Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.539 Acc=0.14 ---37488.93 ms/batch
Step 00000100 L_out=0.025 Acc=0.57 ---72243.13 ms/batch
Step 00000150 L_out=0.037 Acc=0.40 ---106176.89 ms/batch
Step 00000200 L_out=0.022 Acc=0.57 ---139092.97 ms/batch
Step 00000250 L_out=0.089 Acc=0.35 ---171985.15 ms/batch
Step 00000300 L_out=0.022 Acc=0.57 ---207697.00 ms/batch
Step 00000350 L_out=0.050 Acc=0.35 ---243681.76 ms/batch
Step 00000400 L_out=0.052 Acc=0.64 ---279373.30 ms/batch
Step 00000450 L_out=0.022 Acc=0.77 ---315299.76 ms/batch
Step 00000500 L_out=0.037 Acc=0.64 ---350816.21 ms/batch
Step 00000550 L_out=0.047 Acc=0.56 ---385796.85 ms/batch
Step 00000600 L_out=0.023 Acc=0.48 ---419921.36 ms/batch
Step 00000650 L_out=0.042 Acc=0.70 ---454145.17 ms/batch
Round 2 | epoch=0, train costTime=465.8325662612915, | total_activation_sum=1668574
Round 2 | epoch=1, current m_iou=0.35275019144643394
Round 2 | Best m_IoU is: 0.353, OA is: 0.524 | val costTime=90.1613438129425
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.051 Acc=0.59 ---22768.17 ms/batch
Step 00000750 L_out=0.037 Acc=0.46 ---52750.60 ms/batch
Step 00000800 L_out=0.054 Acc=0.75 ---86054.28 ms/batch
Step 00000850 L_out=0.054 Acc=0.57 ---119283.76 ms/batch
Step 00000900 L_out=0.051 Acc=0.60 ---150462.67 ms/batch
Step 00000950 L_out=0.054 Acc=0.62 ---182724.48 ms/batch
Step 00001000 L_out=0.048 Acc=0.59 ---214318.86 ms/batch
Step 00001050 L_out=0.060 Acc=0.61 ---246895.71 ms/batch
Step 00001100 L_out=0.084 Acc=0.53 ---278720.38 ms/batch
Step 00001150 L_out=0.077 Acc=0.68 ---311479.27 ms/batch
Step 00001200 L_out=0.258 Acc=0.60 ---343578.22 ms/batch
Step 00001250 L_out=0.053 Acc=0.57 ---375479.58 ms/batch
Step 00001300 L_out=0.099 Acc=0.76 ---407640.17 ms/batch
Round 2 | epoch=1, train costTime=429.90198731422424, | total_activation_sum=1589442
Round 2 | epoch=2, current m_iou=0.5069287410984796
Round 2 | Best m_IoU is: 0.507, OA is: 0.720 | val costTime=85.44644975662231
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.067 Acc=0.50 ---10394.09 ms/batch
Step 00001400 L_out=0.018 Acc=0.47 ---44355.90 ms/batch
Step 00001450 L_out=0.038 Acc=0.55 ---78620.38 ms/batch
Step 00001500 L_out=0.049 Acc=0.70 ---112437.91 ms/batch
Step 00001550 L_out=0.037 Acc=0.79 ---145767.07 ms/batch
Step 00001600 L_out=0.035 Acc=0.65 ---179967.32 ms/batch
Step 00001650 L_out=0.007 Acc=0.52 ---213211.30 ms/batch
Step 00001700 L_out=0.264 Acc=0.64 ---246277.73 ms/batch
Step 00001750 L_out=0.021 Acc=0.28 ---277166.38 ms/batch
Step 00001800 L_out=0.039 Acc=0.71 ---308880.66 ms/batch
Step 00001850 L_out=0.176 Acc=0.51 ---342635.38 ms/batch
Step 00001900 L_out=0.028 Acc=0.71 ---375125.76 ms/batch
Step 00001950 L_out=0.029 Acc=0.44 ---407361.94 ms/batch
Step 00002000 L_out=0.180 Acc=0.65 ---439981.83 ms/batch
Round 2 | epoch=2, train costTime=440.490177154541, | total_activation_sum=1622972
Round 2 | epoch=3, current m_iou=0.5776544340793011
Round 2 | Best m_IoU is: 0.578, OA is: 0.752 | val costTime=74.80631518363953
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.052 Acc=0.61 ---31833.78 ms/batch
Step 00002100 L_out=0.035 Acc=0.58 ---63153.35 ms/batch
Step 00002150 L_out=0.036 Acc=0.47 ---95941.66 ms/batch
Step 00002200 L_out=0.017 Acc=0.65 ---129957.54 ms/batch
Step 00002250 L_out=0.026 Acc=0.56 ---164329.33 ms/batch
Step 00002300 L_out=0.028 Acc=0.60 ---198964.69 ms/batch
Step 00002350 L_out=0.081 Acc=0.61 ---232829.67 ms/batch
Step 00002400 L_out=0.017 Acc=0.53 ---265874.77 ms/batch
Step 00002450 L_out=0.008 Acc=0.57 ---298794.58 ms/batch
Step 00002500 L_out=0.016 Acc=0.68 ---332119.29 ms/batch
Step 00002550 L_out=0.049 Acc=0.62 ---364589.81 ms/batch
Step 00002600 L_out=0.021 Acc=0.70 ---396413.21 ms/batch
Step 00002650 L_out=0.072 Acc=0.41 ---429568.57 ms/batch
Round 2 | epoch=3, train costTime=441.69812393188477, | total_activation_sum=1596323
Round 2 | epoch=4, current m_iou=0.3599428561247512
Round 2 | Best m_IoU is: 0.578, OA is: 0.752 | val costTime=82.3676700592041
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.092 Acc=0.48 ---20885.22 ms/batch
Step 00002750 L_out=0.164 Acc=0.56 ---54419.65 ms/batch
Step 00002800 L_out=0.020 Acc=0.73 ---87008.16 ms/batch
Step 00002850 L_out=0.152 Acc=0.77 ---119667.99 ms/batch
Step 00002900 L_out=0.030 Acc=0.58 ---152557.54 ms/batch
Step 00002950 L_out=0.068 Acc=0.60 ---184872.45 ms/batch
Step 00003000 L_out=0.017 Acc=0.64 ---218788.17 ms/batch
Step 00003050 L_out=0.116 Acc=0.73 ---253214.65 ms/batch
Step 00003100 L_out=0.022 Acc=0.28 ---286794.08 ms/batch
Step 00003150 L_out=0.028 Acc=0.61 ---320932.65 ms/batch
Step 00003200 L_out=0.064 Acc=0.37 ---353775.07 ms/batch
Step 00003250 L_out=0.012 Acc=0.57 ---387036.55 ms/batch
Step 00003300 L_out=0.082 Acc=0.73 ---420141.06 ms/batch
Round 2 | epoch=4, train costTime=442.4898433685303, | total_activation_sum=1606008
Round 2 | epoch=5, current m_iou=0.45786771986707775
Round 2 | Best m_IoU is: 0.578, OA is: 0.752 | val costTime=96.1491060256958
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.128 Acc=0.65 ---10646.28 ms/batch
Step 00003400 L_out=0.063 Acc=0.62 ---45681.42 ms/batch
Step 00003450 L_out=0.018 Acc=0.53 ---80665.85 ms/batch
Step 00003500 L_out=0.016 Acc=0.73 ---115030.45 ms/batch
Step 00003550 L_out=0.005 Acc=0.70 ---146991.75 ms/batch
Step 00003600 L_out=0.042 Acc=0.73 ---177482.07 ms/batch
Step 00003650 L_out=0.027 Acc=0.56 ---211177.35 ms/batch
Step 00003700 L_out=0.068 Acc=0.69 ---244821.69 ms/batch
Step 00003750 L_out=0.032 Acc=0.66 ---277602.79 ms/batch
Step 00003800 L_out=0.017 Acc=0.74 ---310702.47 ms/batch
Step 00003850 L_out=0.067 Acc=0.58 ---344717.47 ms/batch
Step 00003900 L_out=0.024 Acc=0.78 ---378501.31 ms/batch
Step 00003950 L_out=0.039 Acc=0.88 ---412449.55 ms/batch
