_out=0.314 Acc=0.96 ---211170.64 ms/batch
Step 00210550 L_out=0.157 Acc=0.97 ---237175.06 ms/batch
Step 00210600 L_out=0.149 Acc=0.95 ---264583.83 ms/batch
Step 00210650 L_out=0.202 Acc=0.96 ---291124.74 ms/batch
Step 00210700 L_out=0.447 Acc=0.98 ---318308.68 ms/batch
Step 00210750 L_out=0.285 Acc=0.94 ---345383.25 ms/batch
Round 12 | epoch=15, train costTime=355.92392134666443, | total_activation_sum=47378146
Round 12 | epoch=16, current m_iou=0.7025109471119915
Round 12 | Best m_IoU is: 0.707, OA is: 0.926 | val costTime=135.1036262512207
Round 12 | ****EPOCH 16****
Step 00210800 L_out=0.130 Acc=0.94 ---14186.54 ms/batch
Step 00210850 L_out=0.174 Acc=0.96 ---40316.33 ms/batch
Step 00210900 L_out=0.296 Acc=0.97 ---68373.84 ms/batch
Step 00210950 L_out=0.187 Acc=0.96 ---94627.88 ms/batch
Step 00211000 L_out=0.095 Acc=0.97 ---120614.66 ms/batch
Step 00211050 L_out=0.142 Acc=0.97 ---146382.65 ms/batch
Step 00211100 L_out=0.151 Acc=0.96 ---173309.38 ms/batch
Step 00211150 L_out=0.269 Acc=0.94 ---199691.83 ms/batch
Step 00211200 L_out=0.478 Acc=0.95 ---225956.33 ms/batch
Step 00211250 L_out=0.140 Acc=0.95 ---252922.99 ms/batch
Step 00211300 L_out=0.165 Acc=0.94 ---279680.01 ms/batch
Step 00211350 L_out=0.081 Acc=0.98 ---306043.89 ms/batch
Step 00211400 L_out=0.106 Acc=0.98 ---333229.48 ms/batch
Round 12 | epoch=16, train costTime=353.33471846580505, | total_activation_sum=47311923
Round 12 | epoch=17, current m_iou=0.7055135118883691
Round 12 | Best m_IoU is: 0.707, OA is: 0.926 | val costTime=135.80987548828125
Round 12 | ****EPOCH 17****
Step 00211450 L_out=0.109 Acc=0.97 --- 6369.99 ms/batch
Step 00211500 L_out=0.148 Acc=0.98 ---32458.96 ms/batch
Step 00211550 L_out=0.108 Acc=0.97 ---58479.55 ms/batch
Step 00211600 L_out=0.060 Acc=0.99 ---85552.00 ms/batch
Step 00211650 L_out=0.228 Acc=0.95 ---113800.76 ms/batch
Step 00211700 L_out=0.092 Acc=0.97 ---139908.15 ms/batch
Step 00211750 L_out=0.175 Acc=0.97 ---166091.90 ms/batch
Step 00211800 L_out=0.225 Acc=0.94 ---193373.94 ms/batch
Step 00211850 L_out=0.332 Acc=0.97 ---219580.48 ms/batch
Step 00211900 L_out=0.092 Acc=0.97 ---246232.71 ms/batch
Step 00211950 L_out=0.312 Acc=0.96 ---273289.26 ms/batch
Step 00212000 L_out=0.149 Acc=0.98 ---300435.07 ms/batch
Step 00212050 L_out=0.174 Acc=0.96 ---327322.42 ms/batch
Step 00212100 L_out=0.083 Acc=0.98 ---353658.08 ms/batch
Round 12 | epoch=17, train costTime=356.2929401397705, | total_activation_sum=47505568
Round 12 | epoch=18, current m_iou=0.7033915867528493
Round 12 | Best m_IoU is: 0.707, OA is: 0.926 | val costTime=135.6272416114807
Round 12 | ****EPOCH 18****
Step 00212150 L_out=0.144 Acc=0.98 ---23550.40 ms/batch
Step 00212200 L_out=0.118 Acc=0.96 ---49656.56 ms/batch
Step 00212250 L_out=0.112 Acc=0.97 ---76428.62 ms/batch
Step 00212300 L_out=0.154 Acc=0.94 ---107005.67 ms/batch
Step 00212350 L_out=0.204 Acc=0.93 ---133182.08 ms/batch
Step 00212400 L_out=0.210 Acc=0.95 ---161489.49 ms/batch
Step 00212450 L_out=0.115 Acc=0.96 ---187528.38 ms/batch
Step 00212500 L_out=0.088 Acc=0.99 ---213275.26 ms/batch
Step 00212550 L_out=0.117 Acc=0.95 ---239778.53 ms/batch
Step 00212600 L_out=0.222 Acc=0.90 ---266876.30 ms/batch
Step 00212650 L_out=0.260 Acc=0.96 ---293578.85 ms/batch
Step 00212700 L_out=0.128 Acc=0.95 ---320856.60 ms/batch
Step 00212750 L_out=0.201 Acc=0.93 ---348113.66 ms/batch
Round 12 | epoch=18, train costTime=359.38586139678955, | total_activation_sum=47681540
Round 12 | epoch=19, current m_iou=0.705162922016369
Round 12 | Best m_IoU is: 0.707, OA is: 0.926 | val costTime=136.2531979084015
Round 12 | ****EPOCH 19****
Step 00212800 L_out=0.117 Acc=0.97 ---14232.07 ms/batch
Step 00212850 L_out=0.291 Acc=0.96 ---40800.02 ms/batch
Step 00212900 L_out=0.199 Acc=0.95 ---70873.93 ms/batch
Step 00212950 L_out=0.297 Acc=0.87 ---97980.02 ms/batch
Step 00213000 L_out=0.066 Acc=0.98 ---124036.90 ms/batch
Step 00213050 L_out=0.126 Acc=0.96 ---149946.58 ms/batch
Step 00213100 L_out=0.087 Acc=0.98 ---176328.56 ms/batch
Step 00213150 L_out=0.178 Acc=0.98 ---202968.97 ms/batch
Step 00213200 L_out=0.070 Acc=0.98 ---228778.55 ms/batch
Step 00213250 L_out=0.080 Acc=0.94 ---256129.17 ms/batch
Step 00213300 L_out=0.076 Acc=0.98 ---283225.82 ms/batch
Step 00213350 L_out=0.176 Acc=0.94 ---310174.51 ms/batch
Step 00213400 L_out=0.189 Acc=0.95 ---337206.23 ms/batch
Round 12 | epoch=19, train costTime=357.56477785110474, | total_activation_sum=47524818
Round 12 | epoch=20, current m_iou=0.7108461235219976
Round 12 | Best m_IoU is: 0.711, OA is: 0.928 | val costTime=136.00888681411743
Round 12 | ****EPOCH 20****
Step 00213450 L_out=0.190 Acc=0.92 --- 5306.85 ms/batch
Step 00213500 L_out=0.078 Acc=0.97 ---31951.70 ms/batch
Step 00213550 L_out=0.166 Acc=0.98 ---58041.95 ms/batch
Step 00213600 L_out=0.175 Acc=0.97 ---85457.97 ms/batch
Step 00213650 L_out=0.199 Acc=0.96 ---112331.53 ms/batch
Step 00213700 L_out=0.201 Acc=0.96 ---138051.53 ms/batch
Step 00213750 L_out=0.152 Acc=0.93 ---164442.67 ms/batch
Step 00213800 L_out=0.150 Acc=0.96 ---190854.30 ms/batch
Step 00213850 L_out=0.063 Acc=0.98 ---218876.93 ms/batch
Step 00213900 L_out=0.068 Acc=0.98 ---245468.39 ms/batch
Step 00213950 L_out=0.104 Acc=0.96 ---272541.02 ms/batch
Step 00214000 L_out=0.165 Acc=0.95 ---299511.38 ms/batch
Step 00214050 L_out=0.162 Acc=0.96 ---326233.92 ms/batch
Step 00214100 L_out=0.178 Acc=0.96 ---352376.48 ms/batch
Round 12 | epoch=20, train costTime=355.47351574897766, | total_activation_sum=47362753
Round 12 | epoch=21, current m_iou=0.7101496116739774
Round 12 | Best m_IoU is: 0.711, OA is: 0.928 | val costTime=136.1353244781494
Round 12 | ****EPOCH 21****
Step 00214150 L_out=0.065 Acc=0.96 ---22568.54 ms/batch
Step 00214200 L_out=0.301 Acc=0.95 ---48487.20 ms/batch
Step 00214250 L_out=0.376 Acc=0.92 ---76902.84 ms/batch
Step 00214300 L_out=0.250 Acc=0.92 ---102512.93 ms/batch
Step 00214350 L_out=0.077 Acc=0.98 ---128569.85 ms/batch
Step 00214400 L_out=0.221 Acc=0.96 ---155746.83 ms/batch
Step 00214450 L_out=0.109 Acc=0.98 ---182945.89 ms/batch
Step 00214500 L_out=0.171 Acc=0.97 ---209015.57 ms/batch
Step 00214550 L_out=0.158 Acc=0.96 ---235418.57 ms/batch
Step 00214600 L_out=0.113 Acc=0.95 ---262412.20 ms/batch
Step 00214650 L_out=0.228 Acc=0.96 ---289509.35 ms/batch
Step 00214700 L_out=0.248 Acc=0.94 ---316669.63 ms/batch
Step 00214750 L_out=0.250 Acc=0.96 ---343636.13 ms/batch
Round 12 | epoch=21, train costTime=354.94403290748596, | total_activation_sum=47504396
Round 12 | epoch=22, current m_iou=0.7103167791207275
Round 12 | Best m_IoU is: 0.711, OA is: 0.928 | val costTime=135.6353087425232
Round 12 | ****EPOCH 22****
Step 00214800 L_out=0.136 Acc=0.98 ---14082.78 ms/batch
Step 00214850 L_out=0.065 Acc=0.98 ---41421.78 ms/batch
Step 00214900 L_out=0.078 Acc=0.97 ---67783.13 ms/batch
Step 00214950 L_out=0.051 Acc=0.97 ---94186.35 ms/batch
Step 00215000 L_out=0.120 Acc=0.97 ---120609.29 ms/batch
Step 00215050 L_out=0.130 Acc=0.96 ---147175.35 ms/batch
Step 00215100 L_out=0.111 Acc=0.97 ---173237.44 ms/batch
Step 00215150 L_out=0.151 Acc=0.98 ---200121.12 ms/batch
Step 00215200 L_out=0.031 Acc=0.97 ---226450.61 ms/batch
Step 00215250 L_out=0.178 Acc=0.97 ---253382.45 ms/batch
Step 00215300 L_out=0.496 Acc=0.94 ---280348.61 ms/batch
Step 00215350 L_out=0.496 Acc=0.94 ---307231.14 ms/batch
Step 00215400 L_out=0.093 Acc=0.98 ---334120.78 ms/batch
Round 12 | epoch=22, train costTime=354.69438314437866, | total_activation_sum=47285634
Round 12 | epoch=23, current m_iou=0.7098835300378037
Round 12 | Best m_IoU is: 0.711, OA is: 0.928 | val costTime=135.99856162071228
Round 12 | ****EPOCH 23****
Step 00215450 L_out=0.077 Acc=0.96 --- 4637.30 ms/batch
Step 00215500 L_out=0.524 Acc=0.94 ---30807.65 ms/batch
Step 00215550 L_out=0.066 Acc=0.98 ---57229.35 ms/batch
Step 00215600 L_out=0.132 Acc=0.95 ---83368.65 ms/batch
Step 00215650 L_out=0.691 Acc=0.94 ---109858.15 ms/batch
Step 00215700 L_out=0.161 Acc=0.97 ---136761.03 ms/batch
Step 00215750 L_out=0.123 Acc=0.98 ---162855.98 ms/batch
Step 00215800 L_out=0.198 Acc=0.96 ---190017.46 ms/batch
Step 00215850 L_out=0.090 Acc=0.99 ---215989.03 ms/batch
Step 00215900 L_out=0.361 Acc=0.95 ---242691.38 ms/batch
Step 00215950 L_out=0.250 Acc=0.95 ---269576.17 ms/batch
Step 00216000 L_out=0.189 Acc=0.96 ---296215.53 ms/batch
Step 00216050 L_out=0.242 Acc=0.95 ---323647.39 ms/batch
Step 00216100 L_out=0.074 Acc=0.97 ---349417.71 ms/batch
Round 12 | epoch=23, train costTime=352.89437890052795, | total_activation_sum=47581926
Round 12 | epoch=24, current m_iou=0.7019399507056558
Round 12 | Best m_IoU is: 0.711, OA is: 0.928 | val costTime=135.82723426818848
Round 12 | ****EPOCH 24****
Step 00216150 L_out=0.095 Acc=0.97 ---23655.23 ms/batch
Step 00216200 L_out=0.104 Acc=0.96 ---50176.50 ms/batch
Step 00216250 L_out=0.113 Acc=0.95 ---76168.81 ms/batch
Step 00216300 L_out=0.162 Acc=0.97 ---102687.73 ms/batch
Step 00216350 L_out=0.359 Acc=0.95 ---129487.00 ms/batch
Step 00216400 L_out=0.157 Acc=0.94 ---156327.42 ms/batch
Step 00216450 L_out=0.184 Acc=0.96 ---183374.82 ms/batch
Step 00216500 L_out=0.065 Acc=0.98 ---209709.13 ms/batch
Step 00216550 L_out=0.079 Acc=0.99 ---236552.17 ms/batch
Step 00216600 L_out=1.429 Acc=0.90 ---263928.70 ms/batch
Step 00216650 L_out=0.161 Acc=0.96 ---291392.44 ms/batch
Step 00216700 L_out=0.104 Acc=0.97 ---318202.58 ms/batch
Step 00216750 L_out=0.081 Acc=0.96 ---345391.22 ms/batch
Round 12 | epoch=24, train costTime=357.0848910808563, | total_activation_sum=47598442
Round 12 | epoch=25, current m_iou=0.7011076008353893
Round 12 | Best m_IoU is: 0.711, OA is: 0.928 | val costTime=136.073303937912
Round 12 | ****EPOCH 25****
Step 00216800 L_out=0.226 Acc=0.93 ---12771.94 ms/batch
Step 00216850 L_out=0.131 Acc=0.97 ---39420.36 ms/batch
Step 00216900 L_out=0.152 Acc=0.97 ---67240.27 ms/batch
Step 00216950 L_out=0.273 Acc=0.91 ---93843.96 ms/batch
Step 00217000 L_out=0.049 Acc=0.99 ---121627.58 ms/batch
Step 00217050 L_out=0.237 Acc=0.93 ---149185.00 ms/batch
Step 00217100 L_out=0.158 Acc=0.96 ---177818.72 ms/batch
Step 00217150 L_out=0.083 Acc=0.96 ---203673.88 ms/batch
Step 00217200 L_out=0.087 Acc=0.96 ---229981.42 ms/batch
Step 00217250 L_out=0.078 Acc=0.98 ---256824.82 ms/batch
Step 00217300 L_out=0.103 Acc=0.97 ---283895.09 ms/batch
Step 00217350 L_out=0.112 Acc=0.97 ---310848.36 ms/batch
Step 00217400 L_out=0.193 Acc=0.89 ---338213.45 ms/batch
Round 12 | epoch=25, train costTime=358.86299657821655, | total_activation_sum=47444182
Round 12 | epoch=26, current m_iou=0.7041193151057508
Round 12 | Best m_IoU is: 0.711, OA is: 0.928 | val costTime=135.60126948356628
Round 12 | ****EPOCH 26****
Step 00217450 L_out=0.150 Acc=0.95 --- 5047.30 ms/batch
Step 00217500 L_out=0.069 Acc=0.98 ---32401.02 ms/batch
Step 00217550 L_out=0.041 Acc=0.97 ---58764.29 ms/batch
Step 00217600 L_out=0.295 Acc=0.95 ---84448.33 ms/batch
Step 00217650 L_out=0.186 Acc=0.97 ---110541.69 ms/batch
Step 00217700 L_out=0.131 Acc=0.98 ---136667.20 ms/batch
Step 00217750 L_out=0.138 Acc=0.95 ---162574.51 ms/batch
Step 00217800 L_out=0.153 Acc=0.96 ---189830.39 ms/batch
Step 00217850 L_out=0.106 Acc=0.97 ---217865.17 ms/batch
Step 00217900 L_out=0.089 Acc=0.97 ---244809.87 ms/batch
Step 00217950 L_out=0.094 Acc=0.98 ---271744.14 ms/batch
Step 00218000 L_out=0.126 Acc=0.97 ---298801.15 ms/batch
Step 00218050 L_out=0.267 Acc=0.95 ---326338.85 ms/batch
Step 00218100 L_out=0.136 Acc=0.96 ---352520.72 ms/batch
Round 12 | epoch=26, train costTime=356.4703712463379, | total_activation_sum=47363307
Round 12 | epoch=27, current m_iou=0.698672839643371
Round 12 | Best m_IoU is: 0.711, OA is: 0.928 | val costTime=135.74496459960938
Round 12 | ****EPOCH 27****
Step 00218150 L_out=0.152 Acc=0.96 ---23733.46 ms/batch
Step 00218200 L_out=0.126 Acc=0.96 ---50396.37 ms/batch
Step 00218250 L_out=0.072 Acc=0.96 ---77467.86 ms/batch
Step 00218300 L_out=0.145 Acc=0.97 ---103655.65 ms/batch
Step 00218350 L_out=0.151 Acc=0.98 ---129626.48 ms/batch
Step 00218400 L_out=0.176 Acc=0.94 ---155743.80 ms/batch
Step 00218450 L_out=0.278 Acc=0.96 ---181752.12 ms/batch
Step 00218500 L_out=0.046 Acc=0.98 ---207638.45 ms/batch
Step 00218550 L_out=0.226 Acc=0.94 ---234306.37 ms/batch
Step 00218600 L_out=0.088 Acc=0.98 ---261257.46 ms/batch
Step 00218650 L_out=0.212 Acc=0.96 ---288075.36 ms/batch
Step 00218700 L_out=0.103 Acc=0.98 ---314415.26 ms/batch
Step 00218750 L_out=0.121 Acc=0.92 ---341695.03 ms/batch
Round 12 | epoch=27, train costTime=353.5575604438782, | total_activation_sum=47563876
Round 12 | epoch=28, current m_iou=0.7029551141895687
Round 12 | Best m_IoU is: 0.711, OA is: 0.928 | val costTime=136.78022289276123
Round 12 | ****EPOCH 28****
Step 00218800 L_out=0.110 Acc=0.98 ---12422.56 ms/batch
Step 00218850 L_out=0.102 Acc=0.96 ---38350.73 ms/batch
Step 00218900 L_out=0.181 Acc=0.97 ---64016.51 ms/batch
Step 00218950 L_out=0.095 Acc=0.98 ---90720.91 ms/batch
Step 00219000 L_out=0.038 Acc=0.99 ---116688.92 ms/batch
Step 00219050 L_out=0.162 Acc=0.95 ---143495.42 ms/batch
Step 00219100 L_out=0.169 Acc=0.96 ---170078.07 ms/batch
Step 00219150 L_out=0.124 Acc=0.97 ---197165.67 ms/batch
Step 00219200 L_out=0.431 Acc=0.91 ---225427.62 ms/batch
Step 00219250 L_out=0.260 Acc=0.95 ---252708.49 ms/batch
Step 00219300 L_out=0.160 Acc=0.98 ---279063.94 ms/batch
Step 00219350 L_out=0.078 Acc=0.97 ---305805.27 ms/batch
Step 00219400 L_out=0.159 Acc=0.95 ---332745.26 ms/batch
Round 12 | epoch=28, train costTime=353.83271074295044, | total_activation_sum=47250082
Round 12 | epoch=29, current m_iou=0.7035867240752111
Round 12 | Best m_IoU is: 0.711, OA is: 0.928 | val costTime=135.76332020759583
Round 12 | ****EPOCH 29****
Step 00219450 L_out=0.103 Acc=0.96 --- 3770.96 ms/batch
Step 00219500 L_out=0.071 Acc=0.97 ---30629.30 ms/batch
Step 00219550 L_out=0.059 Acc=0.98 ---56886.10 ms/batch
Step 00219600 L_out=0.059 Acc=0.97 ---82930.32 ms/batch
Step 00219650 L_out=0.047 Acc=0.98 ---109320.44 ms/batch
Step 00219700 L_out=0.236 Acc=0.95 ---135578.02 ms/batch
Step 00219750 L_out=0.153 Acc=0.95 ---161905.81 ms/batch
Step 00219800 L_out=0.150 Acc=0.92 ---188116.48 ms/batch
Step 00219850 L_out=0.136 Acc=0.96 ---214551.37 ms/batch
Step 00219900 L_out=0.077 Acc=0.98 ---241606.76 ms/batch
Step 00219950 L_out=0.124 Acc=0.96 ---268618.08 ms/batch
Step 00220000 L_out=0.098 Acc=0.97 ---295502.18 ms/batch
Step 00220050 L_out=0.068 Acc=0.98 ---322599.03 ms/batch
Step 00220100 L_out=0.177 Acc=0.96 ---348401.05 ms/batch
Round 12 | epoch=29, train costTime=352.73427629470825, | total_activation_sum=47531281
Round 12 | epoch=30, current m_iou=0.7053922513701447
Round 12 | Best m_IoU is: 0.711, OA is: 0.928 | val costTime=135.75652074813843
Round 12 | ****EPOCH 30****
Round 13 | ****EPOCH 0****
Step 00220150 L_out=1.081 Acc=0.74 ---21248.07 ms/batch
Step 00220200 L_out=0.324 Acc=0.98 ---48079.16 ms/batch
Step 00220250 L_out=0.354 Acc=0.93 ---74198.68 ms/batch
Step 00220300 L_out=0.582 Acc=0.91 ---101446.74 ms/batch
Step 00220350 L_out=1.045 Acc=0.80 ---127564.74 ms/batch
Step 00220400 L_out=0.551 Acc=0.87 ---153371.64 ms/batch
Step 00220450 L_out=0.217 Acc=0.97 ---179235.94 ms/batch
Step 00220500 L_out=1.027 Acc=0.86 ---205354.65 ms/batch
Step 00220550 L_out=0.429 Acc=0.87 ---231425.96 ms/batch
Step 00220600 L_out=0.807 Acc=0.94 ---257416.35 ms/batch
Step 00220650 L_out=0.476 Acc=0.90 ---283614.00 ms/batch
Step 00220700 L_out=0.446 Acc=0.90 ---309734.46 ms/batch
Step 00220750 L_out=0.777 Acc=0.82 ---336584.39 ms/batch
Round 13 | epoch=0, train costTime=351.494179725647, | total_activation_sum=51735044
Round 13 | epoch=1, current m_iou=0.5260186381757305
Round 13 | Best m_IoU is: 0.526, OA is: 0.893 | val costTime=150.73448872566223
Round 13 | ****EPOCH 1****
Step 00220800 L_out=0.370 Acc=0.93 ---12142.11 ms/batch
Step 00220850 L_out=0.226 Acc=0.93 ---38042.03 ms/batch
Step 00220900 L_out=0.677 Acc=0.88 ---65806.24 ms/batch
Step 00220950 L_out=0.440 Acc=0.83 ---94504.42 ms/batch
Step 00221000 L_out=0.725 Acc=0.96 ---120548.43 ms/batch
Step 00221050 L_out=0.365 Acc=0.92 ---146746.46 ms/batch
Step 00221100 L_out=0.251 Acc=0.94 ---172951.30 ms/batch
Step 00221150 L_out=0.210 Acc=0.97 ---199207.46 ms/batch
Step 00221200 L_out=0.472 Acc=0.94 ---227592.18 ms/batch
Step 00221250 L_out=0.589 Acc=0.92 ---254779.24 ms/batch
Step 00221300 L_out=0.360 Acc=0.97 ---280948.80 ms/batch
Step 00221350 L_out=0.373 Acc=0.95 ---307096.44 ms/batch
Step 00221400 L_out=0.318 Acc=0.94 ---333441.27 ms/batch
Round 13 | epoch=1, train costTime=357.49028635025024, | total_activation_sum=51062157
Round 13 | epoch=2, current m_iou=0.648698183613636
Round 13 | Best m_IoU is: 0.649, OA is: 0.916 | val costTime=129.98946332931519
Round 13 | ****EPOCH 2****
Step 00221450 L_out=0.357 Acc=0.96 --- 3082.35 ms/batch
Step 00221500 L_out=0.718 Acc=0.95 ---28617.52 ms/batch
Step 00221550 L_out=0.320 Acc=0.95 ---55246.18 ms/batch
Step 00221600 L_out=0.329 Acc=0.96 ---80999.91 ms/batch
Step 00221650 L_out=0.233 Acc=0.96 ---106902.70 ms/batch
Step 00221700 L_out=0.082 Acc=0.96 ---132680.78 ms/batch
Step 00221750 L_out=0.258 Acc=0.95 ---161308.80 ms/batch
Step 00221800 L_out=0.325 Acc=0.95 ---188340.48 ms/batch
Step 00221850 L_out=0.153 Acc=0.97 ---214645.39 ms/batch
Step 00221900 L_out=0.162 Acc=0.96 ---242196.58 ms/batch
Step 00221950 L_out=0.413 Acc=0.93 ---270485.25 ms/batch
Step 00222000 L_out=0.586 Acc=0.89 ---297698.38 ms/batch
Step 00222050 L_out=0.084 Acc=0.97 ---326978.74 ms/batch
Step 00222100 L_out=0.116 Acc=0.96 ---354190.66 ms/batch
Round 13 | epoch=2, train costTime=359.81672835350037, | total_activation_sum=50750931
Round 13 | epoch=3, current m_iou=0.6950889013394828
Round 13 | Best m_IoU is: 0.695, OA is: 0.926 | val costTime=151.4163739681244
Round 13 | ****EPOCH 3****
Step 00222150 L_out=0.197 Acc=0.98 ---20046.47 ms/batch
Step 00222200 L_out=0.406 Acc=0.94 ---45952.38 ms/batch
Step 00222250 L_out=0.202 Acc=0.96 ---71705.80 ms/batch
Step 00222300 L_out=0.266 Acc=0.97 ---97781.03 ms/batch
Step 00222350 L_out=0.217 Acc=0.92 ---124307.44 ms/batch
Step 00222400 L_out=0.217 Acc=0.95 ---150743.64 ms/batch
Step 00222450 L_out=0.153 Acc=0.95 ---176645.60 ms/batch
Step 00222500 L_out=0.181 Acc=0.92 ---203017.52 ms/batch
Step 00222550 L_out=0.410 Acc=0.90 ---228693.79 ms/batch
Step 00222600 L_out=0.651 Acc=0.91 ---254748.02 ms/batch
Step 00222650 L_out=0.242 Acc=0.94 ---281605.61 ms/batch
Step 00222700 L_out=0.262 Acc=0.93 ---308535.02 ms/batch
Step 00222750 L_out=0.365 Acc=0.90 ---335365.79 ms/batch
Round 13 | epoch=3, train costTime=350.4857883453369, | total_activation_sum=51010207
Round 13 | epoch=4, current m_iou=0.6873853013110338
Round 13 | Best m_IoU is: 0.695, OA is: 0.926 | val costTime=149.88729786872864
Round 13 | ****EPOCH 4****
Step 00222800 L_out=0.112 Acc=0.99 ---11404.48 ms/batch
Step 00222850 L_out=0.147 Acc=0.97 ---38146.84 ms/batch
Step 00222900 L_out=0.908 Acc=0.90 ---65260.17 ms/batch
