Round 2 | ****EPOCH 0****
Step 00000050 L_out=2.854 Acc=0.36 ---30781.83 ms/batch
Step 00000100 L_out=4.087 Acc=0.31 ---55833.02 ms/batch
Step 00000150 L_out=1.321 Acc=0.45 ---82974.63 ms/batch
Step 00000200 L_out=0.978 Acc=0.63 ---111335.65 ms/batch
Step 00000250 L_out=0.611 Acc=0.71 ---140302.79 ms/batch
Step 00000300 L_out=1.049 Acc=0.73 ---169037.42 ms/batch
Step 00000350 L_out=2.126 Acc=0.53 ---199585.48 ms/batch
Step 00000400 L_out=0.967 Acc=0.33 ---228731.83 ms/batch
Step 00000450 L_out=1.498 Acc=0.50 ---257352.91 ms/batch
Step 00000500 L_out=0.565 Acc=0.61 ---286092.29 ms/batch
Step 00000550 L_out=2.526 Acc=0.45 ---314713.27 ms/batch
Step 00000600 L_out=0.799 Acc=0.45 ---342898.39 ms/batch
Step 00000650 L_out=1.339 Acc=0.55 ---371193.97 ms/batch
Round 2 | epoch=0, train costTime=380.7289810180664, | total_activation_sum=27774331
Round 2 | epoch=1, current m_iou=0.25858703575717984
Round 2 | Best m_IoU is: 0.259, OA is: 0.678 | val costTime=176.77721905708313
Round 2 | ****EPOCH 1****
Step 00000700 L_out=1.153 Acc=0.54 ---18807.35 ms/batch
Step 00000750 L_out=3.277 Acc=0.56 ---44698.71 ms/batch
Step 00000800 L_out=1.883 Acc=0.62 ---72998.51 ms/batch
Step 00000850 L_out=1.552 Acc=0.48 ---100996.41 ms/batch
Step 00000900 L_out=1.123 Acc=0.66 ---129337.72 ms/batch
Step 00000950 L_out=0.942 Acc=0.73 ---157587.51 ms/batch
Step 00001000 L_out=0.672 Acc=0.59 ---185913.05 ms/batch
Step 00001050 L_out=1.008 Acc=0.49 ---214708.51 ms/batch
Step 00001100 L_out=1.306 Acc=0.61 ---243047.41 ms/batch
Step 00001150 L_out=1.217 Acc=0.71 ---272379.41 ms/batch
Step 00001200 L_out=0.957 Acc=0.37 ---300335.36 ms/batch
Step 00001250 L_out=1.614 Acc=0.62 ---328567.94 ms/batch
Step 00001300 L_out=1.623 Acc=0.25 ---357405.89 ms/batch
Round 2 | epoch=1, train costTime=376.6334128379822, | total_activation_sum=27037876
Round 2 | epoch=2, current m_iou=0.3286401717595796
Round 2 | Best m_IoU is: 0.329, OA is: 0.701 | val costTime=194.61806559562683
Round 2 | ****EPOCH 2****
Step 00001350 L_out=1.534 Acc=0.72 --- 9362.08 ms/batch
Step 00001400 L_out=1.429 Acc=0.52 ---33773.26 ms/batch
Step 00001450 L_out=0.833 Acc=0.74 ---59905.21 ms/batch
Step 00001500 L_out=0.908 Acc=0.51 ---88796.82 ms/batch
Step 00001550 L_out=0.860 Acc=0.66 ---116986.63 ms/batch
Step 00001600 L_out=1.756 Acc=0.41 ---145978.77 ms/batch
Step 00001650 L_out=0.735 Acc=0.81 ---174290.68 ms/batch
Step 00001700 L_out=1.047 Acc=0.57 ---202704.14 ms/batch
Step 00001750 L_out=1.037 Acc=0.40 ---231482.45 ms/batch
Step 00001800 L_out=0.849 Acc=0.56 ---260780.88 ms/batch
Step 00001850 L_out=0.754 Acc=0.68 ---289550.08 ms/batch
Step 00001900 L_out=1.233 Acc=0.36 ---319132.93 ms/batch
Step 00001950 L_out=0.983 Acc=0.77 ---347645.42 ms/batch
Step 00002000 L_out=0.874 Acc=0.74 ---377156.99 ms/batch
Round 2 | epoch=2, train costTime=377.72727513313293, | total_activation_sum=27110083
Round 2 | epoch=3, current m_iou=0.3583192121500116
Round 2 | Best m_IoU is: 0.358, OA is: 0.714 | val costTime=181.4506049156189
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.622 Acc=0.60 ---28242.91 ms/batch
Step 00002100 L_out=1.208 Acc=0.59 ---52421.38 ms/batch
Step 00002150 L_out=0.983 Acc=0.83 ---82311.55 ms/batch
Step 00002200 L_out=1.069 Acc=0.65 ---112530.68 ms/batch
Step 00002250 L_out=0.813 Acc=0.60 ---142346.03 ms/batch
Step 00002300 L_out=1.404 Acc=0.68 ---171065.42 ms/batch
Step 00002350 L_out=0.916 Acc=0.65 ---200531.02 ms/batch
Step 00002400 L_out=0.476 Acc=0.68 ---228758.42 ms/batch
Step 00002450 L_out=0.882 Acc=0.49 ---256931.90 ms/batch
Step 00002500 L_out=1.747 Acc=0.74 ---285045.95 ms/batch
Step 00002550 L_out=0.347 Acc=0.49 ---313101.34 ms/batch
Step 00002600 L_out=0.461 Acc=0.68 ---341871.26 ms/batch
Step 00002650 L_out=1.554 Acc=0.62 ---370100.30 ms/batch
Round 2 | epoch=3, train costTime=380.194864988327, | total_activation_sum=26850701
Round 2 | epoch=4, current m_iou=0.4169858772226349
Round 2 | Best m_IoU is: 0.417, OA is: 0.764 | val costTime=175.160977602005
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.563 Acc=0.69 ---18740.18 ms/batch
Step 00002750 L_out=1.388 Acc=0.65 ---44513.09 ms/batch
Step 00002800 L_out=0.857 Acc=0.59 ---71747.01 ms/batch
Step 00002850 L_out=0.509 Acc=0.78 ---100349.46 ms/batch
Step 00002900 L_out=0.698 Acc=0.87 ---128530.88 ms/batch
Step 00002950 L_out=0.686 Acc=0.85 ---156917.83 ms/batch
Step 00003000 L_out=0.762 Acc=0.72 ---183776.09 ms/batch
Step 00003050 L_out=0.464 Acc=0.72 ---210580.05 ms/batch
Step 00003100 L_out=1.025 Acc=0.68 ---237367.59 ms/batch
Step 00003150 L_out=0.473 Acc=0.71 ---264164.54 ms/batch
Step 00003200 L_out=1.203 Acc=0.76 ---291312.23 ms/batch
Step 00003250 L_out=1.356 Acc=0.74 ---317883.78 ms/batch
Step 00003300 L_out=0.764 Acc=0.86 ---344752.72 ms/batch
Round 2 | epoch=4, train costTime=363.8978934288025, | total_activation_sum=26996587
Round 2 | epoch=5, current m_iou=0.44316041396850103
Round 2 | Best m_IoU is: 0.443, OA is: 0.777 | val costTime=167.4818091392517
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.786 Acc=0.78 --- 8118.95 ms/batch
Step 00003400 L_out=1.428 Acc=0.61 ---34217.88 ms/batch
Step 00003450 L_out=0.563 Acc=0.46 ---56968.01 ms/batch
Step 00003500 L_out=0.667 Acc=0.75 ---79745.71 ms/batch
Step 00003550 L_out=1.083 Acc=0.68 ---102378.98 ms/batch
Step 00003600 L_out=0.884 Acc=0.75 ---125056.43 ms/batch
Step 00003650 L_out=1.624 Acc=0.49 ---148066.28 ms/batch
Step 00003700 L_out=1.144 Acc=0.27 ---170598.01 ms/batch
Step 00003750 L_out=0.721 Acc=0.79 ---193013.62 ms/batch
Step 00003800 L_out=0.337 Acc=0.85 ---215597.21 ms/batch
Step 00003850 L_out=0.724 Acc=0.76 ---238407.44 ms/batch
Step 00003900 L_out=0.392 Acc=0.53 ---261333.26 ms/batch
Step 00003950 L_out=0.805 Acc=0.67 ---283839.69 ms/batch
Step 00004000 L_out=0.569 Acc=0.76 ---306268.85 ms/batch
Round 2 | epoch=5, train costTime=307.15041756629944, | total_activation_sum=27300395
Round 2 | epoch=6, current m_iou=0.4896565521629449
Round 2 | Best m_IoU is: 0.490, OA is: 0.837 | val costTime=144.72792172431946
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.279 Acc=0.69 ---21448.78 ms/batch
Step 00004100 L_out=1.099 Acc=0.56 ---43913.04 ms/batch
Step 00004150 L_out=0.822 Acc=0.82 ---66267.99 ms/batch
Step 00004200 L_out=0.699 Acc=0.59 ---88645.54 ms/batch
Step 00004250 L_out=0.964 Acc=0.71 ---111050.77 ms/batch
Step 00004300 L_out=0.746 Acc=0.80 ---133703.55 ms/batch
Step 00004350 L_out=2.179 Acc=0.51 ---156077.46 ms/batch
Step 00004400 L_out=0.527 Acc=0.72 ---178649.00 ms/batch
Step 00004450 L_out=0.445 Acc=0.83 ---201768.48 ms/batch
Step 00004500 L_out=0.273 Acc=0.74 ---224451.68 ms/batch
Step 00004550 L_out=1.465 Acc=0.79 ---246879.20 ms/batch
Step 00004600 L_out=0.643 Acc=0.82 ---269446.06 ms/batch
Step 00004650 L_out=0.853 Acc=0.82 ---292414.36 ms/batch
Round 2 | epoch=6, train costTime=300.924218416214, | total_activation_sum=26957525
Round 2 | epoch=7, current m_iou=0.5514184287819217
Round 2 | Best m_IoU is: 0.551, OA is: 0.846 | val costTime=141.73396492004395
Round 2 | ****EPOCH 7****
Step 00004700 L_out=1.653 Acc=0.68 ---14015.22 ms/batch
Step 00004750 L_out=0.961 Acc=0.80 ---36787.32 ms/batch
Step 00004800 L_out=1.169 Acc=0.77 ---60511.40 ms/batch
Step 00004850 L_out=0.582 Acc=0.67 ---87177.98 ms/batch
Step 00004900 L_out=0.656 Acc=0.81 ---113904.72 ms/batch
Step 00004950 L_out=0.520 Acc=0.64 ---140837.34 ms/batch
Step 00005000 L_out=0.902 Acc=0.71 ---167553.51 ms/batch
Step 00005050 L_out=0.396 Acc=0.87 ---194702.22 ms/batch
Step 00005100 L_out=1.009 Acc=0.84 ---221332.26 ms/batch
Step 00005150 L_out=0.895 Acc=0.62 ---247861.59 ms/batch
Step 00005200 L_out=0.650 Acc=0.86 ---275006.41 ms/batch
Step 00005250 L_out=0.960 Acc=0.74 ---301784.88 ms/batch
Step 00005300 L_out=1.088 Acc=0.58 ---328539.21 ms/batch
Round 2 | epoch=7, train costTime=347.88722944259644, | total_activation_sum=27172017
Round 2 | epoch=8, current m_iou=0.5693987750321817
Round 2 | Best m_IoU is: 0.569, OA is: 0.858 | val costTime=173.05969429016113
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.591 Acc=0.83 --- 7667.58 ms/batch
Step 00005400 L_out=1.312 Acc=0.82 ---35502.69 ms/batch
Step 00005450 L_out=1.416 Acc=0.53 ---59890.29 ms/batch
Step 00005500 L_out=0.774 Acc=0.65 ---88115.30 ms/batch
Step 00005550 L_out=0.915 Acc=0.85 ---116259.19 ms/batch
Step 00005600 L_out=1.039 Acc=0.86 ---144449.58 ms/batch
Step 00005650 L_out=0.608 Acc=0.57 ---173021.17 ms/batch
Step 00005700 L_out=0.819 Acc=0.85 ---201339.62 ms/batch
Step 00005750 L_out=0.403 Acc=0.89 ---229178.11 ms/batch
Step 00005800 L_out=0.339 Acc=0.59 ---257464.83 ms/batch
Step 00005850 L_out=0.293 Acc=0.90 ---285236.99 ms/batch
Step 00005900 L_out=0.772 Acc=0.60 ---313514.98 ms/batch
Step 00005950 L_out=0.552 Acc=0.85 ---341499.33 ms/batch
Step 00006000 L_out=0.187 Acc=0.76 ---370219.07 ms/batch
Round 2 | epoch=8, train costTime=371.70241618156433, | total_activation_sum=27099619
Round 2 | epoch=9, current m_iou=0.5719156004550567
Round 2 | Best m_IoU is: 0.572, OA is: 0.849 | val costTime=183.82187247276306
Round 2 | ****EPOCH 9****
Step 00006050 L_out=1.002 Acc=0.86 ---25933.86 ms/batch
Step 00006100 L_out=1.114 Acc=0.56 ---51134.97 ms/batch
Step 00006150 L_out=0.556 Acc=0.82 ---78116.02 ms/batch
Step 00006200 L_out=1.479 Acc=0.80 ---106207.93 ms/batch
Step 00006250 L_out=0.461 Acc=0.80 ---134296.45 ms/batch
Step 00006300 L_out=0.228 Acc=0.52 ---162203.70 ms/batch
Step 00006350 L_out=0.463 Acc=0.79 ---190313.20 ms/batch
Step 00006400 L_out=0.578 Acc=0.76 ---218090.29 ms/batch
Step 00006450 L_out=0.286 Acc=0.86 ---245672.24 ms/batch
Step 00006500 L_out=0.130 Acc=0.80 ---273642.04 ms/batch
Step 00006550 L_out=0.777 Acc=0.84 ---301758.01 ms/batch
Step 00006600 L_out=0.162 Acc=0.88 ---329658.11 ms/batch
Step 00006650 L_out=0.427 Acc=0.82 ---357757.23 ms/batch
Round 2 | epoch=9, train costTime=368.9290018081665, | total_activation_sum=27026052
Round 2 | epoch=10, current m_iou=0.580850502904956
Round 2 | Best m_IoU is: 0.581, OA is: 0.860 | val costTime=180.37276196479797
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.370 Acc=0.84 ---17039.45 ms/batch
Step 00006750 L_out=0.649 Acc=0.76 ---43460.22 ms/batch
Step 00006800 L_out=0.400 Acc=0.75 ---69777.61 ms/batch
Step 00006850 L_out=1.326 Acc=0.74 ---97769.63 ms/batch
Step 00006900 L_out=0.621 Acc=0.77 ---125271.67 ms/batch
Step 00006950 L_out=0.491 Acc=0.80 ---153776.17 ms/batch
Step 00007000 L_out=1.389 Acc=0.69 ---181724.79 ms/batch
Step 00007050 L_out=0.236 Acc=0.73 ---208742.26 ms/batch
Step 00007100 L_out=0.675 Acc=0.82 ---236800.46 ms/batch
Step 00007150 L_out=0.856 Acc=0.72 ---264800.29 ms/batch
Step 00007200 L_out=0.293 Acc=0.89 ---292768.07 ms/batch
Step 00007250 L_out=0.475 Acc=0.81 ---321107.20 ms/batch
Step 00007300 L_out=0.932 Acc=0.78 ---348806.52 ms/batch
Round 2 | epoch=10, train costTime=369.27696347236633, | total_activation_sum=27179503
Round 2 | epoch=11, current m_iou=0.5869752682806043
Round 2 | Best m_IoU is: 0.587, OA is: 0.856 | val costTime=178.6092975139618
Round 2 | ****EPOCH 11****
Step 00007350 L_out=1.216 Acc=0.73 --- 7483.13 ms/batch
Step 00007400 L_out=0.247 Acc=0.85 ---35176.51 ms/batch
Step 00007450 L_out=0.350 Acc=0.85 ---60149.48 ms/batch
Step 00007500 L_out=0.850 Acc=0.86 ---88019.32 ms/batch
Step 00007550 L_out=0.546 Acc=0.84 ---116241.68 ms/batch