Step 00004000 L_out=0.020 Acc=0.58 ---446225.60 ms/batch
Round 2 | epoch=5, train costTime=447.60092186927795, | total_activation_sum=1605081
Round 2 | epoch=6, current m_iou=0.5954609155535094
Round 2 | Best m_IoU is: 0.595, OA is: 0.780 | val costTime=91.2281391620636
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.006 Acc=0.79 ---32917.43 ms/batch
Step 00004100 L_out=0.061 Acc=0.69 ---66464.35 ms/batch
Step 00004150 L_out=0.015 Acc=0.78 ---101177.45 ms/batch
Step 00004200 L_out=0.130 Acc=0.78 ---135930.40 ms/batch
Step 00004250 L_out=0.013 Acc=0.71 ---169170.65 ms/batch
Step 00004300 L_out=0.038 Acc=0.48 ---202713.69 ms/batch
Step 00004350 L_out=0.028 Acc=0.62 ---236253.56 ms/batch
Step 00004400 L_out=0.024 Acc=0.81 ---269834.13 ms/batch
Step 00004450 L_out=0.095 Acc=0.61 ---304085.80 ms/batch
Step 00004500 L_out=0.029 Acc=0.67 ---336733.80 ms/batch
Step 00004550 L_out=0.067 Acc=0.45 ---367035.73 ms/batch
Step 00004600 L_out=0.009 Acc=0.78 ---400446.75 ms/batch
Step 00004650 L_out=0.056 Acc=0.73 ---433487.59 ms/batch
Round 2 | epoch=6, train costTime=446.17399168014526, | total_activation_sum=1632647
Round 2 | epoch=7, current m_iou=0.674677715776318
Round 2 | Best m_IoU is: 0.675, OA is: 0.840 | val costTime=78.92841863632202
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.060 Acc=0.67 ---20755.34 ms/batch
Step 00004750 L_out=0.049 Acc=0.81 ---54856.33 ms/batch
Step 00004800 L_out=0.116 Acc=0.49 ---88024.43 ms/batch
Step 00004850 L_out=0.063 Acc=0.70 ---121303.67 ms/batch
Step 00004900 L_out=0.126 Acc=0.66 ---155243.80 ms/batch
Step 00004950 L_out=0.007 Acc=0.80 ---189642.75 ms/batch
Step 00005000 L_out=0.057 Acc=0.81 ---222658.38 ms/batch
Step 00005050 L_out=0.117 Acc=0.78 ---256536.77 ms/batch
Step 00005100 L_out=0.022 Acc=0.68 ---287903.68 ms/batch
Step 00005150 L_out=0.098 Acc=0.83 ---322264.69 ms/batch
Step 00005200 L_out=0.144 Acc=0.84 ---355183.55 ms/batch
Step 00005250 L_out=0.052 Acc=0.69 ---388888.34 ms/batch
Step 00005300 L_out=0.176 Acc=0.70 ---421846.01 ms/batch
Round 2 | epoch=7, train costTime=446.1475214958191, | total_activation_sum=1549708
Round 2 | epoch=8, current m_iou=0.6763972884330232
Round 2 | Best m_IoU is: 0.676, OA is: 0.841 | val costTime=83.25269627571106
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.012 Acc=0.66 --- 9511.91 ms/batch
Step 00005400 L_out=0.026 Acc=0.83 ---39580.10 ms/batch
Step 00005450 L_out=0.024 Acc=0.57 ---72017.17 ms/batch
Step 00005500 L_out=0.007 Acc=0.79 ---104993.14 ms/batch
Step 00005550 L_out=0.044 Acc=0.64 ---136867.14 ms/batch
Step 00005600 L_out=0.020 Acc=0.79 ---170727.15 ms/batch
Step 00005650 L_out=0.038 Acc=0.74 ---204259.31 ms/batch
Step 00005700 L_out=0.008 Acc=0.73 ---237947.11 ms/batch
Step 00005750 L_out=0.028 Acc=0.66 ---271072.69 ms/batch
Step 00005800 L_out=0.004 Acc=0.67 ---303272.58 ms/batch
Step 00005850 L_out=0.030 Acc=0.79 ---336413.38 ms/batch
Step 00005900 L_out=0.019 Acc=0.83 ---368817.46 ms/batch
Step 00005950 L_out=0.039 Acc=0.54 ---402647.35 ms/batch
Step 00006000 L_out=0.029 Acc=0.78 ---435514.19 ms/batch
Round 2 | epoch=8, train costTime=437.6328718662262, | total_activation_sum=1617299
Round 2 | epoch=9, current m_iou=0.6348200608371812
Round 2 | Best m_IoU is: 0.676, OA is: 0.841 | val costTime=95.12406468391418
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.032 Acc=0.75 ---31397.85 ms/batch
Step 00006100 L_out=0.060 Acc=0.67 ---64468.40 ms/batch
Step 00006150 L_out=0.011 Acc=0.82 ---99165.82 ms/batch
Step 00006200 L_out=0.028 Acc=0.78 ---132438.40 ms/batch
Step 00006250 L_out=0.133 Acc=0.58 ---164921.35 ms/batch
Step 00006300 L_out=0.019 Acc=0.78 ---199081.34 ms/batch
Step 00006350 L_out=0.042 Acc=0.72 ---233293.75 ms/batch
Step 00006400 L_out=0.085 Acc=0.75 ---262165.99 ms/batch
Step 00006450 L_out=0.024 Acc=0.85 ---294725.97 ms/batch
Step 00006500 L_out=0.031 Acc=0.85 ---326982.94 ms/batch
Step 00006550 L_out=0.038 Acc=0.58 ---358916.66 ms/batch
Step 00006600 L_out=0.057 Acc=0.56 ---393209.22 ms/batch
Step 00006650 L_out=0.013 Acc=0.77 ---426865.49 ms/batch
Round 2 | epoch=9, train costTime=440.3491928577423, | total_activation_sum=1569143
Round 2 | epoch=10, current m_iou=0.6812598247052826
Round 2 | Best m_IoU is: 0.681, OA is: 0.843 | val costTime=78.28418350219727
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.035 Acc=0.54 ---20976.10 ms/batch
Step 00006750 L_out=0.052 Acc=0.46 ---54203.79 ms/batch
Step 00006800 L_out=0.030 Acc=0.75 ---88300.74 ms/batch
Step 00006850 L_out=0.147 Acc=0.62 ---121491.46 ms/batch
Step 00006900 L_out=0.086 Acc=0.70 ---154728.27 ms/batch
Step 00006950 L_out=0.022 Acc=0.71 ---189259.99 ms/batch
Step 00007000 L_out=0.066 Acc=0.73 ---222986.77 ms/batch
Step 00007050 L_out=0.011 Acc=0.79 ---256512.42 ms/batch
Step 00007100 L_out=0.068 Acc=0.89 ---289457.26 ms/batch
Step 00007150 L_out=0.107 Acc=0.88 ---320923.76 ms/batch
Step 00007200 L_out=0.013 Acc=0.70 ---354997.48 ms/batch
Step 00007250 L_out=0.043 Acc=0.81 ---389188.70 ms/batch
Step 00007300 L_out=0.011 Acc=0.61 ---423112.61 ms/batch
Round 2 | epoch=10, train costTime=447.7439823150635, | total_activation_sum=1635317
Round 2 | epoch=11, current m_iou=0.6704012736545284
Round 2 | Best m_IoU is: 0.681, OA is: 0.843 | val costTime=83.81146192550659
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.108 Acc=0.75 --- 8437.38 ms/batch
Step 00007400 L_out=0.011 Acc=0.83 ---42226.12 ms/batch
Step 00007450 L_out=0.072 Acc=0.76 ---76051.15 ms/batch
Step 00007500 L_out=0.062 Acc=0.76 ---110090.55 ms/batch
Step 00007550 L_out=0.008 Acc=0.90 ---143324.03 ms/batch
Step 00007600 L_out=0.192 Acc=0.84 ---176713.87 ms/batch
Step 00007650 L_out=0.065 Acc=0.63 ---209241.27 ms/batch
Step 00007700 L_out=0.008 Acc=0.83 ---242394.75 ms/batch