Step 00222950 L_out=0.251 Acc=0.96 ---91291.75 ms/batch
Step 00223000 L_out=0.202 Acc=0.96 ---117461.93 ms/batch
Step 00223050 L_out=0.131 Acc=0.95 ---143734.80 ms/batch
Step 00223100 L_out=0.112 Acc=0.98 ---169627.52 ms/batch
Step 00223150 L_out=0.353 Acc=0.94 ---195769.28 ms/batch
Step 00223200 L_out=0.393 Acc=0.90 ---222070.22 ms/batch
Step 00223250 L_out=0.151 Acc=0.97 ---249853.48 ms/batch
Step 00223300 L_out=0.752 Acc=0.87 ---277783.88 ms/batch
Step 00223350 L_out=0.299 Acc=0.94 ---304686.34 ms/batch
Step 00223400 L_out=0.370 Acc=0.92 ---331071.79 ms/batch
Round 13 | epoch=4, train costTime=355.2177448272705, | total_activation_sum=51044962
Round 13 | epoch=5, current m_iou=0.682532164806958
Round 13 | Best m_IoU is: 0.695, OA is: 0.926 | val costTime=150.38835048675537
Round 13 | ****EPOCH 5****
Step 00223450 L_out=0.381 Acc=0.94 --- 3067.91 ms/batch
Step 00223500 L_out=0.455 Acc=0.91 ---29382.34 ms/batch
Step 00223550 L_out=0.419 Acc=0.95 ---55223.71 ms/batch
Step 00223600 L_out=0.315 Acc=0.95 ---81472.38 ms/batch
Step 00223650 L_out=0.290 Acc=0.96 ---107455.87 ms/batch
Step 00223700 L_out=0.306 Acc=0.93 ---136005.55 ms/batch
Step 00223750 L_out=0.385 Acc=0.88 ---162028.09 ms/batch
Step 00223800 L_out=0.175 Acc=0.96 ---188674.65 ms/batch
Step 00223850 L_out=0.269 Acc=0.97 ---215685.51 ms/batch
Step 00223900 L_out=0.213 Acc=0.96 ---242529.44 ms/batch
Step 00223950 L_out=0.293 Acc=0.94 ---267965.69 ms/batch
Step 00224000 L_out=0.198 Acc=0.96 ---294378.52 ms/batch
Step 00224050 L_out=0.192 Acc=0.96 ---320572.56 ms/batch
Step 00224100 L_out=0.173 Acc=0.95 ---347503.50 ms/batch
Round 13 | epoch=5, train costTime=354.06520915031433, | total_activation_sum=50959449
Round 13 | epoch=6, current m_iou=0.6874082574880835
Round 13 | Best m_IoU is: 0.695, OA is: 0.926 | val costTime=149.81930994987488
Round 13 | ****EPOCH 6****
Step 00224150 L_out=0.064 Acc=0.98 ---21802.60 ms/batch
Step 00224200 L_out=0.150 Acc=0.98 ---48372.35 ms/batch
Step 00224250 L_out=0.321 Acc=0.95 ---74464.58 ms/batch
Step 00224300 L_out=0.395 Acc=0.92 ---102789.62 ms/batch
Step 00224350 L_out=0.152 Acc=0.94 ---128990.31 ms/batch
Step 00224400 L_out=0.538 Acc=0.93 ---155498.76 ms/batch
Step 00224450 L_out=0.204 Acc=0.95 ---181500.79 ms/batch
Step 00224500 L_out=0.180 Acc=0.97 ---207661.80 ms/batch
Step 00224550 L_out=0.371 Acc=0.97 ---233528.22 ms/batch
Step 00224600 L_out=0.206 Acc=0.96 ---259485.86 ms/batch
Step 00224650 L_out=0.061 Acc=0.98 ---285322.64 ms/batch
Step 00224700 L_out=0.228 Acc=0.95 ---314057.72 ms/batch
Step 00224750 L_out=0.454 Acc=0.92 ---340719.82 ms/batch
Round 13 | epoch=6, train costTime=356.11499524116516, | total_activation_sum=51019063
Round 13 | epoch=7, current m_iou=0.6947861870389264
Round 13 | Best m_IoU is: 0.695, OA is: 0.926 | val costTime=149.2715358734131
Round 13 | ****EPOCH 7****
Step 00224800 L_out=0.162 Acc=0.95 ---11121.88 ms/batch
Step 00224850 L_out=0.153 Acc=0.95 ---37210.58 ms/batch
Step 00224900 L_out=0.135 Acc=0.96 ---63076.43 ms/batch
Step 00224950 L_out=0.370 Acc=0.95 ---90193.03 ms/batch
Step 00225000 L_out=0.347 Acc=0.95 ---116103.14 ms/batch
Step 00225050 L_out=0.308 Acc=0.90 ---141989.39 ms/batch
Step 00225100 L_out=0.152 Acc=0.96 ---168503.80 ms/batch
Step 00225150 L_out=0.273 Acc=0.96 ---194313.65 ms/batch
Step 00225200 L_out=0.355 Acc=0.92 ---220233.66 ms/batch
Step 00225250 L_out=0.403 Acc=0.95 ---246204.83 ms/batch
Step 00225300 L_out=0.077 Acc=0.99 ---272578.36 ms/batch
Step 00225350 L_out=0.125 Acc=0.97 ---299512.89 ms/batch
Step 00225400 L_out=0.313 Acc=0.95 ---326925.80 ms/batch
Round 13 | epoch=7, train costTime=351.3896064758301, | total_activation_sum=50973472
Round 13 | epoch=8, current m_iou=0.6985012998261289
Round 13 | Best m_IoU is: 0.699, OA is: 0.925 | val costTime=130.52389550209045
Round 13 | ****EPOCH 8****
Step 00225450 L_out=0.206 Acc=0.96 --- 2040.60 ms/batch
Step 00225500 L_out=0.084 Acc=0.97 ---28070.13 ms/batch
Step 00225550 L_out=0.206 Acc=0.95 ---53982.00 ms/batch
Step 00225600 L_out=0.158 Acc=0.95 ---80346.82 ms/batch
Step 00225650 L_out=0.193 Acc=0.95 ---106324.33 ms/batch
Step 00225700 L_out=0.097 Acc=0.98 ---132736.52 ms/batch
Step 00225750 L_out=0.192 Acc=0.97 ---158686.19 ms/batch
Step 00225800 L_out=0.120 Acc=0.96 ---184843.86 ms/batch
Step 00225850 L_out=0.150 Acc=0.98 ---210560.09 ms/batch
Step 00225900 L_out=0.140 Acc=0.97 ---237079.71 ms/batch
Step 00225950 L_out=0.422 Acc=0.88 ---263311.24 ms/batch
Step 00226000 L_out=0.217 Acc=0.98 ---289458.92 ms/batch
Step 00226050 L_out=0.182 Acc=0.97 ---315877.27 ms/batch
Step 00226100 L_out=0.236 Acc=0.93 ---342653.28 ms/batch
Round 13 | epoch=8, train costTime=349.66169261932373, | total_activation_sum=50801151
Round 13 | epoch=9, current m_iou=0.6935213698678048
Round 13 | Best m_IoU is: 0.699, OA is: 0.925 | val costTime=148.55157136917114
Round 13 | ****EPOCH 9****
Step 00226150 L_out=0.326 Acc=0.92 ---18758.61 ms/batch
Step 00226200 L_out=0.295 Acc=0.93 ---47059.72 ms/batch
Step 00226250 L_out=0.137 Acc=0.98 ---73607.34 ms/batch
Step 00226300 L_out=0.237 Acc=0.96 ---100121.60 ms/batch
Step 00226350 L_out=0.253 Acc=0.97 ---126888.05 ms/batch
Step 00226400 L_out=0.043 Acc=0.98 ---153916.99 ms/batch
Step 00226450 L_out=0.070 Acc=0.97 ---180261.55 ms/batch
Step 00226500 L_out=0.391 Acc=0.94 ---206252.77 ms/batch
Step 00226550 L_out=0.225 Acc=0.96 ---232542.66 ms/batch
Step 00226600 L_out=0.172 Acc=0.96 ---258731.13 ms/batch
Step 00226650 L_out=0.138 Acc=0.97 ---286304.20 ms/batch
Step 00226700 L_out=0.312 Acc=0.93 ---315036.86 ms/batch
Step 00226750 L_out=0.238 Acc=0.96 ---342388.15 ms/batch
Round 13 | epoch=9, train costTime=358.488028049469, | total_activation_sum=50988610
Round 13 | epoch=10, current m_iou=0.6997850860746082
Round 13 | Best m_IoU is: 0.700, OA is: 0.926 | val costTime=150.70750164985657
Round 13 | ****EPOCH 10****
Step 00226800 L_out=0.149 Acc=0.97 ---10507.09 ms/batch
Step 00226850 L_out=0.166 Acc=0.97 ---36586.16 ms/batch
Step 00226900 L_out=0.074 Acc=0.98 ---64510.10 ms/batch
Step 00226950 L_out=0.195 Acc=0.96 ---92728.57 ms/batch
Step 00227000 L_out=0.239 Acc=0.96 ---118872.14 ms/batch
Step 00227050 L_out=0.373 Acc=0.94 ---146190.81 ms/batch
Step 00227100 L_out=0.147 Acc=0.98 ---173221.94 ms/batch
Step 00227150 L_out=0.211 Acc=0.97 ---200147.68 ms/batch
Step 00227200 L_out=0.058 Acc=0.99 ---226168.42 ms/batch
Step 00227250 L_out=0.276 Acc=0.93 ---253790.98 ms/batch
Step 00227300 L_out=0.186 Acc=0.92 ---279997.69 ms/batch
Step 00227350 L_out=0.120 Acc=0.94 ---306062.94 ms/batch
Step 00227400 L_out=0.310 Acc=0.96 ---332977.70 ms/batch
Round 13 | epoch=10, train costTime=358.3368489742279, | total_activation_sum=50879688
Round 13 | epoch=11, current m_iou=0.701117355665709
Round 13 | Best m_IoU is: 0.701, OA is: 0.926 | val costTime=150.4736614227295
Round 13 | ****EPOCH 11****
Step 00227450 L_out=0.042 Acc=0.99 --- 1415.30 ms/batch
Step 00227500 L_out=0.437 Acc=0.91 ---27673.39 ms/batch
Step 00227550 L_out=0.087 Acc=0.97 ---53623.30 ms/batch
Step 00227600 L_out=0.212 Acc=0.96 ---80060.81 ms/batch
Step 00227650 L_out=0.414 Acc=0.97 ---106083.23 ms/batch
Step 00227700 L_out=0.082 Acc=0.98 ---132434.69 ms/batch
Step 00227750 L_out=0.077 Acc=0.98 ---158830.96 ms/batch
Step 00227800 L_out=0.188 Acc=0.97 ---186909.25 ms/batch
Step 00227850 L_out=0.160 Acc=0.97 ---216071.98 ms/batch
Step 00227900 L_out=0.184 Acc=0.96 ---242111.77 ms/batch
Step 00227950 L_out=0.198 Acc=0.94 ---268552.83 ms/batch
Step 00228000 L_out=0.139 Acc=0.95 ---294909.57 ms/batch
Step 00228050 L_out=0.941 Acc=0.83 ---321620.25 ms/batch
Step 00228100 L_out=0.259 Acc=0.95 ---348300.42 ms/batch
Round 13 | epoch=11, train costTime=355.81983947753906, | total_activation_sum=51079082
Round 13 | epoch=12, current m_iou=0.7056102597074863
Round 13 | Best m_IoU is: 0.706, OA is: 0.927 | val costTime=150.39239621162415
Round 13 | ****EPOCH 12****
Step 00228150 L_out=0.161 Acc=0.97 ---18184.60 ms/batch
Step 00228200 L_out=0.259 Acc=0.95 ---45235.16 ms/batch
Step 00228250 L_out=0.102 Acc=0.98 ---71794.22 ms/batch
Step 00228300 L_out=0.430 Acc=0.93 ---97697.33 ms/batch
Step 00228350 L_out=0.114 Acc=0.98 ---123604.68 ms/batch
Step 00228400 L_out=0.241 Acc=0.92 ---149436.06 ms/batch
Step 00228450 L_out=0.317 Acc=0.96 ---175479.95 ms/batch
Step 00228500 L_out=0.084 Acc=0.97 ---201681.05 ms/batch
Step 00228550 L_out=0.192 Acc=0.94 ---227722.45 ms/batch
Step 00228600 L_out=0.223 Acc=0.95 ---253522.02 ms/batch
Step 00228650 L_out=0.158 Acc=0.96 ---279728.55 ms/batch
Step 00228700 L_out=0.239 Acc=0.93 ---305505.73 ms/batch
Step 00228750 L_out=0.177 Acc=0.96 ---332456.05 ms/batch
Round 13 | epoch=12, train costTime=349.065797328949, | total_activation_sum=50813616
Round 13 | epoch=13, current m_iou=0.7121938836499425
Round 13 | Best m_IoU is: 0.712, OA is: 0.929 | val costTime=143.4645426273346
Round 13 | ****EPOCH 13****
Step 00228800 L_out=0.307 Acc=0.94 --- 8465.37 ms/batch
Step 00228850 L_out=0.232 Acc=0.93 ---30670.17 ms/batch
Step 00228900 L_out=0.091 Acc=0.99 ---52528.56 ms/batch
Step 00228950 L_out=0.242 Acc=0.97 ---74375.62 ms/batch
Step 00229000 L_out=0.210 Acc=0.98 ---96159.18 ms/batch
Step 00229050 L_out=0.037 Acc=0.98 ---118912.27 ms/batch
Step 00229100 L_out=0.095 Acc=0.97 ---140871.48 ms/batch
Step 00229150 L_out=0.298 Acc=0.94 ---162793.27 ms/batch
Step 00229200 L_out=0.180 Acc=0.97 ---184681.98 ms/batch
Step 00229250 L_out=0.191 Acc=0.95 ---206562.20 ms/batch
Step 00229300 L_out=0.129 Acc=0.95 ---228502.11 ms/batch
Step 00229350 L_out=0.262 Acc=0.97 ---250699.66 ms/batch
Step 00229400 L_out=0.262 Acc=0.95 ---272933.02 ms/batch
Round 13 | epoch=13, train costTime=294.0514690876007, | total_activation_sum=50961855
Round 13 | epoch=14, current m_iou=0.7131673608578465
Round 13 | Best m_IoU is: 0.713, OA is: 0.930 | val costTime=115.95870733261108
Round 13 | ****EPOCH 14****
Step 00229450 L_out=0.175 Acc=0.97 ---  895.27 ms/batch
Step 00229500 L_out=0.178 Acc=0.95 ---22669.77 ms/batch
Step 00229550 L_out=0.060 Acc=0.98 ---44662.20 ms/batch
Step 00229600 L_out=0.263 Acc=0.94 ---66705.74 ms/batch
Step 00229650 L_out=0.319 Acc=0.94 ---88864.59 ms/batch
Step 00229700 L_out=0.346 Acc=0.94 ---111107.54 ms/batch
Step 00229750 L_out=0.122 Acc=0.98 ---132947.18 ms/batch
Step 00229800 L_out=0.092 Acc=0.98 ---154854.49 ms/batch
Step 00229850 L_out=0.111 Acc=0.97 ---177410.67 ms/batch
Step 00229900 L_out=0.338 Acc=0.96 ---199556.24 ms/batch
Step 00229950 L_out=0.205 Acc=0.95 ---221383.69 ms/batch
Step 00230000 L_out=0.148 Acc=0.97 ---243648.11 ms/batch
Step 00230050 L_out=0.269 Acc=0.98 ---265597.95 ms/batch
Step 00230100 L_out=0.132 Acc=0.94 ---287485.24 ms/batch
Round 13 | epoch=14, train costTime=294.05940198898315, | total_activation_sum=50970772
Round 13 | epoch=15, current m_iou=0.7123880316015668
Round 13 | Best m_IoU is: 0.713, OA is: 0.930 | val costTime=130.63419604301453
Round 13 | ****EPOCH 15****
Step 00230150 L_out=0.306 Acc=0.97 ---19183.33 ms/batch
Step 00230200 L_out=0.158 Acc=0.97 ---47825.77 ms/batch
Step 00230250 L_out=0.501 Acc=0.93 ---73877.40 ms/batch
Step 00230300 L_out=0.096 Acc=0.95 ---99918.74 ms/batch
Step 00230350 L_out=0.188 Acc=0.97 ---126582.46 ms/batch
Step 00230400 L_out=0.086 Acc=0.97 ---152704.77 ms/batch
Step 00230450 L_out=0.157 Acc=0.97 ---179027.16 ms/batch
Step 00230500 L_out=0.194 Acc=0.97 ---206045.30 ms/batch
Step 00230550 L_out=0.359 Acc=0.96 ---233273.72 ms/batch
Step 00230600 L_out=0.165 Acc=0.98 ---259643.09 ms/batch
Step 00230650 L_out=0.077 Acc=0.98 ---286575.70 ms/batch
Step 00230700 L_out=0.083 Acc=0.97 ---313173.80 ms/batch
Step 00230750 L_out=0.107 Acc=0.98 ---340125.24 ms/batch
Round 13 | epoch=15, train costTime=357.4529149532318, | total_activation_sum=50969883
Round 13 | epoch=16, current m_iou=0.7086452590749387
Round 13 | Best m_IoU is: 0.713, OA is: 0.930 | val costTime=140.33040833473206
Round 13 | ****EPOCH 16****
Step 00230800 L_out=0.238 Acc=0.97 --- 9492.54 ms/batch
Step 00230850 L_out=0.216 Acc=0.97 ---35572.31 ms/batch
Step 00230900 L_out=0.434 Acc=0.96 ---63711.45 ms/batch
Step 00230950 L_out=0.055 Acc=0.98 ---90597.12 ms/batch
Step 00231000 L_out=0.164 Acc=0.96 ---116887.69 ms/batch
Step 00231050 L_out=0.147 Acc=0.97 ---143037.52 ms/batch
Step 00231100 L_out=0.217 Acc=0.98 ---169454.40 ms/batch
Step 00231150 L_out=0.490 Acc=0.92 ---195379.52 ms/batch
Step 00231200 L_out=0.264 Acc=0.97 ---221507.32 ms/batch
Step 00231250 L_out=0.189 Acc=0.95 ---247135.07 ms/batch
Step 00231300 L_out=0.111 Acc=0.93 ---273166.13 ms/batch
Step 00231350 L_out=0.179 Acc=0.95 ---300285.20 ms/batch
Step 00231400 L_out=0.304 Acc=0.93 ---327256.27 ms/batch
Round 13 | epoch=16, train costTime=353.68089151382446, | total_activation_sum=50824090
Round 13 | epoch=17, current m_iou=0.7072923662336152
Round 13 | Best m_IoU is: 0.713, OA is: 0.930 | val costTime=140.56397151947021
Round 13 | ****EPOCH 17****
Step 00231450 L_out=0.141 Acc=0.97 ---  546.22 ms/batch
Step 00231500 L_out=0.206 Acc=0.94 ---28983.84 ms/batch
Step 00231550 L_out=0.104 Acc=0.97 ---55301.43 ms/batch
Step 00231600 L_out=0.115 Acc=0.97 ---84463.37 ms/batch
Step 00231650 L_out=0.058 Acc=0.98 ---110471.70 ms/batch
Step 00231700 L_out=0.062 Acc=0.98 ---136487.16 ms/batch
Step 00231750 L_out=0.230 Acc=0.95 ---162575.59 ms/batch
Step 00231800 L_out=0.103 Acc=0.97 ---188466.85 ms/batch
Step 00231850 L_out=0.320 Acc=0.97 ---215403.87 ms/batch
Step 00231900 L_out=0.336 Acc=0.97 ---243234.31 ms/batch
Step 00231950 L_out=0.142 Acc=0.98 ---269525.20 ms/batch
Step 00232000 L_out=0.225 Acc=0.96 ---296365.62 ms/batch
Step 00232050 L_out=0.122 Acc=0.96 ---323574.91 ms/batch
Step 00232100 L_out=0.713 Acc=0.96 ---350539.64 ms/batch
Round 13 | epoch=17, train costTime=359.3847281932831, | total_activation_sum=51059361
Round 13 | epoch=18, current m_iou=0.702681093275851
Round 13 | Best m_IoU is: 0.713, OA is: 0.930 | val costTime=139.97807049751282
Round 13 | ****EPOCH 18****
Step 00232150 L_out=0.106 Acc=0.97 ---17762.93 ms/batch
Step 00232200 L_out=0.215 Acc=0.96 ---44519.50 ms/batch
Step 00232250 L_out=0.260 Acc=0.96 ---70812.77 ms/batch
Step 00232300 L_out=0.063 Acc=0.96 ---98010.67 ms/batch
Step 00232350 L_out=0.044 Acc=0.97 ---125110.74 ms/batch
Step 00232400 L_out=0.108 Acc=0.98 ---151310.84 ms/batch
Step 00232450 L_out=0.156 Acc=0.97 ---177534.62 ms/batch
Step 00232500 L_out=0.172 Acc=0.98 ---207049.00 ms/batch
Step 00232550 L_out=0.156 Acc=0.96 ---233773.58 ms/batch
Step 00232600 L_out=0.169 Acc=0.96 ---261460.57 ms/batch
Step 00232650 L_out=0.061 Acc=0.96 ---288951.08 ms/batch
Step 00232700 L_out=0.106 Acc=0.96 ---316260.72 ms/batch
Step 00232750 L_out=0.105 Acc=0.96 ---343412.02 ms/batch
Round 13 | epoch=18, train costTime=360.76537561416626, | total_activation_sum=51007326
Round 13 | epoch=19, current m_iou=0.7095415690192135
Round 13 | Best m_IoU is: 0.713, OA is: 0.930 | val costTime=139.84640789031982
Round 13 | ****EPOCH 19****
Step 00232800 L_out=0.208 Acc=0.97 --- 9122.62 ms/batch
Step 00232850 L_out=0.103 Acc=0.96 ---35242.49 ms/batch
Step 00232900 L_out=0.245 Acc=0.94 ---61127.85 ms/batch
Step 00232950 L_out=0.091 Acc=0.97 ---87671.65 ms/batch
Step 00233000 L_out=0.245 Acc=0.96 ---113923.07 ms/batch
Step 00233050 L_out=0.065 Acc=0.98 ---139979.82 ms/batch
Step 00233100 L_out=0.065 Acc=0.99 ---165633.98 ms/batch
Step 00233150 L_out=0.268 Acc=0.95 ---191594.38 ms/batch
Step 00233200 L_out=0.174 Acc=0.95 ---217700.59 ms/batch
Step 00233250 L_out=0.161 Acc=0.96 ---243851.08 ms/batch
Step 00233300 L_out=0.209 Acc=0.94 ---270696.00 ms/batch
Step 00233350 L_out=0.206 Acc=0.92 ---297899.48 ms/batch
Step 00233400 L_out=0.066 Acc=0.96 ---324438.43 ms/batch
Step 00233450 L_out=0.163 Acc=0.97 ---351207.26 ms/batch
Round 13 | epoch=19, train costTime=351.20736622810364, | total_activation_sum=51043673
Round 13 | epoch=20, current m_iou=0.7087211549796095
Round 13 | Best m_IoU is: 0.713, OA is: 0.930 | val costTime=132.95150017738342
Round 13 | ****EPOCH 20****
Step 00233500 L_out=0.206 Acc=0.96 ---27677.33 ms/batch
Step 00233550 L_out=0.096 Acc=0.97 ---55086.10 ms/batch
Step 00233600 L_out=0.130 Acc=0.97 ---84464.26 ms/batch
Step 00233650 L_out=0.275 Acc=0.96 ---111414.71 ms/batch
Step 00233700 L_out=0.180 Acc=0.99 ---137955.94 ms/batch
Step 00233750 L_out=0.050 Acc=0.98 ---165423.95 ms/batch
Step 00233800 L_out=0.105 Acc=0.96 ---192320.10 ms/batch
Step 00233850 L_out=0.059 Acc=0.97 ---218237.36 ms/batch
Step 00233900 L_out=0.111 Acc=0.98 ---244804.87 ms/batch
Step 00233950 L_out=0.179 Acc=0.97 ---271036.18 ms/batch
Step 00234000 L_out=0.097 Acc=0.97 ---297992.61 ms/batch
Step 00234050 L_out=0.169 Acc=0.96 ---324778.93 ms/batch
Step 00234100 L_out=0.153 Acc=0.97 ---351898.40 ms/batch
Round 13 | epoch=20, train costTime=361.00909066200256, | total_activation_sum=50743102
Round 13 | epoch=21, current m_iou=0.7067744202740165
Round 13 | Best m_IoU is: 0.713, OA is: 0.930 | val costTime=132.97228956222534
Round 13 | ****EPOCH 21****
Step 00234150 L_out=0.300 Acc=0.94 ---18711.21 ms/batch
Step 00234200 L_out=0.202 Acc=0.95 ---45126.73 ms/batch
Step 00234250 L_out=0.190 Acc=0.98 ---72658.07 ms/batch
Step 00234300 L_out=0.094 Acc=0.99 ---99139.95 ms/batch
Step 00234350 L_out=0.346 Acc=0.97 ---126351.99 ms/batch
Step 00234400 L_out=0.154 Acc=0.97 ---152371.89 ms/batch
Step 00234450 L_out=0.193 Acc=0.98 ---179143.04 ms/batch
Step 00234500 L_out=0.114 Acc=0.96 ---207969.33 ms/batch
Step 00234550 L_out=0.267 Acc=0.98 ---236744.31 ms/batch
Step 00234600 L_out=0.076 Acc=0.98 ---263344.73 ms/batch
Step 00234650 L_out=0.073 Acc=0.98 ---290470.88 ms/batch
Step 00234700 L_out=0.215 Acc=0.95 ---317166.09 ms/batch
Step 00234750 L_out=0.166 Acc=0.92 ---344103.51 ms/batch
Round 13 | epoch=21, train costTime=362.1379816532135, | total_activation_sum=51012700
Round 13 | epoch=22, current m_iou=0.7070374584082143
Round 13 | Best m_IoU is: 0.713, OA is: 0.930 | val costTime=133.0198335647583
Round 13 | ****EPOCH 22****
Step 00234800 L_out=0.062 Acc=0.98 --- 8258.88 ms/batch
Step 00234850 L_out=0.280 Acc=0.94 ---33730.55 ms/batch
Step 00234900 L_out=0.207 Acc=0.95 ---61125.36 ms/batch
Step 00234950 L_out=0.073 Acc=0.98 ---88468.24 ms/batch
Step 00235000 L_out=0.184 Acc=0.96 ---114580.49 ms/batch
Step 00235050 L_out=0.109 Acc=0.98 ---141122.48 ms/batch
Step 00235100 L_out=0.104 Acc=0.96 ---167135.59 ms/batch
Step 00235150 L_out=0.123 Acc=0.95 ---192976.64 ms/batch
Step 00235200 L_out=0.054 Acc=0.97 ---219284.56 ms/batch
Step 00235250 L_out=0.051 Acc=0.98 ---245059.57 ms/batch
Step 00235300 L_out=0.129 Acc=0.97 ---271560.56 ms/batch
Step 00235350 L_out=0.208 Acc=0.95 ---298520.33 ms/batch
Step 00235400 L_out=0.143 Acc=0.97 ---325657.57 ms/batch
Step 00235450 L_out=0.179 Acc=0.97 ---352835.39 ms/batch
Round 13 | epoch=22, train costTime=353.44069743156433, | total_activation_sum=51014288
Round 13 | epoch=23, current m_iou=0.7094917817630981
Round 13 | Best m_IoU is: 0.713, OA is: 0.930 | val costTime=140.6418333053589