Step 00007600 L_out=0.782 Acc=0.79 ---144670.66 ms/batch
Step 00007650 L_out=0.612 Acc=0.80 ---172740.32 ms/batch
Step 00007700 L_out=0.460 Acc=0.80 ---200719.36 ms/batch
Step 00007750 L_out=0.439 Acc=0.90 ---228704.85 ms/batch
Step 00007800 L_out=0.575 Acc=0.81 ---257304.56 ms/batch
Step 00007850 L_out=0.983 Acc=0.69 ---285588.46 ms/batch
Step 00007900 L_out=0.360 Acc=0.92 ---313584.02 ms/batch
Step 00007950 L_out=0.709 Acc=0.81 ---341706.65 ms/batch
Step 00008000 L_out=0.282 Acc=0.81 ---369628.43 ms/batch
Round 2 | epoch=11, train costTime=371.85890913009644, | total_activation_sum=27030277
Round 2 | epoch=12, current m_iou=0.5844040023163759
Round 2 | Best m_IoU is: 0.587, OA is: 0.856 | val costTime=178.5346028804779
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.376 Acc=0.84 ---25781.25 ms/batch
Step 00008100 L_out=1.351 Acc=0.74 ---51009.04 ms/batch
Step 00008150 L_out=0.325 Acc=0.85 ---76925.83 ms/batch
Step 00008200 L_out=0.151 Acc=0.88 ---105161.97 ms/batch
Step 00008250 L_out=0.301 Acc=0.90 ---132830.88 ms/batch
Step 00008300 L_out=0.774 Acc=0.81 ---160716.97 ms/batch
Step 00008350 L_out=0.426 Acc=0.76 ---188652.33 ms/batch
Step 00008400 L_out=0.184 Acc=0.88 ---216277.18 ms/batch
Step 00008450 L_out=0.250 Acc=0.90 ---244050.11 ms/batch
Step 00008500 L_out=0.460 Acc=0.80 ---272046.99 ms/batch
Step 00008550 L_out=0.663 Acc=0.88 ---299362.22 ms/batch
Step 00008600 L_out=0.365 Acc=0.85 ---327535.51 ms/batch
Step 00008650 L_out=0.277 Acc=0.85 ---355905.47 ms/batch
Round 2 | epoch=12, train costTime=367.7763876914978, | total_activation_sum=27099150
Round 2 | epoch=13, current m_iou=0.5901979789111476
Round 2 | Best m_IoU is: 0.590, OA is: 0.879 | val costTime=185.18449473381042
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.456 Acc=0.87 ---16927.85 ms/batch
Step 00008750 L_out=0.267 Acc=0.88 ---43695.20 ms/batch
Step 00008800 L_out=0.725 Acc=0.89 ---69454.55 ms/batch
Step 00008850 L_out=0.586 Acc=0.87 ---97427.25 ms/batch
Step 00008900 L_out=0.906 Acc=0.91 ---125395.67 ms/batch
Step 00008950 L_out=0.348 Acc=0.81 ---153497.62 ms/batch
Step 00009000 L_out=0.366 Acc=0.87 ---181306.46 ms/batch
Step 00009050 L_out=0.267 Acc=0.84 ---209078.05 ms/batch
Step 00009100 L_out=0.469 Acc=0.78 ---236861.01 ms/batch
Step 00009150 L_out=0.702 Acc=0.82 ---265490.85 ms/batch
Step 00009200 L_out=0.152 Acc=0.81 ---293720.53 ms/batch
Step 00009250 L_out=1.310 Acc=0.71 ---321629.56 ms/batch
Step 00009300 L_out=0.204 Acc=0.84 ---349488.82 ms/batch
Round 2 | epoch=13, train costTime=370.44124817848206, | total_activation_sum=27219705
Round 2 | epoch=14, current m_iou=0.591663926930712
Round 2 | Best m_IoU is: 0.592, OA is: 0.879 | val costTime=178.79778361320496
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.163 Acc=0.89 --- 6435.90 ms/batch
Step 00009400 L_out=0.429 Acc=0.90 ---34929.70 ms/batch
Step 00009450 L_out=0.587 Acc=0.88 ---58537.79 ms/batch
Step 00009500 L_out=0.294 Acc=0.88 ---86731.50 ms/batch
Step 00009550 L_out=0.336 Acc=0.84 ---114351.08 ms/batch
Step 00009600 L_out=0.452 Acc=0.88 ---141917.84 ms/batch
Step 00009650 L_out=0.561 Acc=0.88 ---170490.46 ms/batch
Step 00009700 L_out=0.578 Acc=0.72 ---198588.43 ms/batch
Step 00009750 L_out=1.839 Acc=0.74 ---226318.46 ms/batch
Step 00009800 L_out=0.323 Acc=0.89 ---254356.86 ms/batch
Step 00009850 L_out=0.932 Acc=0.83 ---283008.28 ms/batch
Step 00009900 L_out=0.208 Acc=0.86 ---311491.61 ms/batch
Step 00009950 L_out=0.301 Acc=0.81 ---339497.73 ms/batch
Step 00010000 L_out=0.743 Acc=0.79 ---368364.86 ms/batch
Round 2 | epoch=14, train costTime=371.2529900074005, | total_activation_sum=26817983
Round 2 | epoch=15, current m_iou=0.5823007154562698
Round 2 | Best m_IoU is: 0.592, OA is: 0.879 | val costTime=175.77515077590942
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.346 Acc=0.83 ---24227.63 ms/batch
Step 00010100 L_out=0.782 Acc=0.85 ---49437.41 ms/batch
Step 00010150 L_out=0.727 Acc=0.78 ---76034.20 ms/batch
Step 00010200 L_out=0.631 Acc=0.87 ---102719.31 ms/batch
Step 00010250 L_out=0.585 Acc=0.83 ---129378.70 ms/batch
Step 00010300 L_out=1.091 Acc=0.84 ---155930.05 ms/batch
Step 00010350 L_out=0.359 Acc=0.90 ---183370.48 ms/batch
Step 00010400 L_out=0.400 Acc=0.92 ---210363.80 ms/batch
Step 00010450 L_out=0.521 Acc=0.80 ---237030.26 ms/batch
Step 00010500 L_out=0.340 Acc=0.89 ---264019.61 ms/batch
Step 00010550 L_out=0.216 Acc=0.96 ---290995.70 ms/batch
Step 00010600 L_out=0.270 Acc=0.93 ---317737.16 ms/batch
Step 00010650 L_out=0.530 Acc=0.88 ---344727.74 ms/batch
Round 2 | epoch=15, train costTime=356.4426362514496, | total_activation_sum=27149848
Round 2 | epoch=16, current m_iou=0.6071635287231298
Round 2 | Best m_IoU is: 0.607, OA is: 0.883 | val costTime=138.22882866859436
Round 2 | ****EPOCH 16****
Step 00010700 L_out=3.242 Acc=0.68 ---15370.42 ms/batch
Step 00010750 L_out=0.330 Acc=0.81 ---42382.67 ms/batch
Step 00010800 L_out=0.480 Acc=0.86 ---67942.54 ms/batch
Step 00010850 L_out=0.385 Acc=0.77 ---94690.07 ms/batch
Step 00010900 L_out=0.715 Acc=0.89 ---121886.98 ms/batch
Step 00010950 L_out=0.708 Acc=0.79 ---148625.78 ms/batch
Step 00011000 L_out=0.326 Acc=0.85 ---175683.29 ms/batch
Step 00011050 L_out=0.381 Acc=0.80 ---202639.53 ms/batch
Step 00011100 L_out=0.365 Acc=0.91 ---229671.35 ms/batch
Step 00011150 L_out=0.247 Acc=0.86 ---256813.82 ms/batch
Step 00011200 L_out=0.452 Acc=0.83 ---283427.05 ms/batch
Step 00011250 L_out=0.937 Acc=0.82 ---310465.81 ms/batch
Step 00011300 L_out=0.427 Acc=0.81 ---337397.74 ms/batch
Round 2 | epoch=16, train costTime=358.4502475261688, | total_activation_sum=27248252
Round 2 | epoch=17, current m_iou=0.6092978893979604
Round 2 | Best m_IoU is: 0.609, OA is: 0.883 | val costTime=169.31780910491943
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.468 Acc=0.83 --- 6075.69 ms/batch
Step 00011400 L_out=0.448 Acc=0.80 ---33431.62 ms/batch
Step 00011450 L_out=0.328 Acc=0.86 ---56359.19 ms/batch
Step 00011500 L_out=0.969 Acc=0.83 ---82504.48 ms/batch
Step 00011550 L_out=0.270 Acc=0.81 ---109215.34 ms/batch
Step 00011600 L_out=0.300 Acc=0.91 ---136018.24 ms/batch
Step 00011650 L_out=1.209 Acc=0.81 ---162717.02 ms/batch
Step 00011700 L_out=0.317 Acc=0.89 ---189448.14 ms/batch
Step 00011750 L_out=0.539 Acc=0.88 ---216268.94 ms/batch
Step 00011800 L_out=0.278 Acc=0.79 ---242888.57 ms/batch
Step 00011850 L_out=0.238 Acc=0.93 ---269646.62 ms/batch
Step 00011900 L_out=0.130 Acc=0.91 ---296185.62 ms/batch
Step 00011950 L_out=0.510 Acc=0.82 ---322559.81 ms/batch
Step 00012000 L_out=0.561 Acc=0.81 ---349312.19 ms/batch
Round 2 | epoch=17, train costTime=352.71488094329834, | total_activation_sum=27028417
Round 2 | epoch=18, current m_iou=0.5950715754936645
Round 2 | Best m_IoU is: 0.609, OA is: 0.883 | val costTime=162.4879994392395
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.350 Acc=0.91 ---24321.69 ms/batch
Step 00012100 L_out=0.157 Acc=0.83 ---48399.19 ms/batch
Step 00012150 L_out=0.382 Acc=0.87 ---74732.40 ms/batch
Step 00012200 L_out=0.305 Acc=0.92 ---101397.90 ms/batch
Step 00012250 L_out=0.358 Acc=0.91 ---128343.11 ms/batch
Step 00012300 L_out=0.369 Acc=0.93 ---155074.87 ms/batch
Step 00012350 L_out=0.355 Acc=0.77 ---181389.18 ms/batch
Step 00012400 L_out=0.189 Acc=0.91 ---208157.99 ms/batch
Step 00012450 L_out=0.324 Acc=0.79 ---234777.39 ms/batch
Step 00012500 L_out=0.231 Acc=0.83 ---261310.59 ms/batch
Step 00012550 L_out=0.300 Acc=0.88 ---288080.45 ms/batch
Step 00012600 L_out=0.675 Acc=0.89 ---314959.75 ms/batch
Step 00012650 L_out=0.218 Acc=0.88 ---341870.40 ms/batch
Round 2 | epoch=18, train costTime=354.1635203361511, | total_activation_sum=27120472
Round 2 | epoch=19, current m_iou=0.6030551592825482
Round 2 | Best m_IoU is: 0.609, OA is: 0.883 | val costTime=167.29428672790527
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.226 Acc=0.85 ---14490.48 ms/batch
Step 00012750 L_out=0.464 Acc=0.80 ---40621.15 ms/batch
Step 00012800 L_out=0.289 Acc=0.91 ---65478.79 ms/batch
Step 00012850 L_out=0.222 Acc=0.89 ---92325.18 ms/batch
Step 00012900 L_out=0.435 Acc=0.95 ---119162.47 ms/batch
Step 00012950 L_out=0.691 Acc=0.86 ---146158.06 ms/batch
Step 00013000 L_out=0.269 Acc=0.88 ---172926.37 ms/batch
Step 00013050 L_out=0.319 Acc=0.80 ---200195.18 ms/batch
Step 00013100 L_out=0.159 Acc=0.82 ---227160.24 ms/batch
Step 00013150 L_out=0.164 Acc=0.89 ---253988.46 ms/batch
Step 00013200 L_out=0.418 Acc=0.85 ---281378.81 ms/batch
Step 00013250 L_out=0.226 Acc=0.76 ---308444.30 ms/batch
Step 00013300 L_out=0.441 Acc=0.87 ---335296.93 ms/batch
Round 2 | epoch=19, train costTime=356.8786041736603, | total_activation_sum=27054287
Round 2 | epoch=20, current m_iou=0.597157367362128
Round 2 | Best m_IoU is: 0.609, OA is: 0.883 | val costTime=185.53859877586365
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.329 Acc=0.84 --- 5598.17 ms/batch
Step 00013400 L_out=0.330 Acc=0.78 ---32799.02 ms/batch
Step 00013450 L_out=0.304 Acc=0.93 ---59237.13 ms/batch
Step 00013500 L_out=0.442 Acc=0.79 ---87506.60 ms/batch
Step 00013550 L_out=0.389 Acc=0.92 ---115829.57 ms/batch
Step 00013600 L_out=0.076 Acc=0.78 ---144575.48 ms/batch
Step 00013650 L_out=0.387 Acc=0.89 ---172366.13 ms/batch
Step 00013700 L_out=0.624 Acc=0.83 ---202655.40 ms/batch
Step 00013750 L_out=0.288 Acc=0.81 ---231072.92 ms/batch
Step 00013800 L_out=0.148 Acc=0.92 ---258590.00 ms/batch
Step 00013850 L_out=0.365 Acc=0.90 ---286803.94 ms/batch
Step 00013900 L_out=0.142 Acc=0.94 ---315860.66 ms/batch
Step 00013950 L_out=0.290 Acc=0.83 ---343993.31 ms/batch
Step 00014000 L_out=0.239 Acc=0.87 ---372299.28 ms/batch
Round 2 | epoch=20, train costTime=376.36687779426575, | total_activation_sum=27044437
Round 2 | epoch=21, current m_iou=0.6033495403764056
Round 2 | Best m_IoU is: 0.609, OA is: 0.883 | val costTime=181.93205976486206
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.548 Acc=0.76 ---24298.29 ms/batch
Step 00014100 L_out=0.468 Acc=0.91 ---50471.80 ms/batch
Step 00014150 L_out=0.662 Acc=0.83 ---78845.02 ms/batch
Step 00014200 L_out=0.290 Acc=0.82 ---107347.67 ms/batch
Step 00014250 L_out=0.429 Acc=0.74 ---135764.50 ms/batch
Step 00014300 L_out=0.201 Acc=0.77 ---164330.55 ms/batch
Step 00014350 L_out=0.229 Acc=0.89 ---192188.55 ms/batch
Step 00014400 L_out=0.216 Acc=0.89 ---220285.86 ms/batch
Step 00014450 L_out=0.210 Acc=0.91 ---248409.89 ms/batch
Step 00014500 L_out=0.499 Acc=0.84 ---277031.31 ms/batch
Step 00014550 L_out=0.156 Acc=0.91 ---305616.33 ms/batch
Step 00014600 L_out=0.107 Acc=0.92 ---335431.97 ms/batch
Step 00014650 L_out=0.771 Acc=0.84 ---363872.34 ms/batch
Round 2 | epoch=21, train costTime=378.41860914230347, | total_activation_sum=27110748
Round 2 | epoch=22, current m_iou=0.6052892874349882
Round 2 | Best m_IoU is: 0.609, OA is: 0.883 | val costTime=184.5575394630432
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.207 Acc=0.90 ---15326.44 ms/batch
Step 00014750 L_out=0.292 Acc=0.96 ---40283.47 ms/batch
Step 00014800 L_out=0.426 Acc=0.82 ---68122.78 ms/batch
Step 00014850 L_out=0.187 Acc=0.94 ---96216.66 ms/batch
Step 00014900 L_out=0.260 Acc=0.78 ---124553.18 ms/batch
Step 00014950 L_out=0.203 Acc=0.84 ---152650.62 ms/batch
Step 00015000 L_out=0.206 Acc=0.87 ---181004.89 ms/batch
Step 00015050 L_out=0.306 Acc=0.87 ---210282.67 ms/batch
Step 00015100 L_out=0.300 Acc=0.90 ---239247.56 ms/batch