Step 00007750 L_out=0.004 Acc=0.83 ---275927.78 ms/batch
Step 00007800 L_out=0.007 Acc=0.44 ---308848.46 ms/batch
Step 00007850 L_out=0.025 Acc=0.68 ---342692.60 ms/batch
Step 00007900 L_out=0.021 Acc=0.87 ---375137.85 ms/batch
Step 00007950 L_out=0.053 Acc=0.74 ---407279.74 ms/batch
Step 00008000 L_out=0.018 Acc=0.77 ---439898.12 ms/batch
Round 2 | epoch=11, train costTime=442.25878286361694, | total_activation_sum=1604942
Round 2 | epoch=12, current m_iou=0.6757661533891697
Round 2 | Best m_IoU is: 0.681, OA is: 0.843 | val costTime=89.27422142028809
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.018 Acc=0.83 ---31501.13 ms/batch
Step 00008100 L_out=0.114 Acc=0.82 ---66032.56 ms/batch
Step 00008150 L_out=0.011 Acc=0.75 ---99378.00 ms/batch
Step 00008200 L_out=0.044 Acc=0.69 ---129668.27 ms/batch
Step 00008250 L_out=0.045 Acc=0.74 ---161957.90 ms/batch
Step 00008300 L_out=0.010 Acc=0.88 ---197729.90 ms/batch
Step 00008350 L_out=0.014 Acc=0.63 ---233005.76 ms/batch
Step 00008400 L_out=0.034 Acc=0.72 ---267355.33 ms/batch
Step 00008450 L_out=0.040 Acc=0.86 ---300744.53 ms/batch
Step 00008500 L_out=0.080 Acc=0.75 ---334417.98 ms/batch
Step 00008550 L_out=0.097 Acc=0.80 ---368438.12 ms/batch
Step 00008600 L_out=0.002 Acc=0.75 ---400979.90 ms/batch
Step 00008650 L_out=0.027 Acc=0.79 ---434416.32 ms/batch
Round 2 | epoch=12, train costTime=448.429812669754, | total_activation_sum=1596230
Round 2 | epoch=13, current m_iou=0.6840714920849278
Round 2 | Best m_IoU is: 0.684, OA is: 0.843 | val costTime=82.50650548934937
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.060 Acc=0.72 ---18941.13 ms/batch
Step 00008750 L_out=0.065 Acc=0.66 ---51125.79 ms/batch
Step 00008800 L_out=0.004 Acc=0.74 ---84662.14 ms/batch
Step 00008850 L_out=0.020 Acc=0.88 ---116342.05 ms/batch
Step 00008900 L_out=0.004 Acc=0.71 ---148721.80 ms/batch
Step 00008950 L_out=0.017 Acc=0.77 ---182363.84 ms/batch
Step 00009000 L_out=0.005 Acc=0.84 ---215532.58 ms/batch
Step 00009050 L_out=0.061 Acc=0.74 ---248743.73 ms/batch
Step 00009100 L_out=0.062 Acc=0.88 ---282186.04 ms/batch
Step 00009150 L_out=0.033 Acc=0.72 ---314893.99 ms/batch
Step 00009200 L_out=0.007 Acc=0.73 ---343801.48 ms/batch
Step 00009250 L_out=0.024 Acc=0.65 ---375950.79 ms/batch
Step 00009300 L_out=0.007 Acc=0.77 ---410420.43 ms/batch
Round 2 | epoch=13, train costTime=435.7686700820923, | total_activation_sum=1575263
Round 2 | epoch=14, current m_iou=0.6988005850429473
Round 2 | Best m_IoU is: 0.699, OA is: 0.855 | val costTime=77.68163394927979
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.015 Acc=0.68 --- 8392.07 ms/batch
Step 00009400 L_out=0.037 Acc=0.59 ---42369.67 ms/batch
Step 00009450 L_out=0.027 Acc=0.86 ---74961.04 ms/batch
Step 00009500 L_out=0.004 Acc=0.95 ---108138.27 ms/batch
Step 00009550 L_out=0.010 Acc=0.65 ---141453.20 ms/batch
Step 00009600 L_out=0.020 Acc=0.79 ---174613.09 ms/batch
Step 00009650 L_out=0.041 Acc=0.69 ---207990.21 ms/batch
Step 00009700 L_out=0.012 Acc=0.69 ---240284.79 ms/batch
Step 00009750 L_out=0.012 Acc=0.73 ---272045.23 ms/batch
Step 00009800 L_out=0.035 Acc=0.72 ---304613.12 ms/batch
Step 00009850 L_out=0.038 Acc=0.62 ---336762.15 ms/batch
Step 00009900 L_out=0.103 Acc=0.80 ---367962.51 ms/batch
Step 00009950 L_out=0.009 Acc=0.68 ---400467.66 ms/batch
Step 00010000 L_out=0.010 Acc=0.65 ---433121.55 ms/batch
Round 2 | epoch=14, train costTime=436.3366606235504, | total_activation_sum=1607186
Round 2 | epoch=15, current m_iou=0.6294274670302522
Round 2 | Best m_IoU is: 0.699, OA is: 0.855 | val costTime=88.98166561126709
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.024 Acc=0.75 ---29723.26 ms/batch
Step 00010100 L_out=0.023 Acc=0.72 ---61670.40 ms/batch
Step 00010150 L_out=0.025 Acc=0.65 ---94648.27 ms/batch
Step 00010200 L_out=0.043 Acc=0.60 ---128458.45 ms/batch
Step 00010250 L_out=0.006 Acc=0.71 ---161370.61 ms/batch
Step 00010300 L_out=0.029 Acc=0.63 ---194167.24 ms/batch
Step 00010350 L_out=0.024 Acc=0.82 ---227443.46 ms/batch
Step 00010400 L_out=0.075 Acc=0.83 ---260073.55 ms/batch
Step 00010450 L_out=0.016 Acc=0.77 ---292797.49 ms/batch
Step 00010500 L_out=0.053 Acc=0.79 ---325356.19 ms/batch
Step 00010550 L_out=0.003 Acc=0.84 ---358178.57 ms/batch
Step 00010600 L_out=0.013 Acc=0.74 ---390531.51 ms/batch
Step 00010650 L_out=0.027 Acc=0.85 ---423523.65 ms/batch
Round 2 | epoch=15, train costTime=437.42475056648254, | total_activation_sum=1638989
Round 2 | epoch=16, current m_iou=0.6548938563958014
Round 2 | Best m_IoU is: 0.699, OA is: 0.855 | val costTime=87.79344296455383
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.046 Acc=0.85 ---17707.16 ms/batch
Step 00010750 L_out=0.005 Acc=0.81 ---51550.59 ms/batch
Step 00010800 L_out=0.009 Acc=0.86 ---85784.08 ms/batch
Step 00010850 L_out=0.107 Acc=0.64 ---120247.00 ms/batch
Step 00010900 L_out=0.077 Acc=0.78 ---152930.16 ms/batch
Step 00010950 L_out=0.061 Acc=0.70 ---185996.01 ms/batch
Step 00011000 L_out=0.011 Acc=0.75 ---219761.66 ms/batch
Step 00011050 L_out=0.009 Acc=0.84 ---248590.62 ms/batch
Step 00011100 L_out=0.017 Acc=0.84 ---280019.25 ms/batch
Step 00011150 L_out=0.040 Acc=0.84 ---313066.32 ms/batch
Step 00011200 L_out=0.005 Acc=0.83 ---345110.23 ms/batch
Step 00011250 L_out=0.016 Acc=0.73 ---378303.23 ms/batch
Step 00011300 L_out=0.056 Acc=0.67 ---410760.19 ms/batch
Round 2 | epoch=16, train costTime=436.84215784072876, | total_activation_sum=1610553
Round 2 | epoch=17, current m_iou=0.6901248133523796
Round 2 | Best m_IoU is: 0.699, OA is: 0.855 | val costTime=88.34403872489929
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.040 Acc=0.78 --- 6766.66 ms/batch
Step 00011400 L_out=0.003 Acc=0.90 ---39048.12 ms/batch
Step 00011450 L_out=0.062 Acc=0.78 ---73206.44 ms/batch