Round 13 | ****EPOCH 23****
Step 00235500 L_out=0.123 Acc=0.98 ---25843.30 ms/batch
Step 00235550 L_out=0.105 Acc=0.98 ---54607.82 ms/batch
Step 00235600 L_out=0.195 Acc=0.96 ---81494.23 ms/batch
Step 00235650 L_out=0.230 Acc=0.97 ---108824.79 ms/batch
Step 00235700 L_out=0.140 Acc=0.95 ---135139.94 ms/batch
Step 00235750 L_out=0.063 Acc=0.99 ---162736.40 ms/batch
Step 00235800 L_out=0.039 Acc=0.96 ---189006.75 ms/batch
Step 00235850 L_out=0.170 Acc=0.98 ---215698.95 ms/batch
Step 00235900 L_out=0.089 Acc=0.97 ---241932.37 ms/batch
Step 00235950 L_out=0.124 Acc=0.98 ---268227.12 ms/batch
Step 00236000 L_out=0.141 Acc=0.97 ---295277.85 ms/batch
Step 00236050 L_out=0.109 Acc=0.96 ---321948.61 ms/batch
Step 00236100 L_out=0.120 Acc=0.97 ---348701.92 ms/batch
Round 13 | epoch=23, train costTime=358.6316783428192, | total_activation_sum=51014018
Round 13 | epoch=24, current m_iou=0.7094683177410548
Round 13 | Best m_IoU is: 0.713, OA is: 0.930 | val costTime=135.68697500228882
Round 13 | ****EPOCH 24****
Step 00236150 L_out=0.269 Acc=0.97 ---16563.43 ms/batch
Step 00236200 L_out=0.138 Acc=0.98 ---42490.63 ms/batch
Step 00236250 L_out=0.096 Acc=0.95 ---68712.29 ms/batch
Step 00236300 L_out=0.140 Acc=0.95 ---94770.48 ms/batch
Step 00236350 L_out=0.308 Acc=0.95 ---120729.31 ms/batch
Step 00236400 L_out=0.131 Acc=0.97 ---147446.24 ms/batch
Step 00236450 L_out=0.154 Acc=0.98 ---173696.30 ms/batch
Step 00236500 L_out=0.164 Acc=0.94 ---199956.82 ms/batch
Step 00236550 L_out=0.163 Acc=0.93 ---226247.47 ms/batch
Step 00236600 L_out=0.134 Acc=0.97 ---252312.98 ms/batch
Step 00236650 L_out=0.164 Acc=0.97 ---279223.83 ms/batch
Step 00236700 L_out=0.196 Acc=0.97 ---306532.20 ms/batch
Step 00236750 L_out=0.060 Acc=0.99 ---333172.15 ms/batch
Round 13 | epoch=24, train costTime=352.35974645614624, | total_activation_sum=50860936
Round 13 | epoch=25, current m_iou=0.7085457024364619
Round 13 | Best m_IoU is: 0.713, OA is: 0.930 | val costTime=139.87878799438477
Round 13 | ****EPOCH 25****
Step 00236800 L_out=0.258 Acc=0.97 --- 7899.81 ms/batch
Step 00236850 L_out=0.155 Acc=0.96 ---33520.12 ms/batch
Step 00236900 L_out=0.290 Acc=0.92 ---59389.43 ms/batch
Step 00236950 L_out=0.171 Acc=0.95 ---85283.02 ms/batch
Step 00237000 L_out=1.208 Acc=0.94 ---111913.70 ms/batch
Step 00237050 L_out=0.340 Acc=0.94 ---138947.41 ms/batch
Step 00237100 L_out=0.196 Acc=0.95 ---166473.70 ms/batch
Step 00237150 L_out=0.147 Acc=0.98 ---192672.99 ms/batch
Step 00237200 L_out=0.186 Acc=0.97 ---218870.80 ms/batch
Step 00237250 L_out=0.085 Acc=0.97 ---245191.59 ms/batch
Step 00237300 L_out=0.158 Acc=0.96 ---273383.07 ms/batch
Step 00237350 L_out=0.085 Acc=0.97 ---300522.93 ms/batch
Step 00237400 L_out=0.058 Acc=0.95 ---327288.90 ms/batch
Step 00237450 L_out=0.141 Acc=0.95 ---354510.49 ms/batch
Round 13 | epoch=25, train costTime=355.4649841785431, | total_activation_sum=50788852
Round 13 | epoch=26, current m_iou=0.7093631371069451
Round 13 | Best m_IoU is: 0.713, OA is: 0.930 | val costTime=139.31439900398254
Round 13 | ****EPOCH 26****
Step 00237500 L_out=0.467 Acc=0.93 ---24801.51 ms/batch
Step 00237550 L_out=0.149 Acc=0.97 ---51823.71 ms/batch
Step 00237600 L_out=0.057 Acc=0.98 ---78647.32 ms/batch
Step 00237650 L_out=0.230 Acc=0.96 ---105121.40 ms/batch
Step 00237700 L_out=0.173 Acc=0.93 ---131031.54 ms/batch
Step 00237750 L_out=0.085 Acc=0.97 ---157101.53 ms/batch
Step 00237800 L_out=0.089 Acc=0.98 ---183370.12 ms/batch
Step 00237850 L_out=0.089 Acc=0.99 ---209866.93 ms/batch
Step 00237900 L_out=0.232 Acc=0.96 ---236750.45 ms/batch
Step 00237950 L_out=0.068 Acc=0.99 ---262933.94 ms/batch
Step 00238000 L_out=0.075 Acc=0.97 ---289613.22 ms/batch
Step 00238050 L_out=0.170 Acc=0.96 ---316576.43 ms/batch
Step 00238100 L_out=0.286 Acc=0.97 ---343691.88 ms/batch
Round 13 | epoch=26, train costTime=354.09068751335144, | total_activation_sum=51173805
Round 13 | epoch=27, current m_iou=0.7099968773517059
Round 13 | Best m_IoU is: 0.713, OA is: 0.930 | val costTime=139.44264125823975
Round 13 | ****EPOCH 27****
Step 00238150 L_out=0.100 Acc=0.97 ---16389.90 ms/batch
Step 00238200 L_out=0.098 Acc=0.98 ---43296.07 ms/batch
Step 00238250 L_out=0.178 Acc=0.95 ---69551.44 ms/batch
Step 00238300 L_out=0.155 Acc=0.93 ---96896.39 ms/batch
Step 00238350 L_out=0.153 Acc=0.97 ---124247.67 ms/batch
Step 00238400 L_out=0.098 Acc=0.96 ---150103.59 ms/batch
Step 00238450 L_out=0.086 Acc=0.98 ---176036.57 ms/batch
Step 00238500 L_out=0.105 Acc=0.95 ---201925.16 ms/batch
Step 00238550 L_out=0.125 Acc=0.96 ---227706.49 ms/batch
Step 00238600 L_out=0.177 Acc=0.97 ---253623.83 ms/batch
Step 00238650 L_out=0.066 Acc=0.97 ---280693.97 ms/batch
Step 00238700 L_out=0.191 Acc=0.96 ---307680.65 ms/batch
Step 00238750 L_out=0.118 Acc=0.98 ---334426.73 ms/batch
Round 13 | epoch=27, train costTime=354.02060198783875, | total_activation_sum=50892205
Round 13 | epoch=28, current m_iou=0.7096592300585793
Round 13 | Best m_IoU is: 0.713, OA is: 0.930 | val costTime=132.99037957191467
Round 13 | ****EPOCH 28****
Step 00238800 L_out=0.130 Acc=0.97 --- 8196.56 ms/batch
Step 00238850 L_out=0.283 Acc=0.94 ---34034.13 ms/batch
Step 00238900 L_out=0.212 Acc=0.96 ---61103.38 ms/batch
Step 00238950 L_out=0.149 Acc=0.96 ---88455.75 ms/batch
Step 00239000 L_out=0.110 Acc=0.98 ---114778.59 ms/batch
Step 00239050 L_out=0.129 Acc=0.98 ---141004.73 ms/batch
Step 00239100 L_out=0.070 Acc=0.99 ---166816.44 ms/batch
Step 00239150 L_out=0.295 Acc=0.95 ---192653.59 ms/batch
Step 00239200 L_out=0.132 Acc=0.97 ---218818.55 ms/batch
Step 00239250 L_out=0.114 Acc=0.98 ---244688.89 ms/batch
Step 00239300 L_out=0.156 Acc=0.97 ---271083.97 ms/batch
Step 00239350 L_out=0.068 Acc=0.97 ---298207.15 ms/batch
Step 00239400 L_out=0.137 Acc=0.97 ---325070.89 ms/batch
Step 00239450 L_out=0.085 Acc=0.96 ---351831.28 ms/batch
Round 13 | epoch=28, train costTime=353.2713301181793, | total_activation_sum=50977684
Round 13 | epoch=29, current m_iou=0.7104965092858061
Round 13 | Best m_IoU is: 0.713, OA is: 0.930 | val costTime=132.72594594955444
Round 13 | ****EPOCH 29****
Step 00239500 L_out=0.115 Acc=0.98 ---24652.54 ms/batch
Step 00239550 L_out=0.233 Acc=0.96 ---51424.52 ms/batch
Step 00239600 L_out=1.442 Acc=0.97 ---77841.35 ms/batch
Step 00239650 L_out=0.285 Acc=0.97 ---104260.32 ms/batch
Step 00239700 L_out=0.109 Acc=0.97 ---131615.15 ms/batch
Step 00239750 L_out=0.055 Acc=0.97 ---160730.27 ms/batch
Step 00239800 L_out=0.213 Acc=0.96 ---186653.73 ms/batch
Step 00239850 L_out=0.110 Acc=0.97 ---212771.70 ms/batch
Step 00239900 L_out=0.046 Acc=0.97 ---238810.91 ms/batch
Step 00239950 L_out=0.197 Acc=0.96 ---264973.53 ms/batch
Step 00240000 L_out=0.182 Acc=0.96 ---291838.42 ms/batch
Step 00240050 L_out=0.269 Acc=0.96 ---318909.46 ms/batch
Step 00240100 L_out=0.106 Acc=0.97 ---345792.73 ms/batch
Round 13 | epoch=29, train costTime=356.784175157547, | total_activation_sum=50744738
Round 13 | epoch=30, current m_iou=0.7101005924359836
Round 13 | Best m_IoU is: 0.713, OA is: 0.930 | val costTime=138.42047595977783
Round 13 | ****EPOCH 30****
Round 14 | ****EPOCH 0****
Step 00240150 L_out=0.800 Acc=0.86 ---13545.22 ms/batch
Step 00240200 L_out=0.254 Acc=0.95 ---39245.09 ms/batch
Step 00240250 L_out=0.572 Acc=0.95 ---65403.90 ms/batch
Step 00240300 L_out=0.228 Acc=0.95 ---90988.15 ms/batch
Step 00240350 L_out=0.147 Acc=0.99 ---117209.98 ms/batch
Step 00240400 L_out=0.614 Acc=0.92 ---143354.37 ms/batch
Step 00240450 L_out=1.213 Acc=0.83 ---168995.58 ms/batch
Step 00240500 L_out=0.822 Acc=0.85 ---195185.49 ms/batch
Step 00240550 L_out=0.571 Acc=0.94 ---221441.53 ms/batch
Step 00240600 L_out=0.359 Acc=0.94 ---248900.68 ms/batch
Step 00240650 L_out=0.883 Acc=0.89 ---275400.27 ms/batch
Step 00240700 L_out=0.385 Acc=0.92 ---301195.44 ms/batch
Step 00240750 L_out=0.362 Acc=0.95 ---327277.92 ms/batch
Round 14 | epoch=0, train costTime=346.4100947380066, | total_activation_sum=54651477
Round 14 | epoch=1, current m_iou=0.6211884401550627
Round 14 | Best m_IoU is: 0.621, OA is: 0.908 | val costTime=157.93837428092957
Round 14 | ****EPOCH 1****
Step 00240800 L_out=0.319 Acc=0.97 --- 5707.48 ms/batch
Step 00240850 L_out=0.342 Acc=0.94 ---30456.27 ms/batch
Step 00240900 L_out=0.829 Acc=0.83 ---57770.24 ms/batch
Step 00240950 L_out=0.378 Acc=0.94 ---84228.38 ms/batch
Step 00241000 L_out=0.270 Acc=0.96 ---110443.67 ms/batch
Step 00241050 L_out=0.561 Acc=0.94 ---139215.05 ms/batch
Step 00241100 L_out=0.365 Acc=0.95 ---166489.61 ms/batch
Step 00241150 L_out=0.181 Acc=0.94 ---193156.17 ms/batch
Step 00241200 L_out=0.164 Acc=0.98 ---219226.00 ms/batch
Step 00241250 L_out=0.420 Acc=0.95 ---245467.27 ms/batch
Step 00241300 L_out=1.026 Acc=0.85 ---271886.87 ms/batch
Step 00241350 L_out=0.198 Acc=0.96 ---301886.94 ms/batch
Step 00241400 L_out=0.347 Acc=0.97 ---328815.85 ms/batch
Step 00241450 L_out=0.202 Acc=0.96 ---354924.80 ms/batch
Round 14 | epoch=1, train costTime=356.9664890766144, | total_activation_sum=54071016
Round 14 | epoch=2, current m_iou=0.6672417846097293
Round 14 | Best m_IoU is: 0.667, OA is: 0.918 | val costTime=129.6403694152832
Round 14 | ****EPOCH 2****
Step 00241500 L_out=0.356 Acc=0.92 ---21968.89 ms/batch
Step 00241550 L_out=0.223 Acc=0.96 ---49072.16 ms/batch
Step 00241600 L_out=0.141 Acc=0.98 ---75185.58 ms/batch
Step 00241650 L_out=0.272 Acc=0.95 ---101704.62 ms/batch
Step 00241700 L_out=0.496 Acc=0.91 ---127687.39 ms/batch
Step 00241750 L_out=0.057 Acc=0.95 ---154415.68 ms/batch
Step 00241800 L_out=0.227 Acc=0.97 ---180333.03 ms/batch
Step 00241850 L_out=0.194 Acc=0.97 ---206698.33 ms/batch
Step 00241900 L_out=0.270 Acc=0.94 ---233101.20 ms/batch
Step 00241950 L_out=0.678 Acc=0.91 ---259262.24 ms/batch
Step 00242000 L_out=0.561 Acc=0.95 ---285173.19 ms/batch
Step 00242050 L_out=0.175 Acc=0.97 ---310938.73 ms/batch
Step 00242100 L_out=0.265 Acc=0.96 ---337857.98 ms/batch
Round 14 | epoch=2, train costTime=348.6598460674286, | total_activation_sum=54061726
Round 14 | epoch=3, current m_iou=0.686476133114764
Round 14 | Best m_IoU is: 0.686, OA is: 0.924 | val costTime=129.64999651908875
Round 14 | ****EPOCH 3****
Step 00242150 L_out=0.106 Acc=0.99 ---12950.69 ms/batch
Step 00242200 L_out=0.266 Acc=0.94 ---39739.45 ms/batch
Step 00242250 L_out=0.100 Acc=0.96 ---65732.52 ms/batch
Step 00242300 L_out=0.181 Acc=0.97 ---91426.01 ms/batch
Step 00242350 L_out=0.319 Acc=0.93 ---117878.40 ms/batch
Step 00242400 L_out=0.155 Acc=0.97 ---144164.39 ms/batch
Step 00242450 L_out=0.312 Acc=0.98 ---173822.71 ms/batch
Step 00242500 L_out=0.401 Acc=0.95 ---200300.13 ms/batch
Step 00242550 L_out=0.206 Acc=0.95 ---226276.04 ms/batch
Step 00242600 L_out=0.183 Acc=0.94 ---252442.01 ms/batch
Step 00242650 L_out=0.244 Acc=0.99 ---280228.65 ms/batch
Step 00242700 L_out=0.374 Acc=0.92 ---306902.50 ms/batch
Step 00242750 L_out=0.227 Acc=0.97 ---334822.57 ms/batch
Round 14 | epoch=3, train costTime=354.47717905044556, | total_activation_sum=53872578
Round 14 | epoch=4, current m_iou=0.6962642800694308
Round 14 | Best m_IoU is: 0.696, OA is: 0.926 | val costTime=143.92760372161865
Round 14 | ****EPOCH 4****
Step 00242800 L_out=0.197 Acc=0.95 --- 5523.72 ms/batch
Step 00242850 L_out=0.395 Acc=0.95 ---29897.35 ms/batch
Step 00242900 L_out=0.169 Acc=0.96 ---55930.10 ms/batch
Step 00242950 L_out=0.182 Acc=0.96 ---81731.48 ms/batch
Step 00243000 L_out=0.144 Acc=0.97 ---110644.90 ms/batch
Step 00243050 L_out=0.148 Acc=0.98 ---137410.48 ms/batch
Step 00243100 L_out=0.738 Acc=0.96 ---163550.81 ms/batch
Step 00243150 L_out=0.220 Acc=0.94 ---189254.65 ms/batch
Step 00243200 L_out=0.215 Acc=0.95 ---215832.45 ms/batch
Step 00243250 L_out=0.411 Acc=0.92 ---241997.30 ms/batch
Step 00243300 L_out=0.142 Acc=0.97 ---268042.00 ms/batch
Step 00243350 L_out=0.225 Acc=0.93 ---294127.90 ms/batch
Step 00243400 L_out=0.338 Acc=0.94 ---320258.02 ms/batch
Step 00243450 L_out=0.136 Acc=0.97 ---346266.55 ms/batch
Round 14 | epoch=4, train costTime=348.8375356197357, | total_activation_sum=54180403
Round 14 | epoch=5, current m_iou=0.695067307944593
Round 14 | Best m_IoU is: 0.696, OA is: 0.926 | val costTime=140.7485830783844
Round 14 | ****EPOCH 5****
Step 00243500 L_out=0.141 Acc=0.97 ---21908.63 ms/batch
Step 00243550 L_out=0.061 Acc=0.99 ---50016.74 ms/batch
Step 00243600 L_out=0.113 Acc=0.95 ---76668.59 ms/batch
Step 00243650 L_out=0.281 Acc=0.96 ---104501.68 ms/batch
Step 00243700 L_out=0.272 Acc=0.95 ---131174.08 ms/batch
Step 00243750 L_out=0.172 Acc=0.95 ---157239.18 ms/batch
Step 00243800 L_out=0.135 Acc=0.96 ---182981.50 ms/batch
Step 00243850 L_out=0.251 Acc=0.94 ---208747.41 ms/batch
Step 00243900 L_out=0.257 Acc=0.98 ---234954.53 ms/batch
Step 00243950 L_out=0.196 Acc=0.97 ---262307.46 ms/batch
Step 00244000 L_out=0.201 Acc=0.96 ---288383.79 ms/batch
Step 00244050 L_out=0.312 Acc=0.96 ---314518.33 ms/batch
Step 00244100 L_out=0.347 Acc=0.95 ---340662.85 ms/batch
Round 14 | epoch=5, train costTime=351.90735149383545, | total_activation_sum=53752789
Round 14 | epoch=6, current m_iou=0.7000383796660982
Round 14 | Best m_IoU is: 0.700, OA is: 0.926 | val costTime=129.50733137130737
Round 14 | ****EPOCH 6****
Step 00244150 L_out=0.278 Acc=0.97 ---13087.01 ms/batch
Step 00244200 L_out=0.193 Acc=0.94 ---39863.31 ms/batch
Step 00244250 L_out=0.099 Acc=0.98 ---66468.52 ms/batch
Step 00244300 L_out=0.257 Acc=0.94 ---92801.61 ms/batch
Step 00244350 L_out=0.185 Acc=0.98 ---119237.76 ms/batch
Step 00244400 L_out=0.228 Acc=0.92 ---145582.22 ms/batch
Step 00244450 L_out=0.449 Acc=0.96 ---172247.42 ms/batch
Step 00244500 L_out=0.102 Acc=0.96 ---198945.66 ms/batch
Step 00244550 L_out=0.078 Acc=0.98 ---224950.32 ms/batch
Step 00244600 L_out=0.139 Acc=0.98 ---250588.35 ms/batch
Step 00244650 L_out=0.240 Acc=0.93 ---276559.60 ms/batch
Step 00244700 L_out=0.443 Acc=0.94 ---302620.42 ms/batch
Step 00244750 L_out=0.188 Acc=0.96 ---329443.05 ms/batch
Round 14 | epoch=6, train costTime=350.2953267097473, | total_activation_sum=54055099
Round 14 | epoch=7, current m_iou=0.7045289392595453
Round 14 | Best m_IoU is: 0.705, OA is: 0.928 | val costTime=130.50075244903564
Round 14 | ****EPOCH 7****
Step 00244800 L_out=0.265 Acc=0.94 --- 5522.23 ms/batch
Step 00244850 L_out=0.090 Acc=0.96 ---29944.16 ms/batch
Step 00244900 L_out=0.140 Acc=0.94 ---57288.57 ms/batch
Step 00244950 L_out=0.130 Acc=0.95 ---83773.39 ms/batch
Step 00245000 L_out=0.226 Acc=0.96 ---110155.16 ms/batch
Step 00245050 L_out=0.190 Acc=0.93 ---136357.71 ms/batch
Step 00245100 L_out=0.228 Acc=0.97 ---162471.25 ms/batch
Step 00245150 L_out=0.135 Acc=0.97 ---188881.13 ms/batch
Step 00245200 L_out=0.215 Acc=0.93 ---215060.53 ms/batch
Step 00245250 L_out=0.162 Acc=0.97 ---241018.00 ms/batch
Step 00245300 L_out=0.081 Acc=0.97 ---267285.51 ms/batch
Step 00245350 L_out=0.119 Acc=0.96 ---293769.78 ms/batch
Step 00245400 L_out=0.369 Acc=0.93 ---320152.12 ms/batch
Step 00245450 L_out=0.263 Acc=0.97 ---346198.52 ms/batch
Round 14 | epoch=7, train costTime=349.43640661239624, | total_activation_sum=53894323
Round 14 | epoch=8, current m_iou=0.6941119927203943
Round 14 | Best m_IoU is: 0.705, OA is: 0.928 | val costTime=157.5665888786316
Round 14 | ****EPOCH 8****
Step 00245500 L_out=0.254 Acc=0.96 ---21095.31 ms/batch
Step 00245550 L_out=0.803 Acc=0.90 ---49169.84 ms/batch
Step 00245600 L_out=0.103 Acc=0.97 ---75430.84 ms/batch
Step 00245650 L_out=0.161 Acc=0.97 ---102008.56 ms/batch
Step 00245700 L_out=0.105 Acc=0.98 ---130965.31 ms/batch
Step 00245750 L_out=0.209 Acc=0.97 ---159048.76 ms/batch
Step 00245800 L_out=0.191 Acc=0.94 ---185217.58 ms/batch
Step 00245850 L_out=0.118 Acc=0.98 ---211163.19 ms/batch
Step 00245900 L_out=0.319 Acc=0.96 ---238049.00 ms/batch
Step 00245950 L_out=0.220 Acc=0.94 ---264491.36 ms/batch
Step 00246000 L_out=0.786 Acc=0.91 ---290599.43 ms/batch
Step 00246050 L_out=0.171 Acc=0.98 ---316386.22 ms/batch
Step 00246100 L_out=0.224 Acc=0.96 ---342149.03 ms/batch
Round 14 | epoch=8, train costTime=354.13173508644104, | total_activation_sum=54040491
Round 14 | epoch=9, current m_iou=0.6951993468912205
Round 14 | Best m_IoU is: 0.705, OA is: 0.928 | val costTime=130.03536868095398
Round 14 | ****EPOCH 9****
Step 00246150 L_out=0.106 Acc=0.98 ---12891.27 ms/batch
Step 00246200 L_out=0.133 Acc=0.97 ---40247.57 ms/batch
Step 00246250 L_out=0.207 Acc=0.92 ---67442.20 ms/batch
Step 00246300 L_out=0.318 Acc=0.92 ---93884.92 ms/batch
Step 00246350 L_out=0.232 Acc=0.95 ---120614.37 ms/batch
Step 00246400 L_out=0.136 Acc=0.98 ---147740.31 ms/batch
Step 00246450 L_out=0.186 Acc=0.95 ---174977.25 ms/batch
Step 00246500 L_out=0.094 Acc=0.97 ---201776.63 ms/batch
Step 00246550 L_out=0.075 Acc=0.99 ---228218.03 ms/batch
Step 00246600 L_out=0.285 Acc=0.95 ---256247.75 ms/batch
Step 00246650 L_out=0.130 Acc=0.97 ---283542.34 ms/batch
Step 00246700 L_out=0.312 Acc=0.94 ---309766.27 ms/batch
Step 00246750 L_out=0.068 Acc=0.97 ---335708.43 ms/batch
Round 14 | epoch=9, train costTime=356.50998973846436, | total_activation_sum=53695832
Round 14 | epoch=10, current m_iou=0.6999755567662469
Round 14 | Best m_IoU is: 0.705, OA is: 0.928 | val costTime=141.27027106285095
Round 14 | ****EPOCH 10****
Step 00246800 L_out=0.167 Acc=0.92 --- 5412.14 ms/batch
Step 00246850 L_out=0.220 Acc=0.98 ---29438.34 ms/batch
Step 00246900 L_out=0.525 Acc=0.93 ---56183.34 ms/batch
Step 00246950 L_out=0.271 Acc=0.97 ---83070.92 ms/batch
Step 00247000 L_out=0.231 Acc=0.96 ---109585.11 ms/batch
Step 00247050 L_out=0.234 Acc=0.96 ---136746.13 ms/batch
Step 00247100 L_out=0.263 Acc=0.95 ---162747.19 ms/batch
Step 00247150 L_out=0.139 Acc=0.98 ---190050.06 ms/batch
Step 00247200 L_out=0.176 Acc=0.98 ---217910.60 ms/batch
Step 00247250 L_out=0.104 Acc=0.95 ---245618.50 ms/batch
Step 00247300 L_out=0.073 Acc=0.98 ---272433.11 ms/batch
Step 00247350 L_out=0.116 Acc=0.97 ---298553.05 ms/batch
Step 00247400 L_out=0.664 Acc=0.89 ---325166.80 ms/batch
Step 00247450 L_out=0.291 Acc=0.88 ---350888.49 ms/batch
Round 14 | epoch=10, train costTime=354.4974672794342, | total_activation_sum=54033176
Round 14 | epoch=11, current m_iou=0.7035188452468737
Round 14 | Best m_IoU is: 0.705, OA is: 0.928 | val costTime=129.77158498764038
Round 14 | ****EPOCH 11****
Step 00247500 L_out=0.223 Acc=0.97 ---20657.94 ms/batch
Step 00247550 L_out=0.145 Acc=0.97 ---46594.24 ms/batch
Step 00247600 L_out=0.322 Acc=0.93 ---72914.39 ms/batch
Step 00247650 L_out=0.156 Acc=0.97 ---99039.59 ms/batch
Step 00247700 L_out=0.143 Acc=0.98 ---125291.65 ms/batch
Step 00247750 L_out=0.091 Acc=0.99 ---152411.87 ms/batch
Step 00247800 L_out=0.120 Acc=0.97 ---178308.12 ms/batch
Step 00247850 L_out=0.134 Acc=0.96 ---205440.46 ms/batch
Step 00247900 L_out=0.237 Acc=0.94 ---235121.16 ms/batch
Step 00247950 L_out=0.229 Acc=0.95 ---263173.88 ms/batch
Step 00248000 L_out=0.176 Acc=0.93 ---290542.24 ms/batch
Step 00248050 L_out=0.128 Acc=0.96 ---316758.25 ms/batch
Step 00248100 L_out=0.215 Acc=0.97 ---342691.49 ms/batch