Step 00015150 L_out=0.144 Acc=0.91 ---267666.50 ms/batch
Step 00015200 L_out=1.095 Acc=0.69 ---295805.98 ms/batch
Step 00015250 L_out=0.556 Acc=0.88 ---325014.59 ms/batch
Step 00015300 L_out=0.321 Acc=0.92 ---352934.90 ms/batch
Round 2 | epoch=22, train costTime=375.8369710445404, | total_activation_sum=27027101
Round 2 | epoch=23, current m_iou=0.6059356111889862
Round 2 | Best m_IoU is: 0.609, OA is: 0.883 | val costTime=182.6816806793213
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.154 Acc=0.93 --- 5267.74 ms/batch
Step 00015400 L_out=1.010 Acc=0.83 ---31283.61 ms/batch
Step 00015450 L_out=0.335 Acc=0.94 ---59114.04 ms/batch
Step 00015500 L_out=0.394 Acc=0.93 ---87779.45 ms/batch
Step 00015550 L_out=1.121 Acc=0.90 ---116366.41 ms/batch
Step 00015600 L_out=0.205 Acc=0.88 ---145037.09 ms/batch
Step 00015650 L_out=0.230 Acc=0.93 ---174246.17 ms/batch
Step 00015700 L_out=0.556 Acc=0.90 ---203108.59 ms/batch
Step 00015750 L_out=0.347 Acc=0.88 ---231280.89 ms/batch
Step 00015800 L_out=0.277 Acc=0.91 ---260287.77 ms/batch
Step 00015850 L_out=0.327 Acc=0.88 ---288924.40 ms/batch
Step 00015900 L_out=0.556 Acc=0.83 ---317088.85 ms/batch
Step 00015950 L_out=0.234 Acc=0.88 ---346279.70 ms/batch
Step 00016000 L_out=0.257 Acc=0.86 ---374655.36 ms/batch
Round 2 | epoch=23, train costTime=379.14048051834106, | total_activation_sum=27071834
Round 2 | epoch=24, current m_iou=0.6069794414835848
Round 2 | Best m_IoU is: 0.609, OA is: 0.883 | val costTime=196.8656530380249
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.168 Acc=0.93 ---21615.21 ms/batch
Step 00016100 L_out=0.567 Acc=0.79 ---45691.22 ms/batch
Step 00016150 L_out=0.637 Acc=0.74 ---74047.48 ms/batch
Step 00016200 L_out=0.228 Acc=0.90 ---102112.01 ms/batch
Step 00016250 L_out=0.263 Acc=0.89 ---130935.44 ms/batch
Step 00016300 L_out=0.224 Acc=0.91 ---158783.49 ms/batch
Step 00016350 L_out=0.149 Acc=0.93 ---187232.39 ms/batch
Step 00016400 L_out=0.362 Acc=0.89 ---215319.65 ms/batch
Step 00016450 L_out=0.519 Acc=0.91 ---243353.84 ms/batch
Step 00016500 L_out=0.674 Acc=0.83 ---271396.47 ms/batch
Step 00016550 L_out=0.066 Acc=0.92 ---300200.90 ms/batch
Step 00016600 L_out=0.179 Acc=0.94 ---328680.24 ms/batch
Step 00016650 L_out=0.208 Acc=0.92 ---356799.96 ms/batch
Round 2 | epoch=24, train costTime=371.03770446777344, | total_activation_sum=27161025
Round 2 | epoch=25, current m_iou=0.6107418282302688
Round 2 | Best m_IoU is: 0.611, OA is: 0.890 | val costTime=183.84483170509338
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.563 Acc=0.84 ---14655.77 ms/batch
Step 00016750 L_out=0.127 Acc=0.88 ---41648.55 ms/batch
Step 00016800 L_out=0.130 Acc=0.88 ---65803.08 ms/batch
Step 00016850 L_out=0.478 Acc=0.89 ---95545.79 ms/batch
Step 00016900 L_out=0.621 Acc=0.81 ---124448.03 ms/batch
Step 00016950 L_out=0.187 Acc=0.87 ---154562.65 ms/batch
Step 00017000 L_out=0.517 Acc=0.90 ---183232.88 ms/batch
Step 00017050 L_out=0.250 Acc=0.89 ---211148.25 ms/batch
Step 00017100 L_out=0.528 Acc=0.87 ---238598.07 ms/batch
Step 00017150 L_out=0.168 Acc=0.91 ---266797.24 ms/batch
Step 00017200 L_out=0.305 Acc=0.93 ---295146.03 ms/batch
Step 00017250 L_out=0.283 Acc=0.90 ---323720.00 ms/batch
Step 00017300 L_out=0.362 Acc=0.95 ---351708.93 ms/batch
Round 2 | epoch=25, train costTime=375.3319683074951, | total_activation_sum=27099055
Round 2 | epoch=26, current m_iou=0.6217150096338805
Round 2 | Best m_IoU is: 0.622, OA is: 0.895 | val costTime=172.94943261146545
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.584 Acc=0.71 --- 4586.04 ms/batch
Step 00017400 L_out=0.335 Acc=0.84 ---32205.48 ms/batch
Step 00017450 L_out=0.231 Acc=0.80 ---57145.68 ms/batch
Step 00017500 L_out=0.168 Acc=0.90 ---82396.06 ms/batch
Step 00017550 L_out=0.379 Acc=0.80 ---109255.53 ms/batch
Step 00017600 L_out=0.338 Acc=0.83 ---135932.47 ms/batch
Step 00017650 L_out=0.229 Acc=0.88 ---163078.82 ms/batch
Step 00017700 L_out=0.463 Acc=0.83 ---190006.56 ms/batch
Step 00017750 L_out=0.515 Acc=0.80 ---216794.15 ms/batch
Step 00017800 L_out=0.182 Acc=0.84 ---243648.77 ms/batch
Step 00017850 L_out=0.230 Acc=0.92 ---270537.07 ms/batch
Step 00017900 L_out=0.241 Acc=0.92 ---297326.99 ms/batch
Step 00017950 L_out=0.148 Acc=0.89 ---324020.20 ms/batch
Step 00018000 L_out=0.278 Acc=0.87 ---351102.88 ms/batch
Round 2 | epoch=26, train costTime=356.0459759235382, | total_activation_sum=27126532
Round 2 | epoch=27, current m_iou=0.6062911030557501
Round 2 | Best m_IoU is: 0.622, OA is: 0.895 | val costTime=184.0007448196411
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.419 Acc=0.80 ---22498.35 ms/batch
Step 00018100 L_out=0.085 Acc=0.94 ---47055.98 ms/batch
Step 00018150 L_out=0.183 Acc=0.91 ---71637.62 ms/batch
Step 00018200 L_out=0.627 Acc=0.88 ---98908.26 ms/batch
Step 00018250 L_out=0.968 Acc=0.62 ---125877.58 ms/batch
Step 00018300 L_out=0.193 Acc=0.87 ---153056.47 ms/batch
Step 00018350 L_out=0.227 Acc=0.86 ---180555.77 ms/batch
Step 00018400 L_out=0.465 Acc=0.87 ---207410.78 ms/batch
Step 00018450 L_out=0.338 Acc=0.86 ---234431.65 ms/batch
Step 00018500 L_out=0.143 Acc=0.91 ---261660.93 ms/batch
Step 00018550 L_out=0.109 Acc=0.91 ---288406.62 ms/batch
Step 00018600 L_out=0.141 Acc=0.91 ---315234.89 ms/batch
Step 00018650 L_out=0.181 Acc=0.88 ---342178.50 ms/batch
Round 2 | epoch=27, train costTime=356.111453294754, | total_activation_sum=27147089
Round 2 | epoch=28, current m_iou=0.6169301657435324
Round 2 | Best m_IoU is: 0.622, OA is: 0.895 | val costTime=175.0502803325653
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.117 Acc=0.91 ---13371.66 ms/batch
Step 00018750 L_out=0.187 Acc=0.81 ---40213.12 ms/batch
Step 00018800 L_out=0.266 Acc=0.88 ---63298.11 ms/batch
Step 00018850 L_out=0.352 Acc=0.85 ---89974.54 ms/batch
Step 00018900 L_out=0.383 Acc=0.89 ---116511.23 ms/batch
Step 00018950 L_out=0.222 Acc=0.95 ---143374.66 ms/batch
Step 00019000 L_out=0.167 Acc=0.92 ---170480.68 ms/batch
Step 00019050 L_out=0.196 Acc=0.88 ---197303.15 ms/batch
Step 00019100 L_out=0.251 Acc=0.94 ---224126.54 ms/batch
Step 00019150 L_out=0.116 Acc=0.86 ---251458.22 ms/batch
Step 00019200 L_out=0.148 Acc=0.79 ---278745.38 ms/batch
Step 00019250 L_out=0.335 Acc=0.93 ---305735.20 ms/batch
Step 00019300 L_out=0.236 Acc=0.91 ---332383.60 ms/batch
Round 2 | epoch=28, train costTime=355.41682410240173, | total_activation_sum=26867417
Round 2 | epoch=29, current m_iou=0.6222457715482039
Round 2 | Best m_IoU is: 0.622, OA is: 0.895 | val costTime=170.9161446094513
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.471 Acc=0.89 --- 3728.53 ms/batch
Step 00019400 L_out=0.190 Acc=0.93 ---31143.60 ms/batch
Step 00019450 L_out=0.242 Acc=0.87 ---55831.23 ms/batch
Step 00019500 L_out=0.275 Acc=0.94 ---79917.09 ms/batch
Step 00019550 L_out=0.259 Acc=0.80 ---106995.61 ms/batch
Step 00019600 L_out=0.168 Acc=0.87 ---133967.18 ms/batch
Step 00019650 L_out=0.447 Acc=0.91 ---160884.21 ms/batch
Step 00019700 L_out=0.331 Acc=0.87 ---187642.17 ms/batch
Step 00019750 L_out=0.162 Acc=0.90 ---214366.38 ms/batch
Step 00019800 L_out=0.487 Acc=0.78 ---241232.63 ms/batch
Step 00019850 L_out=0.224 Acc=0.79 ---267823.49 ms/batch
Step 00019900 L_out=0.278 Acc=0.82 ---294273.57 ms/batch
Step 00019950 L_out=0.394 Acc=0.94 ---321399.37 ms/batch
Step 00020000 L_out=0.192 Acc=0.89 ---348599.72 ms/batch
Round 2 | epoch=29, train costTime=353.95168924331665, | total_activation_sum=27149352
Round 2 | epoch=30, current m_iou=0.6292243203294449
Round 2 | Best m_IoU is: 0.629, OA is: 0.897 | val costTime=159.6565454006195
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=0.898 Acc=0.86 ---21432.11 ms/batch
Step 00020100 L_out=2.407 Acc=0.77 ---48338.95 ms/batch
Step 00020150 L_out=0.559 Acc=0.92 ---75350.56 ms/batch
Step 00020200 L_out=1.200 Acc=0.84 ---102266.68 ms/batch
Step 00020250 L_out=0.806 Acc=0.77 ---129952.60 ms/batch
Step 00020300 L_out=0.574 Acc=0.87 ---158082.75 ms/batch
Step 00020350 L_out=0.852 Acc=0.78 ---186403.70 ms/batch
Step 00020400 L_out=1.424 Acc=0.87 ---214635.52 ms/batch
Step 00020450 L_out=2.552 Acc=0.77 ---242644.46 ms/batch
Step 00020500 L_out=0.904 Acc=0.85 ---266854.00 ms/batch
Step 00020550 L_out=0.804 Acc=0.77 ---292865.09 ms/batch
Step 00020600 L_out=0.640 Acc=0.71 ---320422.16 ms/batch
Step 00020650 L_out=2.132 Acc=0.69 ---347637.29 ms/batch
Round 3 | epoch=0, train costTime=362.19508957862854, | total_activation_sum=43313037
Round 3 | epoch=1, current m_iou=0.5657553262411928
Round 3 | Best m_IoU is: 0.566, OA is: 0.860 | val costTime=174.1094958782196
Round 3 | ****EPOCH 1****
Step 00020700 L_out=1.241 Acc=0.75 ---12605.82 ms/batch
Step 00020750 L_out=0.793 Acc=0.65 ---39766.28 ms/batch
Step 00020800 L_out=0.855 Acc=0.89 ---66694.99 ms/batch
Step 00020850 L_out=2.165 Acc=0.77 ---93646.07 ms/batch
Step 00020900 L_out=1.531 Acc=0.80 ---121974.69 ms/batch
Step 00020950 L_out=1.246 Acc=0.91 ---149691.49 ms/batch
Step 00021000 L_out=0.607 Acc=0.85 ---177012.39 ms/batch
Step 00021050 L_out=0.693 Acc=0.85 ---205107.56 ms/batch
Step 00021100 L_out=0.398 Acc=0.83 ---232585.75 ms/batch
Step 00021150 L_out=0.718 Acc=0.85 ---255812.21 ms/batch
Step 00021200 L_out=0.584 Acc=0.88 ---282633.72 ms/batch
Step 00021250 L_out=0.885 Acc=0.86 ---309746.13 ms/batch
Step 00021300 L_out=0.534 Acc=0.87 ---337048.48 ms/batch
Round 3 | epoch=1, train costTime=360.8112461566925, | total_activation_sum=43268696
Round 3 | epoch=2, current m_iou=0.5627843936672889
Round 3 | Best m_IoU is: 0.566, OA is: 0.860 | val costTime=175.06577014923096
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.903 Acc=0.90 --- 3132.52 ms/batch
Step 00021400 L_out=0.399 Acc=0.94 ---30559.86 ms/batch
Step 00021450 L_out=2.263 Acc=0.63 ---57762.03 ms/batch
Step 00021500 L_out=1.358 Acc=0.76 ---84936.12 ms/batch
Step 00021550 L_out=0.645 Acc=0.80 ---113280.72 ms/batch
Step 00021600 L_out=0.411 Acc=0.83 ---141729.10 ms/batch
Step 00021650 L_out=0.754 Acc=0.87 ---169607.25 ms/batch
Step 00021700 L_out=1.072 Acc=0.77 ---197193.89 ms/batch
Step 00021750 L_out=0.266 Acc=0.90 ---223466.89 ms/batch
Step 00021800 L_out=0.598 Acc=0.92 ---246979.51 ms/batch
Step 00021850 L_out=1.265 Acc=0.72 ---273989.79 ms/batch
Step 00021900 L_out=0.789 Acc=0.92 ---301147.91 ms/batch
Step 00021950 L_out=0.893 Acc=0.86 ---328155.30 ms/batch
Step 00022000 L_out=0.795 Acc=0.90 ---355386.72 ms/batch
Round 3 | epoch=2, train costTime=361.5016920566559, | total_activation_sum=43396607
Round 3 | epoch=3, current m_iou=0.6152749940738954
Round 3 | Best m_IoU is: 0.615, OA is: 0.874 | val costTime=170.0553958415985
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.727 Acc=0.92 ---21660.02 ms/batch
Step 00022100 L_out=1.051 Acc=0.88 ---48526.46 ms/batch
Step 00022150 L_out=0.464 Acc=0.84 ---75195.49 ms/batch
Step 00022200 L_out=0.859 Acc=0.90 ---103392.49 ms/batch
Step 00022250 L_out=1.016 Acc=0.95 ---131489.39 ms/batch
Step 00022300 L_out=1.944 Acc=0.75 ---159810.73 ms/batch
Step 00022350 L_out=1.546 Acc=0.89 ---187574.01 ms/batch
Step 00022400 L_out=0.645 Acc=0.83 ---214926.95 ms/batch
Step 00022450 L_out=0.675 Acc=0.81 ---238270.25 ms/batch
Step 00022500 L_out=1.103 Acc=0.81 ---264756.49 ms/batch
Step 00022550 L_out=1.120 Acc=0.91 ---291628.77 ms/batch
Step 00022600 L_out=0.598 Acc=0.85 ---318833.08 ms/batch
Step 00022650 L_out=0.646 Acc=0.89 ---346185.81 ms/batch