Step 00011500 L_out=0.034 Acc=0.69 ---106523.88 ms/batch
Step 00011550 L_out=0.027 Acc=0.82 ---140083.39 ms/batch
Step 00011600 L_out=0.090 Acc=0.90 ---172801.09 ms/batch
Step 00011650 L_out=0.007 Acc=0.83 ---206896.65 ms/batch
Step 00011700 L_out=0.017 Acc=0.88 ---240378.84 ms/batch
Step 00011750 L_out=0.018 Acc=0.82 ---273040.22 ms/batch
Step 00011800 L_out=0.007 Acc=0.84 ---307195.45 ms/batch
Step 00011850 L_out=0.013 Acc=0.81 ---341924.84 ms/batch
Step 00011900 L_out=0.019 Acc=0.82 ---375346.77 ms/batch
Step 00011950 L_out=0.023 Acc=0.74 ---409281.84 ms/batch
Step 00012000 L_out=0.014 Acc=0.85 ---442434.97 ms/batch
Round 2 | epoch=17, train costTime=446.10722494125366, | total_activation_sum=1591178
Round 2 | epoch=18, current m_iou=0.7303619818554026
Round 2 | Best m_IoU is: 0.730, OA is: 0.878 | val costTime=80.20579528808594
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.024 Acc=0.81 ---30831.50 ms/batch
Step 00012100 L_out=0.047 Acc=0.83 ---65903.00 ms/batch
Step 00012150 L_out=0.024 Acc=0.78 ---101121.24 ms/batch
Step 00012200 L_out=0.033 Acc=0.87 ---134832.38 ms/batch
Step 00012250 L_out=0.004 Acc=0.70 ---167813.11 ms/batch
Step 00012300 L_out=0.012 Acc=0.82 ---201420.07 ms/batch
Step 00012350 L_out=0.005 Acc=0.83 ---233314.79 ms/batch
Step 00012400 L_out=0.008 Acc=0.83 ---267510.75 ms/batch
Step 00012450 L_out=0.043 Acc=0.71 ---301301.70 ms/batch
Step 00012500 L_out=0.025 Acc=0.77 ---334995.56 ms/batch
Step 00012550 L_out=0.010 Acc=0.49 ---368485.97 ms/batch
Step 00012600 L_out=0.008 Acc=0.82 ---401442.45 ms/batch
Step 00012650 L_out=0.009 Acc=0.87 ---434038.83 ms/batch
Round 2 | epoch=18, train costTime=449.15799283981323, | total_activation_sum=1630455
Round 2 | epoch=19, current m_iou=0.7438100972844679
Round 2 | Best m_IoU is: 0.744, OA is: 0.891 | val costTime=89.27738165855408
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.043 Acc=0.74 ---18402.42 ms/batch
Step 00012750 L_out=0.045 Acc=0.75 ---53662.13 ms/batch
Step 00012800 L_out=0.005 Acc=0.71 ---88418.73 ms/batch
Step 00012850 L_out=0.005 Acc=0.91 ---118352.43 ms/batch
Step 00012900 L_out=0.008 Acc=0.84 ---152043.59 ms/batch
Step 00012950 L_out=0.019 Acc=0.82 ---185557.75 ms/batch
Step 00013000 L_out=0.004 Acc=0.67 ---219477.18 ms/batch
Step 00013050 L_out=0.019 Acc=0.89 ---253288.37 ms/batch
Step 00013100 L_out=0.026 Acc=0.85 ---286569.35 ms/batch
Step 00013150 L_out=0.007 Acc=0.87 ---320585.84 ms/batch
Step 00013200 L_out=0.022 Acc=0.79 ---355084.28 ms/batch
Step 00013250 L_out=0.006 Acc=0.80 ---387790.06 ms/batch
Step 00013300 L_out=0.071 Acc=0.91 ---422312.48 ms/batch
Round 2 | epoch=19, train costTime=449.4793839454651, | total_activation_sum=1600762
Round 2 | epoch=20, current m_iou=0.7316146824507028
Round 2 | Best m_IoU is: 0.744, OA is: 0.891 | val costTime=89.52317142486572
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.051 Acc=0.75 --- 7154.01 ms/batch
Step 00013400 L_out=0.042 Acc=0.92 ---39996.50 ms/batch
Step 00013450 L_out=0.004 Acc=0.83 ---73426.87 ms/batch
Step 00013500 L_out=0.066 Acc=0.76 ---105971.13 ms/batch
Step 00013550 L_out=0.006 Acc=0.85 ---138538.26 ms/batch
Step 00013600 L_out=0.082 Acc=0.73 ---171975.27 ms/batch
Step 00013650 L_out=0.029 Acc=0.87 ---205380.89 ms/batch
Step 00013700 L_out=0.044 Acc=0.74 ---239088.44 ms/batch
Step 00013750 L_out=0.002 Acc=0.75 ---272779.01 ms/batch
Step 00013800 L_out=0.003 Acc=0.70 ---303614.32 ms/batch
Step 00013850 L_out=0.016 Acc=0.76 ---335007.74 ms/batch
Step 00013900 L_out=0.008 Acc=0.86 ---369962.05 ms/batch
Step 00013950 L_out=0.004 Acc=0.71 ---402729.91 ms/batch
Step 00014000 L_out=0.009 Acc=0.75 ---436274.66 ms/batch
Round 2 | epoch=20, train costTime=440.50805020332336, | total_activation_sum=1580533
Round 2 | epoch=21, current m_iou=0.7232351570149537
Round 2 | Best m_IoU is: 0.744, OA is: 0.891 | val costTime=76.06602740287781
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.010 Acc=0.78 ---26972.41 ms/batch
Step 00014100 L_out=0.080 Acc=0.79 ---59480.23 ms/batch
Step 00014150 L_out=0.011 Acc=0.79 ---90540.06 ms/batch
Step 00014200 L_out=0.019 Acc=0.85 ---123465.47 ms/batch
Step 00014250 L_out=0.032 Acc=0.86 ---154959.46 ms/batch
Step 00014300 L_out=0.003 Acc=0.82 ---187567.42 ms/batch
Step 00014350 L_out=0.030 Acc=0.84 ---221182.20 ms/batch
Step 00014400 L_out=0.025 Acc=0.59 ---254748.46 ms/batch
Step 00014450 L_out=0.009 Acc=0.88 ---289660.97 ms/batch
Step 00014500 L_out=0.003 Acc=0.77 ---322714.24 ms/batch
Step 00014550 L_out=0.014 Acc=0.88 ---355152.77 ms/batch
Step 00014600 L_out=0.006 Acc=0.88 ---389319.32 ms/batch
Step 00014650 L_out=0.016 Acc=0.79 ---424433.39 ms/batch
Round 2 | epoch=21, train costTime=440.42848539352417, | total_activation_sum=1633776
Round 2 | epoch=22, current m_iou=0.7316547230341996
Round 2 | Best m_IoU is: 0.744, OA is: 0.891 | val costTime=85.81413698196411
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.051 Acc=0.87 ---14656.24 ms/batch
Step 00014750 L_out=0.019 Acc=0.89 ---42551.90 ms/batch
Step 00014800 L_out=0.023 Acc=0.78 ---69549.39 ms/batch
Step 00014850 L_out=0.011 Acc=0.90 ---101115.77 ms/batch
Step 00014900 L_out=0.007 Acc=0.79 ---133180.02 ms/batch
Step 00014950 L_out=0.025 Acc=0.89 ---166065.29 ms/batch
Step 00015000 L_out=0.015 Acc=0.87 ---198697.47 ms/batch
Step 00015050 L_out=0.014 Acc=0.90 ---230899.97 ms/batch
Step 00015100 L_out=0.013 Acc=0.65 ---263056.92 ms/batch
Step 00015150 L_out=0.030 Acc=0.77 ---295025.41 ms/batch
Step 00015200 L_out=0.006 Acc=0.64 ---328439.28 ms/batch
Step 00015250 L_out=0.004 Acc=0.83 ---360724.94 ms/batch
Step 00015300 L_out=0.020 Acc=0.86 ---393568.49 ms/batch
Round 2 | epoch=22, train costTime=420.89546632766724, | total_activation_sum=1593894
Round 2 | epoch=23, current m_iou=0.7344457947757966