Round 14 | epoch=11, train costTime=355.09786438941956, | total_activation_sum=53866215
Round 14 | epoch=12, current m_iou=0.7090820233064654
Round 14 | Best m_IoU is: 0.709, OA is: 0.928 | val costTime=150.87867546081543
Round 14 | ****EPOCH 12****
Step 00248150 L_out=0.187 Acc=0.95 ---13023.00 ms/batch
Step 00248200 L_out=0.124 Acc=0.97 ---37604.48 ms/batch
Step 00248250 L_out=0.056 Acc=0.95 ---64220.60 ms/batch
Step 00248300 L_out=0.087 Acc=0.97 ---90277.20 ms/batch
Step 00248350 L_out=0.208 Acc=0.93 ---116247.20 ms/batch
Step 00248400 L_out=0.125 Acc=0.98 ---142287.71 ms/batch
Step 00248450 L_out=0.321 Acc=0.95 ---169021.04 ms/batch
Step 00248500 L_out=0.198 Acc=0.97 ---194753.34 ms/batch
Step 00248550 L_out=0.208 Acc=0.97 ---221501.61 ms/batch
Step 00248600 L_out=0.474 Acc=0.95 ---247701.81 ms/batch
Step 00248650 L_out=0.207 Acc=0.97 ---275450.57 ms/batch
Step 00248700 L_out=0.158 Acc=0.97 ---301635.92 ms/batch
Step 00248750 L_out=0.199 Acc=0.97 ---328545.42 ms/batch
Round 14 | epoch=12, train costTime=350.68403673171997, | total_activation_sum=54352509
Round 14 | epoch=13, current m_iou=0.7072196894347149
Round 14 | Best m_IoU is: 0.709, OA is: 0.928 | val costTime=129.60424160957336
Round 14 | ****EPOCH 13****
Step 00248800 L_out=0.082 Acc=0.96 --- 4806.16 ms/batch
Step 00248850 L_out=0.135 Acc=0.97 ---28034.27 ms/batch
Step 00248900 L_out=0.193 Acc=0.98 ---50231.63 ms/batch
Step 00248950 L_out=0.411 Acc=0.95 ---72394.74 ms/batch
Step 00249000 L_out=0.807 Acc=0.95 ---94878.07 ms/batch
Step 00249050 L_out=0.155 Acc=0.98 ---116731.33 ms/batch
Step 00249100 L_out=0.257 Acc=0.99 ---138771.81 ms/batch
Step 00249150 L_out=0.120 Acc=0.97 ---160720.51 ms/batch
Step 00249200 L_out=0.152 Acc=0.95 ---183396.26 ms/batch
Step 00249250 L_out=0.294 Acc=0.96 ---205270.39 ms/batch
Step 00249300 L_out=0.308 Acc=0.94 ---227159.82 ms/batch
Step 00249350 L_out=0.106 Acc=0.98 ---249010.18 ms/batch
Step 00249400 L_out=0.244 Acc=0.94 ---271049.12 ms/batch
Step 00249450 L_out=0.155 Acc=0.97 ---293010.89 ms/batch
Round 14 | epoch=13, train costTime=296.5151801109314, | total_activation_sum=53863917
Round 14 | epoch=14, current m_iou=0.7083310183798176
Round 14 | Best m_IoU is: 0.709, OA is: 0.928 | val costTime=117.24158310890198
Round 14 | ****EPOCH 14****
Step 00249500 L_out=0.122 Acc=0.95 ---18402.79 ms/batch
Step 00249550 L_out=0.112 Acc=0.96 ---40193.27 ms/batch
Step 00249600 L_out=0.280 Acc=0.98 ---62343.30 ms/batch
Step 00249650 L_out=0.354 Acc=0.95 ---84098.46 ms/batch
Step 00249700 L_out=0.255 Acc=0.93 ---106009.42 ms/batch
Step 00249750 L_out=0.317 Acc=0.98 ---128113.81 ms/batch
Step 00249800 L_out=0.092 Acc=0.97 ---150371.15 ms/batch
Step 00249850 L_out=0.122 Acc=0.98 ---172805.08 ms/batch
Step 00249900 L_out=0.222 Acc=0.97 ---194726.34 ms/batch
Step 00249950 L_out=0.112 Acc=0.98 ---216564.15 ms/batch
Step 00250000 L_out=0.075 Acc=0.98 ---239206.72 ms/batch
Step 00250050 L_out=0.104 Acc=0.94 ---261213.53 ms/batch
Step 00250100 L_out=0.209 Acc=0.97 ---283112.70 ms/batch
Round 14 | epoch=14, train costTime=294.25414657592773, | total_activation_sum=53846812
Round 14 | epoch=15, current m_iou=0.7078332704638326
Round 14 | Best m_IoU is: 0.709, OA is: 0.928 | val costTime=121.68878197669983
Round 14 | ****EPOCH 15****
Step 00250150 L_out=0.130 Acc=0.98 ---12968.25 ms/batch
Step 00250200 L_out=0.101 Acc=0.95 ---39102.80 ms/batch
Step 00250250 L_out=0.144 Acc=0.98 ---65543.98 ms/batch
Step 00250300 L_out=0.236 Acc=0.95 ---92224.70 ms/batch
Step 00250350 L_out=0.096 Acc=0.97 ---118736.49 ms/batch
Step 00250400 L_out=0.297 Acc=0.91 ---145277.72 ms/batch
Step 00250450 L_out=0.111 Acc=0.98 ---172968.48 ms/batch
Step 00250500 L_out=0.116 Acc=0.98 ---201600.91 ms/batch
Step 00250550 L_out=0.263 Acc=0.95 ---228860.32 ms/batch
Step 00250600 L_out=0.125 Acc=0.97 ---255608.64 ms/batch
Step 00250650 L_out=0.179 Acc=0.96 ---284098.28 ms/batch
Step 00250700 L_out=0.040 Acc=0.96 ---310305.98 ms/batch
Step 00250750 L_out=0.082 Acc=0.97 ---336521.29 ms/batch
Round 14 | epoch=15, train costTime=358.9207739830017, | total_activation_sum=53695684
Round 14 | epoch=16, current m_iou=0.7070327413469691
Round 14 | Best m_IoU is: 0.709, OA is: 0.928 | val costTime=129.2411892414093
Round 14 | ****EPOCH 16****
Step 00250800 L_out=0.203 Acc=0.97 --- 4668.86 ms/batch
Step 00250850 L_out=0.088 Acc=0.97 ---30593.08 ms/batch
Step 00250900 L_out=0.147 Acc=0.97 ---56289.15 ms/batch
Step 00250950 L_out=0.300 Acc=0.97 ---85634.48 ms/batch
Step 00251000 L_out=0.131 Acc=0.94 ---111415.71 ms/batch
Step 00251050 L_out=0.210 Acc=0.96 ---137690.28 ms/batch
Step 00251100 L_out=0.084 Acc=0.97 ---163397.39 ms/batch
Step 00251150 L_out=0.159 Acc=0.95 ---189240.88 ms/batch
Step 00251200 L_out=0.450 Acc=0.97 ---216389.01 ms/batch
Step 00251250 L_out=0.738 Acc=0.89 ---243144.30 ms/batch
Step 00251300 L_out=0.127 Acc=0.98 ---270308.05 ms/batch
Step 00251350 L_out=0.149 Acc=0.96 ---298466.47 ms/batch
Step 00251400 L_out=0.298 Acc=0.96 ---324537.14 ms/batch
Step 00251450 L_out=0.205 Acc=0.98 ---351589.76 ms/batch
Round 14 | epoch=16, train costTime=356.44959688186646, | total_activation_sum=54125098
Round 14 | epoch=17, current m_iou=0.7088668617325006
Round 14 | Best m_IoU is: 0.709, OA is: 0.928 | val costTime=151.76528906822205
Round 14 | ****EPOCH 17****
Step 00251500 L_out=0.115 Acc=0.98 ---20916.79 ms/batch
Step 00251550 L_out=0.218 Acc=0.95 ---46973.59 ms/batch
Step 00251600 L_out=0.128 Acc=0.97 ---75229.37 ms/batch
Step 00251650 L_out=0.128 Acc=0.98 ---101842.12 ms/batch
Step 00251700 L_out=0.235 Acc=0.95 ---129180.06 ms/batch
Step 00251750 L_out=0.135 Acc=0.96 ---155547.69 ms/batch
Step 00251800 L_out=0.245 Acc=0.96 ---181876.08 ms/batch
Step 00251850 L_out=0.250 Acc=0.95 ---209478.85 ms/batch
Step 00251900 L_out=0.225 Acc=0.96 ---235591.41 ms/batch
Step 00251950 L_out=0.125 Acc=0.99 ---261658.02 ms/batch
Step 00252000 L_out=0.156 Acc=0.97 ---288195.62 ms/batch
Step 00252050 L_out=0.288 Acc=0.94 ---314381.22 ms/batch
Step 00252100 L_out=0.200 Acc=0.99 ---340859.63 ms/batch
Round 14 | epoch=17, train costTime=354.99808645248413, | total_activation_sum=54122201
Round 14 | epoch=18, current m_iou=0.7062575763321212
Round 14 | Best m_IoU is: 0.709, OA is: 0.928 | val costTime=151.89201068878174
Round 14 | ****EPOCH 18****
Step 00252150 L_out=0.107 Acc=0.98 ---12709.82 ms/batch
Step 00252200 L_out=0.125 Acc=0.95 ---39729.23 ms/batch
Step 00252250 L_out=0.065 Acc=0.98 ---66250.63 ms/batch
Step 00252300 L_out=0.162 Acc=0.96 ---92418.51 ms/batch
Step 00252350 L_out=0.118 Acc=0.99 ---118798.13 ms/batch
Step 00252400 L_out=0.049 Acc=0.96 ---146627.08 ms/batch
Step 00252450 L_out=0.370 Acc=0.97 ---172965.87 ms/batch
Step 00252500 L_out=0.107 Acc=0.98 ---199080.32 ms/batch
Step 00252550 L_out=0.128 Acc=0.98 ---225254.23 ms/batch
Step 00252600 L_out=0.167 Acc=0.97 ---251556.67 ms/batch
Step 00252650 L_out=0.086 Acc=0.97 ---277690.11 ms/batch
Step 00252700 L_out=0.188 Acc=0.97 ---303804.14 ms/batch
Step 00252750 L_out=0.154 Acc=0.97 ---329911.73 ms/batch
Round 14 | epoch=18, train costTime=353.42610907554626, | total_activation_sum=53968211
Round 14 | epoch=19, current m_iou=0.7098418869880339
Round 14 | Best m_IoU is: 0.710, OA is: 0.929 | val costTime=144.0226695537567
Round 14 | ****EPOCH 19****
Step 00252800 L_out=0.088 Acc=0.96 --- 3849.94 ms/batch
Step 00252850 L_out=0.114 Acc=0.97 ---31050.83 ms/batch
Step 00252900 L_out=0.108 Acc=0.95 ---59922.89 ms/batch
Step 00252950 L_out=0.196 Acc=0.97 ---86083.19 ms/batch
Step 00253000 L_out=0.121 Acc=0.97 ---113876.29 ms/batch
Step 00253050 L_out=0.172 Acc=0.96 ---140144.16 ms/batch
Step 00253100 L_out=0.272 Acc=0.92 ---165788.12 ms/batch
Step 00253150 L_out=0.169 Acc=0.97 ---192215.95 ms/batch
Step 00253200 L_out=0.096 Acc=0.98 ---217979.22 ms/batch
Step 00253250 L_out=0.071 Acc=0.99 ---243790.47 ms/batch
Step 00253300 L_out=0.076 Acc=0.98 ---269538.57 ms/batch
Step 00253350 L_out=0.185 Acc=0.95 ---295484.45 ms/batch
Step 00253400 L_out=0.155 Acc=0.97 ---321902.27 ms/batch
Step 00253450 L_out=0.120 Acc=0.96 ---349061.35 ms/batch
Round 14 | epoch=19, train costTime=354.65579628944397, | total_activation_sum=53791186
Round 14 | epoch=20, current m_iou=0.7105096003790952
Round 14 | Best m_IoU is: 0.711, OA is: 0.929 | val costTime=151.35286355018616
Round 14 | ****EPOCH 20****
Step 00253500 L_out=0.111 Acc=0.97 ---22929.90 ms/batch
Step 00253550 L_out=0.118 Acc=0.96 ---49022.57 ms/batch
Step 00253600 L_out=0.543 Acc=0.91 ---75973.66 ms/batch
Step 00253650 L_out=0.142 Acc=0.98 ---102017.91 ms/batch
Step 00253700 L_out=0.143 Acc=0.97 ---128143.77 ms/batch
Step 00253750 L_out=0.149 Acc=0.97 ---153819.65 ms/batch
Step 00253800 L_out=0.174 Acc=0.95 ---179789.97 ms/batch
Step 00253850 L_out=0.115 Acc=0.95 ---205516.28 ms/batch
Step 00253900 L_out=0.137 Acc=0.96 ---231519.15 ms/batch
Step 00253950 L_out=0.164 Acc=0.94 ---257454.68 ms/batch
Step 00254000 L_out=0.199 Acc=0.96 ---283541.67 ms/batch
Step 00254050 L_out=0.216 Acc=0.98 ---309058.97 ms/batch
Step 00254100 L_out=0.037 Acc=0.99 ---335812.11 ms/batch
Round 14 | epoch=20, train costTime=350.33383679389954, | total_activation_sum=54006657
Round 14 | epoch=21, current m_iou=0.7103214371437534
Round 14 | Best m_IoU is: 0.711, OA is: 0.929 | val costTime=129.10721588134766
Round 14 | ****EPOCH 21****
Step 00254150 L_out=0.071 Acc=0.98 ---12208.64 ms/batch
Step 00254200 L_out=0.153 Acc=0.96 ---40165.25 ms/batch
Step 00254250 L_out=0.216 Acc=0.96 ---66358.79 ms/batch
Step 00254300 L_out=0.158 Acc=0.96 ---94672.91 ms/batch
Step 00254350 L_out=0.149 Acc=0.98 ---122702.49 ms/batch
Step 00254400 L_out=0.151 Acc=0.98 ---149290.68 ms/batch
Step 00254450 L_out=0.119 Acc=0.97 ---175423.09 ms/batch
Step 00254500 L_out=0.213 Acc=0.96 ---201584.11 ms/batch
Step 00254550 L_out=0.219 Acc=0.95 ---228537.19 ms/batch
Step 00254600 L_out=0.342 Acc=0.94 ---255815.82 ms/batch
Step 00254650 L_out=0.229 Acc=0.95 ---282579.51 ms/batch
Step 00254700 L_out=0.053 Acc=0.98 ---310295.83 ms/batch
Step 00254750 L_out=0.229 Acc=0.95 ---336967.00 ms/batch
Round 14 | epoch=21, train costTime=361.00655794143677, | total_activation_sum=53928432
Round 14 | epoch=22, current m_iou=0.7098893222811784
Round 14 | Best m_IoU is: 0.711, OA is: 0.929 | val costTime=151.1512680053711
Round 14 | ****EPOCH 22****
Step 00254800 L_out=0.096 Acc=0.98 --- 3090.54 ms/batch
Step 00254850 L_out=0.370 Acc=0.96 ---30865.01 ms/batch
Step 00254900 L_out=0.138 Acc=0.98 ---58614.29 ms/batch
Step 00254950 L_out=0.100 Acc=0.98 ---84733.71 ms/batch
Step 00255000 L_out=0.265 Acc=0.96 ---111399.13 ms/batch
Step 00255050 L_out=0.061 Acc=0.98 ---137443.24 ms/batch
Step 00255100 L_out=0.040 Acc=0.98 ---163213.62 ms/batch
Step 00255150 L_out=0.271 Acc=0.94 ---189243.50 ms/batch
Step 00255200 L_out=0.161 Acc=0.97 ---215374.74 ms/batch
Step 00255250 L_out=0.123 Acc=0.97 ---241123.59 ms/batch
Step 00255300 L_out=0.121 Acc=0.97 ---267548.91 ms/batch
Step 00255350 L_out=0.149 Acc=0.97 ---293709.01 ms/batch
Step 00255400 L_out=0.139 Acc=0.96 ---320062.59 ms/batch
Step 00255450 L_out=0.092 Acc=0.98 ---346841.57 ms/batch
Round 14 | epoch=22, train costTime=352.8640730381012, | total_activation_sum=53804647
Round 14 | epoch=23, current m_iou=0.7041961009077637
Round 14 | Best m_IoU is: 0.711, OA is: 0.929 | val costTime=129.9043905735016
Round 14 | ****EPOCH 23****
Step 00255500 L_out=0.100 Acc=0.97 ---20676.84 ms/batch
Step 00255550 L_out=0.051 Acc=0.98 ---47410.05 ms/batch
Step 00255600 L_out=3.849 Acc=0.93 ---73685.49 ms/batch
Step 00255650 L_out=0.097 Acc=0.98 ---100268.39 ms/batch
Step 00255700 L_out=0.227 Acc=0.95 ---126477.22 ms/batch
Step 00255750 L_out=0.290 Acc=0.96 ---153002.55 ms/batch
Step 00255800 L_out=0.264 Acc=0.98 ---179874.18 ms/batch
Step 00255850 L_out=0.241 Acc=0.96 ---206181.68 ms/batch
Step 00255900 L_out=0.115 Acc=0.99 ---232075.62 ms/batch
Step 00255950 L_out=0.085 Acc=0.98 ---258189.75 ms/batch
Step 00256000 L_out=0.109 Acc=0.96 ---284049.06 ms/batch
Step 00256050 L_out=0.130 Acc=0.98 ---309736.67 ms/batch
Step 00256100 L_out=0.163 Acc=0.97 ---336588.92 ms/batch
Round 14 | epoch=23, train costTime=351.50981616973877, | total_activation_sum=54044526
Round 14 | epoch=24, current m_iou=0.7042538591411726
Round 14 | Best m_IoU is: 0.711, OA is: 0.929 | val costTime=128.79623317718506
Round 14 | ****EPOCH 24****
Step 00256150 L_out=0.169 Acc=0.93 ---11448.94 ms/batch
Step 00256200 L_out=0.121 Acc=0.97 ---37248.64 ms/batch
Step 00256250 L_out=0.242 Acc=0.95 ---63106.98 ms/batch
Step 00256300 L_out=0.175 Acc=0.95 ---89063.22 ms/batch
Step 00256350 L_out=0.157 Acc=0.97 ---115016.73 ms/batch
Step 00256400 L_out=0.086 Acc=0.96 ---140698.20 ms/batch
Step 00256450 L_out=0.830 Acc=0.87 ---167654.12 ms/batch
Step 00256500 L_out=0.172 Acc=0.97 ---193438.76 ms/batch
Step 00256550 L_out=0.039 Acc=0.98 ---219126.37 ms/batch
Step 00256600 L_out=0.286 Acc=0.93 ---245674.56 ms/batch
Step 00256650 L_out=0.398 Acc=0.94 ---272024.59 ms/batch
Step 00256700 L_out=0.046 Acc=0.96 ---299786.38 ms/batch
Step 00256750 L_out=0.116 Acc=0.96 ---326362.68 ms/batch
Round 14 | epoch=24, train costTime=350.3702881336212, | total_activation_sum=53879727
Round 14 | epoch=25, current m_iou=0.7071472589900717
Round 14 | Best m_IoU is: 0.711, OA is: 0.929 | val costTime=129.41933727264404
Round 14 | ****EPOCH 25****
Step 00256800 L_out=0.129 Acc=0.97 --- 2560.22 ms/batch
Step 00256850 L_out=0.225 Acc=0.96 ---28555.84 ms/batch
Step 00256900 L_out=0.175 Acc=0.95 ---56642.28 ms/batch
Step 00256950 L_out=0.186 Acc=0.97 ---82387.61 ms/batch
Step 00257000 L_out=0.106 Acc=0.98 ---108768.48 ms/batch
Step 00257050 L_out=0.096 Acc=0.98 ---135317.18 ms/batch
Step 00257100 L_out=0.141 Acc=0.95 ---161965.41 ms/batch
Step 00257150 L_out=0.089 Acc=0.98 ---188321.84 ms/batch
Step 00257200 L_out=0.093 Acc=0.95 ---217122.22 ms/batch
Step 00257250 L_out=0.133 Acc=0.98 ---243001.37 ms/batch
Step 00257300 L_out=0.220 Acc=0.96 ---269041.22 ms/batch
Step 00257350 L_out=0.144 Acc=0.98 ---295684.31 ms/batch
Step 00257400 L_out=0.206 Acc=0.93 ---322073.85 ms/batch
Step 00257450 L_out=0.403 Acc=0.96 ---349284.99 ms/batch
Round 14 | epoch=25, train costTime=355.76588320732117, | total_activation_sum=54042695
Round 14 | epoch=26, current m_iou=0.7066074754609895
Round 14 | Best m_IoU is: 0.711, OA is: 0.929 | val costTime=148.02176308631897
Round 14 | ****EPOCH 26****
Step 00257500 L_out=0.122 Acc=0.95 ---19938.72 ms/batch
Step 00257550 L_out=0.117 Acc=0.98 ---46154.70 ms/batch
Step 00257600 L_out=0.156 Acc=0.96 ---73024.10 ms/batch
Step 00257650 L_out=0.107 Acc=0.98 ---99685.70 ms/batch
Step 00257700 L_out=0.105 Acc=0.98 ---126645.25 ms/batch
Step 00257750 L_out=0.198 Acc=0.96 ---153086.46 ms/batch
Step 00257800 L_out=0.180 Acc=0.97 ---179238.42 ms/batch
Step 00257850 L_out=0.040 Acc=0.99 ---204882.69 ms/batch
Step 00257900 L_out=0.474 Acc=0.95 ---230473.34 ms/batch
Step 00257950 L_out=0.178 Acc=0.93 ---256671.65 ms/batch
Step 00258000 L_out=0.505 Acc=0.94 ---283083.27 ms/batch
Step 00258050 L_out=0.212 Acc=0.96 ---308874.22 ms/batch
Step 00258100 L_out=0.169 Acc=0.96 ---335831.25 ms/batch
Round 14 | epoch=26, train costTime=351.7718002796173, | total_activation_sum=53816758
Round 14 | epoch=27, current m_iou=0.7051289302344759
Round 14 | Best m_IoU is: 0.711, OA is: 0.929 | val costTime=129.56238222122192
Round 14 | ****EPOCH 27****
Step 00258150 L_out=0.147 Acc=0.96 ---11390.70 ms/batch
Step 00258200 L_out=0.390 Acc=0.94 ---39760.00 ms/batch
Step 00258250 L_out=0.153 Acc=0.97 ---66940.39 ms/batch
Step 00258300 L_out=0.077 Acc=0.95 ---93154.76 ms/batch
Step 00258350 L_out=0.098 Acc=0.97 ---119480.40 ms/batch
Step 00258400 L_out=0.087 Acc=0.98 ---146458.58 ms/batch
Step 00258450 L_out=0.151 Acc=0.97 ---176575.91 ms/batch
Step 00258500 L_out=1.006 Acc=0.96 ---202114.47 ms/batch
Step 00258550 L_out=0.138 Acc=0.98 ---228245.43 ms/batch
Step 00258600 L_out=0.368 Acc=0.93 ---254053.20 ms/batch
Step 00258650 L_out=0.909 Acc=0.96 ---279867.86 ms/batch
Step 00258700 L_out=0.159 Acc=0.93 ---306831.59 ms/batch
Step 00258750 L_out=0.268 Acc=0.95 ---333195.78 ms/batch
Round 14 | epoch=27, train costTime=358.092125415802, | total_activation_sum=53957549
Round 14 | epoch=28, current m_iou=0.7052747143519063
Round 14 | Best m_IoU is: 0.711, OA is: 0.929 | val costTime=129.50086641311646
Round 14 | ****EPOCH 28****
Step 00258800 L_out=0.051 Acc=0.99 --- 2601.22 ms/batch
Step 00258850 L_out=0.310 Acc=0.97 ---28922.70 ms/batch
Step 00258900 L_out=0.147 Acc=0.95 ---54858.47 ms/batch
Step 00258950 L_out=0.078 Acc=0.96 ---81155.33 ms/batch
Step 00259000 L_out=0.358 Acc=0.95 ---111912.63 ms/batch
Step 00259050 L_out=0.214 Acc=0.97 ---139115.49 ms/batch
Step 00259100 L_out=0.036 Acc=0.98 ---165513.31 ms/batch
Step 00259150 L_out=0.250 Acc=0.92 ---192798.84 ms/batch
Step 00259200 L_out=0.127 Acc=0.99 ---219329.30 ms/batch
Step 00259250 L_out=0.033 Acc=0.98 ---245619.42 ms/batch
Step 00259300 L_out=0.131 Acc=0.96 ---272346.87 ms/batch
Step 00259350 L_out=0.075 Acc=0.98 ---298525.34 ms/batch
Step 00259400 L_out=0.173 Acc=0.94 ---325558.15 ms/batch
Step 00259450 L_out=0.090 Acc=0.98 ---352506.18 ms/batch
Round 14 | epoch=28, train costTime=359.7368268966675, | total_activation_sum=53910051
Round 14 | epoch=29, current m_iou=0.7067055948711826
Round 14 | Best m_IoU is: 0.711, OA is: 0.929 | val costTime=129.32543873786926
Round 14 | ****EPOCH 29****
Step 00259500 L_out=0.165 Acc=0.97 ---19741.26 ms/batch
Step 00259550 L_out=0.114 Acc=0.97 ---45767.48 ms/batch
Step 00259600 L_out=0.084 Acc=0.98 ---71937.16 ms/batch
Step 00259650 L_out=0.230 Acc=0.95 ---98141.91 ms/batch
Step 00259700 L_out=0.095 Acc=0.97 ---125777.23 ms/batch
Step 00259750 L_out=0.160 Acc=0.98 ---152089.68 ms/batch
Step 00259800 L_out=0.162 Acc=0.96 ---178373.71 ms/batch
Step 00259850 L_out=0.097 Acc=0.98 ---203848.59 ms/batch
Step 00259900 L_out=0.144 Acc=0.93 ---229774.11 ms/batch
Step 00259950 L_out=0.173 Acc=0.97 ---255960.21 ms/batch
Step 00260000 L_out=0.512 Acc=0.93 ---282633.08 ms/batch
Step 00260050 L_out=0.133 Acc=0.96 ---310083.00 ms/batch
Step 00260100 L_out=0.128 Acc=0.96 ---337389.43 ms/batch
Round 14 | epoch=29, train costTime=353.60804510116577, | total_activation_sum=54017485
Round 14 | epoch=30, current m_iou=0.7066566664091961
Round 14 | Best m_IoU is: 0.711, OA is: 0.929 | val costTime=129.43043637275696
Round 14 | ****EPOCH 30****
Round 15 | ****EPOCH 0****
Step 00260150 L_out=1.026 Acc=0.80 ---10504.45 ms/batch
Step 00260200 L_out=1.813 Acc=0.83 ---37333.03 ms/batch
Step 00260250 L_out=1.714 Acc=0.85 ---62085.00 ms/batch
Step 00260300 L_out=1.262 Acc=0.90 ---88767.62 ms/batch
Step 00260350 L_out=0.230 Acc=0.95 ---116151.19 ms/batch
Step 00260400 L_out=0.178 Acc=0.98 ---144935.66 ms/batch
Step 00260450 L_out=0.819 Acc=0.87 ---170741.46 ms/batch
Step 00260500 L_out=0.760 Acc=0.92 ---196794.74 ms/batch
Step 00260550 L_out=0.572 Acc=0.90 ---224425.46 ms/batch