Round 3 | epoch=3, train costTime=361.5344259738922, | total_activation_sum=43147492
Round 3 | epoch=4, current m_iou=0.6183289427849827
Round 3 | Best m_IoU is: 0.618, OA is: 0.885 | val costTime=171.57784461975098
Round 3 | ****EPOCH 4****
Step 00022700 L_out=1.125 Acc=0.91 ---11731.39 ms/batch
Step 00022750 L_out=0.520 Acc=0.89 ---38373.87 ms/batch
Step 00022800 L_out=0.730 Acc=0.77 ---65280.41 ms/batch
Step 00022850 L_out=1.584 Acc=0.83 ---92982.86 ms/batch
Step 00022900 L_out=0.668 Acc=0.87 ---120838.42 ms/batch
Step 00022950 L_out=1.276 Acc=0.75 ---148340.43 ms/batch
Step 00023000 L_out=0.762 Acc=0.90 ---176250.50 ms/batch
Step 00023050 L_out=0.572 Acc=0.93 ---204680.95 ms/batch
Step 00023100 L_out=0.534 Acc=0.86 ---227935.41 ms/batch
Step 00023150 L_out=0.741 Acc=0.87 ---254490.51 ms/batch
Step 00023200 L_out=0.664 Acc=0.80 ---281638.33 ms/batch
Step 00023250 L_out=0.407 Acc=0.88 ---309378.84 ms/batch
Step 00023300 L_out=0.496 Acc=0.90 ---336424.50 ms/batch
Round 3 | epoch=4, train costTime=360.61281299591064, | total_activation_sum=43368533
Round 3 | epoch=5, current m_iou=0.6065268532815332
Round 3 | Best m_IoU is: 0.618, OA is: 0.885 | val costTime=174.3886604309082
Round 3 | ****EPOCH 5****
Step 00023350 L_out=1.037 Acc=0.85 --- 2499.33 ms/batch
Step 00023400 L_out=0.736 Acc=0.91 ---29578.73 ms/batch
Step 00023450 L_out=0.739 Acc=0.87 ---56390.03 ms/batch
Step 00023500 L_out=1.646 Acc=0.83 ---84784.74 ms/batch
Step 00023550 L_out=1.420 Acc=0.82 ---112954.09 ms/batch
Step 00023600 L_out=1.845 Acc=0.64 ---140816.86 ms/batch
Step 00023650 L_out=0.261 Acc=0.93 ---168136.84 ms/batch
Step 00023700 L_out=0.932 Acc=0.86 ---195420.18 ms/batch
Step 00023750 L_out=1.077 Acc=0.64 ---218821.62 ms/batch
Step 00023800 L_out=0.525 Acc=0.86 ---245331.96 ms/batch
Step 00023850 L_out=0.897 Acc=0.83 ---272331.89 ms/batch
Step 00023900 L_out=0.459 Acc=0.89 ---299381.80 ms/batch
Step 00023950 L_out=0.420 Acc=0.89 ---326065.92 ms/batch
Step 00024000 L_out=0.689 Acc=0.88 ---353227.42 ms/batch
Round 3 | epoch=5, train costTime=359.5925393104553, | total_activation_sum=43288316
Round 3 | epoch=6, current m_iou=0.630111926249384
Round 3 | Best m_IoU is: 0.630, OA is: 0.889 | val costTime=170.0050230026245
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.872 Acc=0.88 ---20278.09 ms/batch
Step 00024100 L_out=0.524 Acc=0.92 ---47030.34 ms/batch
Step 00024150 L_out=1.028 Acc=0.76 ---75121.42 ms/batch
Step 00024200 L_out=0.669 Acc=0.90 ---103099.35 ms/batch
Step 00024250 L_out=0.944 Acc=0.91 ---131134.31 ms/batch
Step 00024300 L_out=0.773 Acc=0.77 ---159091.17 ms/batch
Step 00024350 L_out=0.743 Acc=0.76 ---186922.85 ms/batch
Step 00024400 L_out=0.863 Acc=0.82 ---210737.65 ms/batch
Step 00024450 L_out=0.555 Acc=0.79 ---237325.52 ms/batch
Step 00024500 L_out=0.812 Acc=0.84 ---264181.77 ms/batch
Step 00024550 L_out=0.418 Acc=0.84 ---291396.07 ms/batch
Step 00024600 L_out=0.853 Acc=0.74 ---318794.87 ms/batch
Step 00024650 L_out=0.655 Acc=0.89 ---345843.70 ms/batch
Round 3 | epoch=6, train costTime=361.58125257492065, | total_activation_sum=43414630
Round 3 | epoch=7, current m_iou=0.6134455599956691
Round 3 | Best m_IoU is: 0.630, OA is: 0.889 | val costTime=176.3814070224762
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.621 Acc=0.92 ---12214.07 ms/batch
Step 00024750 L_out=0.695 Acc=0.89 ---38763.74 ms/batch
Step 00024800 L_out=0.973 Acc=0.88 ---67320.74 ms/batch
Step 00024850 L_out=0.438 Acc=0.93 ---95115.94 ms/batch
Step 00024900 L_out=1.393 Acc=0.84 ---123794.00 ms/batch
Step 00024950 L_out=0.811 Acc=0.94 ---151823.41 ms/batch
Step 00025000 L_out=0.532 Acc=0.94 ---178372.89 ms/batch
Step 00025050 L_out=0.529 Acc=0.84 ---202608.64 ms/batch
Step 00025100 L_out=0.961 Acc=0.88 ---229671.73 ms/batch
Step 00025150 L_out=0.742 Acc=0.86 ---256850.32 ms/batch
Step 00025200 L_out=0.572 Acc=0.86 ---283695.70 ms/batch
Step 00025250 L_out=0.395 Acc=0.97 ---312627.85 ms/batch
Step 00025300 L_out=0.495 Acc=0.88 ---339373.61 ms/batch
Round 3 | epoch=7, train costTime=364.1633632183075, | total_activation_sum=43449802
Round 3 | epoch=8, current m_iou=0.6344246777496263
Round 3 | Best m_IoU is: 0.634, OA is: 0.891 | val costTime=172.37542343139648
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.524 Acc=0.87 --- 2306.48 ms/batch
Step 00025400 L_out=0.573 Acc=0.92 ---29552.54 ms/batch
Step 00025450 L_out=0.268 Acc=0.95 ---57558.84 ms/batch
Step 00025500 L_out=0.453 Acc=0.88 ---85862.33 ms/batch
Step 00025550 L_out=0.547 Acc=0.84 ---113633.15 ms/batch
Step 00025600 L_out=0.565 Acc=0.91 ---142010.10 ms/batch
Step 00025650 L_out=0.675 Acc=0.91 ---167413.84 ms/batch
Step 00025700 L_out=0.983 Acc=0.91 ---192176.38 ms/batch
Step 00025750 L_out=0.523 Acc=0.92 ---219055.86 ms/batch
Step 00025800 L_out=0.819 Acc=0.84 ---246177.76 ms/batch
Step 00025850 L_out=0.486 Acc=0.88 ---273519.79 ms/batch
Step 00025900 L_out=1.099 Acc=0.86 ---300332.89 ms/batch
Step 00025950 L_out=0.469 Acc=0.92 ---327304.25 ms/batch
Step 00026000 L_out=0.843 Acc=0.91 ---354330.84 ms/batch
Round 3 | epoch=8, train costTime=361.38201999664307, | total_activation_sum=43170968
Round 3 | epoch=9, current m_iou=0.6313981166196301
Round 3 | Best m_IoU is: 0.634, OA is: 0.891 | val costTime=179.04167675971985
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.569 Acc=0.84 ---20710.13 ms/batch
Step 00026100 L_out=0.708 Acc=0.87 ---48575.44 ms/batch
Step 00026150 L_out=0.489 Acc=0.85 ---76964.23 ms/batch
Step 00026200 L_out=0.688 Acc=0.93 ---105747.57 ms/batch
Step 00026250 L_out=0.868 Acc=0.83 ---133505.40 ms/batch
Step 00026300 L_out=0.912 Acc=0.88 ---157432.50 ms/batch
Step 00026350 L_out=1.092 Acc=0.87 ---184461.51 ms/batch
Step 00026400 L_out=0.799 Acc=0.81 ---211210.90 ms/batch
Step 00026450 L_out=1.296 Acc=0.68 ---237967.22 ms/batch
Step 00026500 L_out=0.596 Acc=0.94 ---265008.30 ms/batch
Step 00026550 L_out=0.508 Acc=0.81 ---292280.01 ms/batch
Step 00026600 L_out=1.001 Acc=0.89 ---319161.00 ms/batch
Step 00026650 L_out=1.137 Acc=0.85 ---345948.30 ms/batch
Round 3 | epoch=9, train costTime=362.158730506897, | total_activation_sum=43579104
Round 3 | epoch=10, current m_iou=0.6324593459089827
Round 3 | Best m_IoU is: 0.634, OA is: 0.891 | val costTime=164.33916449546814
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.673 Acc=0.89 ---11239.46 ms/batch
Step 00026750 L_out=1.200 Acc=0.87 ---39024.19 ms/batch
Step 00026800 L_out=0.525 Acc=0.92 ---66968.71 ms/batch
Step 00026850 L_out=0.702 Acc=0.92 ---94925.72 ms/batch
Step 00026900 L_out=1.241 Acc=0.94 ---122308.15 ms/batch
Step 00026950 L_out=0.685 Acc=0.92 ---145418.47 ms/batch
Step 00027000 L_out=0.953 Acc=0.85 ---171943.13 ms/batch
Step 00027050 L_out=0.326 Acc=0.95 ---199228.54 ms/batch
Step 00027100 L_out=0.955 Acc=0.84 ---226241.34 ms/batch
Step 00027150 L_out=0.678 Acc=0.76 ---253211.31 ms/batch
Step 00027200 L_out=0.839 Acc=0.59 ---280496.69 ms/batch
Step 00027250 L_out=1.755 Acc=0.81 ---307563.54 ms/batch
Step 00027300 L_out=0.395 Acc=0.95 ---334590.69 ms/batch
Round 3 | epoch=10, train costTime=360.22973895072937, | total_activation_sum=43165809
Round 3 | epoch=11, current m_iou=0.6471693061234958
Round 3 | Best m_IoU is: 0.647, OA is: 0.900 | val costTime=178.5838372707367
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.354 Acc=0.90 --- 1704.74 ms/batch
Step 00027400 L_out=0.812 Acc=0.95 ---29656.42 ms/batch
Step 00027450 L_out=0.537 Acc=0.87 ---57801.46 ms/batch
Step 00027500 L_out=0.651 Acc=0.91 ---85800.90 ms/batch
Step 00027550 L_out=0.373 Acc=0.95 ---113544.01 ms/batch
Step 00027600 L_out=0.587 Acc=0.88 ---136722.50 ms/batch
Step 00027650 L_out=0.712 Acc=0.89 ---162744.28 ms/batch
Step 00027700 L_out=0.837 Acc=0.91 ---189751.23 ms/batch
Step 00027750 L_out=0.227 Acc=0.96 ---216795.65 ms/batch
Step 00027800 L_out=0.394 Acc=0.92 ---243927.87 ms/batch
Step 00027850 L_out=0.675 Acc=0.88 ---270921.95 ms/batch
Step 00027900 L_out=0.446 Acc=0.79 ---298521.13 ms/batch
Step 00027950 L_out=0.762 Acc=0.83 ---325812.09 ms/batch
Step 00028000 L_out=0.387 Acc=0.92 ---352809.90 ms/batch
Round 3 | epoch=11, train costTime=360.4976727962494, | total_activation_sum=43222869
Round 3 | epoch=12, current m_iou=0.6483034331223667
Round 3 | Best m_IoU is: 0.648, OA is: 0.901 | val costTime=169.56144833564758
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.505 Acc=0.93 ---20501.06 ms/batch
Step 00028100 L_out=0.553 Acc=0.87 ---48392.61 ms/batch
Step 00028150 L_out=0.713 Acc=0.90 ---76234.60 ms/batch
Step 00028200 L_out=0.591 Acc=0.88 ---104657.85 ms/batch
Step 00028250 L_out=0.391 Acc=0.93 ---129318.22 ms/batch
Step 00028300 L_out=0.437 Acc=0.90 ---155179.12 ms/batch
Step 00028350 L_out=0.338 Acc=0.92 ---182173.55 ms/batch
Step 00028400 L_out=0.345 Acc=0.92 ---209983.54 ms/batch
Step 00028450 L_out=0.314 Acc=0.94 ---236800.58 ms/batch
Step 00028500 L_out=0.407 Acc=0.93 ---263942.37 ms/batch
Step 00028550 L_out=0.752 Acc=0.90 ---291137.04 ms/batch
Step 00028600 L_out=0.402 Acc=0.91 ---317997.80 ms/batch
Step 00028650 L_out=0.706 Acc=0.88 ---345003.22 ms/batch
Round 3 | epoch=12, train costTime=361.56663393974304, | total_activation_sum=43451063
Round 3 | epoch=13, current m_iou=0.6401172738332376
Round 3 | Best m_IoU is: 0.648, OA is: 0.901 | val costTime=170.44046783447266
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.831 Acc=0.85 ---10630.18 ms/batch
Step 00028750 L_out=0.553 Acc=0.94 ---39355.85 ms/batch
Step 00028800 L_out=0.363 Acc=0.95 ---67131.39 ms/batch
Step 00028850 L_out=0.832 Acc=0.87 ---95255.70 ms/batch
Step 00028900 L_out=0.410 Acc=0.96 ---121041.77 ms/batch
Step 00028950 L_out=0.515 Acc=0.95 ---144482.86 ms/batch
Step 00029000 L_out=0.818 Acc=0.81 ---171908.58 ms/batch
Step 00029050 L_out=0.262 Acc=0.75 ---198678.84 ms/batch
Step 00029100 L_out=0.364 Acc=0.91 ---225645.01 ms/batch
Step 00029150 L_out=0.833 Acc=0.87 ---252463.64 ms/batch
Step 00029200 L_out=0.492 Acc=0.93 ---280060.76 ms/batch
Step 00029250 L_out=0.518 Acc=0.96 ---306909.53 ms/batch
Step 00029300 L_out=0.613 Acc=0.94 ---333933.02 ms/batch
Round 3 | epoch=13, train costTime=360.8561644554138, | total_activation_sum=43286414
Round 3 | epoch=14, current m_iou=0.6597511734577163
Round 3 | Best m_IoU is: 0.660, OA is: 0.904 | val costTime=174.30284762382507
Round 3 | ****EPOCH 14****
Step 00029350 L_out=1.231 Acc=0.88 --- 1186.66 ms/batch
Step 00029400 L_out=0.127 Acc=0.95 ---28996.72 ms/batch
Step 00029450 L_out=0.326 Acc=0.92 ---57338.23 ms/batch
Step 00029500 L_out=0.576 Acc=0.90 ---85578.78 ms/batch
Step 00029550 L_out=0.524 Acc=0.94 ---113468.99 ms/batch
Step 00029600 L_out=0.357 Acc=0.93 ---137015.27 ms/batch
Step 00029650 L_out=0.546 Acc=0.88 ---161585.88 ms/batch
Step 00029700 L_out=0.783 Acc=0.88 ---188339.07 ms/batch
Step 00029750 L_out=0.437 Acc=0.95 ---215513.74 ms/batch
Step 00029800 L_out=0.747 Acc=0.88 ---242562.49 ms/batch
Step 00029850 L_out=0.712 Acc=0.82 ---269670.54 ms/batch
Step 00029900 L_out=0.343 Acc=0.93 ---296362.38 ms/batch
Step 00029950 L_out=0.566 Acc=0.93 ---323625.58 ms/batch
Step 00030000 L_out=0.160 Acc=0.89 ---350302.59 ms/batch
Round 3 | epoch=14, train costTime=358.57659244537354, | total_activation_sum=43222980
Round 3 | epoch=15, current m_iou=0.6632257779436975
Round 3 | Best m_IoU is: 0.663, OA is: 0.911 | val costTime=163.08273601531982
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.366 Acc=0.94 ---19581.19 ms/batch