Round 2 | Best m_IoU is: 0.744, OA is: 0.891 | val costTime=101.4117066860199
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.049 Acc=0.75 --- 6140.73 ms/batch
Step 00015400 L_out=0.016 Acc=0.88 ---39436.27 ms/batch
Step 00015450 L_out=0.016 Acc=0.68 ---73597.91 ms/batch
Step 00015500 L_out=0.014 Acc=0.87 ---106050.90 ms/batch
Step 00015550 L_out=0.012 Acc=0.77 ---138682.47 ms/batch
Step 00015600 L_out=0.063 Acc=0.83 ---171346.04 ms/batch
Step 00015650 L_out=0.009 Acc=0.81 ---203694.13 ms/batch
Step 00015700 L_out=0.018 Acc=0.90 ---238614.42 ms/batch
Step 00015750 L_out=0.033 Acc=0.69 ---268584.03 ms/batch
Step 00015800 L_out=0.014 Acc=0.80 ---300227.24 ms/batch
Step 00015850 L_out=0.006 Acc=0.79 ---334681.37 ms/batch
Step 00015900 L_out=0.018 Acc=0.87 ---369012.79 ms/batch
Step 00015950 L_out=0.014 Acc=0.78 ---403802.11 ms/batch
Step 00016000 L_out=0.021 Acc=0.90 ---438403.67 ms/batch
Round 2 | epoch=23, train costTime=444.0291783809662, | total_activation_sum=1606714
Round 2 | epoch=24, current m_iou=0.7320957136971488
Round 2 | Best m_IoU is: 0.744, OA is: 0.891 | val costTime=85.82605648040771
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.006 Acc=0.92 ---28669.47 ms/batch
Step 00016100 L_out=0.027 Acc=0.73 ---62598.51 ms/batch
Step 00016150 L_out=0.065 Acc=0.81 ---95329.97 ms/batch
Step 00016200 L_out=0.059 Acc=0.64 ---127594.67 ms/batch
Step 00016250 L_out=0.011 Acc=0.78 ---159825.31 ms/batch
Step 00016300 L_out=0.007 Acc=0.58 ---192280.92 ms/batch
Step 00016350 L_out=0.026 Acc=0.87 ---225197.00 ms/batch
Step 00016400 L_out=0.005 Acc=0.88 ---257999.28 ms/batch
Step 00016450 L_out=0.012 Acc=0.86 ---292734.98 ms/batch
Step 00016500 L_out=0.001 Acc=0.66 ---326519.71 ms/batch
Step 00016550 L_out=0.041 Acc=0.75 ---360527.58 ms/batch
Step 00016600 L_out=0.015 Acc=0.75 ---394074.48 ms/batch
Step 00016650 L_out=0.058 Acc=0.63 ---427249.95 ms/batch
Round 2 | epoch=24, train costTime=441.7254316806793, | total_activation_sum=1616463
Round 2 | epoch=25, current m_iou=0.7268737832785224
Round 2 | Best m_IoU is: 0.744, OA is: 0.891 | val costTime=79.32705640792847
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.027 Acc=0.82 ---17103.89 ms/batch
Step 00016750 L_out=0.013 Acc=0.84 ---49999.51 ms/batch
Step 00016800 L_out=0.020 Acc=0.86 ---82666.41 ms/batch
Step 00016850 L_out=0.034 Acc=0.79 ---116072.27 ms/batch
Step 00016900 L_out=0.006 Acc=0.75 ---149872.76 ms/batch
Step 00016950 L_out=0.043 Acc=0.89 ---183223.23 ms/batch
Step 00017000 L_out=0.003 Acc=0.96 ---217271.17 ms/batch
Step 00017050 L_out=0.005 Acc=0.72 ---251247.97 ms/batch
Step 00017100 L_out=0.016 Acc=0.57 ---285053.20 ms/batch
Step 00017150 L_out=0.064 Acc=0.88 ---318656.86 ms/batch
Step 00017200 L_out=0.008 Acc=0.85 ---352443.07 ms/batch
Step 00017250 L_out=0.010 Acc=0.82 ---385302.14 ms/batch
Step 00017300 L_out=0.042 Acc=0.70 ---419873.75 ms/batch
Round 2 | epoch=25, train costTime=448.02024960517883, | total_activation_sum=1564561
Round 2 | epoch=26, current m_iou=0.7286744975508969
Round 2 | Best m_IoU is: 0.744, OA is: 0.891 | val costTime=87.89816999435425
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.034 Acc=0.84 --- 5506.75 ms/batch
Step 00017400 L_out=0.051 Acc=0.83 ---40776.55 ms/batch
Step 00017450 L_out=0.012 Acc=0.87 ---75096.42 ms/batch
Step 00017500 L_out=0.019 Acc=0.84 ---106459.33 ms/batch
Step 00017550 L_out=0.012 Acc=0.81 ---135715.06 ms/batch
Step 00017600 L_out=0.008 Acc=0.87 ---168954.32 ms/batch
Step 00017650 L_out=0.014 Acc=0.89 ---201862.42 ms/batch
Step 00017700 L_out=0.007 Acc=0.87 ---234030.12 ms/batch
Step 00017750 L_out=0.016 Acc=0.87 ---266459.13 ms/batch
Step 00017800 L_out=0.014 Acc=0.84 ---299987.80 ms/batch
Step 00017850 L_out=0.023 Acc=0.69 ---333597.15 ms/batch
Step 00017900 L_out=0.050 Acc=0.82 ---366957.02 ms/batch
Step 00017950 L_out=0.013 Acc=0.68 ---400281.93 ms/batch
Step 00018000 L_out=0.022 Acc=0.74 ---433790.85 ms/batch
Round 2 | epoch=26, train costTime=440.15483117103577, | total_activation_sum=1687793
Round 2 | epoch=27, current m_iou=0.7394233943796571
Round 2 | Best m_IoU is: 0.744, OA is: 0.891 | val costTime=94.9449188709259
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.029 Acc=0.75 ---27752.50 ms/batch
Step 00018100 L_out=0.011 Acc=0.79 ---61355.44 ms/batch
Step 00018150 L_out=0.006 Acc=0.90 ---94513.75 ms/batch
Step 00018200 L_out=0.066 Acc=0.81 ---126780.27 ms/batch
Step 00018250 L_out=0.017 Acc=0.76 ---160424.80 ms/batch
Step 00018300 L_out=0.004 Acc=0.79 ---193443.47 ms/batch
Step 00018350 L_out=0.006 Acc=0.84 ---227731.45 ms/batch
Step 00018400 L_out=0.002 Acc=0.85 ---261459.64 ms/batch
Step 00018450 L_out=0.001 Acc=0.84 ---294664.39 ms/batch
Step 00018500 L_out=0.009 Acc=0.84 ---326081.40 ms/batch
Step 00018550 L_out=0.040 Acc=0.86 ---357099.11 ms/batch
Step 00018600 L_out=0.005 Acc=0.86 ---390118.04 ms/batch
Step 00018650 L_out=0.010 Acc=0.84 ---423584.04 ms/batch
Round 2 | epoch=27, train costTime=440.9310507774353, | total_activation_sum=1560086
Round 2 | epoch=28, current m_iou=0.7321206598237016
Round 2 | Best m_IoU is: 0.744, OA is: 0.891 | val costTime=77.09323024749756
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.009 Acc=0.79 ---16351.63 ms/batch
Step 00018750 L_out=0.034 Acc=0.86 ---49929.88 ms/batch
Step 00018800 L_out=0.013 Acc=0.89 ---83012.01 ms/batch
Step 00018850 L_out=0.007 Acc=0.86 ---115908.33 ms/batch
Step 00018900 L_out=0.037 Acc=0.89 ---148988.76 ms/batch
Step 00018950 L_out=0.005 Acc=0.85 ---183645.38 ms/batch
Step 00019000 L_out=0.006 Acc=0.82 ---217612.06 ms/batch
Step 00019050 L_out=0.024 Acc=0.89 ---250825.14 ms/batch
Step 00019100 L_out=0.009 Acc=0.75 ---284760.22 ms/batch
Step 00019150 L_out=0.067 Acc=0.82 ---318516.53 ms/batch
Step 00019200 L_out=0.007 Acc=0.90 ---351560.80 ms/batch