Step 00260600 L_out=0.403 Acc=0.96 ---252994.21 ms/batch
Step 00260650 L_out=0.199 Acc=0.96 ---281683.72 ms/batch
Step 00260700 L_out=0.307 Acc=0.93 ---309709.64 ms/batch
Step 00260750 L_out=0.286 Acc=0.95 ---338746.88 ms/batch
Round 15 | epoch=0, train costTime=363.2082018852234, | total_activation_sum=57742432
Round 15 | epoch=1, current m_iou=0.6761262159315117
Round 15 | Best m_IoU is: 0.676, OA is: 0.916 | val costTime=147.48031401634216
Round 15 | ****EPOCH 1****
Step 00260800 L_out=0.280 Acc=0.95 --- 1720.99 ms/batch
Step 00260850 L_out=0.234 Acc=0.88 ---28852.64 ms/batch
Step 00260900 L_out=0.209 Acc=0.96 ---55053.58 ms/batch
Step 00260950 L_out=0.160 Acc=0.97 ---79999.04 ms/batch
Step 00261000 L_out=0.703 Acc=0.88 ---106461.97 ms/batch
Step 00261050 L_out=0.255 Acc=0.96 ---132850.83 ms/batch
Step 00261100 L_out=0.224 Acc=0.95 ---158782.10 ms/batch
Step 00261150 L_out=0.244 Acc=0.94 ---184812.26 ms/batch
Step 00261200 L_out=0.282 Acc=0.98 ---211696.41 ms/batch
Step 00261250 L_out=0.386 Acc=0.95 ---238303.75 ms/batch
Step 00261300 L_out=0.092 Acc=0.97 ---264514.29 ms/batch
Step 00261350 L_out=0.456 Acc=0.95 ---291225.07 ms/batch
Step 00261400 L_out=0.274 Acc=0.96 ---317462.91 ms/batch
Step 00261450 L_out=1.048 Acc=0.84 ---344553.74 ms/batch
Round 15 | epoch=1, train costTime=351.73381662368774, | total_activation_sum=56841826
Round 15 | epoch=2, current m_iou=0.6924698287925608
Round 15 | Best m_IoU is: 0.692, OA is: 0.922 | val costTime=133.09063243865967
Round 15 | ****EPOCH 2****
Step 00261500 L_out=0.219 Acc=0.95 ---19504.98 ms/batch
Step 00261550 L_out=0.607 Acc=0.95 ---46064.46 ms/batch
Step 00261600 L_out=0.355 Acc=0.94 ---69919.69 ms/batch
Step 00261650 L_out=0.314 Acc=0.98 ---96701.40 ms/batch
Step 00261700 L_out=0.120 Acc=0.95 ---123144.21 ms/batch
Step 00261750 L_out=0.170 Acc=0.96 ---149292.09 ms/batch
Step 00261800 L_out=0.318 Acc=0.97 ---175470.69 ms/batch
Step 00261850 L_out=0.331 Acc=0.95 ---202808.66 ms/batch
Step 00261900 L_out=0.490 Acc=0.92 ---230314.53 ms/batch
Step 00261950 L_out=0.524 Acc=0.98 ---258348.80 ms/batch
Step 00262000 L_out=0.747 Acc=0.95 ---284658.77 ms/batch
Step 00262050 L_out=0.464 Acc=0.89 ---310531.68 ms/batch
Step 00262100 L_out=0.373 Acc=0.94 ---336702.57 ms/batch
Round 15 | epoch=2, train costTime=352.97176694869995, | total_activation_sum=56770014
Round 15 | epoch=3, current m_iou=0.7005794526304217
Round 15 | Best m_IoU is: 0.701, OA is: 0.925 | val costTime=147.94533514976501
Round 15 | ****EPOCH 3****
Step 00262150 L_out=0.303 Acc=0.95 ---10398.22 ms/batch
Step 00262200 L_out=0.599 Acc=0.94 ---37494.02 ms/batch
Step 00262250 L_out=0.291 Acc=0.94 ---62459.31 ms/batch
Step 00262300 L_out=0.156 Acc=0.99 ---88112.87 ms/batch
Step 00262350 L_out=0.433 Acc=0.95 ---114157.16 ms/batch
Step 00262400 L_out=0.342 Acc=0.91 ---140627.46 ms/batch
Step 00262450 L_out=0.321 Acc=0.94 ---168898.47 ms/batch
Step 00262500 L_out=0.319 Acc=0.97 ---195577.07 ms/batch
Step 00262550 L_out=0.209 Acc=0.95 ---222003.99 ms/batch
Step 00262600 L_out=0.192 Acc=0.95 ---247603.16 ms/batch
Step 00262650 L_out=0.242 Acc=0.94 ---273555.95 ms/batch
Step 00262700 L_out=0.176 Acc=0.97 ---299860.58 ms/batch
Step 00262750 L_out=0.209 Acc=0.97 ---328015.67 ms/batch
Round 15 | epoch=3, train costTime=353.6015558242798, | total_activation_sum=56898465
Round 15 | epoch=4, current m_iou=0.699415932117059
Round 15 | Best m_IoU is: 0.701, OA is: 0.925 | val costTime=149.58835697174072
Round 15 | ****EPOCH 4****
Step 00262800 L_out=0.087 Acc=0.97 --- 1176.69 ms/batch
Step 00262850 L_out=0.098 Acc=0.99 ---27692.27 ms/batch
Step 00262900 L_out=0.417 Acc=0.95 ---54248.90 ms/batch
Step 00262950 L_out=0.240 Acc=0.96 ---79725.28 ms/batch
Step 00263000 L_out=0.176 Acc=0.95 ---105631.15 ms/batch
Step 00263050 L_out=0.174 Acc=0.96 ---131306.53 ms/batch
Step 00263100 L_out=0.301 Acc=0.94 ---157062.63 ms/batch
Step 00263150 L_out=0.276 Acc=0.94 ---183249.51 ms/batch
Step 00263200 L_out=0.206 Acc=0.97 ---208978.08 ms/batch
Step 00263250 L_out=0.412 Acc=0.94 ---235155.25 ms/batch
Step 00263300 L_out=0.380 Acc=0.92 ---261107.99 ms/batch
Step 00263350 L_out=0.225 Acc=0.98 ---288191.70 ms/batch
Step 00263400 L_out=0.248 Acc=0.95 ---314443.17 ms/batch
Step 00263450 L_out=0.496 Acc=0.93 ---342165.64 ms/batch
Round 15 | epoch=4, train costTime=350.26421999931335, | total_activation_sum=56636416
Round 15 | epoch=5, current m_iou=0.7001788976227392
Round 15 | Best m_IoU is: 0.701, OA is: 0.925 | val costTime=132.95345211029053
Round 15 | ****EPOCH 5****
Step 00263500 L_out=0.270 Acc=0.97 ---18939.68 ms/batch
Step 00263550 L_out=0.247 Acc=0.96 ---46409.30 ms/batch
Step 00263600 L_out=0.369 Acc=0.97 ---70779.03 ms/batch
Step 00263650 L_out=0.161 Acc=0.97 ---98963.48 ms/batch
Step 00263700 L_out=1.966 Acc=0.94 ---127285.87 ms/batch
Step 00263750 L_out=0.145 Acc=0.98 ---156144.58 ms/batch
Step 00263800 L_out=0.276 Acc=0.97 ---182315.69 ms/batch
Step 00263850 L_out=0.079 Acc=0.99 ---208346.56 ms/batch
Step 00263900 L_out=0.394 Acc=0.90 ---234638.20 ms/batch
Step 00263950 L_out=0.447 Acc=0.94 ---261154.74 ms/batch
Step 00264000 L_out=0.185 Acc=0.95 ---286974.08 ms/batch
Step 00264050 L_out=0.667 Acc=0.93 ---312594.63 ms/batch
Step 00264100 L_out=0.183 Acc=0.96 ---338491.17 ms/batch
Round 15 | epoch=5, train costTime=354.8382284641266, | total_activation_sum=56697380
Round 15 | epoch=6, current m_iou=0.7055280812459017
Round 15 | Best m_IoU is: 0.706, OA is: 0.927 | val costTime=148.32533979415894
Round 15 | ****EPOCH 6****
Step 00264150 L_out=0.164 Acc=0.98 --- 9545.89 ms/batch
Step 00264200 L_out=0.298 Acc=0.94 ---36847.51 ms/batch
Step 00264250 L_out=0.152 Acc=0.97 ---61852.69 ms/batch
Step 00264300 L_out=0.409 Acc=0.95 ---87467.26 ms/batch
Step 00264350 L_out=0.293 Acc=0.96 ---113224.54 ms/batch
Step 00264400 L_out=0.270 Acc=0.97 ---142097.12 ms/batch
Step 00264450 L_out=0.304 Acc=0.95 ---168305.81 ms/batch
Step 00264500 L_out=0.331 Acc=0.97 ---194114.42 ms/batch
Step 00264550 L_out=0.180 Acc=0.93 ---219835.65 ms/batch
Step 00264600 L_out=0.271 Acc=0.94 ---245683.62 ms/batch
Step 00264650 L_out=0.098 Acc=0.99 ---271931.58 ms/batch
Step 00264700 L_out=0.313 Acc=0.96 ---297967.26 ms/batch
Step 00264750 L_out=0.244 Acc=0.94 ---326172.12 ms/batch
Round 15 | epoch=6, train costTime=351.78403186798096, | total_activation_sum=57139261
Round 15 | epoch=7, current m_iou=0.7069646201257277
Round 15 | Best m_IoU is: 0.707, OA is: 0.929 | val costTime=147.86843967437744
Round 15 | ****EPOCH 7****
Step 00264800 L_out=0.102 Acc=0.99 ---  483.78 ms/batch
Step 00264850 L_out=0.518 Acc=0.91 ---27787.07 ms/batch
Step 00264900 L_out=0.203 Acc=0.98 ---54874.92 ms/batch
Step 00264950 L_out=0.283 Acc=0.96 ---80189.68 ms/batch
Step 00265000 L_out=0.126 Acc=0.94 ---106508.45 ms/batch
Step 00265050 L_out=0.313 Acc=0.96 ---134076.05 ms/batch
Step 00265100 L_out=0.300 Acc=0.96 ---160082.23 ms/batch
Step 00265150 L_out=0.213 Acc=0.96 ---185751.47 ms/batch
Step 00265200 L_out=0.297 Acc=0.97 ---211332.04 ms/batch
Step 00265250 L_out=0.485 Acc=0.97 ---238212.81 ms/batch
Step 00265300 L_out=0.362 Acc=0.95 ---265463.37 ms/batch
Step 00265350 L_out=0.057 Acc=0.97 ---291219.27 ms/batch
Step 00265400 L_out=0.231 Acc=0.97 ---317275.83 ms/batch
Step 00265450 L_out=0.225 Acc=0.97 ---343635.62 ms/batch
Round 15 | epoch=7, train costTime=351.94742345809937, | total_activation_sum=56670177
Round 15 | epoch=8, current m_iou=0.7017672744793488
Round 15 | Best m_IoU is: 0.707, OA is: 0.929 | val costTime=131.58116245269775
Round 15 | ****EPOCH 8****
Step 00265500 L_out=0.123 Acc=0.93 ---18374.63 ms/batch
Step 00265550 L_out=0.335 Acc=0.97 ---45050.31 ms/batch
Step 00265600 L_out=0.156 Acc=0.97 ---69291.48 ms/batch
Step 00265650 L_out=0.194 Acc=0.96 ---95821.65 ms/batch
Step 00265700 L_out=0.214 Acc=0.98 ---122543.44 ms/batch
Step 00265750 L_out=0.078 Acc=0.98 ---149819.66 ms/batch
Step 00265800 L_out=0.115 Acc=0.98 ---177120.19 ms/batch
Step 00265850 L_out=0.135 Acc=0.95 ---203503.86 ms/batch
Step 00265900 L_out=0.296 Acc=0.93 ---229901.33 ms/batch
Step 00265950 L_out=0.225 Acc=0.97 ---255684.33 ms/batch
Step 00266000 L_out=0.360 Acc=0.95 ---281509.83 ms/batch
Step 00266050 L_out=0.206 Acc=0.94 ---307197.86 ms/batch
Step 00266100 L_out=0.388 Acc=0.97 ---333060.65 ms/batch
Round 15 | epoch=8, train costTime=350.20976638793945, | total_activation_sum=56864008
Round 15 | epoch=9, current m_iou=0.7030307052181186
Round 15 | Best m_IoU is: 0.707, OA is: 0.929 | val costTime=132.33053278923035
Round 15 | ****EPOCH 9****
Step 00266150 L_out=0.228 Acc=0.97 --- 9031.29 ms/batch
Step 00266200 L_out=0.473 Acc=0.92 ---35962.50 ms/batch
Step 00266250 L_out=0.218 Acc=0.97 ---61244.34 ms/batch
Step 00266300 L_out=0.192 Acc=0.95 ---88478.63 ms/batch
Step 00266350 L_out=0.117 Acc=0.98 ---114381.83 ms/batch
Step 00266400 L_out=0.075 Acc=0.97 ---140280.65 ms/batch
Step 00266450 L_out=0.133 Acc=0.97 ---165972.32 ms/batch
Step 00266500 L_out=0.050 Acc=0.98 ---191685.98 ms/batch
Step 00266550 L_out=0.193 Acc=0.98 ---217537.77 ms/batch
Step 00266600 L_out=0.584 Acc=0.95 ---243401.50 ms/batch
Step 00266650 L_out=0.335 Acc=0.95 ---268967.20 ms/batch
Step 00266700 L_out=0.067 Acc=0.96 ---296105.79 ms/batch
Step 00266750 L_out=0.176 Acc=0.94 ---323248.43 ms/batch
Step 00266800 L_out=0.054 Acc=0.99 ---350496.52 ms/batch
Round 15 | epoch=9, train costTime=350.49690651893616, | total_activation_sum=56974114
Round 15 | epoch=10, current m_iou=0.7042635307514278
Round 15 | Best m_IoU is: 0.707, OA is: 0.929 | val costTime=132.4785029888153
Round 15 | ****EPOCH 10****
Step 00266850 L_out=0.243 Acc=0.96 ---27474.92 ms/batch
Step 00266900 L_out=0.276 Acc=0.95 ---54613.87 ms/batch
Step 00266950 L_out=0.077 Acc=0.99 ---79690.13 ms/batch
Step 00267000 L_out=0.712 Acc=0.91 ---105735.61 ms/batch
Step 00267050 L_out=0.102 Acc=0.98 ---131481.84 ms/batch
Step 00267100 L_out=0.224 Acc=0.98 ---157947.98 ms/batch
Step 00267150 L_out=0.212 Acc=0.97 ---184106.18 ms/batch
Step 00267200 L_out=0.355 Acc=0.93 ---209963.18 ms/batch
Step 00267250 L_out=0.110 Acc=0.97 ---236044.40 ms/batch
Step 00267300 L_out=0.551 Acc=0.90 ---262935.93 ms/batch
Step 00267350 L_out=0.285 Acc=0.96 ---289082.94 ms/batch
Step 00267400 L_out=0.169 Acc=0.97 ---315128.35 ms/batch
Step 00267450 L_out=0.120 Acc=0.98 ---342484.74 ms/batch
Round 15 | epoch=10, train costTime=351.39630579948425, | total_activation_sum=56620654
Round 15 | epoch=11, current m_iou=0.7108771273576577
Round 15 | Best m_IoU is: 0.711, OA is: 0.931 | val costTime=133.5395486354828
Round 15 | ****EPOCH 11****
Step 00267500 L_out=0.111 Acc=0.98 ---17787.90 ms/batch
Step 00267550 L_out=0.171 Acc=0.96 ---45064.00 ms/batch
Step 00267600 L_out=0.262 Acc=0.96 ---69297.19 ms/batch
Step 00267650 L_out=0.131 Acc=0.96 ---95168.02 ms/batch
Step 00267700 L_out=0.131 Acc=0.97 ---121336.39 ms/batch
Step 00267750 L_out=0.411 Acc=0.95 ---150124.80 ms/batch
Step 00267800 L_out=0.479 Acc=0.94 ---176846.69 ms/batch
Step 00267850 L_out=0.346 Acc=0.95 ---202994.78 ms/batch
Step 00267900 L_out=0.265 Acc=0.97 ---229565.02 ms/batch
Step 00267950 L_out=0.095 Acc=0.98 ---255607.71 ms/batch
Step 00268000 L_out=0.081 Acc=0.96 ---281564.76 ms/batch
Step 00268050 L_out=0.084 Acc=0.98 ---307727.92 ms/batch
Step 00268100 L_out=0.652 Acc=0.93 ---334121.25 ms/batch
Round 15 | epoch=11, train costTime=352.06721472740173, | total_activation_sum=56920437
Round 15 | epoch=12, current m_iou=0.7137523426729996
Round 15 | Best m_IoU is: 0.714, OA is: 0.931 | val costTime=147.7065622806549
Round 15 | ****EPOCH 12****
Step 00268150 L_out=0.183 Acc=0.97 --- 8407.08 ms/batch
Step 00268200 L_out=0.143 Acc=0.97 ---35712.59 ms/batch
Step 00268250 L_out=0.324 Acc=0.97 ---61875.06 ms/batch
Step 00268300 L_out=0.292 Acc=0.96 ---86298.46 ms/batch
Step 00268350 L_out=0.229 Acc=0.96 ---112449.83 ms/batch
Step 00268400 L_out=0.105 Acc=0.95 ---138453.82 ms/batch
Step 00268450 L_out=0.234 Acc=0.97 ---164225.52 ms/batch
Step 00268500 L_out=0.192 Acc=0.98 ---190257.76 ms/batch
Step 00268550 L_out=0.104 Acc=0.97 ---215962.69 ms/batch
Step 00268600 L_out=0.099 Acc=0.97 ---242673.40 ms/batch
Step 00268650 L_out=0.076 Acc=0.99 ---269564.97 ms/batch
Step 00268700 L_out=0.190 Acc=0.96 ---296507.60 ms/batch
Step 00268750 L_out=0.181 Acc=0.98 ---323540.92 ms/batch
Step 00268800 L_out=0.180 Acc=0.95 ---349318.70 ms/batch
Round 15 | epoch=12, train costTime=349.8605110645294, | total_activation_sum=56837141
Round 15 | epoch=13, current m_iou=0.7146718584304462
Round 15 | Best m_IoU is: 0.715, OA is: 0.932 | val costTime=138.9930818080902
Round 15 | ****EPOCH 13****
Step 00268850 L_out=0.196 Acc=0.97 ---27164.05 ms/batch
Step 00268900 L_out=0.129 Acc=0.97 ---54371.35 ms/batch
Step 00268950 L_out=0.563 Acc=0.94 ---77513.55 ms/batch
Step 00269000 L_out=0.199 Acc=0.98 ---99933.95 ms/batch
Step 00269050 L_out=0.286 Acc=0.97 ---121991.04 ms/batch
Step 00269100 L_out=0.190 Acc=0.97 ---144475.04 ms/batch
Step 00269150 L_out=0.091 Acc=0.98 ---166280.14 ms/batch
Step 00269200 L_out=0.292 Acc=0.96 ---188184.12 ms/batch
Step 00269250 L_out=0.195 Acc=0.95 ---210221.79 ms/batch
Step 00269300 L_out=0.217 Acc=0.95 ---232817.79 ms/batch
Step 00269350 L_out=0.299 Acc=0.96 ---254884.90 ms/batch
Step 00269400 L_out=0.283 Acc=0.96 ---276947.37 ms/batch
Step 00269450 L_out=0.165 Acc=0.96 ---298996.02 ms/batch
Round 15 | epoch=13, train costTime=306.86622619628906, | total_activation_sum=56627810
Round 15 | epoch=14, current m_iou=0.7118357629069169
Round 15 | Best m_IoU is: 0.715, OA is: 0.932 | val costTime=115.9700345993042
Round 15 | ****EPOCH 14****
Step 00269500 L_out=0.096 Acc=0.96 ---14005.76 ms/batch
Step 00269550 L_out=0.323 Acc=0.96 ---35946.38 ms/batch
Step 00269600 L_out=0.304 Acc=0.97 ---57866.79 ms/batch
Step 00269650 L_out=0.313 Acc=0.94 ---79739.54 ms/batch
Step 00269700 L_out=0.279 Acc=0.98 ---101636.65 ms/batch
Step 00269750 L_out=0.094 Acc=0.98 ---123510.85 ms/batch
Step 00269800 L_out=0.027 Acc=0.97 ---145484.76 ms/batch
Step 00269850 L_out=0.221 Acc=0.97 ---167259.68 ms/batch
Step 00269900 L_out=0.438 Acc=0.94 ---189415.98 ms/batch
Step 00269950 L_out=0.233 Acc=0.95 ---211561.06 ms/batch
Step 00270000 L_out=0.167 Acc=0.97 ---233379.83 ms/batch
Step 00270050 L_out=0.079 Acc=0.97 ---255222.50 ms/batch
Step 00270100 L_out=0.189 Acc=0.96 ---277835.61 ms/batch
Round 15 | epoch=14, train costTime=293.1942319869995, | total_activation_sum=56863929
Round 15 | epoch=15, current m_iou=0.7107828207988778
Round 15 | Best m_IoU is: 0.715, OA is: 0.932 | val costTime=115.62127089500427
Round 15 | ****EPOCH 15****
Step 00270150 L_out=0.401 Acc=0.95 --- 6591.94 ms/batch
Step 00270200 L_out=0.222 Acc=0.97 ---31685.61 ms/batch
Step 00270250 L_out=0.324 Acc=0.96 ---58204.59 ms/batch
Step 00270300 L_out=0.316 Acc=0.96 ---84343.88 ms/batch
Step 00270350 L_out=0.089 Acc=0.98 ---111958.03 ms/batch
Step 00270400 L_out=0.314 Acc=0.91 ---137849.81 ms/batch
Step 00270450 L_out=0.214 Acc=0.96 ---164165.68 ms/batch
Step 00270500 L_out=0.047 Acc=0.96 ---190481.55 ms/batch
Step 00270550 L_out=0.215 Acc=0.96 ---216674.30 ms/batch
Step 00270600 L_out=0.200 Acc=0.96 ---242858.62 ms/batch
Step 00270650 L_out=0.121 Acc=0.98 ---270265.18 ms/batch
Step 00270700 L_out=0.358 Acc=0.96 ---297439.99 ms/batch
Step 00270750 L_out=0.144 Acc=0.97 ---323825.06 ms/batch
Step 00270800 L_out=0.208 Acc=0.92 ---350137.68 ms/batch
Round 15 | epoch=15, train costTime=351.2035527229309, | total_activation_sum=56760432
Round 15 | epoch=16, current m_iou=0.7114615534199581
Round 15 | Best m_IoU is: 0.715, OA is: 0.932 | val costTime=137.64663887023926
Round 15 | ****EPOCH 16****
Step 00270850 L_out=0.384 Acc=0.92 ---23120.63 ms/batch
Step 00270900 L_out=0.269 Acc=0.97 ---50465.34 ms/batch
Step 00270950 L_out=0.116 Acc=0.95 ---78395.42 ms/batch
Step 00271000 L_out=0.416 Acc=0.93 ---104344.13 ms/batch
Step 00271050 L_out=0.228 Acc=0.96 ---131017.49 ms/batch
Step 00271100 L_out=0.185 Acc=0.97 ---157341.24 ms/batch
Step 00271150 L_out=0.243 Acc=0.96 ---184094.60 ms/batch
Step 00271200 L_out=0.122 Acc=0.97 ---211864.12 ms/batch
Step 00271250 L_out=0.161 Acc=0.98 ---238281.03 ms/batch
Step 00271300 L_out=0.144 Acc=0.98 ---265519.22 ms/batch
Step 00271350 L_out=0.158 Acc=0.93 ---292259.41 ms/batch
Step 00271400 L_out=0.127 Acc=0.96 ---318674.33 ms/batch
Step 00271450 L_out=0.279 Acc=0.95 ---345512.73 ms/batch
Round 15 | epoch=16, train costTime=355.4695074558258, | total_activation_sum=56983982
Round 15 | epoch=17, current m_iou=0.7079533962498055
Round 15 | Best m_IoU is: 0.715, OA is: 0.932 | val costTime=156.31689715385437
Round 15 | ****EPOCH 17****
Step 00271500 L_out=0.201 Acc=0.96 ---15850.96 ms/batch
Step 00271550 L_out=0.168 Acc=0.98 ---40310.13 ms/batch
Step 00271600 L_out=0.069 Acc=0.98 ---66710.39 ms/batch
Step 00271650 L_out=0.143 Acc=0.97 ---95127.36 ms/batch
Step 00271700 L_out=0.157 Acc=0.98 ---121438.92 ms/batch
Step 00271750 L_out=0.321 Acc=0.97 ---148535.89 ms/batch
Step 00271800 L_out=0.168 Acc=0.97 ---175146.42 ms/batch
Step 00271850 L_out=0.292 Acc=0.97 ---201043.71 ms/batch
Step 00271900 L_out=0.231 Acc=0.95 ---227696.65 ms/batch
Step 00271950 L_out=0.492 Acc=0.95 ---256858.23 ms/batch
Step 00272000 L_out=0.089 Acc=0.99 ---282883.03 ms/batch
Step 00272050 L_out=0.185 Acc=0.98 ---309429.78 ms/batch
Step 00272100 L_out=0.093 Acc=0.98 ---335810.69 ms/batch
Round 15 | epoch=17, train costTime=355.8041458129883, | total_activation_sum=56694030
Round 15 | epoch=18, current m_iou=0.7080489782723427
Round 15 | Best m_IoU is: 0.715, OA is: 0.932 | val costTime=155.54925155639648
Round 15 | ****EPOCH 18****
Step 00272150 L_out=0.291 Acc=0.95 --- 7489.80 ms/batch
Step 00272200 L_out=0.103 Acc=0.99 ---31360.57 ms/batch
Step 00272250 L_out=0.177 Acc=0.94 ---57438.15 ms/batch
Step 00272300 L_out=0.071 Acc=0.99 ---83605.82 ms/batch
Step 00272350 L_out=0.136 Acc=0.97 ---109613.61 ms/batch
Step 00272400 L_out=0.242 Acc=0.95 ---136169.02 ms/batch
Step 00272450 L_out=0.144 Acc=0.97 ---164820.73 ms/batch
Step 00272500 L_out=0.118 Acc=0.98 ---192093.64 ms/batch
Step 00272550 L_out=0.320 Acc=0.95 ---219267.92 ms/batch
Step 00272600 L_out=0.104 Acc=0.97 ---245863.26 ms/batch
Step 00272650 L_out=0.157 Acc=0.97 ---272733.60 ms/batch
Step 00272700 L_out=0.169 Acc=0.96 ---298592.50 ms/batch
Step 00272750 L_out=0.301 Acc=0.94 ---325609.43 ms/batch
Step 00272800 L_out=0.091 Acc=0.97 ---352067.42 ms/batch
Round 15 | epoch=18, train costTime=353.6665542125702, | total_activation_sum=56715233
Round 15 | epoch=19, current m_iou=0.7054127125372078
Round 15 | Best m_IoU is: 0.715, OA is: 0.932 | val costTime=154.1501121520996
Round 15 | ****EPOCH 19****
Step 00272850 L_out=0.177 Acc=0.97 ---23458.10 ms/batch
Step 00272900 L_out=0.172 Acc=0.97 ---49900.61 ms/batch
Step 00272950 L_out=0.178 Acc=0.96 ---76686.49 ms/batch
Step 00273000 L_out=0.071 Acc=0.96 ---103317.99 ms/batch