Step 00030100 L_out=0.653 Acc=0.92 ---47384.67 ms/batch
Step 00030150 L_out=0.488 Acc=0.92 ---75243.36 ms/batch
Step 00030200 L_out=0.564 Acc=0.92 ---103345.86 ms/batch
Step 00030250 L_out=0.852 Acc=0.92 ---129587.58 ms/batch
Step 00030300 L_out=1.174 Acc=0.87 ---153308.91 ms/batch
Step 00030350 L_out=0.324 Acc=0.96 ---180113.64 ms/batch
Step 00030400 L_out=0.746 Acc=0.90 ---207508.55 ms/batch
Step 00030450 L_out=0.427 Acc=0.90 ---234693.17 ms/batch
Step 00030500 L_out=0.653 Acc=0.92 ---261791.06 ms/batch
Step 00030550 L_out=0.327 Acc=0.91 ---288480.51 ms/batch
Step 00030600 L_out=0.182 Acc=0.92 ---315213.74 ms/batch
Step 00030650 L_out=0.809 Acc=0.90 ---342764.52 ms/batch
Round 3 | epoch=15, train costTime=360.10685420036316, | total_activation_sum=43313465
Round 3 | epoch=16, current m_iou=0.6685018506218321
Round 3 | Best m_IoU is: 0.669, OA is: 0.912 | val costTime=183.53211212158203
Round 3 | ****EPOCH 16****
Step 00030700 L_out=1.049 Acc=0.84 --- 9922.47 ms/batch
Step 00030750 L_out=0.281 Acc=0.96 ---38677.97 ms/batch
Step 00030800 L_out=0.531 Acc=0.83 ---66601.05 ms/batch
Step 00030850 L_out=0.408 Acc=0.90 ---94557.89 ms/batch
Step 00030900 L_out=0.521 Acc=0.90 ---118928.89 ms/batch
Step 00030950 L_out=0.507 Acc=0.91 ---145300.21 ms/batch
Step 00031000 L_out=1.152 Acc=0.89 ---172120.68 ms/batch
Step 00031050 L_out=0.285 Acc=0.96 ---199788.75 ms/batch
Step 00031100 L_out=0.387 Acc=0.93 ---226690.31 ms/batch
Step 00031150 L_out=0.631 Acc=0.95 ---253522.79 ms/batch
Step 00031200 L_out=0.263 Acc=0.96 ---280524.67 ms/batch
Step 00031250 L_out=0.465 Acc=0.87 ---307957.82 ms/batch
Step 00031300 L_out=0.438 Acc=0.95 ---335173.31 ms/batch
Round 3 | epoch=16, train costTime=361.6769857406616, | total_activation_sum=43308623
Round 3 | epoch=17, current m_iou=0.6683968378218563
Round 3 | Best m_IoU is: 0.669, OA is: 0.912 | val costTime=176.86752247810364
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.342 Acc=0.92 ---  498.45 ms/batch
Step 00031400 L_out=0.667 Acc=0.89 ---28507.73 ms/batch
Step 00031450 L_out=0.426 Acc=0.93 ---56461.87 ms/batch
Step 00031500 L_out=0.777 Acc=0.86 ---84726.18 ms/batch
Step 00031550 L_out=0.646 Acc=0.92 ---109055.73 ms/batch
Step 00031600 L_out=0.513 Acc=0.93 ---136417.08 ms/batch
Step 00031650 L_out=0.533 Acc=0.96 ---163528.20 ms/batch
Step 00031700 L_out=0.380 Acc=0.89 ---190557.28 ms/batch
Step 00031750 L_out=0.575 Acc=0.94 ---217647.11 ms/batch
Step 00031800 L_out=0.505 Acc=0.92 ---244738.36 ms/batch
Step 00031850 L_out=0.522 Acc=0.89 ---271737.95 ms/batch
Step 00031900 L_out=0.293 Acc=0.95 ---298646.95 ms/batch
Step 00031950 L_out=0.565 Acc=0.91 ---326531.59 ms/batch
Step 00032000 L_out=0.372 Acc=0.94 ---353394.41 ms/batch
Round 3 | epoch=17, train costTime=362.07891869544983, | total_activation_sum=43155941
Round 3 | epoch=18, current m_iou=0.6664453151548253
Round 3 | Best m_IoU is: 0.669, OA is: 0.912 | val costTime=180.01109981536865
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.550 Acc=0.92 ---19083.69 ms/batch
Step 00032100 L_out=0.525 Acc=0.91 ---47025.72 ms/batch
Step 00032150 L_out=0.722 Acc=0.91 ---74768.43 ms/batch
Step 00032200 L_out=0.465 Acc=0.90 ---97919.55 ms/batch
Step 00032250 L_out=0.673 Acc=0.94 ---124264.68 ms/batch
Step 00032300 L_out=0.383 Acc=0.94 ---151323.36 ms/batch
Step 00032350 L_out=0.444 Acc=0.92 ---178703.06 ms/batch
Step 00032400 L_out=1.057 Acc=0.90 ---205302.22 ms/batch
Step 00032450 L_out=0.646 Acc=0.94 ---232334.51 ms/batch
Step 00032500 L_out=0.466 Acc=0.90 ---259483.16 ms/batch
Step 00032550 L_out=0.528 Acc=0.90 ---286321.88 ms/batch
Step 00032600 L_out=0.327 Acc=0.92 ---313350.41 ms/batch
Step 00032650 L_out=0.706 Acc=0.90 ---340417.16 ms/batch
Round 3 | epoch=18, train costTime=358.49146938323975, | total_activation_sum=43462992
Round 3 | epoch=19, current m_iou=0.666371157481747
Round 3 | Best m_IoU is: 0.669, OA is: 0.912 | val costTime=172.39716577529907
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.819 Acc=0.87 --- 9631.37 ms/batch
Step 00032750 L_out=0.343 Acc=0.94 ---37545.37 ms/batch
Step 00032800 L_out=0.299 Acc=0.92 ---65839.27 ms/batch
Step 00032850 L_out=0.579 Acc=0.79 ---91285.11 ms/batch
Step 00032900 L_out=0.567 Acc=0.93 ---115965.98 ms/batch
Step 00032950 L_out=0.362 Acc=0.94 ---142905.99 ms/batch
Step 00033000 L_out=0.430 Acc=0.88 ---169915.25 ms/batch
Step 00033050 L_out=0.399 Acc=0.92 ---196903.15 ms/batch
Step 00033100 L_out=0.450 Acc=0.93 ---224078.02 ms/batch
Step 00033150 L_out=0.228 Acc=0.94 ---252448.16 ms/batch
Step 00033200 L_out=1.032 Acc=0.88 ---279109.92 ms/batch
Step 00033250 L_out=0.841 Acc=0.82 ---306190.78 ms/batch
Step 00033300 L_out=1.956 Acc=0.89 ---333527.29 ms/batch
Step 00033350 L_out=1.605 Acc=0.89 ---360643.09 ms/batch
Round 3 | epoch=19, train costTime=360.64327788352966, | total_activation_sum=43206373
Round 3 | epoch=20, current m_iou=0.6649994051514714
Round 3 | Best m_IoU is: 0.669, OA is: 0.912 | val costTime=171.6515281200409
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.485 Acc=0.91 ---28029.85 ms/batch
Step 00033450 L_out=0.388 Acc=0.97 ---55918.56 ms/batch
Step 00033500 L_out=0.424 Acc=0.93 ---83966.12 ms/batch
Step 00033550 L_out=0.335 Acc=0.97 ---107196.12 ms/batch
Step 00033600 L_out=0.679 Acc=0.94 ---133421.44 ms/batch
Step 00033650 L_out=0.258 Acc=0.94 ---160771.91 ms/batch
Step 00033700 L_out=0.923 Acc=0.80 ---187452.62 ms/batch
Step 00033750 L_out=0.582 Acc=0.92 ---214455.36 ms/batch
Step 00033800 L_out=0.419 Acc=0.91 ---241494.30 ms/batch
Step 00033850 L_out=0.457 Acc=0.93 ---269095.90 ms/batch
Step 00033900 L_out=0.745 Acc=0.83 ---296146.55 ms/batch
Step 00033950 L_out=0.349 Acc=0.94 ---322955.68 ms/batch
Step 00034000 L_out=0.527 Acc=0.85 ---350100.95 ms/batch
Round 3 | epoch=20, train costTime=359.2302529811859, | total_activation_sum=43535975
Round 3 | epoch=21, current m_iou=0.6699934713746755
Round 3 | Best m_IoU is: 0.670, OA is: 0.916 | val costTime=170.01932764053345
Round 3 | ****EPOCH 21****
Step 00034050 L_out=1.145 Acc=0.91 ---18510.29 ms/batch
Step 00034100 L_out=0.177 Acc=0.97 ---46363.42 ms/batch
Step 00034150 L_out=0.464 Acc=0.92 ---74520.13 ms/batch
Step 00034200 L_out=0.360 Acc=0.95 ---100832.95 ms/batch
Step 00034250 L_out=0.412 Acc=0.89 ---124162.04 ms/batch
Step 00034300 L_out=0.631 Acc=0.93 ---150939.31 ms/batch
Step 00034350 L_out=0.479 Acc=0.89 ---177626.33 ms/batch
Step 00034400 L_out=0.354 Acc=0.91 ---205105.31 ms/batch
Step 00034450 L_out=0.909 Acc=0.94 ---231969.98 ms/batch
Step 00034500 L_out=0.228 Acc=0.91 ---259127.76 ms/batch
Step 00034550 L_out=0.222 Acc=0.90 ---286043.26 ms/batch
Step 00034600 L_out=0.319 Acc=0.95 ---313324.94 ms/batch
Step 00034650 L_out=0.524 Acc=0.87 ---340461.85 ms/batch
Round 3 | epoch=21, train costTime=358.8668689727783, | total_activation_sum=43144127
Round 3 | epoch=22, current m_iou=0.6655599102943713
Round 3 | Best m_IoU is: 0.670, OA is: 0.916 | val costTime=151.0327181816101
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.334 Acc=0.91 --- 8750.79 ms/batch
Step 00034750 L_out=0.314 Acc=0.91 ---36680.79 ms/batch
Step 00034800 L_out=0.355 Acc=0.92 ---64874.44 ms/batch
Step 00034850 L_out=0.769 Acc=0.93 ---92652.28 ms/batch
Step 00034900 L_out=0.544 Acc=0.93 ---119536.58 ms/batch
Step 00034950 L_out=0.364 Acc=0.91 ---143549.32 ms/batch
Step 00035000 L_out=0.474 Acc=0.89 ---170590.67 ms/batch
Step 00035050 L_out=0.950 Acc=0.77 ---197487.23 ms/batch
Step 00035100 L_out=0.573 Acc=0.93 ---226421.41 ms/batch
Step 00035150 L_out=0.311 Acc=0.94 ---253419.50 ms/batch
Step 00035200 L_out=0.327 Acc=0.96 ---280288.38 ms/batch
Step 00035250 L_out=0.523 Acc=0.92 ---307234.54 ms/batch
Step 00035300 L_out=0.283 Acc=0.91 ---333973.59 ms/batch
Step 00035350 L_out=0.399 Acc=0.91 ---361591.48 ms/batch
Round 3 | epoch=22, train costTime=362.14034271240234, | total_activation_sum=43307617
Round 3 | epoch=23, current m_iou=0.6733886890326733
Round 3 | Best m_IoU is: 0.673, OA is: 0.914 | val costTime=182.07753467559814
Round 3 | ****EPOCH 23****
Step 00035400 L_out=2.239 Acc=0.82 ---28106.25 ms/batch
Step 00035450 L_out=0.385 Acc=0.93 ---56417.57 ms/batch
Step 00035500 L_out=0.416 Acc=0.91 ---84953.66 ms/batch
Step 00035550 L_out=0.534 Acc=0.94 ---110519.73 ms/batch
Step 00035600 L_out=1.056 Acc=0.84 ---133587.20 ms/batch
Step 00035650 L_out=0.309 Acc=0.95 ---156448.24 ms/batch
Step 00035700 L_out=0.464 Acc=0.94 ---179729.43 ms/batch
Step 00035750 L_out=0.321 Acc=0.91 ---203079.86 ms/batch
Step 00035800 L_out=0.206 Acc=0.94 ---226269.38 ms/batch
Step 00035850 L_out=0.161 Acc=0.95 ---248993.15 ms/batch
Step 00035900 L_out=0.313 Acc=0.97 ---271761.38 ms/batch
Step 00035950 L_out=0.557 Acc=0.92 ---294894.65 ms/batch
Step 00036000 L_out=0.481 Acc=0.91 ---318135.41 ms/batch
Round 3 | epoch=23, train costTime=326.5076289176941, | total_activation_sum=43396187
Round 3 | epoch=24, current m_iou=0.6612969627149218
Round 3 | Best m_IoU is: 0.673, OA is: 0.914 | val costTime=136.6085021495819
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.321 Acc=0.96 ---14547.80 ms/batch
Step 00036100 L_out=0.271 Acc=0.95 ---37385.54 ms/batch
Step 00036150 L_out=0.742 Acc=0.89 ---60108.27 ms/batch
Step 00036200 L_out=0.216 Acc=0.96 ---82982.98 ms/batch
Step 00036250 L_out=0.881 Acc=0.94 ---105618.58 ms/batch
Step 00036300 L_out=0.396 Acc=0.94 ---128492.70 ms/batch
Step 00036350 L_out=0.348 Acc=0.91 ---151177.42 ms/batch
Step 00036400 L_out=0.204 Acc=0.96 ---174012.30 ms/batch
Step 00036450 L_out=0.275 Acc=0.88 ---196964.94 ms/batch
Step 00036500 L_out=0.370 Acc=0.89 ---220544.17 ms/batch
Step 00036550 L_out=0.379 Acc=0.86 ---243274.98 ms/batch
Step 00036600 L_out=0.178 Acc=0.98 ---266319.60 ms/batch
Step 00036650 L_out=0.295 Acc=0.89 ---288885.92 ms/batch
Round 3 | epoch=24, train costTime=305.51629281044006, | total_activation_sum=43357177
Round 3 | epoch=25, current m_iou=0.6673321279904048
Round 3 | Best m_IoU is: 0.673, OA is: 0.914 | val costTime=139.11628127098083
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.341 Acc=0.94 --- 7007.04 ms/batch
Step 00036750 L_out=0.713 Acc=0.92 ---30861.26 ms/batch
Step 00036800 L_out=0.451 Acc=0.92 ---58533.21 ms/batch
Step 00036850 L_out=0.203 Acc=0.94 ---85935.93 ms/batch
Step 00036900 L_out=0.127 Acc=0.98 ---112926.43 ms/batch
Step 00036950 L_out=0.258 Acc=0.97 ---140359.30 ms/batch
Step 00037000 L_out=0.307 Acc=0.93 ---167498.21 ms/batch
Step 00037050 L_out=0.423 Acc=0.94 ---194339.97 ms/batch
Step 00037100 L_out=0.445 Acc=0.93 ---221298.79 ms/batch
Step 00037150 L_out=0.324 Acc=0.93 ---248219.72 ms/batch
Step 00037200 L_out=0.369 Acc=0.81 ---275374.08 ms/batch
Step 00037250 L_out=0.317 Acc=0.96 ---302235.51 ms/batch
Step 00037300 L_out=0.174 Acc=0.97 ---329300.15 ms/batch
Step 00037350 L_out=0.240 Acc=0.96 ---356278.29 ms/batch
Round 3 | epoch=25, train costTime=357.3000555038452, | total_activation_sum=43162336
Round 3 | epoch=26, current m_iou=0.6617560994757469
Round 3 | Best m_IoU is: 0.673, OA is: 0.914 | val costTime=185.7791566848755
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.745 Acc=0.78 ---22566.02 ms/batch
Step 00037450 L_out=0.472 Acc=0.95 ---49474.05 ms/batch
Step 00037500 L_out=0.256 Acc=0.95 ---76646.89 ms/batch
Step 00037550 L_out=0.183 Acc=0.96 ---103492.13 ms/batch