Step 00019250 L_out=0.021 Acc=0.82 ---386019.83 ms/batch
Step 00019300 L_out=0.002 Acc=0.89 ---419075.72 ms/batch
Round 2 | epoch=28, train costTime=448.21519351005554, | total_activation_sum=1590490
Round 2 | epoch=29, current m_iou=0.7451238491798075
Round 2 | Best m_IoU is: 0.745, OA is: 0.901 | val costTime=94.4471287727356
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.009 Acc=0.75 --- 4222.25 ms/batch
Step 00019400 L_out=0.027 Acc=0.74 ---37122.13 ms/batch
Step 00019450 L_out=0.003 Acc=0.78 ---72273.94 ms/batch
Step 00019500 L_out=0.009 Acc=0.83 ---107457.35 ms/batch
Step 00019550 L_out=0.001 Acc=0.76 ---142591.21 ms/batch
Step 00019600 L_out=0.029 Acc=0.80 ---178495.73 ms/batch
Step 00019650 L_out=0.004 Acc=0.88 ---212550.41 ms/batch
Step 00019700 L_out=0.004 Acc=0.82 ---248117.22 ms/batch
Step 00019750 L_out=0.006 Acc=0.90 ---283753.08 ms/batch
Step 00019800 L_out=0.035 Acc=0.82 ---318267.00 ms/batch
Step 00019850 L_out=0.004 Acc=0.89 ---352876.75 ms/batch
Step 00019900 L_out=0.033 Acc=0.67 ---386892.87 ms/batch
Step 00019950 L_out=0.028 Acc=0.89 ---420168.60 ms/batch
Step 00020000 L_out=0.048 Acc=0.70 ---454097.02 ms/batch
Round 2 | epoch=29, train costTime=460.743045091629, | total_activation_sum=1608338
Round 2 | epoch=30, current m_iou=0.7352225242880088
Round 2 | Best m_IoU is: 0.745, OA is: 0.901 | val costTime=88.90362358093262
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=0.057 Acc=0.26 ---28616.36 ms/batch
Step 00020100 L_out=0.177 Acc=0.19 ---62919.48 ms/batch
Step 00020150 L_out=0.154 Acc=0.35 ---95694.36 ms/batch
Step 00020200 L_out=0.666 Acc=0.49 ---127364.21 ms/batch
Step 00020250 L_out=0.101 Acc=0.23 ---158688.22 ms/batch
Step 00020300 L_out=0.076 Acc=0.51 ---192837.18 ms/batch
Step 00020350 L_out=0.082 Acc=0.72 ---225763.47 ms/batch
Step 00020400 L_out=0.044 Acc=0.70 ---258862.05 ms/batch
Step 00020450 L_out=0.031 Acc=0.53 ---292329.75 ms/batch
Step 00020500 L_out=0.012 Acc=0.62 ---326053.44 ms/batch
Step 00020550 L_out=0.048 Acc=0.49 ---359243.58 ms/batch
Step 00020600 L_out=0.052 Acc=0.75 ---393106.09 ms/batch
Step 00020650 L_out=0.076 Acc=0.69 ---426953.02 ms/batch
Round 3 | epoch=0, train costTime=445.1117675304413, | total_activation_sum=1929698
Round 3 | epoch=1, current m_iou=0.42012925213678554
Round 3 | Best m_IoU is: 0.420, OA is: 0.662 | val costTime=103.45114064216614
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.200 Acc=0.72 ---16089.40 ms/batch
Step 00020750 L_out=0.016 Acc=0.64 ---49294.28 ms/batch
Step 00020800 L_out=0.123 Acc=0.45 ---83063.41 ms/batch
Step 00020850 L_out=0.134 Acc=0.79 ---115960.26 ms/batch
Step 00020900 L_out=0.252 Acc=0.51 ---148981.19 ms/batch
Step 00020950 L_out=0.218 Acc=0.64 ---183400.05 ms/batch
Step 00021000 L_out=0.075 Acc=0.61 ---216446.43 ms/batch
Step 00021050 L_out=0.018 Acc=0.68 ---250815.62 ms/batch
Step 00021100 L_out=0.070 Acc=0.63 ---285588.59 ms/batch
Step 00021150 L_out=0.022 Acc=0.71 ---317084.02 ms/batch
Step 00021200 L_out=0.048 Acc=0.59 ---346557.62 ms/batch
Step 00021250 L_out=0.011 Acc=0.71 ---379796.02 ms/batch
Step 00021300 L_out=0.093 Acc=0.71 ---414111.75 ms/batch
Round 3 | epoch=1, train costTime=443.5947697162628, | total_activation_sum=1908803
Round 3 | epoch=2, current m_iou=0.5574740301536983
Round 3 | Best m_IoU is: 0.557, OA is: 0.712 | val costTime=79.2205708026886
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.046 Acc=0.66 --- 3445.08 ms/batch
Step 00021400 L_out=0.047 Acc=0.84 ---36710.97 ms/batch
Step 00021450 L_out=0.054 Acc=0.57 ---69305.34 ms/batch
Step 00021500 L_out=0.009 Acc=0.72 ---103194.57 ms/batch
Step 00021550 L_out=0.053 Acc=0.67 ---136391.95 ms/batch
Step 00021600 L_out=0.062 Acc=0.56 ---169046.03 ms/batch
Step 00021650 L_out=0.025 Acc=0.55 ---200228.06 ms/batch
Step 00021700 L_out=0.088 Acc=0.70 ---233124.28 ms/batch
Step 00021750 L_out=0.017 Acc=0.75 ---265097.00 ms/batch
Step 00021800 L_out=0.017 Acc=0.73 ---296962.76 ms/batch
Step 00021850 L_out=0.103 Acc=0.29 ---329224.05 ms/batch
Step 00021900 L_out=0.025 Acc=0.70 ---361783.03 ms/batch
Step 00021950 L_out=0.008 Acc=0.60 ---394993.48 ms/batch
Step 00022000 L_out=0.037 Acc=0.70 ---427367.28 ms/batch
Round 3 | epoch=2, train costTime=434.67372822761536, | total_activation_sum=1922309
Round 3 | epoch=3, current m_iou=0.6481470609813103
Round 3 | Best m_IoU is: 0.648, OA is: 0.807 | val costTime=92.06142902374268
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.043 Acc=0.54 ---22501.08 ms/batch
Step 00022100 L_out=0.016 Acc=0.64 ---54547.58 ms/batch
Step 00022150 L_out=0.004 Acc=0.76 ---87539.34 ms/batch
Step 00022200 L_out=0.066 Acc=0.53 ---121955.48 ms/batch
Step 00022250 L_out=0.009 Acc=0.77 ---153650.26 ms/batch
Step 00022300 L_out=0.067 Acc=0.74 ---186918.36 ms/batch
Step 00022350 L_out=0.075 Acc=0.83 ---220934.93 ms/batch
Step 00022400 L_out=0.020 Acc=0.65 ---253569.51 ms/batch
Step 00022450 L_out=0.012 Acc=0.76 ---285730.76 ms/batch
Step 00022500 L_out=0.035 Acc=0.67 ---319017.21 ms/batch
Step 00022550 L_out=0.086 Acc=0.83 ---351955.63 ms/batch
Step 00022600 L_out=0.162 Acc=0.47 ---384872.74 ms/batch
Step 00022650 L_out=0.018 Acc=0.75 ---417756.79 ms/batch
Round 3 | epoch=3, train costTime=436.3798243999481, | total_activation_sum=1851644
Round 3 | epoch=4, current m_iou=0.522719736712794
Round 3 | Best m_IoU is: 0.648, OA is: 0.807 | val costTime=96.86019897460938
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.003 Acc=0.69 ---13568.79 ms/batch
Step 00022750 L_out=0.010 Acc=0.71 ---47227.49 ms/batch
Step 00022800 L_out=0.028 Acc=0.78 ---80404.90 ms/batch
Step 00022850 L_out=0.118 Acc=0.78 ---114295.33 ms/batch
Step 00022900 L_out=0.017 Acc=0.67 ---148152.17 ms/batch
Step 00022950 L_out=0.009 Acc=0.69 ---182318.19 ms/batch