Step 00273050 L_out=0.445 Acc=0.95 ---130728.51 ms/batch
Step 00273100 L_out=0.113 Acc=0.98 ---156817.84 ms/batch
Step 00273150 L_out=0.343 Acc=0.96 ---182784.10 ms/batch
Step 00273200 L_out=0.186 Acc=0.97 ---209345.89 ms/batch
Step 00273250 L_out=0.119 Acc=0.97 ---235916.07 ms/batch
Step 00273300 L_out=0.122 Acc=0.96 ---262319.64 ms/batch
Step 00273350 L_out=0.085 Acc=0.98 ---288987.67 ms/batch
Step 00273400 L_out=0.122 Acc=0.98 ---315196.23 ms/batch
Step 00273450 L_out=0.226 Acc=0.98 ---341881.46 ms/batch
Round 15 | epoch=19, train costTime=352.1415693759918, | total_activation_sum=56944751
Round 15 | epoch=20, current m_iou=0.7062073335196484
Round 15 | Best m_IoU is: 0.715, OA is: 0.932 | val costTime=130.12443923950195
Round 15 | ****EPOCH 20****
Step 00273500 L_out=0.040 Acc=0.98 ---15933.74 ms/batch
Step 00273550 L_out=0.103 Acc=0.97 ---39976.26 ms/batch
Step 00273600 L_out=0.185 Acc=0.96 ---67790.57 ms/batch
Step 00273650 L_out=0.111 Acc=0.96 ---93782.32 ms/batch
Step 00273700 L_out=0.157 Acc=0.97 ---119759.57 ms/batch
Step 00273750 L_out=0.052 Acc=0.95 ---145780.95 ms/batch
Step 00273800 L_out=0.370 Acc=0.93 ---171969.79 ms/batch
Step 00273850 L_out=0.218 Acc=0.96 ---198111.95 ms/batch
Step 00273900 L_out=0.287 Acc=0.96 ---223836.77 ms/batch
Step 00273950 L_out=0.196 Acc=0.95 ---250189.00 ms/batch
Step 00274000 L_out=0.105 Acc=0.97 ---276481.96 ms/batch
Step 00274050 L_out=0.149 Acc=0.93 ---302260.98 ms/batch
Step 00274100 L_out=0.200 Acc=0.93 ---328106.09 ms/batch
Round 15 | epoch=20, train costTime=347.5918478965759, | total_activation_sum=56903220
Round 15 | epoch=21, current m_iou=0.7060298592459804
Round 15 | Best m_IoU is: 0.715, OA is: 0.932 | val costTime=154.30936121940613
Round 15 | ****EPOCH 21****
Step 00274150 L_out=0.149 Acc=0.93 --- 7255.96 ms/batch
Step 00274200 L_out=0.232 Acc=0.96 ---31312.75 ms/batch
Step 00274250 L_out=0.166 Acc=0.96 ---57502.87 ms/batch
Step 00274300 L_out=0.102 Acc=0.98 ---83901.71 ms/batch
Step 00274350 L_out=0.129 Acc=0.97 ---110250.07 ms/batch
Step 00274400 L_out=0.108 Acc=0.96 ---136847.21 ms/batch
Step 00274450 L_out=0.242 Acc=0.95 ---162846.99 ms/batch
Step 00274500 L_out=0.127 Acc=0.97 ---188989.56 ms/batch
Step 00274550 L_out=0.075 Acc=0.98 ---215470.09 ms/batch
Step 00274600 L_out=0.116 Acc=0.98 ---241704.51 ms/batch
Step 00274650 L_out=0.133 Acc=0.95 ---267563.28 ms/batch
Step 00274700 L_out=0.304 Acc=0.98 ---293625.21 ms/batch
Step 00274750 L_out=0.223 Acc=0.93 ---321085.04 ms/batch
Step 00274800 L_out=0.302 Acc=0.94 ---350956.93 ms/batch
Round 15 | epoch=21, train costTime=353.5914878845215, | total_activation_sum=56751306
Round 15 | epoch=22, current m_iou=0.7076543871564388
Round 15 | Best m_IoU is: 0.715, OA is: 0.932 | val costTime=153.96376276016235
Round 15 | ****EPOCH 22****
Step 00274850 L_out=0.241 Acc=0.97 ---23454.57 ms/batch
Step 00274900 L_out=0.182 Acc=0.95 ---48373.73 ms/batch
Step 00274950 L_out=0.098 Acc=0.97 ---74758.51 ms/batch
Step 00275000 L_out=0.525 Acc=0.96 ---101563.14 ms/batch
Step 00275050 L_out=0.263 Acc=0.95 ---131269.34 ms/batch
Step 00275100 L_out=0.086 Acc=0.98 ---157492.08 ms/batch
Step 00275150 L_out=0.114 Acc=0.98 ---185749.90 ms/batch
Step 00275200 L_out=0.110 Acc=0.98 ---212734.96 ms/batch
Step 00275250 L_out=0.061 Acc=0.96 ---238812.05 ms/batch
Step 00275300 L_out=0.088 Acc=0.98 ---264602.57 ms/batch
Step 00275350 L_out=1.101 Acc=0.86 ---290901.53 ms/batch
Step 00275400 L_out=0.159 Acc=0.96 ---317711.14 ms/batch
Step 00275450 L_out=0.123 Acc=0.94 ---346053.62 ms/batch
Round 15 | epoch=22, train costTime=357.9144117832184, | total_activation_sum=56889116
Round 15 | epoch=23, current m_iou=0.7094026921221634
Round 15 | Best m_IoU is: 0.715, OA is: 0.932 | val costTime=153.3520109653473
Round 15 | ****EPOCH 23****
Step 00275500 L_out=0.167 Acc=0.98 ---15852.31 ms/batch
Step 00275550 L_out=0.216 Acc=0.98 ---39355.34 ms/batch
Step 00275600 L_out=0.215 Acc=0.96 ---65586.69 ms/batch
Step 00275650 L_out=0.376 Acc=0.95 ---93539.98 ms/batch
Step 00275700 L_out=0.128 Acc=0.97 ---119519.78 ms/batch
Step 00275750 L_out=0.197 Acc=0.96 ---146099.79 ms/batch
Step 00275800 L_out=0.147 Acc=0.98 ---173179.37 ms/batch
Step 00275850 L_out=0.278 Acc=0.96 ---199475.20 ms/batch
Step 00275900 L_out=0.162 Acc=0.97 ---225453.79 ms/batch
Step 00275950 L_out=0.072 Acc=0.97 ---251634.49 ms/batch
Step 00276000 L_out=0.099 Acc=0.98 ---277744.28 ms/batch
Step 00276050 L_out=0.155 Acc=0.95 ---304130.57 ms/batch
Step 00276100 L_out=0.135 Acc=0.98 ---331717.26 ms/batch
Round 15 | epoch=23, train costTime=351.6250596046448, | total_activation_sum=56690120
Round 15 | epoch=24, current m_iou=0.7088056047985607
Round 15 | Best m_IoU is: 0.715, OA is: 0.932 | val costTime=154.3352551460266
Round 15 | ****EPOCH 24****
Step 00276150 L_out=0.194 Acc=0.96 --- 6648.14 ms/batch
Step 00276200 L_out=0.095 Acc=0.98 ---31155.69 ms/batch
Step 00276250 L_out=0.122 Acc=0.98 ---58121.99 ms/batch
Step 00276300 L_out=0.142 Acc=0.97 ---85959.64 ms/batch
Step 00276350 L_out=0.121 Acc=0.97 ---112079.89 ms/batch
Step 00276400 L_out=0.189 Acc=0.95 ---137999.46 ms/batch
Step 00276450 L_out=0.093 Acc=0.96 ---165482.52 ms/batch
Step 00276500 L_out=0.230 Acc=0.95 ---192025.53 ms/batch
Step 00276550 L_out=0.513 Acc=0.89 ---219446.36 ms/batch
Step 00276600 L_out=0.130 Acc=0.96 ---245261.32 ms/batch
Step 00276650 L_out=0.440 Acc=0.90 ---271224.38 ms/batch
Step 00276700 L_out=0.094 Acc=0.98 ---298228.79 ms/batch
Step 00276750 L_out=0.133 Acc=0.97 ---324094.77 ms/batch
Step 00276800 L_out=0.051 Acc=0.98 ---351429.56 ms/batch
Round 15 | epoch=24, train costTime=354.5023720264435, | total_activation_sum=56953643
Round 15 | epoch=25, current m_iou=0.7077675827367409
Round 15 | Best m_IoU is: 0.715, OA is: 0.932 | val costTime=152.39381051063538
Round 15 | ****EPOCH 25****
Step 00276850 L_out=0.136 Acc=0.97 ---23806.26 ms/batch
Step 00276900 L_out=0.290 Acc=0.98 ---49192.84 ms/batch
Step 00276950 L_out=0.144 Acc=0.95 ---75670.60 ms/batch
Step 00277000 L_out=0.283 Acc=0.94 ---102716.68 ms/batch
Step 00277050 L_out=0.126 Acc=0.95 ---128722.57 ms/batch
Step 00277100 L_out=0.216 Acc=0.96 ---154694.92 ms/batch
Step 00277150 L_out=0.112 Acc=0.97 ---180650.97 ms/batch
Step 00277200 L_out=0.160 Acc=0.93 ---207227.23 ms/batch
Step 00277250 L_out=0.302 Acc=0.96 ---233639.51 ms/batch
Step 00277300 L_out=0.234 Acc=0.97 ---260503.45 ms/batch
Step 00277350 L_out=0.171 Acc=0.97 ---286610.42 ms/batch
Step 00277400 L_out=0.334 Acc=0.95 ---312461.87 ms/batch
Step 00277450 L_out=0.095 Acc=0.99 ---338624.78 ms/batch
Round 15 | epoch=25, train costTime=350.018860578537, | total_activation_sum=56835837
Round 15 | epoch=26, current m_iou=0.7101817513274932
Round 15 | Best m_IoU is: 0.715, OA is: 0.932 | val costTime=154.39006090164185
Round 15 | ****EPOCH 26****
Step 00277500 L_out=0.081 Acc=0.97 ---15075.83 ms/batch
Step 00277550 L_out=0.167 Acc=0.97 ---39668.85 ms/batch
Step 00277600 L_out=0.157 Acc=0.96 ---65849.29 ms/batch
Step 00277650 L_out=0.093 Acc=0.96 ---91963.18 ms/batch
Step 00277700 L_out=0.120 Acc=0.98 ---118851.07 ms/batch
Step 00277750 L_out=0.261 Acc=0.96 ---146926.05 ms/batch
Step 00277800 L_out=0.229 Acc=0.97 ---173523.26 ms/batch
Step 00277850 L_out=0.216 Acc=0.95 ---201342.86 ms/batch
Step 00277900 L_out=0.111 Acc=0.98 ---229195.69 ms/batch
Step 00277950 L_out=0.202 Acc=0.98 ---256506.57 ms/batch
Step 00278000 L_out=0.139 Acc=0.96 ---282900.29 ms/batch
Step 00278050 L_out=0.018 Acc=0.98 ---309448.80 ms/batch
Step 00278100 L_out=0.243 Acc=0.96 ---337288.89 ms/batch
Round 15 | epoch=26, train costTime=357.900456905365, | total_activation_sum=56882795
Round 15 | epoch=27, current m_iou=0.7083247135476286
Round 15 | Best m_IoU is: 0.715, OA is: 0.932 | val costTime=130.28861832618713
Round 15 | ****EPOCH 27****
Step 00278150 L_out=0.058 Acc=0.98 --- 6212.98 ms/batch
Step 00278200 L_out=0.275 Acc=0.96 ---31129.98 ms/batch
Step 00278250 L_out=0.133 Acc=0.98 ---56636.34 ms/batch
Step 00278300 L_out=0.224 Acc=0.97 ---82568.95 ms/batch
Step 00278350 L_out=0.139 Acc=0.95 ---108866.89 ms/batch
Step 00278400 L_out=0.222 Acc=0.95 ---134778.37 ms/batch
Step 00278450 L_out=0.177 Acc=0.96 ---160764.97 ms/batch
Step 00278500 L_out=0.096 Acc=0.98 ---186923.22 ms/batch
Step 00278550 L_out=0.091 Acc=0.98 ---215040.30 ms/batch
Step 00278600 L_out=0.134 Acc=0.98 ---240809.46 ms/batch
Step 00278650 L_out=0.137 Acc=0.96 ---267087.81 ms/batch
Step 00278700 L_out=0.073 Acc=0.98 ---292983.53 ms/batch
Step 00278750 L_out=0.226 Acc=0.97 ---319062.02 ms/batch
Step 00278800 L_out=0.079 Acc=0.97 ---345121.44 ms/batch
Round 15 | epoch=27, train costTime=348.28669333457947, | total_activation_sum=56847562
Round 15 | epoch=28, current m_iou=0.7079172112717652
Round 15 | Best m_IoU is: 0.715, OA is: 0.932 | val costTime=130.60204768180847
Round 15 | ****EPOCH 28****
Step 00278850 L_out=0.181 Acc=0.96 ---23727.03 ms/batch
Step 00278900 L_out=0.195 Acc=0.97 ---47750.03 ms/batch
Step 00278950 L_out=0.214 Acc=0.98 ---73816.25 ms/batch
Step 00279000 L_out=0.094 Acc=0.97 ---100052.85 ms/batch
Step 00279050 L_out=0.071 Acc=0.99 ---127704.40 ms/batch
Step 00279100 L_out=0.155 Acc=0.98 ---153512.08 ms/batch
Step 00279150 L_out=0.089 Acc=0.98 ---180542.62 ms/batch
Step 00279200 L_out=0.060 Acc=0.97 ---206502.54 ms/batch
Step 00279250 L_out=0.062 Acc=0.97 ---232400.58 ms/batch
Step 00279300 L_out=0.131 Acc=0.98 ---258479.35 ms/batch
Step 00279350 L_out=0.242 Acc=0.97 ---285982.73 ms/batch
Step 00279400 L_out=0.182 Acc=0.96 ---314569.13 ms/batch
Step 00279450 L_out=0.212 Acc=0.94 ---341601.34 ms/batch
Round 15 | epoch=28, train costTime=353.7985453605652, | total_activation_sum=56602090
Round 15 | epoch=29, current m_iou=0.7067378768697647
Round 15 | Best m_IoU is: 0.715, OA is: 0.932 | val costTime=130.50180077552795
Round 15 | ****EPOCH 29****
Step 00279500 L_out=0.102 Acc=0.98 ---14700.26 ms/batch
Step 00279550 L_out=0.047 Acc=0.97 ---39452.40 ms/batch
Step 00279600 L_out=0.169 Acc=0.98 ---65937.56 ms/batch
Step 00279650 L_out=0.262 Acc=0.98 ---93306.57 ms/batch
Step 00279700 L_out=0.178 Acc=0.96 ---121714.12 ms/batch
Step 00279750 L_out=0.079 Acc=0.97 ---148311.11 ms/batch
Step 00279800 L_out=0.186 Acc=0.98 ---176255.75 ms/batch
Step 00279850 L_out=0.135 Acc=0.98 ---202427.95 ms/batch
Step 00279900 L_out=0.126 Acc=0.98 ---231491.67 ms/batch
Step 00279950 L_out=0.171 Acc=0.96 ---257476.02 ms/batch
Step 00280000 L_out=0.434 Acc=0.96 ---283434.73 ms/batch
Step 00280050 L_out=0.184 Acc=0.98 ---309664.08 ms/batch
Step 00280100 L_out=0.119 Acc=0.97 ---336876.34 ms/batch
Round 15 | epoch=29, train costTime=358.11027789115906, | total_activation_sum=57091289
Round 15 | epoch=30, current m_iou=0.705682608249359
Round 15 | Best m_IoU is: 0.715, OA is: 0.932 | val costTime=152.81778955459595
Round 15 | ****EPOCH 30****
Round 16 | ****EPOCH 0****
Step 00280150 L_out=0.112 Acc=0.97 --- 5209.17 ms/batch
Step 00280200 L_out=0.147 Acc=0.96 ---31728.12 ms/batch
Step 00280250 L_out=0.846 Acc=0.81 ---58773.58 ms/batch
Step 00280300 L_out=1.634 Acc=0.88 ---85839.35 ms/batch
Step 00280350 L_out=2.874 Acc=0.87 ---112878.72 ms/batch
Step 00280400 L_out=1.170 Acc=0.87 ---140308.10 ms/batch
Step 00280450 L_out=0.417 Acc=0.92 ---164525.16 ms/batch
Step 00280500 L_out=0.477 Acc=0.91 ---190662.18 ms/batch
Step 00280550 L_out=0.596 Acc=0.94 ---216191.10 ms/batch
Step 00280600 L_out=2.261 Acc=0.78 ---242349.59 ms/batch
Step 00280650 L_out=0.250 Acc=0.98 ---270471.27 ms/batch
Step 00280700 L_out=0.508 Acc=0.92 ---296334.79 ms/batch
Step 00280750 L_out=0.455 Acc=0.93 ---324659.86 ms/batch
Step 00280800 L_out=0.575 Acc=0.94 ---353703.95 ms/batch
Round 16 | epoch=0, train costTime=357.2756006717682, | total_activation_sum=59995606
Round 16 | epoch=1, current m_iou=0.7015084269117422
Round 16 | Best m_IoU is: 0.702, OA is: 0.921 | val costTime=136.54417991638184
Round 16 | ****EPOCH 1****
Step 00280850 L_out=2.123 Acc=0.75 ---22997.25 ms/batch
Step 00280900 L_out=0.454 Acc=0.94 ---50261.97 ms/batch
Step 00280950 L_out=0.095 Acc=0.97 ---77482.58 ms/batch
Step 00281000 L_out=0.246 Acc=0.97 ---104320.84 ms/batch
Step 00281050 L_out=0.250 Acc=0.97 ---131338.65 ms/batch
Step 00281100 L_out=0.306 Acc=0.95 ---155747.94 ms/batch
Step 00281150 L_out=0.286 Acc=0.96 ---181694.54 ms/batch
Step 00281200 L_out=0.699 Acc=0.92 ---207934.83 ms/batch
Step 00281250 L_out=0.363 Acc=0.94 ---234213.89 ms/batch
Step 00281300 L_out=0.349 Acc=0.93 ---260353.91 ms/batch
Step 00281350 L_out=0.471 Acc=0.96 ---286294.28 ms/batch
Step 00281400 L_out=0.222 Acc=0.97 ---313129.06 ms/batch
Step 00281450 L_out=0.283 Acc=0.95 ---338988.61 ms/batch
Round 16 | epoch=1, train costTime=351.591680765152, | total_activation_sum=59384815
Round 16 | epoch=2, current m_iou=0.7064866690666196
Round 16 | Best m_IoU is: 0.706, OA is: 0.926 | val costTime=136.95909237861633
Round 16 | ****EPOCH 2****
Step 00281500 L_out=0.266 Acc=0.95 ---13382.17 ms/batch
Step 00281550 L_out=0.496 Acc=0.95 ---40082.62 ms/batch
Step 00281600 L_out=0.168 Acc=0.97 ---66958.26 ms/batch
Step 00281650 L_out=0.253 Acc=0.96 ---94278.28 ms/batch
Step 00281700 L_out=0.174 Acc=0.97 ---121330.98 ms/batch
Step 00281750 L_out=0.370 Acc=0.95 ---147303.01 ms/batch
Step 00281800 L_out=0.265 Acc=0.95 ---172416.72 ms/batch
Step 00281850 L_out=0.354 Acc=0.93 ---199769.47 ms/batch
Step 00281900 L_out=0.627 Acc=0.92 ---226142.98 ms/batch
Step 00281950 L_out=0.498 Acc=0.92 ---252241.99 ms/batch
Step 00282000 L_out=1.410 Acc=0.59 ---278493.25 ms/batch
Step 00282050 L_out=0.247 Acc=0.94 ---305513.46 ms/batch
Step 00282100 L_out=0.255 Acc=0.96 ---332307.90 ms/batch
Round 16 | epoch=2, train costTime=354.29748487472534, | total_activation_sum=59168463
Round 16 | epoch=3, current m_iou=0.704003725768638
Round 16 | Best m_IoU is: 0.706, OA is: 0.926 | val costTime=135.9121870994568
Round 16 | ****EPOCH 3****
Step 00282150 L_out=0.604 Acc=0.92 --- 4591.73 ms/batch
Step 00282200 L_out=0.207 Acc=0.97 ---31280.52 ms/batch
Step 00282250 L_out=0.663 Acc=0.92 ---58472.98 ms/batch
Step 00282300 L_out=0.603 Acc=0.91 ---85317.55 ms/batch
Step 00282350 L_out=0.932 Acc=0.94 ---112278.78 ms/batch
Step 00282400 L_out=1.216 Acc=0.87 ---139469.60 ms/batch
Step 00282450 L_out=0.515 Acc=0.79 ---163948.19 ms/batch
Step 00282500 L_out=0.394 Acc=0.96 ---190533.58 ms/batch
Step 00282550 L_out=0.262 Acc=0.97 ---216966.95 ms/batch
Step 00282600 L_out=0.296 Acc=0.96 ---242936.94 ms/batch
Step 00282650 L_out=0.213 Acc=0.94 ---268993.03 ms/batch
Step 00282700 L_out=0.095 Acc=0.98 ---295933.35 ms/batch
Step 00282750 L_out=0.259 Acc=0.95 ---323982.35 ms/batch
Step 00282800 L_out=0.307 Acc=0.96 ---352976.30 ms/batch
Round 16 | epoch=3, train costTime=357.2574579715729, | total_activation_sum=59370734
Round 16 | epoch=4, current m_iou=0.7041293401314607
Round 16 | Best m_IoU is: 0.706, OA is: 0.926 | val costTime=136.09413743019104
Round 16 | ****EPOCH 4****
Step 00282850 L_out=0.208 Acc=0.97 ---24923.83 ms/batch
Step 00282900 L_out=0.674 Acc=0.90 ---52057.36 ms/batch
Step 00282950 L_out=0.248 Acc=0.93 ---78696.76 ms/batch
Step 00283000 L_out=0.235 Acc=0.98 ---105841.75 ms/batch
Step 00283050 L_out=0.185 Acc=0.98 ---133372.98 ms/batch
Step 00283100 L_out=0.308 Acc=0.92 ---157678.74 ms/batch
Step 00283150 L_out=0.546 Acc=0.94 ---183920.79 ms/batch
Step 00283200 L_out=0.311 Acc=0.92 ---210641.15 ms/batch
Step 00283250 L_out=0.283 Acc=0.92 ---237211.42 ms/batch
Step 00283300 L_out=0.267 Acc=0.97 ---263808.92 ms/batch
Step 00283350 L_out=0.372 Acc=0.95 ---291044.47 ms/batch
Step 00283400 L_out=0.309 Acc=0.95 ---318525.05 ms/batch
Step 00283450 L_out=0.300 Acc=0.96 ---344662.46 ms/batch
Round 16 | epoch=4, train costTime=357.74825286865234, | total_activation_sum=59266608
Round 16 | epoch=5, current m_iou=0.7073625265663817
Round 16 | Best m_IoU is: 0.707, OA is: 0.927 | val costTime=136.4910626411438
Round 16 | ****EPOCH 5****
Step 00283500 L_out=0.309 Acc=0.93 ---13412.98 ms/batch
Step 00283550 L_out=0.074 Acc=0.97 ---40138.72 ms/batch
Step 00283600 L_out=0.349 Acc=0.96 ---67241.40 ms/batch
Step 00283650 L_out=0.115 Acc=0.97 ---94158.86 ms/batch
Step 00283700 L_out=0.211 Acc=0.98 ---121042.30 ms/batch
Step 00283750 L_out=0.586 Acc=0.95 ---147322.06 ms/batch
Step 00283800 L_out=0.212 Acc=0.96 ---172844.86 ms/batch
Step 00283850 L_out=0.101 Acc=0.97 ---199138.65 ms/batch
Step 00283900 L_out=0.198 Acc=0.96 ---226487.10 ms/batch
Step 00283950 L_out=0.395 Acc=0.94 ---252555.26 ms/batch
Step 00284000 L_out=0.324 Acc=0.97 ---278365.87 ms/batch
Step 00284050 L_out=0.304 Acc=0.95 ---304340.44 ms/batch
Step 00284100 L_out=0.215 Acc=0.96 ---331100.30 ms/batch
Round 16 | epoch=5, train costTime=353.4860017299652, | total_activation_sum=59275647
Round 16 | epoch=6, current m_iou=0.7226552497745715
Round 16 | Best m_IoU is: 0.723, OA is: 0.932 | val costTime=136.75582194328308
Round 16 | ****EPOCH 6****
Step 00284150 L_out=0.166 Acc=0.97 --- 4381.94 ms/batch
Step 00284200 L_out=0.086 Acc=0.99 ---31292.01 ms/batch
Step 00284250 L_out=0.187 Acc=0.97 ---58040.87 ms/batch
Step 00284300 L_out=0.361 Acc=0.94 ---85373.39 ms/batch
Step 00284350 L_out=0.152 Acc=0.98 ---112287.67 ms/batch
Step 00284400 L_out=0.158 Acc=0.95 ---139117.42 ms/batch
Step 00284450 L_out=0.264 Acc=0.95 ---163080.23 ms/batch
Step 00284500 L_out=0.213 Acc=0.96 ---189580.94 ms/batch
Step 00284550 L_out=0.993 Acc=0.85 ---216350.92 ms/batch
Step 00284600 L_out=0.131 Acc=0.96 ---243019.24 ms/batch
Step 00284650 L_out=0.432 Acc=0.93 ---269330.30 ms/batch
Step 00284700 L_out=0.438 Acc=0.96 ---295640.95 ms/batch
Step 00284750 L_out=0.146 Acc=0.97 ---321454.37 ms/batch
Step 00284800 L_out=0.270 Acc=0.97 ---347773.27 ms/batch
Round 16 | epoch=6, train costTime=352.49400758743286, | total_activation_sum=59239962
Round 16 | epoch=7, current m_iou=0.72550870462268
Round 16 | Best m_IoU is: 0.726, OA is: 0.932 | val costTime=137.49326586723328
Round 16 | ****EPOCH 7****
Step 00284850 L_out=0.307 Acc=0.94 ---21854.96 ms/batch
Step 00284900 L_out=0.457 Acc=0.95 ---49411.41 ms/batch
Step 00284950 L_out=0.235 Acc=0.96 ---76635.61 ms/batch
Step 00285000 L_out=0.228 Acc=0.95 ---103481.08 ms/batch
Step 00285050 L_out=0.259 Acc=0.97 ---130256.41 ms/batch
Step 00285100 L_out=0.137 Acc=0.99 ---154418.27 ms/batch
Step 00285150 L_out=0.331 Acc=0.95 ---180564.69 ms/batch
Step 00285200 L_out=0.130 Acc=0.94 ---206871.37 ms/batch
Step 00285250 L_out=0.285 Acc=0.92 ---232608.06 ms/batch
Step 00285300 L_out=0.179 Acc=0.96 ---258429.14 ms/batch
Step 00285350 L_out=0.386 Acc=0.94 ---284206.39 ms/batch
Step 00285400 L_out=0.087 Acc=0.97 ---310193.51 ms/batch
Step 00285450 L_out=0.259 Acc=0.97 ---336155.26 ms/batch
Round 16 | epoch=7, train costTime=349.91102361679077, | total_activation_sum=59252037
Round 16 | epoch=8, current m_iou=0.7204880175948922
Round 16 | Best m_IoU is: 0.726, OA is: 0.932 | val costTime=136.75885844230652
Round 16 | ****EPOCH 8****
Step 00285500 L_out=0.299 Acc=0.93 ---12679.75 ms/batch