Step 00037600 L_out=0.576 Acc=0.91 ---130591.54 ms/batch
Step 00037650 L_out=0.504 Acc=0.94 ---157444.50 ms/batch
Step 00037700 L_out=0.679 Acc=0.92 ---184473.80 ms/batch
Step 00037750 L_out=0.370 Acc=0.96 ---211578.78 ms/batch
Step 00037800 L_out=0.546 Acc=0.93 ---238838.80 ms/batch
Step 00037850 L_out=0.843 Acc=0.78 ---266029.31 ms/batch
Step 00037900 L_out=0.420 Acc=0.92 ---293503.72 ms/batch
Step 00037950 L_out=0.555 Acc=0.93 ---320609.07 ms/batch
Step 00038000 L_out=0.377 Acc=0.96 ---348053.67 ms/batch
Round 3 | epoch=26, train costTime=358.33681654930115, | total_activation_sum=43443534
Round 3 | epoch=27, current m_iou=0.6609126264059373
Round 3 | Best m_IoU is: 0.673, OA is: 0.914 | val costTime=179.2075252532959
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.824 Acc=0.93 ---15324.14 ms/batch
Step 00038100 L_out=0.445 Acc=0.94 ---39896.79 ms/batch
Step 00038150 L_out=0.389 Acc=0.94 ---66633.69 ms/batch
Step 00038200 L_out=0.377 Acc=0.94 ---94002.97 ms/batch
Step 00038250 L_out=0.152 Acc=0.97 ---120984.91 ms/batch
Step 00038300 L_out=0.267 Acc=0.96 ---147832.26 ms/batch
Step 00038350 L_out=0.469 Acc=0.94 ---174816.65 ms/batch
Step 00038400 L_out=0.414 Acc=0.88 ---201661.13 ms/batch
Step 00038450 L_out=0.527 Acc=0.92 ---228498.85 ms/batch
Step 00038500 L_out=0.552 Acc=0.94 ---255811.38 ms/batch
Step 00038550 L_out=0.336 Acc=0.97 ---282572.24 ms/batch
Step 00038600 L_out=0.316 Acc=0.94 ---309821.02 ms/batch
Step 00038650 L_out=0.131 Acc=0.95 ---337071.89 ms/batch
Round 3 | epoch=27, train costTime=356.44908022880554, | total_activation_sum=43380747
Round 3 | epoch=28, current m_iou=0.6704219387281385
Round 3 | Best m_IoU is: 0.673, OA is: 0.914 | val costTime=190.91418480873108
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.324 Acc=0.90 --- 6857.38 ms/batch
Step 00038750 L_out=0.480 Acc=0.92 ---30303.65 ms/batch
Step 00038800 L_out=0.364 Acc=0.87 ---57362.45 ms/batch
Step 00038850 L_out=0.409 Acc=0.85 ---84429.79 ms/batch
Step 00038900 L_out=1.137 Acc=0.88 ---111684.36 ms/batch
Step 00038950 L_out=0.210 Acc=0.97 ---138599.06 ms/batch
Step 00039000 L_out=0.568 Acc=0.94 ---165440.56 ms/batch
Step 00039050 L_out=0.357 Acc=0.92 ---192819.11 ms/batch
Step 00039100 L_out=0.414 Acc=0.93 ---219847.47 ms/batch
Step 00039150 L_out=0.343 Acc=0.95 ---247401.04 ms/batch
Step 00039200 L_out=0.891 Acc=0.83 ---274686.20 ms/batch
Step 00039250 L_out=0.353 Acc=0.95 ---301556.14 ms/batch
Step 00039300 L_out=0.322 Acc=0.97 ---328731.28 ms/batch
Step 00039350 L_out=0.712 Acc=0.90 ---355421.41 ms/batch
Round 3 | epoch=28, train costTime=356.9910933971405, | total_activation_sum=43626467
Round 3 | epoch=29, current m_iou=0.6711563209837528
Round 3 | Best m_IoU is: 0.673, OA is: 0.914 | val costTime=175.2468662261963
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.635 Acc=0.92 ---24291.24 ms/batch
Step 00039450 L_out=0.386 Acc=0.94 ---49945.32 ms/batch
Step 00039500 L_out=0.911 Acc=0.85 ---77033.71 ms/batch
Step 00039550 L_out=0.885 Acc=0.94 ---104265.00 ms/batch
Step 00039600 L_out=0.478 Acc=0.93 ---131437.85 ms/batch
Step 00039650 L_out=0.183 Acc=0.97 ---158881.29 ms/batch
Step 00039700 L_out=0.390 Acc=0.91 ---185953.97 ms/batch
Step 00039750 L_out=0.515 Acc=0.89 ---212782.57 ms/batch
Step 00039800 L_out=0.702 Acc=0.92 ---239648.21 ms/batch
Step 00039850 L_out=0.757 Acc=0.88 ---266496.76 ms/batch
Step 00039900 L_out=0.206 Acc=0.96 ---293819.45 ms/batch
Step 00039950 L_out=0.452 Acc=0.92 ---321295.71 ms/batch
Step 00040000 L_out=0.555 Acc=0.92 ---348144.29 ms/batch
Round 3 | epoch=29, train costTime=359.71274638175964, | total_activation_sum=43275519
Round 3 | epoch=30, current m_iou=0.6721102807404947
Round 3 | Best m_IoU is: 0.673, OA is: 0.914 | val costTime=189.99414253234863
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=3.555 Acc=0.77 ---16256.62 ms/batch
Step 00040100 L_out=0.932 Acc=0.90 ---43265.41 ms/batch
Step 00040150 L_out=1.801 Acc=0.70 ---70320.53 ms/batch
Step 00040200 L_out=0.710 Acc=0.91 ---97475.00 ms/batch
Step 00040250 L_out=1.695 Acc=0.69 ---124329.34 ms/batch
Step 00040300 L_out=1.574 Acc=0.86 ---148684.56 ms/batch
Step 00040350 L_out=1.478 Acc=0.71 ---175650.85 ms/batch
Step 00040400 L_out=0.769 Acc=0.88 ---201787.83 ms/batch
Step 00040450 L_out=1.791 Acc=0.88 ---227894.94 ms/batch
Step 00040500 L_out=1.415 Acc=0.86 ---254391.83 ms/batch
Step 00040550 L_out=0.823 Acc=0.84 ---280580.57 ms/batch
Step 00040600 L_out=1.443 Acc=0.79 ---308489.44 ms/batch
Step 00040650 L_out=0.952 Acc=0.83 ---335883.69 ms/batch
Round 4 | epoch=0, train costTime=355.511346578598, | total_activation_sum=53525861
Round 4 | epoch=1, current m_iou=0.566000830186189
Round 4 | Best m_IoU is: 0.566, OA is: 0.832 | val costTime=137.2119038105011
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.752 Acc=0.96 --- 8258.18 ms/batch
Step 00040750 L_out=2.139 Acc=0.83 ---35577.34 ms/batch
Step 00040800 L_out=0.624 Acc=0.95 ---62935.74 ms/batch
Step 00040850 L_out=0.963 Acc=0.88 ---90556.66 ms/batch
Step 00040900 L_out=1.226 Acc=0.88 ---117464.72 ms/batch
Step 00040950 L_out=0.748 Acc=0.93 ---142937.97 ms/batch
Step 00041000 L_out=1.016 Acc=0.87 ---168742.20 ms/batch
Step 00041050 L_out=1.031 Acc=0.92 ---194893.45 ms/batch
Step 00041100 L_out=1.724 Acc=0.88 ---221164.18 ms/batch
Step 00041150 L_out=1.254 Acc=0.87 ---247656.88 ms/batch
Step 00041200 L_out=1.110 Acc=0.88 ---274240.40 ms/batch
Step 00041250 L_out=0.904 Acc=0.94 ---300506.61 ms/batch
Step 00041300 L_out=1.040 Acc=0.95 ---327007.00 ms/batch
Step 00041350 L_out=1.033 Acc=0.89 ---353501.90 ms/batch
Round 4 | epoch=1, train costTime=355.8211133480072, | total_activation_sum=54011086
Round 4 | epoch=2, current m_iou=0.6309360513305022
Round 4 | Best m_IoU is: 0.631, OA is: 0.871 | val costTime=136.91971039772034
Round 4 | ****EPOCH 2****
Step 00041400 L_out=1.011 Acc=0.89 ---24684.43 ms/batch
Step 00041450 L_out=1.222 Acc=0.86 ---51777.77 ms/batch
Step 00041500 L_out=1.744 Acc=0.72 ---78813.92 ms/batch
Step 00041550 L_out=0.499 Acc=0.90 ---105948.55 ms/batch
Step 00041600 L_out=0.490 Acc=0.92 ---132971.66 ms/batch
Step 00041650 L_out=0.963 Acc=0.75 ---157007.01 ms/batch
Step 00041700 L_out=0.454 Acc=0.91 ---183602.50 ms/batch
Step 00041750 L_out=1.181 Acc=0.90 ---209984.20 ms/batch
Step 00041800 L_out=0.346 Acc=0.96 ---236424.83 ms/batch
Step 00041850 L_out=0.611 Acc=0.90 ---262834.10 ms/batch
Step 00041900 L_out=0.683 Acc=0.86 ---291003.13 ms/batch
Step 00041950 L_out=0.538 Acc=0.92 ---316985.87 ms/batch
Step 00042000 L_out=0.511 Acc=0.95 ---342965.91 ms/batch
Round 4 | epoch=2, train costTime=353.9466598033905, | total_activation_sum=53891729
Round 4 | epoch=3, current m_iou=0.685530275923599
Round 4 | Best m_IoU is: 0.686, OA is: 0.915 | val costTime=137.59582471847534
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.688 Acc=0.84 ---15255.36 ms/batch
Step 00042100 L_out=1.125 Acc=0.91 ---42907.40 ms/batch
Step 00042150 L_out=0.378 Acc=0.93 ---70242.30 ms/batch
Step 00042200 L_out=0.947 Acc=0.93 ---97302.83 ms/batch
Step 00042250 L_out=0.408 Acc=0.88 ---124673.26 ms/batch
Step 00042300 L_out=0.801 Acc=0.87 ---148887.99 ms/batch
Step 00042350 L_out=1.379 Acc=0.93 ---175363.13 ms/batch
Step 00042400 L_out=0.795 Acc=0.95 ---202150.04 ms/batch
Step 00042450 L_out=0.960 Acc=0.89 ---228528.83 ms/batch
Step 00042500 L_out=1.271 Acc=0.82 ---255735.58 ms/batch
Step 00042550 L_out=0.943 Acc=0.92 ---282025.30 ms/batch
Step 00042600 L_out=0.989 Acc=0.89 ---308377.32 ms/batch
Step 00042650 L_out=0.528 Acc=0.95 ---334582.74 ms/batch
Round 4 | epoch=3, train costTime=355.18028020858765, | total_activation_sum=53811277
Round 4 | epoch=4, current m_iou=0.6282642211689586
Round 4 | Best m_IoU is: 0.686, OA is: 0.915 | val costTime=138.2369351387024
Round 4 | ****EPOCH 4****
Step 00042700 L_out=1.082 Acc=0.76 --- 6201.18 ms/batch
Step 00042750 L_out=0.455 Acc=0.95 ---33439.94 ms/batch
Step 00042800 L_out=0.897 Acc=0.92 ---60705.94 ms/batch
Step 00042850 L_out=1.156 Acc=0.88 ---87502.14 ms/batch
Step 00042900 L_out=0.919 Acc=0.95 ---114316.32 ms/batch
Step 00042950 L_out=1.078 Acc=0.90 ---139958.68 ms/batch
Step 00043000 L_out=0.754 Acc=0.84 ---165464.59 ms/batch
Step 00043050 L_out=0.823 Acc=0.95 ---193194.33 ms/batch
Step 00043100 L_out=0.431 Acc=0.94 ---220548.55 ms/batch
Step 00043150 L_out=0.727 Acc=0.82 ---246941.23 ms/batch
Step 00043200 L_out=0.666 Acc=0.95 ---273384.92 ms/batch
Step 00043250 L_out=0.907 Acc=0.93 ---301134.04 ms/batch
Step 00043300 L_out=0.942 Acc=0.91 ---326989.59 ms/batch
Step 00043350 L_out=1.346 Acc=0.72 ---353258.16 ms/batch
Round 4 | epoch=4, train costTime=355.8904399871826, | total_activation_sum=54067492
Round 4 | epoch=5, current m_iou=0.6520585095570135
Round 4 | Best m_IoU is: 0.686, OA is: 0.915 | val costTime=136.20118260383606
Round 4 | ****EPOCH 5****
Step 00043400 L_out=1.323 Acc=0.87 ---24143.46 ms/batch
Step 00043450 L_out=0.998 Acc=0.92 ---51489.32 ms/batch
Step 00043500 L_out=0.951 Acc=0.96 ---78418.50 ms/batch
Step 00043550 L_out=0.638 Acc=0.93 ---105694.25 ms/batch
Step 00043600 L_out=0.475 Acc=0.93 ---132610.42 ms/batch
Step 00043650 L_out=0.371 Acc=0.95 ---156880.56 ms/batch
Step 00043700 L_out=0.478 Acc=0.88 ---183136.50 ms/batch
Step 00043750 L_out=0.711 Acc=0.90 ---209171.76 ms/batch
Step 00043800 L_out=1.034 Acc=0.92 ---235057.82 ms/batch
Step 00043850 L_out=0.317 Acc=0.90 ---261811.04 ms/batch
Step 00043900 L_out=0.745 Acc=0.86 ---288629.19 ms/batch
Step 00043950 L_out=0.862 Acc=0.84 ---315483.84 ms/batch
Step 00044000 L_out=0.775 Acc=0.86 ---342191.31 ms/batch
Round 4 | epoch=5, train costTime=353.69337034225464, | total_activation_sum=53901617
Round 4 | epoch=6, current m_iou=0.6687271599213057
Round 4 | Best m_IoU is: 0.686, OA is: 0.915 | val costTime=136.19911289215088
Round 4 | ****EPOCH 6****
Step 00044050 L_out=1.137 Acc=0.77 ---14959.49 ms/batch
Step 00044100 L_out=0.902 Acc=0.89 ---42395.97 ms/batch
Step 00044150 L_out=0.770 Acc=0.90 ---69125.34 ms/batch
Step 00044200 L_out=0.507 Acc=0.90 ---96269.50 ms/batch
Step 00044250 L_out=1.006 Acc=0.90 ---123136.85 ms/batch
Step 00044300 L_out=0.555 Acc=0.93 ---147311.81 ms/batch
Step 00044350 L_out=0.798 Acc=0.91 ---173228.84 ms/batch
Step 00044400 L_out=0.788 Acc=0.92 ---199597.70 ms/batch
Step 00044450 L_out=0.689 Acc=0.96 ---225985.46 ms/batch
Step 00044500 L_out=0.398 Acc=0.91 ---252420.57 ms/batch
Step 00044550 L_out=0.734 Acc=0.86 ---278289.19 ms/batch
Step 00044600 L_out=0.328 Acc=0.94 ---304526.99 ms/batch
Step 00044650 L_out=0.675 Acc=0.93 ---331083.68 ms/batch
Round 4 | epoch=6, train costTime=351.4521827697754, | total_activation_sum=53768465
Round 4 | epoch=7, current m_iou=0.6886484590457078
Round 4 | Best m_IoU is: 0.689, OA is: 0.918 | val costTime=137.41596150398254
Round 4 | ****EPOCH 7****
Step 00044700 L_out=1.935 Acc=0.87 --- 5955.45 ms/batch
Step 00044750 L_out=0.920 Acc=0.95 ---32439.77 ms/batch
Step 00044800 L_out=0.790 Acc=0.94 ---60081.72 ms/batch
Step 00044850 L_out=3.328 Acc=0.92 ---87089.81 ms/batch
Step 00044900 L_out=0.535 Acc=0.91 ---114705.18 ms/batch
Step 00044950 L_out=0.912 Acc=0.95 ---141169.94 ms/batch
Step 00045000 L_out=0.309 Acc=0.95 ---165718.43 ms/batch
Step 00045050 L_out=6.367 Acc=0.74 ---192165.60 ms/batch
Step 00045100 L_out=0.572 Acc=0.94 ---218795.62 ms/batch
Step 00045150 L_out=0.668 Acc=0.93 ---245074.58 ms/batch