Step 00023000 L_out=0.021 Acc=0.72 ---213323.72 ms/batch
Step 00023050 L_out=0.019 Acc=0.82 ---244695.95 ms/batch
Step 00023100 L_out=0.087 Acc=0.70 ---277568.18 ms/batch
Step 00023150 L_out=0.021 Acc=0.63 ---312173.40 ms/batch
Step 00023200 L_out=0.073 Acc=0.92 ---345311.35 ms/batch
Step 00023250 L_out=0.039 Acc=0.81 ---379729.94 ms/batch
Step 00023300 L_out=0.068 Acc=0.69 ---415115.94 ms/batch
Round 3 | epoch=4, train costTime=446.17914056777954, | total_activation_sum=1842713
Round 3 | epoch=5, current m_iou=0.6404939737034373
Round 3 | Best m_IoU is: 0.648, OA is: 0.807 | val costTime=88.43608689308167
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.005 Acc=0.69 --- 3663.34 ms/batch
Step 00023400 L_out=0.012 Acc=0.85 ---39330.82 ms/batch
Step 00023450 L_out=0.026 Acc=0.76 ---73610.03 ms/batch
Step 00023500 L_out=0.003 Acc=0.74 ---106503.93 ms/batch
Step 00023550 L_out=0.177 Acc=0.79 ---138578.27 ms/batch
Step 00023600 L_out=0.018 Acc=0.85 ---170749.30 ms/batch
Step 00023650 L_out=0.015 Acc=0.76 ---204205.70 ms/batch
Step 00023700 L_out=0.434 Acc=0.82 ---238950.92 ms/batch
Step 00023750 L_out=0.004 Acc=0.80 ---273869.45 ms/batch
Step 00023800 L_out=0.042 Acc=0.64 ---307255.09 ms/batch
Step 00023850 L_out=0.008 Acc=0.82 ---340816.63 ms/batch
Step 00023900 L_out=0.053 Acc=0.64 ---372193.25 ms/batch
Step 00023950 L_out=0.024 Acc=0.76 ---401728.28 ms/batch
Step 00024000 L_out=0.033 Acc=0.65 ---434587.55 ms/batch
Round 3 | epoch=5, train costTime=443.6279845237732, | total_activation_sum=1907755
Round 3 | epoch=6, current m_iou=0.6594184488787628
Round 3 | Best m_IoU is: 0.659, OA is: 0.823 | val costTime=79.293940782547
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.061 Acc=0.60 ---25170.45 ms/batch
Step 00024100 L_out=0.021 Acc=0.85 ---58100.58 ms/batch
Step 00024150 L_out=0.017 Acc=0.76 ---91585.72 ms/batch
Step 00024200 L_out=0.034 Acc=0.83 ---125525.08 ms/batch
Step 00024250 L_out=0.031 Acc=0.71 ---158228.29 ms/batch
Step 00024300 L_out=0.003 Acc=0.87 ---191343.40 ms/batch
Step 00024350 L_out=0.009 Acc=0.89 ---224853.18 ms/batch
Step 00024400 L_out=0.019 Acc=0.47 ---257704.92 ms/batch
Step 00024450 L_out=0.014 Acc=0.84 ---290205.76 ms/batch
Step 00024500 L_out=0.047 Acc=0.83 ---323750.54 ms/batch
Step 00024550 L_out=0.036 Acc=0.80 ---357570.84 ms/batch
Step 00024600 L_out=0.015 Acc=0.76 ---390666.60 ms/batch
Step 00024650 L_out=0.086 Acc=0.70 ---423099.31 ms/batch
Round 3 | epoch=6, train costTime=442.9456431865692, | total_activation_sum=1877820
Round 3 | epoch=7, current m_iou=0.719920865027343
Round 3 | Best m_IoU is: 0.720, OA is: 0.878 | val costTime=92.86526489257812
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.012 Acc=0.73 ---14446.19 ms/batch
Step 00024750 L_out=0.132 Acc=0.86 ---46316.63 ms/batch
Step 00024800 L_out=0.066 Acc=0.82 ---75710.81 ms/batch
Step 00024850 L_out=0.016 Acc=0.66 ---108243.83 ms/batch
Step 00024900 L_out=0.024 Acc=0.81 ---141607.05 ms/batch
Step 00024950 L_out=0.143 Acc=0.65 ---175755.00 ms/batch
Step 00025000 L_out=0.074 Acc=0.79 ---208930.29 ms/batch
Step 00025050 L_out=0.032 Acc=0.70 ---242633.89 ms/batch
Step 00025100 L_out=0.010 Acc=0.80 ---276665.00 ms/batch
Step 00025150 L_out=0.049 Acc=0.59 ---308998.32 ms/batch
Step 00025200 L_out=0.063 Acc=0.60 ---341678.59 ms/batch
Step 00025250 L_out=0.008 Acc=0.76 ---376055.62 ms/batch
Step 00025300 L_out=0.020 Acc=0.84 ---408542.22 ms/batch
Round 3 | epoch=7, train costTime=439.9884223937988, | total_activation_sum=1880740
Round 3 | epoch=8, current m_iou=0.7211718398426261
Round 3 | Best m_IoU is: 0.721, OA is: 0.878 | val costTime=92.47299385070801
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.016 Acc=0.77 --- 2746.15 ms/batch
Step 00025400 L_out=0.003 Acc=0.57 ---36137.47 ms/batch
Step 00025450 L_out=0.003 Acc=0.89 ---70264.71 ms/batch
Step 00025500 L_out=0.062 Acc=0.78 ---103641.09 ms/batch
Step 00025550 L_out=0.030 Acc=0.68 ---137995.25 ms/batch
Step 00025600 L_out=0.093 Acc=0.83 ---170695.10 ms/batch
Step 00025650 L_out=0.048 Acc=0.74 ---204355.37 ms/batch
Step 00025700 L_out=0.051 Acc=0.83 ---238204.79 ms/batch
Step 00025750 L_out=0.013 Acc=0.82 ---268554.84 ms/batch
Step 00025800 L_out=0.004 Acc=0.80 ---300003.42 ms/batch
Step 00025850 L_out=0.010 Acc=0.78 ---333483.75 ms/batch
Step 00025900 L_out=0.007 Acc=0.90 ---367550.07 ms/batch
Step 00025950 L_out=0.013 Acc=0.90 ---399975.85 ms/batch
Step 00026000 L_out=0.008 Acc=0.48 ---434644.81 ms/batch
Round 3 | epoch=8, train costTime=442.9370412826538, | total_activation_sum=1914377
Round 3 | epoch=9, current m_iou=0.7447578831072967
Round 3 | Best m_IoU is: 0.745, OA is: 0.894 | val costTime=77.58869075775146
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.023 Acc=0.72 ---24231.79 ms/batch
Step 00026100 L_out=0.005 Acc=0.87 ---58295.13 ms/batch
Step 00026150 L_out=0.007 Acc=0.84 ---91891.39 ms/batch
Step 00026200 L_out=0.003 Acc=0.80 ---127240.41 ms/batch
Step 00026250 L_out=0.002 Acc=0.81 ---160132.67 ms/batch
Step 00026300 L_out=0.010 Acc=0.87 ---193546.43 ms/batch
Step 00026350 L_out=0.012 Acc=0.78 ---225627.16 ms/batch
Step 00026400 L_out=0.140 Acc=0.79 ---259296.96 ms/batch
Step 00026450 L_out=0.025 Acc=0.77 ---292385.12 ms/batch
Step 00026500 L_out=0.047 Acc=0.55 ---325831.65 ms/batch
Step 00026550 L_out=0.071 Acc=0.79 ---358630.50 ms/batch
Step 00026600 L_out=0.108 Acc=0.88 ---392670.55 ms/batch
Step 00026650 L_out=0.024 Acc=0.87 ---426730.34 ms/batch
Round 3 | epoch=9, train costTime=446.6867549419403, | total_activation_sum=1856717
Round 3 | epoch=10, current m_iou=0.7302517297549207
Round 3 | Best m_IoU is: 0.745, OA is: 0.894 | val costTime=86.5515923500061
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.021 Acc=0.73 ---13410.32 ms/batch