Step 00285550 L_out=0.113 Acc=0.98 ---39630.25 ms/batch
Step 00285600 L_out=0.511 Acc=0.93 ---66530.22 ms/batch
Step 00285650 L_out=0.338 Acc=0.95 ---93882.06 ms/batch
Step 00285700 L_out=0.196 Acc=0.95 ---120876.37 ms/batch
Step 00285750 L_out=0.460 Acc=0.94 ---146551.62 ms/batch
Step 00285800 L_out=0.498 Acc=0.95 ---175644.55 ms/batch
Step 00285850 L_out=1.434 Acc=0.90 ---201540.60 ms/batch
Step 00285900 L_out=0.212 Acc=0.96 ---227495.78 ms/batch
Step 00285950 L_out=0.225 Acc=0.95 ---253382.16 ms/batch
Step 00286000 L_out=0.137 Acc=0.97 ---279308.39 ms/batch
Step 00286050 L_out=0.475 Acc=0.97 ---305473.87 ms/batch
Step 00286100 L_out=0.132 Acc=0.97 ---331646.04 ms/batch
Round 16 | epoch=8, train costTime=354.11079239845276, | total_activation_sum=59178021
Round 16 | epoch=9, current m_iou=0.7105731791626563
Round 16 | Best m_IoU is: 0.726, OA is: 0.932 | val costTime=157.35670495033264
Round 16 | ****EPOCH 9****
Step 00286150 L_out=0.235 Acc=0.96 --- 3760.83 ms/batch
Step 00286200 L_out=0.131 Acc=0.98 ---30769.56 ms/batch
Step 00286250 L_out=0.132 Acc=0.96 ---57529.84 ms/batch
Step 00286300 L_out=0.231 Acc=0.96 ---84901.30 ms/batch
Step 00286350 L_out=0.354 Acc=0.92 ---111911.83 ms/batch
Step 00286400 L_out=0.252 Acc=0.95 ---135823.50 ms/batch
Step 00286450 L_out=0.178 Acc=0.97 ---161526.72 ms/batch
Step 00286500 L_out=0.236 Acc=0.97 ---188466.23 ms/batch
Step 00286550 L_out=0.322 Acc=0.95 ---215760.01 ms/batch
Step 00286600 L_out=0.125 Acc=0.98 ---242000.22 ms/batch
Step 00286650 L_out=0.294 Acc=0.95 ---268695.32 ms/batch
Step 00286700 L_out=0.334 Acc=0.97 ---294413.69 ms/batch
Step 00286750 L_out=0.295 Acc=0.97 ---320288.55 ms/batch
Step 00286800 L_out=0.329 Acc=0.96 ---346533.63 ms/batch
Round 16 | epoch=9, train costTime=351.89537525177, | total_activation_sum=59220530
Round 16 | epoch=10, current m_iou=0.7169053232164073
Round 16 | Best m_IoU is: 0.726, OA is: 0.932 | val costTime=136.44013023376465
Round 16 | ****EPOCH 10****
Step 00286850 L_out=0.313 Acc=0.96 ---21595.85 ms/batch
Step 00286900 L_out=0.332 Acc=0.97 ---49163.79 ms/batch
Step 00286950 L_out=0.129 Acc=0.96 ---76661.18 ms/batch
Step 00287000 L_out=0.196 Acc=0.95 ---103014.51 ms/batch
Step 00287050 L_out=0.159 Acc=0.97 ---130589.56 ms/batch
Step 00287100 L_out=0.134 Acc=0.97 ---154388.26 ms/batch
Step 00287150 L_out=0.326 Acc=0.96 ---274564.31 ms/batch
Step 00287200 L_out=0.163 Acc=0.95 ---303204.06 ms/batch
Step 00287250 L_out=0.125 Acc=0.96 ---331146.12 ms/batch
Step 00287300 L_out=0.230 Acc=0.96 ---357391.88 ms/batch
Step 00287350 L_out=0.228 Acc=0.95 ---383460.31 ms/batch
Step 00287400 L_out=0.209 Acc=0.93 ---409930.33 ms/batch
Step 00287450 L_out=0.179 Acc=0.98 ---436918.49 ms/batch
Round 16 | epoch=10, train costTime=460.86813521385193, | total_activation_sum=59217709
Round 16 | epoch=11, current m_iou=0.7155301181296263
Round 16 | Best m_IoU is: 0.726, OA is: 0.932 | val costTime=136.70598793029785
Round 16 | ****EPOCH 11****
Step 00287500 L_out=0.252 Acc=0.94 ---12243.61 ms/batch
Step 00287550 L_out=0.676 Acc=0.90 ---38869.86 ms/batch
Step 00287600 L_out=0.172 Acc=0.97 ---66210.61 ms/batch
Step 00287650 L_out=0.083 Acc=0.96 ---93319.89 ms/batch
Step 00287700 L_out=0.064 Acc=0.99 ---119770.99 ms/batch
Step 00287750 L_out=0.179 Acc=0.96 ---144355.43 ms/batch
Step 00287800 L_out=0.183 Acc=0.97 ---170195.28 ms/batch
Step 00287850 L_out=0.277 Acc=0.94 ---197378.93 ms/batch
Step 00287900 L_out=0.276 Acc=0.96 ---224836.61 ms/batch
Step 00287950 L_out=0.196 Acc=0.98 ---251191.78 ms/batch
Step 00288000 L_out=0.270 Acc=0.96 ---277984.77 ms/batch
Step 00288050 L_out=0.407 Acc=0.95 ---307461.34 ms/batch
Step 00288100 L_out=0.374 Acc=0.95 ---336116.72 ms/batch
Round 16 | epoch=11, train costTime=359.6964159011841, | total_activation_sum=59146142
Round 16 | epoch=12, current m_iou=0.7141394809415265
Round 16 | Best m_IoU is: 0.726, OA is: 0.932 | val costTime=137.1384539604187
Round 16 | ****EPOCH 12****
Step 00288150 L_out=0.219 Acc=0.95 --- 3103.56 ms/batch
Step 00288200 L_out=0.322 Acc=0.95 ---30168.28 ms/batch
Step 00288250 L_out=0.130 Acc=0.96 ---57308.59 ms/batch
Step 00288300 L_out=0.372 Acc=0.94 ---84194.45 ms/batch
Step 00288350 L_out=0.206 Acc=0.97 ---111132.37 ms/batch
Step 00288400 L_out=0.200 Acc=0.98 ---137444.95 ms/batch
Step 00288450 L_out=0.210 Acc=0.97 ---162013.98 ms/batch
Step 00288500 L_out=0.124 Acc=0.97 ---190237.69 ms/batch
Step 00288550 L_out=0.307 Acc=0.95 ---217266.13 ms/batch
Step 00288600 L_out=0.082 Acc=0.97 ---243420.94 ms/batch
Step 00288650 L_out=0.139 Acc=0.98 ---270655.75 ms/batch
Step 00288700 L_out=0.255 Acc=0.96 ---298091.47 ms/batch
Step 00288750 L_out=0.204 Acc=0.93 ---325827.86 ms/batch
Step 00288800 L_out=0.224 Acc=0.98 ---351820.03 ms/batch
Round 16 | epoch=12, train costTime=357.75257635116577, | total_activation_sum=59258827
Round 16 | epoch=13, current m_iou=0.7162661685354489
Round 16 | Best m_IoU is: 0.726, OA is: 0.932 | val costTime=136.84219527244568
Round 16 | ****EPOCH 13****
Step 00288850 L_out=0.184 Acc=0.98 ---20432.07 ms/batch
Step 00288900 L_out=0.131 Acc=0.96 ---47432.97 ms/batch
Step 00288950 L_out=0.119 Acc=0.97 ---74356.17 ms/batch
Step 00289000 L_out=0.161 Acc=0.95 ---101566.43 ms/batch
Step 00289050 L_out=0.194 Acc=0.97 ---128693.95 ms/batch
Step 00289100 L_out=0.156 Acc=0.98 ---152005.79 ms/batch
Step 00289150 L_out=0.301 Acc=0.96 ---174550.82 ms/batch
Step 00289200 L_out=0.195 Acc=0.97 ---196595.63 ms/batch
Step 00289250 L_out=0.293 Acc=0.95 ---218995.50 ms/batch
Step 00289300 L_out=0.251 Acc=0.97 ---241247.08 ms/batch
Step 00289350 L_out=0.112 Acc=0.98 ---263204.67 ms/batch
Step 00289400 L_out=0.083 Acc=0.95 ---285088.24 ms/batch
Step 00289450 L_out=0.249 Acc=0.96 ---307447.84 ms/batch
Round 16 | epoch=13, train costTime=320.2239019870758, | total_activation_sum=59200687
Round 16 | epoch=14, current m_iou=0.7127901764481908
Round 16 | Best m_IoU is: 0.726, OA is: 0.932 | val costTime=115.09938383102417
Round 16 | ****EPOCH 14****
Step 00289500 L_out=0.093 Acc=0.99 ---10049.91 ms/batch
Step 00289550 L_out=0.069 Acc=0.98 ---32167.25 ms/batch
Step 00289600 L_out=0.084 Acc=0.96 ---54093.22 ms/batch
Step 00289650 L_out=0.105 Acc=0.98 ---76133.43 ms/batch
Step 00289700 L_out=0.369 Acc=0.97 ---97940.45 ms/batch
Step 00289750 L_out=0.081 Acc=0.98 ---119758.00 ms/batch
Step 00289800 L_out=0.370 Acc=0.95 ---141816.55 ms/batch
Step 00289850 L_out=0.116 Acc=0.97 ---163640.41 ms/batch
Step 00289900 L_out=0.633 Acc=0.95 ---185493.02 ms/batch
Step 00289950 L_out=0.141 Acc=0.96 ---207446.32 ms/batch
Step 00290000 L_out=0.161 Acc=0.95 ---229255.03 ms/batch
Step 00290050 L_out=0.157 Acc=0.97 ---251263.21 ms/batch
Step 00290100 L_out=0.124 Acc=0.96 ---273702.75 ms/batch
Round 16 | epoch=14, train costTime=293.44460558891296, | total_activation_sum=59199815
Round 16 | epoch=15, current m_iou=0.7105537345496229
Round 16 | Best m_IoU is: 0.726, OA is: 0.932 | val costTime=116.18408632278442
Round 16 | ****EPOCH 15****
Step 00290150 L_out=0.181 Acc=0.98 --- 2200.14 ms/batch
Step 00290200 L_out=0.249 Acc=0.98 ---24154.04 ms/batch
Step 00290250 L_out=0.337 Acc=0.95 ---45997.25 ms/batch
Step 00290300 L_out=0.497 Acc=0.93 ---68173.11 ms/batch
Step 00290350 L_out=0.187 Acc=0.98 ---90630.01 ms/batch
Step 00290400 L_out=0.164 Acc=0.97 ---116615.27 ms/batch
Step 00290450 L_out=0.172 Acc=0.97 ---143828.10 ms/batch
Step 00290500 L_out=0.284 Acc=0.97 ---169735.95 ms/batch
Step 00290550 L_out=0.086 Acc=0.98 ---195771.45 ms/batch
Step 00290600 L_out=0.102 Acc=0.98 ---221737.84 ms/batch
Step 00290650 L_out=0.170 Acc=0.95 ---248075.68 ms/batch
Step 00290700 L_out=0.133 Acc=0.97 ---274263.40 ms/batch
Step 00290750 L_out=0.089 Acc=0.99 ---300301.26 ms/batch
Step 00290800 L_out=0.186 Acc=0.97 ---327426.17 ms/batch
Round 16 | epoch=15, train costTime=334.3156154155731, | total_activation_sum=59468881
Round 16 | epoch=16, current m_iou=0.7136408761997093
Round 16 | Best m_IoU is: 0.726, OA is: 0.932 | val costTime=135.32033252716064
Round 16 | ****EPOCH 16****
Step 00290850 L_out=0.323 Acc=0.96 ---20165.97 ms/batch
Step 00290900 L_out=0.174 Acc=0.96 ---46997.74 ms/batch
Step 00290950 L_out=0.840 Acc=0.97 ---73725.77 ms/batch
Step 00291000 L_out=0.163 Acc=0.97 ---100474.39 ms/batch
Step 00291050 L_out=0.116 Acc=0.98 ---125633.96 ms/batch
Step 00291100 L_out=0.173 Acc=0.97 ---154091.59 ms/batch
Step 00291150 L_out=0.191 Acc=0.95 ---180659.60 ms/batch
Step 00291200 L_out=0.159 Acc=0.97 ---207132.43 ms/batch
Step 00291250 L_out=0.271 Acc=0.94 ---233283.32 ms/batch
Step 00291300 L_out=0.683 Acc=0.87 ---259361.03 ms/batch
Step 00291350 L_out=0.102 Acc=0.94 ---285350.67 ms/batch
Step 00291400 L_out=0.575 Acc=0.96 ---311489.82 ms/batch
Step 00291450 L_out=0.315 Acc=0.96 ---338132.34 ms/batch
Round 16 | epoch=16, train costTime=353.263619184494, | total_activation_sum=59021278
Round 16 | epoch=17, current m_iou=0.713127563229928
Round 16 | Best m_IoU is: 0.726, OA is: 0.932 | val costTime=137.7029106616974
Round 16 | ****EPOCH 17****
Step 00291500 L_out=0.119 Acc=0.96 ---11441.37 ms/batch
Step 00291550 L_out=0.139 Acc=0.97 ---38473.46 ms/batch
Step 00291600 L_out=0.319 Acc=0.96 ---65102.22 ms/batch
Step 00291650 L_out=0.243 Acc=0.96 ---92265.70 ms/batch
Step 00291700 L_out=0.139 Acc=0.97 ---116449.15 ms/batch
Step 00291750 L_out=0.198 Acc=0.93 ---142675.19 ms/batch
Step 00291800 L_out=0.132 Acc=0.98 ---168646.90 ms/batch
Step 00291850 L_out=0.186 Acc=0.97 ---195082.35 ms/batch
Step 00291900 L_out=0.203 Acc=0.96 ---222596.93 ms/batch
Step 00291950 L_out=0.263 Acc=0.95 ---248423.13 ms/batch
Step 00292000 L_out=0.089 Acc=0.94 ---274688.39 ms/batch
Step 00292050 L_out=0.154 Acc=0.97 ---301120.53 ms/batch
Step 00292100 L_out=0.261 Acc=0.95 ---327180.58 ms/batch
Round 16 | epoch=17, train costTime=351.13824439048767, | total_activation_sum=59300493
Round 16 | epoch=18, current m_iou=0.7139070249061735
Round 16 | Best m_IoU is: 0.726, OA is: 0.932 | val costTime=138.18950128555298
Round 16 | ****EPOCH 18****
Step 00292150 L_out=0.224 Acc=0.98 --- 2215.17 ms/batch
Step 00292200 L_out=0.195 Acc=0.97 ---29455.86 ms/batch
Step 00292250 L_out=0.267 Acc=0.94 ---56351.71 ms/batch
Step 00292300 L_out=0.249 Acc=0.95 ---83564.81 ms/batch
Step 00292350 L_out=0.280 Acc=0.98 ---109073.01 ms/batch
Step 00292400 L_out=0.060 Acc=0.98 ---136098.12 ms/batch
Step 00292450 L_out=0.127 Acc=0.97 ---162219.90 ms/batch
Step 00292500 L_out=0.071 Acc=0.98 ---189052.30 ms/batch
Step 00292550 L_out=0.241 Acc=0.96 ---215475.24 ms/batch
Step 00292600 L_out=0.327 Acc=0.96 ---243287.73 ms/batch
Step 00292650 L_out=0.229 Acc=0.96 ---271541.18 ms/batch
Step 00292700 L_out=0.093 Acc=0.97 ---299721.26 ms/batch
Step 00292750 L_out=0.105 Acc=0.96 ---325655.40 ms/batch
Step 00292800 L_out=0.160 Acc=0.97 ---352546.97 ms/batch
Round 16 | epoch=18, train costTime=359.1436233520508, | total_activation_sum=59266677
Round 16 | epoch=19, current m_iou=0.7142359880390514
Round 16 | Best m_IoU is: 0.726, OA is: 0.932 | val costTime=135.3858871459961
Round 16 | ****EPOCH 19****
Step 00292850 L_out=0.226 Acc=0.98 ---20202.34 ms/batch
Step 00292900 L_out=0.073 Acc=0.97 ---47058.58 ms/batch
Step 00292950 L_out=0.240 Acc=0.97 ---74061.40 ms/batch
Step 00293000 L_out=0.140 Acc=0.98 ---100835.35 ms/batch
Step 00293050 L_out=0.230 Acc=0.98 ---124268.70 ms/batch
Step 00293100 L_out=0.250 Acc=0.97 ---150519.25 ms/batch
Step 00293150 L_out=0.134 Acc=0.96 ---176559.59 ms/batch
Step 00293200 L_out=0.137 Acc=0.98 ---202504.49 ms/batch
Step 00293250 L_out=0.182 Acc=0.97 ---229173.61 ms/batch
Step 00293300 L_out=0.222 Acc=0.94 ---255204.57 ms/batch
Step 00293350 L_out=0.078 Acc=0.95 ---281193.11 ms/batch
Step 00293400 L_out=0.129 Acc=0.99 ---307906.28 ms/batch
Step 00293450 L_out=0.232 Acc=0.94 ---333525.88 ms/batch
Round 16 | epoch=19, train costTime=349.06372690200806, | total_activation_sum=59194298
Round 16 | epoch=20, current m_iou=0.7118974643311156
Round 16 | Best m_IoU is: 0.726, OA is: 0.932 | val costTime=136.19688630104065
Round 16 | ****EPOCH 20****
Step 00293500 L_out=0.155 Acc=0.97 ---10976.46 ms/batch
Step 00293550 L_out=0.192 Acc=0.97 ---37989.22 ms/batch
Step 00293600 L_out=0.128 Acc=0.98 ---64989.03 ms/batch
Step 00293650 L_out=0.122 Acc=0.97 ---92087.44 ms/batch
Step 00293700 L_out=0.118 Acc=0.99 ---116235.35 ms/batch
Step 00293750 L_out=0.187 Acc=0.99 ---142903.45 ms/batch
Step 00293800 L_out=0.137 Acc=0.94 ---169186.99 ms/batch
Step 00293850 L_out=0.168 Acc=0.95 ---197417.39 ms/batch
Step 00293900 L_out=0.233 Acc=0.96 ---223644.40 ms/batch
Step 00293950 L_out=0.164 Acc=0.96 ---252168.35 ms/batch
Step 00294000 L_out=0.116 Acc=0.96 ---278371.68 ms/batch
Step 00294050 L_out=0.061 Acc=0.99 ---304923.65 ms/batch
Step 00294100 L_out=0.282 Acc=0.95 ---331471.77 ms/batch
Round 16 | epoch=20, train costTime=356.9574525356293, | total_activation_sum=59194981
Round 16 | epoch=21, current m_iou=0.7087838864562672
Round 16 | Best m_IoU is: 0.726, OA is: 0.932 | val costTime=136.3811173439026
Round 16 | ****EPOCH 21****
Step 00294150 L_out=0.176 Acc=0.95 --- 1658.57 ms/batch
Step 00294200 L_out=0.113 Acc=0.96 ---28950.43 ms/batch
Step 00294250 L_out=0.156 Acc=0.99 ---55962.68 ms/batch
Step 00294300 L_out=0.083 Acc=0.97 ---83035.95 ms/batch
Step 00294350 L_out=0.176 Acc=0.98 ---109505.03 ms/batch
Step 00294400 L_out=0.141 Acc=0.97 ---134770.52 ms/batch
Step 00294450 L_out=0.073 Acc=0.98 ---162019.80 ms/batch
Step 00294500 L_out=0.168 Acc=0.97 ---188662.38 ms/batch
Step 00294550 L_out=0.151 Acc=0.97 ---214555.30 ms/batch
Step 00294600 L_out=0.225 Acc=0.96 ---240166.11 ms/batch
Step 00294650 L_out=0.115 Acc=0.96 ---263946.61 ms/batch
Step 00294700 L_out=0.307 Acc=0.97 ---287895.72 ms/batch
Step 00294750 L_out=0.417 Acc=0.95 ---311882.55 ms/batch
Step 00294800 L_out=0.075 Acc=0.99 ---335885.62 ms/batch
Round 16 | epoch=21, train costTime=342.6154751777649, | total_activation_sum=59178231
Round 16 | epoch=22, current m_iou=0.7049188661368702
Round 16 | Best m_IoU is: 0.726, OA is: 0.932 | val costTime=115.70467400550842
Round 16 | ****EPOCH 22****
Step 00294850 L_out=0.216 Acc=0.98 ---17243.05 ms/batch
Step 00294900 L_out=0.185 Acc=0.93 ---41173.84 ms/batch
Step 00294950 L_out=0.503 Acc=0.94 ---65012.86 ms/batch
Step 00295000 L_out=0.139 Acc=0.97 ---88762.52 ms/batch
Step 00295050 L_out=0.110 Acc=0.98 ---112683.88 ms/batch
Step 00295100 L_out=0.190 Acc=0.96 ---136471.42 ms/batch
Step 00295150 L_out=0.102 Acc=0.98 ---160203.07 ms/batch
Step 00295200 L_out=0.378 Acc=0.93 ---183988.43 ms/batch
Step 00295250 L_out=0.041 Acc=0.99 ---207704.30 ms/batch
Step 00295300 L_out=0.105 Acc=0.97 ---231493.00 ms/batch
Step 00295350 L_out=0.179 Acc=0.97 ---255424.53 ms/batch
Step 00295400 L_out=0.239 Acc=0.96 ---279246.88 ms/batch
Step 00295450 L_out=0.097 Acc=0.98 ---303207.08 ms/batch
Round 16 | epoch=22, train costTime=318.00961446762085, | total_activation_sum=59130455
Round 16 | epoch=23, current m_iou=0.7066165855524431
Round 16 | Best m_IoU is: 0.726, OA is: 0.932 | val costTime=115.66750717163086
Round 16 | ****EPOCH 23****
Step 00295500 L_out=0.080 Acc=0.98 --- 8977.57 ms/batch
Step 00295550 L_out=0.176 Acc=0.97 ---32952.53 ms/batch
Step 00295600 L_out=0.104 Acc=0.97 ---56810.28 ms/batch
Step 00295650 L_out=0.074 Acc=0.95 ---80612.28 ms/batch
Step 00295700 L_out=0.050 Acc=0.99 ---104448.02 ms/batch
Step 00295750 L_out=0.190 Acc=0.97 ---128384.68 ms/batch
Step 00295800 L_out=0.167 Acc=0.98 ---152490.12 ms/batch
Step 00295850 L_out=0.221 Acc=0.96 ---176200.37 ms/batch
Step 00295900 L_out=0.106 Acc=0.96 ---200004.01 ms/batch
Step 00295950 L_out=0.150 Acc=0.96 ---223977.19 ms/batch
Step 00296000 L_out=0.185 Acc=0.95 ---247719.31 ms/batch
Step 00296050 L_out=0.199 Acc=0.97 ---270853.20 ms/batch
Step 00296100 L_out=0.259 Acc=0.95 ---293450.23 ms/batch
Round 16 | epoch=23, train costTime=314.97322607040405, | total_activation_sum=59344696
Round 16 | epoch=24, current m_iou=0.705911579494892
Round 16 | Best m_IoU is: 0.726, OA is: 0.932 | val costTime=124.79883694648743
Round 16 | ****EPOCH 24****
Step 00296150 L_out=0.233 Acc=0.97 --- 1000.10 ms/batch
Step 00296200 L_out=0.105 Acc=0.98 ---24630.91 ms/batch
Step 00296250 L_out=0.133 Acc=0.97 ---47206.02 ms/batch
Step 00296300 L_out=0.263 Acc=0.96 ---69594.31 ms/batch
Step 00296350 L_out=0.093 Acc=0.98 ---92201.83 ms/batch
Step 00296400 L_out=0.146 Acc=0.96 ---114861.20 ms/batch
Step 00296450 L_out=0.203 Acc=0.97 ---137448.06 ms/batch
Step 00296500 L_out=0.138 Acc=0.97 ---199780.88 ms/batch
Step 00296550 L_out=0.092 Acc=0.98 ---223708.13 ms/batch
Step 00296600 L_out=0.162 Acc=0.98 ---247606.95 ms/batch
Step 00296650 L_out=0.448 Acc=0.96 ---271762.01 ms/batch
Step 00296700 L_out=0.175 Acc=0.97 ---295568.31 ms/batch
Step 00296750 L_out=0.165 Acc=0.95 ---318353.47 ms/batch
Step 00296800 L_out=0.107 Acc=0.98 ---340790.01 ms/batch
Round 16 | epoch=24, train costTime=347.5445992946625, | total_activation_sum=59361418
Round 16 | epoch=25, current m_iou=0.7089397058504786
Round 16 | Best m_IoU is: 0.726, OA is: 0.932 | val costTime=125.57969236373901
Round 16 | ****EPOCH 25****
Step 00296850 L_out=0.179 Acc=0.97 ---16835.30 ms/batch
Step 00296900 L_out=0.330 Acc=0.95 ---40568.98 ms/batch
Step 00296950 L_out=0.261 Acc=0.94 ---64408.81 ms/batch
Step 00297000 L_out=0.118 Acc=0.95 ---88585.76 ms/batch
Step 00297050 L_out=0.170 Acc=0.96 ---112359.62 ms/batch
Step 00297100 L_out=0.164 Acc=0.98 ---136170.52 ms/batch
Step 00297150 L_out=0.224 Acc=0.97 ---159636.21 ms/batch
Step 00297200 L_out=0.341 Acc=0.92 ---183568.82 ms/batch
Step 00297250 L_out=0.518 Acc=0.96 ---207499.79 ms/batch
Step 00297300 L_out=0.145 Acc=0.96 ---231495.03 ms/batch
Step 00297350 L_out=0.164 Acc=0.97 ---255376.03 ms/batch
Step 00297400 L_out=0.125 Acc=0.95 ---279058.32 ms/batch
Step 00297450 L_out=0.056 Acc=0.98 ---303136.25 ms/batch
Round 16 | epoch=25, train costTime=318.57368087768555, | total_activation_sum=59255743
Round 16 | epoch=26, current m_iou=0.7103985611374358
Round 16 | Best m_IoU is: 0.726, OA is: 0.932 | val costTime=116.06001615524292
Round 16 | ****EPOCH 26****
Step 00297500 L_out=0.158 Acc=0.97 --- 8597.16 ms/batch
Step 00297550 L_out=0.527 Acc=0.94 ---32455.14 ms/batch
Step 00297600 L_out=0.207 Acc=0.93 ---56377.90 ms/batch
Step 00297650 L_out=0.113 Acc=0.99 ---80220.88 ms/batch
Step 00297700 L_out=0.107 Acc=0.98 ---104234.90 ms/batch
Step 00297750 L_out=0.363 Acc=0.97 ---128095.49 ms/batch
Step 00297800 L_out=0.147 Acc=0.97 ---152026.25 ms/batch
Step 00297850 L_out=0.197 Acc=0.96 ---175693.54 ms/batch
Step 00297900 L_out=0.096 Acc=0.98 ---199473.13 ms/batch
Step 00297950 L_out=0.304 Acc=0.96 ---223319.57 ms/batch
Step 00298000 L_out=0.061 Acc=0.98 ---247217.40 ms/batch
Step 00298050 L_out=0.132 Acc=0.97 ---270924.58 ms/batch
Step 00298100 L_out=0.064 Acc=0.94 ---294862.94 ms/batch
Round 16 | epoch=26, train costTime=318.24934244155884, | total_activation_sum=59316831