Step 00045200 L_out=0.544 Acc=0.96 ---271376.17 ms/batch
Step 00045250 L_out=0.966 Acc=0.94 ---297766.86 ms/batch
Step 00045300 L_out=0.716 Acc=0.91 ---324139.60 ms/batch
Step 00045350 L_out=0.950 Acc=0.83 ---350468.74 ms/batch
Round 4 | epoch=7, train costTime=353.7119469642639, | total_activation_sum=54038351
Round 4 | epoch=8, current m_iou=0.6878636730529748
Round 4 | Best m_IoU is: 0.689, OA is: 0.918 | val costTime=136.75995326042175
Round 4 | ****EPOCH 8****
Step 00045400 L_out=1.004 Acc=0.89 ---23104.57 ms/batch
Step 00045450 L_out=0.468 Acc=0.95 ---50837.66 ms/batch
Step 00045500 L_out=0.452 Acc=0.96 ---78215.29 ms/batch
Step 00045550 L_out=1.163 Acc=0.90 ---105219.03 ms/batch
Step 00045600 L_out=0.580 Acc=0.96 ---132263.27 ms/batch
Step 00045650 L_out=0.401 Acc=0.96 ---156849.82 ms/batch
Step 00045700 L_out=1.326 Acc=0.85 ---183396.51 ms/batch
Step 00045750 L_out=1.469 Acc=0.85 ---209537.23 ms/batch
Step 00045800 L_out=0.562 Acc=0.85 ---236082.32 ms/batch
Step 00045850 L_out=0.652 Acc=0.96 ---262159.41 ms/batch
Step 00045900 L_out=0.712 Acc=0.89 ---289612.89 ms/batch
Step 00045950 L_out=0.428 Acc=0.95 ---315955.41 ms/batch
Step 00046000 L_out=0.924 Acc=0.94 ---342085.16 ms/batch
Round 4 | epoch=8, train costTime=353.9866352081299, | total_activation_sum=53731993
Round 4 | epoch=9, current m_iou=0.6865058016622818
Round 4 | Best m_IoU is: 0.689, OA is: 0.918 | val costTime=137.07246017456055
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.435 Acc=0.93 ---14353.22 ms/batch
Step 00046100 L_out=1.009 Acc=0.92 ---41714.75 ms/batch
Step 00046150 L_out=0.593 Acc=0.95 ---69938.26 ms/batch
Step 00046200 L_out=0.751 Acc=0.95 ---97437.74 ms/batch
Step 00046250 L_out=0.368 Acc=0.93 ---125120.44 ms/batch
Step 00046300 L_out=0.929 Acc=0.89 ---151993.37 ms/batch
Step 00046350 L_out=1.132 Acc=0.86 ---177870.95 ms/batch
Step 00046400 L_out=0.647 Acc=0.92 ---205206.46 ms/batch
Step 00046450 L_out=0.904 Acc=0.92 ---232451.40 ms/batch
Step 00046500 L_out=0.508 Acc=0.95 ---259376.01 ms/batch
Step 00046550 L_out=0.960 Acc=0.92 ---286710.08 ms/batch
Step 00046600 L_out=0.406 Acc=0.96 ---313728.73 ms/batch
Step 00046650 L_out=0.932 Acc=0.95 ---340901.27 ms/batch
Round 4 | epoch=9, train costTime=362.37365913391113, | total_activation_sum=53906107
Round 4 | epoch=10, current m_iou=0.6861332745622635
Round 4 | Best m_IoU is: 0.689, OA is: 0.918 | val costTime=144.79348468780518
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.300 Acc=0.97 --- 5675.56 ms/batch
Step 00046750 L_out=0.466 Acc=0.95 ---32833.54 ms/batch
Step 00046800 L_out=0.449 Acc=0.93 ---60534.43 ms/batch
Step 00046850 L_out=0.876 Acc=0.88 ---88387.36 ms/batch
Step 00046900 L_out=0.324 Acc=0.95 ---116261.51 ms/batch
Step 00046950 L_out=0.532 Acc=0.97 ---143907.30 ms/batch
Step 00047000 L_out=0.323 Acc=0.91 ---167338.48 ms/batch
Step 00047050 L_out=0.589 Acc=0.86 ---190565.37 ms/batch
Step 00047100 L_out=0.478 Acc=0.90 ---213748.07 ms/batch
Step 00047150 L_out=0.388 Acc=0.94 ---236940.31 ms/batch
Step 00047200 L_out=0.619 Acc=0.94 ---259797.58 ms/batch
Step 00047250 L_out=0.330 Acc=0.94 ---282627.05 ms/batch
Step 00047300 L_out=0.504 Acc=0.95 ---305842.31 ms/batch
Step 00047350 L_out=0.866 Acc=0.88 ---329177.45 ms/batch
Round 4 | epoch=10, train costTime=332.38244223594666, | total_activation_sum=53966751
Round 4 | epoch=11, current m_iou=0.6917275184710242
Round 4 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=123.75742292404175
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.503 Acc=0.94 ---19761.82 ms/batch
Step 00047450 L_out=3.106 Acc=0.78 ---42456.59 ms/batch
Step 00047500 L_out=0.581 Acc=0.90 ---65290.58 ms/batch
Step 00047550 L_out=0.478 Acc=0.94 ---88138.21 ms/batch
Step 00047600 L_out=0.237 Acc=0.97 ---111164.79 ms/batch
Step 00047650 L_out=0.168 Acc=0.98 ---134191.52 ms/batch
Step 00047700 L_out=0.647 Acc=0.90 ---157067.04 ms/batch
Step 00047750 L_out=0.419 Acc=0.84 ---180064.55 ms/batch
Step 00047800 L_out=0.240 Acc=0.97 ---202793.69 ms/batch
Step 00047850 L_out=0.471 Acc=0.96 ---225930.49 ms/batch
Step 00047900 L_out=0.337 Acc=0.97 ---249287.70 ms/batch
Step 00047950 L_out=0.752 Acc=0.93 ---272018.08 ms/batch
Step 00048000 L_out=0.461 Acc=0.92 ---294842.29 ms/batch
Round 4 | epoch=11, train costTime=305.9978771209717, | total_activation_sum=53861276
Round 4 | epoch=12, current m_iou=0.6844922089750944
Round 4 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=124.18510389328003
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.740 Acc=0.95 ---11808.62 ms/batch
Step 00048100 L_out=0.380 Acc=0.92 ---36639.07 ms/batch
Step 00048150 L_out=0.719 Acc=0.93 ---63260.53 ms/batch
Step 00048200 L_out=0.689 Acc=0.92 ---90509.79 ms/batch
Step 00048250 L_out=0.733 Acc=0.92 ---117672.31 ms/batch
Step 00048300 L_out=0.975 Acc=0.95 ---144288.37 ms/batch
Step 00048350 L_out=0.700 Acc=0.95 ---171645.01 ms/batch
Step 00048400 L_out=0.520 Acc=0.87 ---199052.05 ms/batch
Step 00048450 L_out=0.738 Acc=0.93 ---226714.99 ms/batch
Step 00048500 L_out=0.649 Acc=0.93 ---253677.78 ms/batch
Step 00048550 L_out=0.599 Acc=0.94 ---280643.61 ms/batch
Step 00048600 L_out=0.365 Acc=0.95 ---307755.09 ms/batch
Step 00048650 L_out=0.391 Acc=0.96 ---334661.17 ms/batch
Round 4 | epoch=12, train costTime=356.80104756355286, | total_activation_sum=53976094
Round 4 | epoch=13, current m_iou=0.6763295301633729
Round 4 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=147.17616391181946
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.896 Acc=0.95 --- 4861.68 ms/batch
Step 00048750 L_out=0.504 Acc=0.93 ---30365.51 ms/batch
Step 00048800 L_out=0.323 Acc=0.96 ---57458.95 ms/batch
Step 00048850 L_out=0.952 Acc=0.95 ---84713.30 ms/batch
Step 00048900 L_out=0.446 Acc=0.91 ---111691.99 ms/batch
Step 00048950 L_out=0.396 Acc=0.93 ---138673.15 ms/batch
Step 00049000 L_out=0.560 Acc=0.93 ---165921.85 ms/batch
Step 00049050 L_out=0.804 Acc=0.94 ---192948.71 ms/batch
Step 00049100 L_out=0.567 Acc=0.90 ---220353.55 ms/batch
Step 00049150 L_out=0.951 Acc=0.84 ---247295.74 ms/batch
Step 00049200 L_out=0.262 Acc=0.97 ---274336.77 ms/batch
Step 00049250 L_out=0.445 Acc=0.96 ---301481.70 ms/batch
Step 00049300 L_out=0.374 Acc=0.95 ---328986.61 ms/batch
Step 00049350 L_out=0.585 Acc=0.90 ---356889.34 ms/batch
Round 4 | epoch=13, train costTime=361.30436873435974, | total_activation_sum=53939293
Round 4 | epoch=14, current m_iou=0.6730358894677666
Round 4 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=138.78153467178345
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.745 Acc=0.89 ---23208.75 ms/batch
Step 00049450 L_out=0.568 Acc=0.93 ---48384.38 ms/batch
Step 00049500 L_out=0.361 Acc=0.95 ---75569.48 ms/batch
Step 00049550 L_out=0.658 Acc=0.89 ---103400.18 ms/batch
Step 00049600 L_out=0.979 Acc=0.86 ---130290.67 ms/batch
Step 00049650 L_out=1.286 Acc=0.93 ---157116.20 ms/batch
Step 00049700 L_out=0.330 Acc=0.94 ---184104.20 ms/batch
Step 00049750 L_out=1.189 Acc=0.86 ---210919.53 ms/batch
Step 00049800 L_out=0.292 Acc=0.96 ---237787.33 ms/batch
Step 00049850 L_out=0.741 Acc=0.95 ---264414.26 ms/batch
Step 00049900 L_out=0.977 Acc=0.90 ---291625.08 ms/batch
Step 00049950 L_out=0.226 Acc=0.96 ---318737.38 ms/batch
Step 00050000 L_out=0.426 Acc=0.94 ---345683.68 ms/batch
Round 4 | epoch=14, train costTime=359.20830368995667, | total_activation_sum=53867000
Round 4 | epoch=15, current m_iou=0.6792560384017201
Round 4 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=141.3967785835266
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.323 Acc=0.93 ---13983.81 ms/batch
Step 00050100 L_out=0.426 Acc=0.95 ---38942.27 ms/batch
Step 00050150 L_out=0.678 Acc=0.95 ---66358.65 ms/batch
Step 00050200 L_out=0.413 Acc=0.93 ---94146.61 ms/batch
Step 00050250 L_out=0.245 Acc=0.96 ---121345.35 ms/batch
Step 00050300 L_out=0.426 Acc=0.91 ---148409.17 ms/batch
Step 00050350 L_out=0.385 Acc=0.95 ---175082.59 ms/batch
Step 00050400 L_out=0.410 Acc=0.96 ---202090.01 ms/batch
Step 00050450 L_out=0.977 Acc=0.95 ---229139.83 ms/batch
Step 00050500 L_out=0.282 Acc=0.95 ---255914.85 ms/batch
Step 00050550 L_out=0.415 Acc=0.95 ---282906.04 ms/batch
Step 00050600 L_out=0.482 Acc=0.92 ---309815.03 ms/batch
Step 00050650 L_out=1.656 Acc=0.88 ---336465.21 ms/batch
Round 4 | epoch=15, train costTime=359.23011541366577, | total_activation_sum=53884078
Round 4 | epoch=16, current m_iou=0.6885171568493704
Round 4 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=163.22406363487244
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.581 Acc=0.95 --- 4417.70 ms/batch
Step 00050750 L_out=0.576 Acc=0.95 ---30689.32 ms/batch
Step 00050800 L_out=0.377 Acc=0.93 ---57173.45 ms/batch
Step 00050850 L_out=0.531 Acc=0.88 ---84642.99 ms/batch
Step 00050900 L_out=0.684 Acc=0.94 ---111613.06 ms/batch
Step 00050950 L_out=0.837 Acc=0.87 ---138667.21 ms/batch
Step 00051000 L_out=0.438 Acc=0.85 ---165611.54 ms/batch
Step 00051050 L_out=0.869 Acc=0.89 ---192746.56 ms/batch
Step 00051100 L_out=0.574 Acc=0.95 ---219865.18 ms/batch
Step 00051150 L_out=0.673 Acc=0.92 ---247320.70 ms/batch
Step 00051200 L_out=0.946 Acc=0.93 ---274893.72 ms/batch
Step 00051250 L_out=0.332 Acc=0.93 ---301803.87 ms/batch
Step 00051300 L_out=0.421 Acc=0.95 ---328731.79 ms/batch
Step 00051350 L_out=0.909 Acc=0.88 ---355683.56 ms/batch
Round 4 | epoch=16, train costTime=360.5763099193573, | total_activation_sum=53964432
Round 4 | epoch=17, current m_iou=0.6860382034776884
Round 4 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=163.23767161369324
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.716 Acc=0.88 ---22934.02 ms/batch
Step 00051450 L_out=0.911 Acc=0.91 ---47961.78 ms/batch
Step 00051500 L_out=0.576 Acc=0.93 ---75293.32 ms/batch
Step 00051550 L_out=0.345 Acc=0.96 ---102093.62 ms/batch
Step 00051600 L_out=0.355 Acc=0.95 ---129284.75 ms/batch
Step 00051650 L_out=0.460 Acc=0.96 ---156334.22 ms/batch
Step 00051700 L_out=0.567 Acc=0.91 ---183182.06 ms/batch
Step 00051750 L_out=0.840 Acc=0.86 ---210144.79 ms/batch
Step 00051800 L_out=0.646 Acc=0.93 ---237586.50 ms/batch
Step 00051850 L_out=0.376 Acc=0.96 ---265428.08 ms/batch
Step 00051900 L_out=0.778 Acc=0.90 ---292651.01 ms/batch
Step 00051950 L_out=0.771 Acc=0.95 ---320298.35 ms/batch
Step 00052000 L_out=0.637 Acc=0.96 ---347822.56 ms/batch
Round 4 | epoch=17, train costTime=362.0345401763916, | total_activation_sum=53771862
Round 4 | epoch=18, current m_iou=0.6860845668860799
Round 4 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=162.58179879188538
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.413 Acc=0.98 ---13598.19 ms/batch
Step 00052100 L_out=0.547 Acc=0.90 ---39004.06 ms/batch
Step 00052150 L_out=0.563 Acc=0.94 ---66105.75 ms/batch
Step 00052200 L_out=0.819 Acc=0.94 ---93310.69 ms/batch
Step 00052250 L_out=0.237 Acc=0.97 ---120154.98 ms/batch
Step 00052300 L_out=0.284 Acc=0.92 ---147177.39 ms/batch
Step 00052350 L_out=0.253 Acc=0.96 ---173922.67 ms/batch
Step 00052400 L_out=0.906 Acc=0.92 ---200918.67 ms/batch
Step 00052450 L_out=0.266 Acc=0.94 ---228600.28 ms/batch
Step 00052500 L_out=0.444 Acc=0.93 ---255520.91 ms/batch
Step 00052550 L_out=0.390 Acc=0.90 ---282454.02 ms/batch
Step 00052600 L_out=0.487 Acc=0.92 ---309610.11 ms/batch
Step 00052650 L_out=2.119 Acc=0.87 ---336715.03 ms/batch
Round 4 | epoch=18, train costTime=359.830441236496, | total_activation_sum=53842086
Round 4 | epoch=19, current m_iou=0.6828649809252278
Round 4 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=139.00485491752625
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.582 Acc=0.94 --- 3908.11 ms/batch
Step 00052750 L_out=0.194 Acc=0.97 ---30232.67 ms/batch
Step 00052800 L_out=0.241 Acc=0.98 ---56364.68 ms/batch
Step 00052850 L_out=0.561 Acc=0.96 ---83420.41 ms/batch
Step 00052900 L_out=0.352 Acc=0.96 ---110572.02 ms/batch
Step 00052950 L_out=0.488 Acc=0.92 ---137619.23 ms/batch
Step 00053000 L_out=0.147 Acc=0.98 ---164909.90 ms/batch
Step 00053050 L_out=0.436 Acc=0.92 ---191878.44 ms/batch
Step 00053100 L_out=0.942 Acc=0.93 ---218973.01 ms/batch
Step 00053150 L_out=0.622 Acc=0.94 ---245871.19 ms/batch
Step 00053200 L_out=0.624 Acc=0.95 ---272956.23 ms/batch
Step 00053250 L_out=0.410 Acc=0.98 ---300046.34 ms/batch
Step 00053300 L_out=0.240 Acc=0.97 ---327115.72 ms/batch
Step 00053350 L_out=0.213 Acc=0.98 ---354113.37 ms/batch
Round 4 | epoch=19, train costTime=359.2920367717743, | total_activation_sum=54028460
Round 4 | epoch=20, current m_iou=0.6883431399557213
Round 4 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=160.6183168888092
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.969 Acc=0.95 ---21957.62 ms/batch
Step 00053450 L_out=0.252 Acc=0.95 ---47163.13 ms/batch
Step 00053500 L_out=0.322 Acc=0.94 ---74076.74 ms/batch
Step 00053550 L_out=0.649 Acc=0.95 ---100897.17 ms/batch
Step 00053600 L_out=0.352 Acc=0.95 ---127751.37 ms/batch
Step 00053650 L_out=0.492 Acc=0.93 ---154699.77 ms/batch
Step 00053700 L_out=0.339 Acc=0.97 ---181569.69 ms/batch
Step 00053750 L_out=0.422 Acc=0.94 ---208334.59 ms/batch
Step 00053800 L_out=0.761 Acc=0.88 ---235415.60 ms/batch
Step 00053850 L_out=0.450 Acc=0.94 ---262304.92 ms/batch
Step 00053900 L_out=0.869 Acc=0.89 ---288825.67 ms/batch
Step 00053950 L_out=0.448 Acc=0.96 ---315034.66 ms/batch
Step 00054000 L_out=0.653 Acc=0.90 ---341336.76 ms/batch
Round 4 | epoch=20, train costTime=355.4785273075104, | total_activation_sum=53968731
Round 4 | epoch=21, current m_iou=0.684101845270797
Round 4 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=130.50462245941162
Round 4 | ****EPOCH 21****
Step 00054050 L_out=0.434 Acc=0.90 ---12522.92 ms/batch
Step 00054100 L_out=0.537 Acc=0.96 ---37232.27 ms/batch
Step 00054150 L_out=0.314 Acc=0.96 ---63555.34 ms/batch
Step 00054200 L_out=1.289 Acc=0.87 ---89747.39 ms/batch
Step 00054250 L_out=0.826 Acc=0.87 ---117068.85 ms/batch
Step 00054300 L_out=0.592 Acc=0.94 ---143841.62 ms/batch
Step 00054350 L_out=0.469 Acc=0.92 ---170238.00 ms/batch
Step 00054400 L_out=0.301 Acc=0.94 ---196639.60 ms/batch
Step 00054450 L_out=0.452 Acc=0.94 ---224359.95 ms/batch
Step 00054500 L_out=0.581 Acc=0.94 ---251057.41 ms/batch
Step 00054550 L_out=0.405 Acc=0.94 ---277573.22 ms/batch
Step 00054600 L_out=0.315 Acc=0.95 ---303998.29 ms/batch
Step 00054650 L_out=0.526 Acc=0.86 ---331049.57 ms/batch
Round 4 | epoch=21, train costTime=354.9400577545166, | total_activation_sum=53856456
Round 4 | epoch=22, current m_iou=0.6801106705068488
Round 4 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=154.2344470024109
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.452 Acc=0.88 --- 3299.29 ms/batch
Step 00054750 L_out=0.283 Acc=0.97 ---28814.71 ms/batch
Step 00054800 L_out=0.631 Acc=0.94 ---54828.82 ms/batch
Step 00054850 L_out=0.294 Acc=0.97 ---80818.32 ms/batch
Step 00054900 L_out=0.451 Acc=0.98 ---106806.00 ms/batch
Step 00054950 L_out=0.364 Acc=0.91 ---134097.11 ms/batch
Step 00055000 L_out=0.667 Acc=0.97 ---160565.69 ms/batch
Step 00055050 L_out=0.316 Acc=0.97 ---186562.00 ms/batch
Step 00055100 L_out=0.791 Acc=0.92 ---213626.77 ms/batch
Step 00055150 L_out=0.654 Acc=0.96 ---240581.74 ms/batch
Step 00055200 L_out=0.589 Acc=0.92 ---266706.71 ms/batch
Step 00055250 L_out=0.779 Acc=0.95 ---292602.78 ms/batch
Step 00055300 L_out=0.246 Acc=0.97 ---320817.70 ms/batch
Step 00055350 L_out=0.429 Acc=0.94 ---347078.87 ms/batch
Round 4 | epoch=22, train costTime=352.952246427536, | total_activation_sum=53782638
Round 4 | epoch=23, current m_iou=0.6838266111500124
Round 4 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=152.78849458694458
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.656 Acc=0.96 ---21101.07 ms/batch
Step 00055450 L_out=0.296 Acc=0.97 ---44832.37 ms/batch
Step 00055500 L_out=0.497 Acc=0.91 ---71210.07 ms/batch
Step 00055550 L_out=0.490 Acc=0.97 ---97002.77 ms/batch
Step 00055600 L_out=0.297 Acc=0.94 ---124640.54 ms/batch
Step 00055650 L_out=0.140 Acc=0.95 ---152956.19 ms/batch
Step 00055700 L_out=0.567 Acc=0.93 ---180097.22 ms/batch
Step 00055750 L_out=0.576 Acc=0.91 ---206709.18 ms/batch
Step 00055800 L_out=0.551 Acc=0.96 ---233190.20 ms/batch
Step 00055850 L_out=0.159 Acc=0.98 ---259223.80 ms/batch
Step 00055900 L_out=0.309 Acc=0.97 ---285581.99 ms/batch
Step 00055950 L_out=0.186 Acc=0.98 ---312080.08 ms/batch
Step 00056000 L_out=0.506 Acc=0.92 ---339296.76 ms/batch
Round 4 | epoch=23, train costTime=354.2442398071289, | total_activation_sum=53954261
Round 4 | epoch=24, current m_iou=0.6816181127872744
Round 4 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=131.495356798172
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.456 Acc=0.92 ---11735.94 ms/batch
Step 00056100 L_out=0.609 Acc=0.94 ---36107.86 ms/batch
Step 00056150 L_out=0.475 Acc=0.91 ---63090.25 ms/batch
Step 00056200 L_out=0.561 Acc=0.97 ---89101.38 ms/batch
Step 00056250 L_out=0.728 Acc=0.94 ---116048.00 ms/batch
Step 00056300 L_out=0.348 Acc=0.94 ---142123.52 ms/batch
Step 00056350 L_out=0.524 Acc=0.95 ---168252.18 ms/batch
Step 00056400 L_out=0.283 Acc=0.96 ---194367.63 ms/batch
Step 00056450 L_out=0.326 Acc=0.93 ---221389.76 ms/batch
Step 00056500 L_out=0.400 Acc=0.95 ---248005.24 ms/batch
Step 00056550 L_out=0.299 Acc=0.93 ---274589.03 ms/batch
Step 00056600 L_out=0.393 Acc=0.95 ---302685.91 ms/batch
Step 00056650 L_out=0.900 Acc=0.89 ---328907.99 ms/batch
Round 4 | epoch=24, train costTime=352.8384585380554, | total_activation_sum=53928811
Round 4 | epoch=25, current m_iou=0.6834152609949969
Round 4 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=134.8680260181427
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.283 Acc=0.95 --- 2746.05 ms/batch
Step 00056750 L_out=0.594 Acc=0.94 ---28813.03 ms/batch
Step 00056800 L_out=0.350 Acc=0.94 ---53935.49 ms/batch
Step 00056850 L_out=0.446 Acc=0.91 ---80864.14 ms/batch
Step 00056900 L_out=0.368 Acc=0.96 ---107422.99 ms/batch
Step 00056950 L_out=0.406 Acc=0.96 ---134334.35 ms/batch
Step 00057000 L_out=0.179 Acc=0.95 ---160602.33 ms/batch
Step 00057050 L_out=0.421 Acc=0.97 ---188235.19 ms/batch
Step 00057100 L_out=0.976 Acc=0.90 ---214240.08 ms/batch
Step 00057150 L_out=0.631 Acc=0.93 ---240071.14 ms/batch
Step 00057200 L_out=0.319 Acc=0.91 ---266176.75 ms/batch
Step 00057250 L_out=0.349 Acc=0.97 ---292536.84 ms/batch
Step 00057300 L_out=0.444 Acc=0.93 ---318615.47 ms/batch
Step 00057350 L_out=0.366 Acc=0.92 ---346247.75 ms/batch
Round 4 | epoch=25, train costTime=352.53068232536316, | total_activation_sum=54050308
Round 4 | epoch=26, current m_iou=0.68394199570904
Round 4 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=131.4930922985077
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.288 Acc=0.96 ---20436.98 ms/batch
Step 00057450 L_out=1.044 Acc=0.87 ---44978.81 ms/batch
Step 00057500 L_out=0.526 Acc=0.97 ---71117.59 ms/batch
Step 00057550 L_out=0.268 Acc=0.97 ---97115.19 ms/batch
Step 00057600 L_out=0.259 Acc=0.92 ---123447.13 ms/batch
Step 00057650 L_out=0.295 Acc=0.93 ---150145.22 ms/batch
Step 00057700 L_out=0.197 Acc=0.96 ---176045.87 ms/batch
Step 00057750 L_out=0.501 Acc=0.93 ---202548.78 ms/batch
Step 00057800 L_out=0.553 Acc=0.94 ---229054.20 ms/batch
Step 00057850 L_out=0.197 Acc=0.95 ---256208.30 ms/batch
Step 00057900 L_out=0.421 Acc=0.96 ---282523.40 ms/batch
Step 00057950 L_out=0.773 Acc=0.93 ---309280.99 ms/batch
Step 00058000 L_out=0.403 Acc=0.87 ---335984.45 ms/batch
Round 4 | epoch=26, train costTime=351.35224437713623, | total_activation_sum=53989354
Round 4 | epoch=27, current m_iou=0.6826005163567034
Round 4 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=153.8263328075409
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.301 Acc=0.96 ---11297.48 ms/batch
Step 00058100 L_out=0.205 Acc=0.97 ---36322.04 ms/batch
Step 00058150 L_out=0.412 Acc=0.93 ---61749.14 ms/batch
Step 00058200 L_out=0.429 Acc=0.97 ---89725.79 ms/batch
Step 00058250 L_out=0.616 Acc=0.92 ---116045.52 ms/batch
Step 00058300 L_out=0.344 Acc=0.93 ---142392.91 ms/batch
Step 00058350 L_out=0.333 Acc=0.94 ---168923.79 ms/batch
Step 00058400 L_out=0.544 Acc=0.92 ---195308.00 ms/batch
Step 00058450 L_out=0.550 Acc=0.97 ---221516.44 ms/batch
Step 00058500 L_out=0.739 Acc=0.95 ---248123.39 ms/batch
Step 00058550 L_out=0.361 Acc=0.92 ---275544.35 ms/batch
Step 00058600 L_out=0.437 Acc=0.96 ---301429.32 ms/batch
Step 00058650 L_out=0.290 Acc=0.94 ---327546.06 ms/batch
Round 4 | epoch=27, train costTime=351.66342306137085, | total_activation_sum=53519130
Round 4 | epoch=28, current m_iou=0.6911102237573853
Round 4 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=130.97447419166565
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.326 Acc=0.92 --- 2047.09 ms/batch
Step 00058750 L_out=0.437 Acc=0.96 ---28526.47 ms/batch
Step 00058800 L_out=0.466 Acc=0.96 ---53330.45 ms/batch
Step 00058850 L_out=0.154 Acc=0.96 ---79958.58 ms/batch
Step 00058900 L_out=0.252 Acc=0.94 ---107840.19 ms/batch
Step 00058950 L_out=0.289 Acc=0.95 ---135717.19 ms/batch
Step 00059000 L_out=0.059 Acc=0.98 ---162296.88 ms/batch
Step 00059050 L_out=0.476 Acc=0.96 ---188356.02 ms/batch
Step 00059100 L_out=0.530 Acc=0.93 ---214408.36 ms/batch
Step 00059150 L_out=0.571 Acc=0.89 ---240518.35 ms/batch
Step 00059200 L_out=0.414 Acc=0.95 ---266826.35 ms/batch
Step 00059250 L_out=0.759 Acc=0.93 ---293149.00 ms/batch
Step 00059300 L_out=0.230 Acc=0.95 ---318976.48 ms/batch
Step 00059350 L_out=0.676 Acc=0.92 ---345538.05 ms/batch
Round 4 | epoch=28, train costTime=352.2652406692505, | total_activation_sum=53859275
Round 4 | epoch=29, current m_iou=0.6854856576574907
Round 4 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=153.54192423820496
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.629 Acc=0.96 ---20160.34 ms/batch
Step 00059450 L_out=0.277 Acc=0.95 ---44924.83 ms/batch
Step 00059500 L_out=0.140 Acc=0.96 ---72336.61 ms/batch
Step 00059550 L_out=0.536 Acc=0.89 ---100312.95 ms/batch
Step 00059600 L_out=0.351 Acc=0.94 ---126865.64 ms/batch
Step 00059650 L_out=0.398 Acc=0.93 ---153009.75 ms/batch
Step 00059700 L_out=0.599 Acc=0.95 ---179356.41 ms/batch
Step 00059750 L_out=0.211 Acc=0.92 ---205768.29 ms/batch
Step 00059800 L_out=0.394 Acc=0.98 ---232132.82 ms/batch
Step 00059850 L_out=0.274 Acc=0.96 ---258422.88 ms/batch
Step 00059900 L_out=0.250 Acc=0.96 ---285604.64 ms/batch
Step 00059950 L_out=0.673 Acc=0.94 ---311574.21 ms/batch
Step 00060000 L_out=0.312 Acc=0.96 ---337802.11 ms/batch
Round 4 | epoch=29, train costTime=353.3548119068146, | total_activation_sum=53928366
Round 4 | epoch=30, current m_iou=0.6855759752354107
Round 4 | Best m_IoU is: 0.692, OA is: 0.920 | val costTime=152.61735677719116
Round 4 | ****EPOCH 30****