Round 16 | epoch=27, current m_iou=0.7088026295798087
Round 16 | Best m_IoU is: 0.726, OA is: 0.932 | val costTime=115.89457082748413
Round 16 | ****EPOCH 27****
Step 00298150 L_out=0.170 Acc=0.95 ---  479.46 ms/batch
Step 00298200 L_out=0.124 Acc=0.98 ---24380.45 ms/batch
Step 00298250 L_out=0.163 Acc=0.97 ---48272.17 ms/batch
Step 00298300 L_out=0.393 Acc=0.95 ---72179.21 ms/batch
Step 00298350 L_out=0.146 Acc=0.96 ---96137.33 ms/batch
Step 00298400 L_out=0.929 Acc=0.94 ---119739.54 ms/batch
Step 00298450 L_out=0.238 Acc=0.95 ---143699.71 ms/batch
Step 00298500 L_out=0.131 Acc=0.98 ---167622.49 ms/batch
Step 00298550 L_out=0.201 Acc=0.98 ---191391.92 ms/batch
Step 00298600 L_out=0.157 Acc=0.95 ---215401.94 ms/batch
Step 00298650 L_out=0.216 Acc=0.95 ---239346.42 ms/batch
Step 00298700 L_out=0.178 Acc=0.98 ---263251.78 ms/batch
Step 00298750 L_out=0.151 Acc=0.96 ---287229.48 ms/batch
Step 00298800 L_out=0.122 Acc=0.96 ---311135.86 ms/batch
Round 16 | epoch=27, train costTime=318.83655762672424, | total_activation_sum=59152140
Round 16 | epoch=28, current m_iou=0.7099691228735828
Round 16 | Best m_IoU is: 0.726, OA is: 0.932 | val costTime=116.43624210357666
Round 16 | ****EPOCH 28****
Step 00298850 L_out=0.104 Acc=0.98 ---16106.57 ms/batch
Step 00298900 L_out=0.163 Acc=0.98 ---40055.66 ms/batch
Step 00298950 L_out=0.148 Acc=0.96 ---63814.31 ms/batch
Step 00299000 L_out=0.166 Acc=0.99 ---87690.98 ms/batch
Step 00299050 L_out=0.082 Acc=0.96 ---111509.62 ms/batch
Step 00299100 L_out=0.264 Acc=0.96 ---135468.59 ms/batch
Step 00299150 L_out=0.188 Acc=0.95 ---159426.76 ms/batch
Step 00299200 L_out=0.198 Acc=0.97 ---183261.08 ms/batch
Step 00299250 L_out=0.214 Acc=0.95 ---207140.20 ms/batch
Step 00299300 L_out=0.216 Acc=0.96 ---230834.15 ms/batch
Step 00299350 L_out=0.150 Acc=0.95 ---254666.61 ms/batch
Step 00299400 L_out=0.275 Acc=0.95 ---278633.57 ms/batch
Step 00299450 L_out=0.073 Acc=0.98 ---302420.13 ms/batch
Round 16 | epoch=28, train costTime=318.0498490333557, | total_activation_sum=59041083
Round 16 | epoch=29, current m_iou=0.7128541896255531
Round 16 | Best m_IoU is: 0.726, OA is: 0.932 | val costTime=116.2157564163208
Round 16 | ****EPOCH 29****
Step 00299500 L_out=0.212 Acc=0.97 --- 8191.01 ms/batch
Step 00299550 L_out=0.166 Acc=0.97 ---31980.05 ms/batch
Step 00299600 L_out=0.440 Acc=0.96 ---55938.73 ms/batch
Step 00299650 L_out=0.258 Acc=0.94 ---79719.24 ms/batch
Step 00299700 L_out=0.090 Acc=0.98 ---103534.99 ms/batch
Step 00299750 L_out=0.200 Acc=0.97 ---127235.27 ms/batch
Step 00299800 L_out=0.133 Acc=0.96 ---151006.22 ms/batch
Step 00299850 L_out=0.085 Acc=0.98 ---174879.55 ms/batch
Step 00299900 L_out=0.173 Acc=0.97 ---198639.05 ms/batch
Step 00299950 L_out=0.332 Acc=0.94 ---222301.70 ms/batch
Step 00300000 L_out=0.257 Acc=0.97 ---245977.44 ms/batch
Step 00300050 L_out=0.182 Acc=0.98 ---269697.97 ms/batch
Step 00300100 L_out=0.117 Acc=0.98 ---293447.05 ms/batch
Step 00300150 L_out=0.280 Acc=0.96 ---317215.72 ms/batch
Round 16 | epoch=29, train costTime=317.2160301208496, | total_activation_sum=59195294
Round 16 | epoch=30, current m_iou=0.7135373146604537
Round 16 | Best m_IoU is: 0.726, OA is: 0.932 | val costTime=115.88071084022522
Round 16 | ****EPOCH 30****
Round 17 | ****EPOCH 0****
Step 00300200 L_out=0.407 Acc=0.89 ---23900.85 ms/batch
Step 00300250 L_out=0.658 Acc=0.91 ---47861.78 ms/batch
Step 00300300 L_out=0.400 Acc=0.96 ---71738.57 ms/batch
Step 00300350 L_out=1.144 Acc=0.88 ---95533.94 ms/batch
Step 00300400 L_out=1.085 Acc=0.88 ---119381.21 ms/batch
Step 00300450 L_out=0.361 Acc=0.96 ---143283.32 ms/batch
Step 00300500 L_out=1.278 Acc=0.88 ---167425.58 ms/batch
Step 00300550 L_out=0.722 Acc=0.96 ---191671.83 ms/batch
Step 00300600 L_out=1.106 Acc=0.84 ---215486.06 ms/batch
Step 00300650 L_out=0.674 Acc=0.89 ---239434.39 ms/batch
Step 00300700 L_out=0.205 Acc=0.96 ---263241.61 ms/batch
Step 00300750 L_out=0.528 Acc=0.92 ---287138.51 ms/batch
Step 00300800 L_out=0.479 Acc=0.93 ---310927.18 ms/batch
Round 17 | epoch=0, train costTime=319.06113624572754, | total_activation_sum=62522031
Round 17 | epoch=1, current m_iou=0.6568113857142595
Round 17 | Best m_IoU is: 0.657, OA is: 0.915 | val costTime=116.41983008384705
Round 17 | ****EPOCH 1****
Step 00300850 L_out=0.508 Acc=0.93 ---15981.82 ms/batch
Step 00300900 L_out=1.853 Acc=0.73 ---40099.15 ms/batch
Step 00300950 L_out=0.632 Acc=0.90 ---63905.76 ms/batch
Step 00301000 L_out=0.617 Acc=0.93 ---87771.22 ms/batch
Step 00301050 L_out=0.261 Acc=0.99 ---111590.07 ms/batch
Step 00301100 L_out=0.468 Acc=0.94 ---135450.50 ms/batch
Step 00301150 L_out=0.664 Acc=0.92 ---159275.30 ms/batch
Step 00301200 L_out=0.274 Acc=0.96 ---182964.72 ms/batch
Step 00301250 L_out=0.316 Acc=0.88 ---206699.36 ms/batch
Step 00301300 L_out=0.667 Acc=0.97 ---230799.55 ms/batch
Step 00301350 L_out=0.443 Acc=0.93 ---254438.54 ms/batch
Step 00301400 L_out=0.418 Acc=0.94 ---278264.28 ms/batch
Step 00301450 L_out=1.304 Acc=0.89 ---301939.37 ms/batch
Round 17 | epoch=1, train costTime=318.09319019317627, | total_activation_sum=61300875
Round 17 | epoch=2, current m_iou=0.6908715032923549
Round 17 | Best m_IoU is: 0.691, OA is: 0.924 | val costTime=115.77421498298645
Round 17 | ****EPOCH 2****
Step 00301500 L_out=0.323 Acc=0.97 --- 7681.16 ms/batch
Step 00301550 L_out=0.364 Acc=0.94 ---31678.83 ms/batch
Step 00301600 L_out=0.540 Acc=0.91 ---55705.87 ms/batch
Step 00301650 L_out=0.200 Acc=0.96 ---79503.42 ms/batch
Step 00301700 L_out=0.147 Acc=0.95 ---103493.73 ms/batch
Step 00301750 L_out=0.150 Acc=0.96 ---127346.93 ms/batch
Step 00301800 L_out=0.297 Acc=0.90 ---151280.73 ms/batch
Step 00301850 L_out=0.547 Acc=0.95 ---175202.31 ms/batch
Step 00301900 L_out=0.215 Acc=0.96 ---199170.99 ms/batch
Step 00301950 L_out=0.758 Acc=0.93 ---222968.30 ms/batch
Step 00302000 L_out=0.277 Acc=0.95 ---246913.42 ms/batch
Step 00302050 L_out=0.545 Acc=0.95 ---270616.09 ms/batch
Step 00302100 L_out=0.314 Acc=0.96 ---294403.64 ms/batch
Step 00302150 L_out=0.131 Acc=0.98 ---318417.45 ms/batch
Round 17 | epoch=2, train costTime=318.9391407966614, | total_activation_sum=61360152
Round 17 | epoch=3, current m_iou=0.6918140831546984
Round 17 | Best m_IoU is: 0.692, OA is: 0.923 | val costTime=115.61474013328552
Round 17 | ****EPOCH 3****
Step 00302200 L_out=0.343 Acc=0.96 ---23444.34 ms/batch
Step 00302250 L_out=0.190 Acc=0.99 ---47161.33 ms/batch
Step 00302300 L_out=0.258 Acc=0.98 ---70691.73 ms/batch
Step 00302350 L_out=0.258 Acc=0.97 ---94453.81 ms/batch
Step 00302400 L_out=0.196 Acc=0.96 ---118288.51 ms/batch
Step 00302450 L_out=0.401 Acc=0.94 ---141934.80 ms/batch
Step 00302500 L_out=0.170 Acc=0.98 ---165805.49 ms/batch
Step 00302550 L_out=0.809 Acc=0.91 ---189631.99 ms/batch
Step 00302600 L_out=0.134 Acc=0.98 ---213562.30 ms/batch
Step 00302650 L_out=0.116 Acc=0.97 ---237565.15 ms/batch
Step 00302700 L_out=1.003 Acc=0.88 ---261381.82 ms/batch
Step 00302750 L_out=0.259 Acc=0.95 ---285434.48 ms/batch
Step 00302800 L_out=0.112 Acc=0.97 ---309341.31 ms/batch
Round 17 | epoch=3, train costTime=317.95130825042725, | total_activation_sum=61325627
Round 17 | epoch=4, current m_iou=0.6995749999426601
Round 17 | Best m_IoU is: 0.700, OA is: 0.925 | val costTime=115.76898312568665
Round 17 | ****EPOCH 4****
Step 00302850 L_out=0.233 Acc=0.97 ---15250.24 ms/batch
Step 00302900 L_out=0.557 Acc=0.93 ---39071.18 ms/batch
Step 00302950 L_out=0.089 Acc=0.95 ---62918.63 ms/batch
Step 00303000 L_out=0.317 Acc=0.95 ---86945.52 ms/batch
Step 00303050 L_out=0.266 Acc=0.94 ---110635.35 ms/batch
Step 00303100 L_out=0.486 Acc=0.93 ---134385.17 ms/batch
Step 00303150 L_out=0.232 Acc=0.97 ---158482.91 ms/batch
Step 00303200 L_out=0.506 Acc=0.96 ---182596.99 ms/batch
Step 00303250 L_out=0.171 Acc=0.95 ---206282.81 ms/batch
Step 00303300 L_out=0.315 Acc=0.94 ---230350.32 ms/batch
Step 00303350 L_out=0.236 Acc=0.96 ---253957.41 ms/batch
Step 00303400 L_out=0.272 Acc=0.94 ---277655.48 ms/batch
Step 00303450 L_out=0.194 Acc=0.97 ---301111.70 ms/batch
Round 17 | epoch=4, train costTime=317.2560119628906, | total_activation_sum=61642509
Round 17 | epoch=5, current m_iou=0.6892960487558341
Round 17 | Best m_IoU is: 0.700, OA is: 0.925 | val costTime=116.64654898643494
Round 17 | ****EPOCH 5****
Step 00303500 L_out=1.316 Acc=0.89 --- 7007.63 ms/batch
Step 00303550 L_out=0.324 Acc=0.95 ---30761.27 ms/batch
Step 00303600 L_out=0.099 Acc=0.97 ---54713.41 ms/batch
Step 00303650 L_out=0.111 Acc=0.94 ---78628.15 ms/batch
Step 00303700 L_out=0.800 Acc=0.93 ---102481.03 ms/batch
Step 00303750 L_out=0.184 Acc=0.96 ---126291.95 ms/batch
Step 00303800 L_out=0.266 Acc=0.95 ---150189.22 ms/batch
Step 00303850 L_out=0.233 Acc=0.96 ---174070.89 ms/batch
Step 00303900 L_out=0.076 Acc=0.98 ---198050.30 ms/batch
Step 00303950 L_out=0.112 Acc=0.97 ---222064.94 ms/batch
Step 00304000 L_out=0.349 Acc=0.97 ---245974.23 ms/batch
Step 00304050 L_out=0.364 Acc=0.95 ---269765.83 ms/batch
Step 00304100 L_out=0.528 Acc=0.95 ---293737.52 ms/batch
Step 00304150 L_out=0.784 Acc=0.97 ---317535.12 ms/batch
Round 17 | epoch=5, train costTime=318.4864852428436, | total_activation_sum=61100031
Round 17 | epoch=6, current m_iou=0.6873643418908002
Round 17 | Best m_IoU is: 0.700, OA is: 0.925 | val costTime=115.32523441314697
Round 17 | ****EPOCH 6****
Step 00304200 L_out=0.337 Acc=0.95 ---22999.24 ms/batch
Step 00304250 L_out=0.360 Acc=0.95 ---46590.23 ms/batch
Step 00304300 L_out=0.838 Acc=0.96 ---70152.81 ms/batch
Step 00304350 L_out=0.399 Acc=0.94 ---94096.96 ms/batch
Step 00304400 L_out=0.282 Acc=0.93 ---117814.16 ms/batch
Step 00304450 L_out=0.135 Acc=0.96 ---141552.35 ms/batch
Step 00304500 L_out=0.293 Acc=0.98 ---165305.85 ms/batch
Step 00304550 L_out=0.376 Acc=0.96 ---189330.83 ms/batch
Step 00304600 L_out=0.294 Acc=0.95 ---213204.41 ms/batch
Step 00304650 L_out=0.470 Acc=0.95 ---237109.96 ms/batch
Step 00304700 L_out=1.256 Acc=0.90 ---260835.28 ms/batch
Step 00304750 L_out=0.346 Acc=0.95 ---284635.86 ms/batch
Step 00304800 L_out=0.301 Acc=0.96 ---308565.45 ms/batch
Round 17 | epoch=6, train costTime=317.5539970397949, | total_activation_sum=61290542
Round 17 | epoch=7, current m_iou=0.6952178682945107
Round 17 | Best m_IoU is: 0.700, OA is: 0.925 | val costTime=115.58838725090027
Round 17 | ****EPOCH 7****
Step 00304850 L_out=0.249 Acc=0.96 ---14640.35 ms/batch
Step 00304900 L_out=0.373 Acc=0.96 ---38420.69 ms/batch
Step 00304950 L_out=0.516 Acc=0.91 ---62425.25 ms/batch
Step 00305000 L_out=0.133 Acc=0.98 ---86161.65 ms/batch
Step 00305050 L_out=0.171 Acc=0.96 ---110173.77 ms/batch
Step 00305100 L_out=0.188 Acc=0.99 ---134106.06 ms/batch
Step 00305150 L_out=0.554 Acc=0.91 ---157890.47 ms/batch
Step 00305200 L_out=0.185 Acc=0.96 ---181564.58 ms/batch
Step 00305250 L_out=0.210 Acc=0.97 ---205591.27 ms/batch
Step 00305300 L_out=0.270 Acc=0.92 ---229369.39 ms/batch
Step 00305350 L_out=0.253 Acc=0.96 ---253347.91 ms/batch
Step 00305400 L_out=0.384 Acc=0.95 ---277252.53 ms/batch
Step 00305450 L_out=0.058 Acc=0.98 ---301141.15 ms/batch
Round 17 | epoch=7, train costTime=318.326726436615, | total_activation_sum=61669250
Round 17 | epoch=8, current m_iou=0.6937539233691861
Round 17 | Best m_IoU is: 0.700, OA is: 0.925 | val costTime=115.71358680725098
Round 17 | ****EPOCH 8****
Step 00305500 L_out=0.159 Acc=0.94 --- 6658.65 ms/batch
Step 00305550 L_out=0.268 Acc=0.97 ---30470.05 ms/batch
Step 00305600 L_out=0.088 Acc=0.99 ---54459.01 ms/batch
Step 00305650 L_out=0.246 Acc=0.96 ---78225.72 ms/batch
Step 00305700 L_out=0.534 Acc=0.95 ---102113.46 ms/batch
Step 00305750 L_out=0.309 Acc=0.95 ---126073.81 ms/batch
Step 00305800 L_out=0.426 Acc=0.95 ---149917.94 ms/batch
Step 00305850 L_out=0.132 Acc=0.97 ---173804.38 ms/batch
Step 00305900 L_out=0.133 Acc=0.99 ---197689.30 ms/batch
Step 00305950 L_out=0.507 Acc=0.96 ---221690.36 ms/batch
Step 00306000 L_out=0.205 Acc=0.98 ---245436.10 ms/batch
Step 00306050 L_out=0.297 Acc=0.94 ---269025.66 ms/batch
Step 00306100 L_out=0.203 Acc=0.96 ---292819.47 ms/batch
Step 00306150 L_out=0.142 Acc=0.97 ---316682.67 ms/batch
Round 17 | epoch=8, train costTime=318.12027883529663, | total_activation_sum=61175472
Round 17 | epoch=9, current m_iou=0.6966919419195645
Round 17 | Best m_IoU is: 0.700, OA is: 0.925 | val costTime=116.19865608215332
Round 17 | ****EPOCH 9****
Step 00306200 L_out=0.347 Acc=0.95 ---22211.18 ms/batch
Step 00306250 L_out=0.136 Acc=0.97 ---46109.88 ms/batch
Step 00306300 L_out=0.132 Acc=0.96 ---69916.95 ms/batch
Step 00306350 L_out=0.190 Acc=0.97 ---93762.19 ms/batch
Step 00306400 L_out=0.223 Acc=0.96 ---117623.33 ms/batch
Step 00306450 L_out=0.162 Acc=0.98 ---141711.95 ms/batch
Step 00306500 L_out=0.350 Acc=0.96 ---165471.16 ms/batch
Step 00306550 L_out=0.294 Acc=0.96 ---189419.37 ms/batch
Step 00306600 L_out=0.547 Acc=0.95 ---213314.97 ms/batch
Step 00306650 L_out=0.309 Acc=0.95 ---237281.58 ms/batch
Step 00306700 L_out=0.356 Acc=0.94 ---261117.78 ms/batch
Step 00306750 L_out=0.337 Acc=0.94 ---285009.09 ms/batch
Step 00306800 L_out=0.252 Acc=0.96 ---308643.54 ms/batch
Round 17 | epoch=9, train costTime=318.38224506378174, | total_activation_sum=61579248
Round 17 | epoch=10, current m_iou=0.6909294389309439
Round 17 | Best m_IoU is: 0.700, OA is: 0.925 | val costTime=115.43857264518738
Round 17 | ****EPOCH 10****
Step 00306850 L_out=0.263 Acc=0.93 ---14317.65 ms/batch
Step 00306900 L_out=0.413 Acc=0.96 ---38041.59 ms/batch
Step 00306950 L_out=0.189 Acc=0.96 ---61730.46 ms/batch
Step 00307000 L_out=0.089 Acc=0.98 ---85598.08 ms/batch
Step 00307050 L_out=0.293 Acc=0.96 ---109415.88 ms/batch
Step 00307100 L_out=0.137 Acc=0.97 ---133653.06 ms/batch
Step 00307150 L_out=0.160 Acc=0.97 ---157392.01 ms/batch
Step 00307200 L_out=0.074 Acc=0.99 ---181293.83 ms/batch
Step 00307250 L_out=0.216 Acc=0.96 ---205176.34 ms/batch
Step 00307300 L_out=0.056 Acc=0.97 ---229018.37 ms/batch
Step 00307350 L_out=0.268 Acc=0.97 ---252929.71 ms/batch
Step 00307400 L_out=0.251 Acc=0.97 ---276941.37 ms/batch
Step 00307450 L_out=0.178 Acc=0.97 ---301064.19 ms/batch
Round 17 | epoch=10, train costTime=318.90861105918884, | total_activation_sum=61360529
Round 17 | epoch=11, current m_iou=0.7048968551234558
Round 17 | Best m_IoU is: 0.705, OA is: 0.926 | val costTime=115.95638465881348
Round 17 | ****EPOCH 11****
Step 00307500 L_out=0.289 Acc=0.98 --- 6220.08 ms/batch
Step 00307550 L_out=0.196 Acc=0.97 ---30051.82 ms/batch
Step 00307600 L_out=0.369 Acc=0.98 ---53774.47 ms/batch
Step 00307650 L_out=0.761 Acc=0.98 ---77837.30 ms/batch
Step 00307700 L_out=0.302 Acc=0.97 ---101813.53 ms/batch
Step 00307750 L_out=0.261 Acc=0.96 ---125648.79 ms/batch
Step 00307800 L_out=0.339 Acc=0.97 ---149564.45 ms/batch
Step 00307850 L_out=0.149 Acc=0.98 ---173222.19 ms/batch
Step 00307900 L_out=0.539 Acc=0.95 ---196998.80 ms/batch
Step 00307950 L_out=0.171 Acc=0.98 ---220885.95 ms/batch
Step 00308000 L_out=0.575 Acc=0.98 ---244719.25 ms/batch
Step 00308050 L_out=0.210 Acc=0.98 ---268555.57 ms/batch
Step 00308100 L_out=0.173 Acc=0.97 ---292577.66 ms/batch
Step 00308150 L_out=0.380 Acc=0.95 ---316346.24 ms/batch
Round 17 | epoch=11, train costTime=318.2624933719635, | total_activation_sum=61449339
Round 17 | epoch=12, current m_iou=0.7043389450261701
Round 17 | Best m_IoU is: 0.705, OA is: 0.926 | val costTime=115.26444697380066
Round 17 | ****EPOCH 12****
Step 00308200 L_out=0.235 Acc=0.96 ---22075.60 ms/batch
Step 00308250 L_out=0.432 Acc=0.95 ---45910.62 ms/batch
Step 00308300 L_out=0.175 Acc=0.98 ---69881.78 ms/batch
Step 00308350 L_out=0.169 Acc=0.95 ---93340.91 ms/batch
Step 00308400 L_out=0.332 Acc=0.93 ---117020.64 ms/batch
Step 00308450 L_out=0.395 Acc=0.95 ---141066.43 ms/batch
Step 00308500 L_out=0.111 Acc=0.98 ---164996.04 ms/batch
Step 00308550 L_out=0.326 Acc=0.95 ---188987.73 ms/batch
Step 00308600 L_out=0.230 Acc=0.94 ---212742.65 ms/batch
Step 00308650 L_out=0.460 Acc=0.96 ---236713.05 ms/batch
Step 00308700 L_out=0.183 Acc=0.98 ---260480.85 ms/batch
Step 00308750 L_out=0.160 Acc=0.96 ---284237.89 ms/batch
Step 00308800 L_out=0.538 Acc=0.95 ---308130.16 ms/batch
Round 17 | epoch=12, train costTime=318.046147108078, | total_activation_sum=61306135
Round 17 | epoch=13, current m_iou=0.7073660448140666
Round 17 | Best m_IoU is: 0.707, OA is: 0.927 | val costTime=115.70356154441833
Round 17 | ****EPOCH 13****
Step 00308850 L_out=0.051 Acc=0.99 ---13732.01 ms/batch
Step 00308900 L_out=0.128 Acc=0.98 ---37636.55 ms/batch
Step 00308950 L_out=0.550 Acc=0.95 ---61664.81 ms/batch
Step 00309000 L_out=0.185 Acc=0.96 ---85639.71 ms/batch
Step 00309050 L_out=0.058 Acc=0.99 ---109511.71 ms/batch
Step 00309100 L_out=0.223 Acc=0.96 ---133492.64 ms/batch
Step 00309150 L_out=0.086 Acc=0.97 ---157260.45 ms/batch
Step 00309200 L_out=0.227 Acc=0.97 ---181116.17 ms/batch
Step 00309250 L_out=0.246 Acc=0.95 ---204910.57 ms/batch
Step 00309300 L_out=0.186 Acc=0.97 ---228864.80 ms/batch
Step 00309350 L_out=0.249 Acc=0.95 ---252779.46 ms/batch
Step 00309400 L_out=0.199 Acc=0.98 ---276833.55 ms/batch
Step 00309450 L_out=0.148 Acc=0.97 ---300966.88 ms/batch
Round 17 | epoch=13, train costTime=318.9107265472412, | total_activation_sum=61175554
Round 17 | epoch=14, current m_iou=0.7107030500426927
Round 17 | Best m_IoU is: 0.711, OA is: 0.928 | val costTime=116.59555625915527
Round 17 | ****EPOCH 14****
Step 00309500 L_out=0.271 Acc=0.97 --- 5526.83 ms/batch
Step 00309550 L_out=0.142 Acc=0.97 ---29535.86 ms/batch
Step 00309600 L_out=0.197 Acc=0.95 ---53398.29 ms/batch
Step 00309650 L_out=0.226 Acc=0.96 ---77207.42 ms/batch
Step 00309700 L_out=0.376 Acc=0.95 ---100759.20 ms/batch
Step 00309750 L_out=0.491 Acc=0.94 ---124660.56 ms/batch
Step 00309800 L_out=0.367 Acc=0.96 ---148440.10 ms/batch
Step 00309850 L_out=0.275 Acc=0.97 ---172274.61 ms/batch
Step 00309900 L_out=0.271 Acc=0.96 ---196188.52 ms/batch
Step 00309950 L_out=0.270 Acc=0.98 ---219936.03 ms/batch
Step 00310000 L_out=0.267 Acc=0.97 ---243835.34 ms/batch
Step 00310050 L_out=0.335 Acc=0.97 ---267658.36 ms/batch
Step 00310100 L_out=0.227 Acc=0.96 ---291360.61 ms/batch
Step 00310150 L_out=0.183 Acc=0.98 ---315318.16 ms/batch
Round 17 | epoch=14, train costTime=317.6754813194275, | total_activation_sum=61565001
Round 17 | epoch=15, current m_iou=0.7116966372550246
Round 17 | Best m_IoU is: 0.712, OA is: 0.928 | val costTime=116.41262149810791
Round 17 | ****EPOCH 15****
Step 00310200 L_out=0.389 Acc=0.97 ---21345.84 ms/batch
Step 00310250 L_out=0.344 Acc=0.96 ---45169.45 ms/batch
Step 00310300 L_out=0.316 Acc=0.96 ---69178.62 ms/batch
Step 00310350 L_out=0.203 Acc=0.98 ---92837.19 ms/batch
Step 00310400 L_out=0.337 Acc=0.94 ---116737.68 ms/batch
Step 00310450 L_out=0.259 Acc=0.96 ---140487.71 ms/batch
Step 00310500 L_out=0.166 Acc=0.97 ---164132.52 ms/batch
Step 00310550 L_out=0.339 Acc=0.97 ---188122.64 ms/batch
Step 00310600 L_out=0.372 Acc=0.98 ---211918.77 ms/batch
Step 00310650 L_out=0.159 Acc=0.98 ---235785.73 ms/batch