Step 00026750 L_out=0.004 Acc=0.63 ---46536.31 ms/batch
Step 00026800 L_out=0.018 Acc=0.90 ---79163.45 ms/batch
Step 00026850 L_out=0.002 Acc=0.85 ---110900.59 ms/batch
Step 00026900 L_out=0.038 Acc=0.86 ---143010.52 ms/batch
Step 00026950 L_out=0.015 Acc=0.82 ---175554.92 ms/batch
Step 00027000 L_out=0.016 Acc=0.84 ---210321.66 ms/batch
Step 00027050 L_out=0.034 Acc=0.81 ---244898.55 ms/batch
Step 00027100 L_out=0.014 Acc=0.68 ---279785.94 ms/batch
Step 00027150 L_out=0.097 Acc=0.79 ---313897.22 ms/batch
Step 00027200 L_out=0.009 Acc=0.87 ---348726.84 ms/batch
Step 00027250 L_out=0.045 Acc=0.86 ---384029.05 ms/batch
Step 00027300 L_out=0.024 Acc=0.78 ---418943.79 ms/batch
Round 3 | epoch=10, train costTime=452.8707468509674, | total_activation_sum=1873184
Round 3 | epoch=11, current m_iou=0.7382947198830112
Round 3 | Best m_IoU is: 0.745, OA is: 0.894 | val costTime=83.6353805065155
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.017 Acc=0.66 --- 1905.07 ms/batch
Step 00027400 L_out=0.038 Acc=0.71 ---35931.04 ms/batch
Step 00027450 L_out=0.031 Acc=0.69 ---69287.15 ms/batch
Step 00027500 L_out=0.003 Acc=0.89 ---100840.68 ms/batch
Step 00027550 L_out=0.037 Acc=0.67 ---130994.68 ms/batch
Step 00027600 L_out=0.036 Acc=0.85 ---165011.56 ms/batch
Step 00027650 L_out=0.064 Acc=0.83 ---198419.06 ms/batch
Step 00027700 L_out=0.026 Acc=0.60 ---231275.50 ms/batch
Step 00027750 L_out=0.008 Acc=0.74 ---263720.06 ms/batch
Step 00027800 L_out=0.001 Acc=0.83 ---296228.92 ms/batch
Step 00027850 L_out=0.018 Acc=0.85 ---328776.76 ms/batch
Step 00027900 L_out=0.013 Acc=0.72 ---361425.94 ms/batch
Step 00027950 L_out=0.016 Acc=0.77 ---393703.04 ms/batch
Step 00028000 L_out=0.030 Acc=0.79 ---426261.94 ms/batch
Round 3 | epoch=11, train costTime=435.2614839076996, | total_activation_sum=1898409
Round 3 | epoch=12, current m_iou=0.745619778565298
Round 3 | Best m_IoU is: 0.746, OA is: 0.888 | val costTime=88.3958432674408
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.023 Acc=0.76 ---24857.14 ms/batch
Step 00028100 L_out=0.018 Acc=0.65 ---59095.87 ms/batch
Step 00028150 L_out=0.038 Acc=0.63 ---91655.87 ms/batch
Step 00028200 L_out=0.012 Acc=0.82 ---124797.19 ms/batch
Step 00028250 L_out=0.026 Acc=0.81 ---158289.18 ms/batch
Step 00028300 L_out=0.012 Acc=0.75 ---190913.91 ms/batch
Step 00028350 L_out=0.015 Acc=0.79 ---224781.11 ms/batch
Step 00028400 L_out=0.010 Acc=0.75 ---258575.18 ms/batch
Step 00028450 L_out=0.037 Acc=0.73 ---291681.00 ms/batch
Step 00028500 L_out=0.024 Acc=0.87 ---322998.93 ms/batch
Step 00028550 L_out=0.021 Acc=0.72 ---351873.23 ms/batch
Step 00028600 L_out=0.032 Acc=0.83 ---383882.63 ms/batch
Step 00028650 L_out=0.069 Acc=0.84 ---416085.49 ms/batch
Round 3 | epoch=12, train costTime=435.55534195899963, | total_activation_sum=1850323
Round 3 | epoch=13, current m_iou=0.7663112346716141
Round 3 | Best m_IoU is: 0.766, OA is: 0.906 | val costTime=95.59997415542603
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.157 Acc=0.81 ---12182.18 ms/batch
Step 00028750 L_out=0.039 Acc=0.77 ---45788.76 ms/batch
Step 00028800 L_out=0.028 Acc=0.77 ---78700.27 ms/batch
Step 00028850 L_out=0.016 Acc=0.83 ---110527.55 ms/batch
Step 00028900 L_out=0.048 Acc=0.85 ---143619.78 ms/batch
Step 00028950 L_out=0.015 Acc=0.87 ---177207.39 ms/batch
Step 00029000 L_out=0.024 Acc=0.72 ---210274.84 ms/batch
Step 00029050 L_out=0.028 Acc=0.82 ---243735.79 ms/batch
Step 00029100 L_out=0.019 Acc=0.77 ---276836.29 ms/batch
Step 00029150 L_out=0.080 Acc=0.92 ---309577.84 ms/batch
Step 00029200 L_out=0.045 Acc=0.52 ---341526.96 ms/batch
Step 00029250 L_out=0.014 Acc=0.89 ---374331.08 ms/batch
Step 00029300 L_out=0.007 Acc=0.84 ---408136.88 ms/batch
Round 3 | epoch=13, train costTime=440.2497260570526, | total_activation_sum=1914843
Round 3 | epoch=14, current m_iou=0.7549052001334706
Round 3 | Best m_IoU is: 0.766, OA is: 0.906 | val costTime=86.75830221176147
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.007 Acc=0.89 --- 1169.02 ms/batch
Step 00029400 L_out=0.029 Acc=0.76 ---30532.36 ms/batch
Step 00029450 L_out=0.008 Acc=0.75 ---64579.86 ms/batch
Step 00029500 L_out=0.005 Acc=0.83 ---98060.44 ms/batch
Step 00029550 L_out=0.007 Acc=0.92 ---131035.89 ms/batch
Step 00029600 L_out=0.027 Acc=0.87 ---164670.80 ms/batch
Step 00029650 L_out=0.019 Acc=0.73 ---197688.40 ms/batch
Step 00029700 L_out=0.106 Acc=0.77 ---230638.52 ms/batch
Step 00029750 L_out=0.023 Acc=0.80 ---263008.70 ms/batch
Step 00029800 L_out=0.006 Acc=0.84 ---296907.64 ms/batch
Step 00029850 L_out=0.005 Acc=0.85 ---330592.93 ms/batch
Step 00029900 L_out=0.001 Acc=0.87 ---364620.79 ms/batch
Step 00029950 L_out=0.059 Acc=0.77 ---398178.34 ms/batch
Step 00030000 L_out=0.029 Acc=0.80 ---430812.58 ms/batch
Round 3 | epoch=14, train costTime=440.8342125415802, | total_activation_sum=1909784
Round 3 | epoch=15, current m_iou=0.7436712777246008
Round 3 | Best m_IoU is: 0.766, OA is: 0.906 | val costTime=90.29467725753784
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.027 Acc=0.80 ---23904.17 ms/batch
Step 00030100 L_out=0.001 Acc=0.81 ---57535.62 ms/batch
Step 00030150 L_out=0.016 Acc=0.80 ---90812.15 ms/batch
Step 00030200 L_out=0.014 Acc=0.90 ---124716.66 ms/batch
Step 00030250 L_out=0.043 Acc=0.76 ---158753.87 ms/batch
Step 00030300 L_out=0.064 Acc=0.89 ---192943.52 ms/batch
Step 00030350 L_out=0.073 Acc=0.86 ---222665.47 ms/batch
Step 00030400 L_out=0.006 Acc=0.71 ---253968.27 ms/batch
Step 00030450 L_out=0.009 Acc=0.86 ---287940.43 ms/batch
Step 00030500 L_out=0.013 Acc=0.81 ---321067.24 ms/batch
Step 00030550 L_out=0.022 Acc=0.82 ---354481.59 ms/batch
Step 00030600 L_out=0.050 Acc=0.75 ---386362.79 ms/batch
Step 00030650 L_out=0.012 Acc=0.79 ---419359.34 ms/batch
Round 3 | epoch=15, train costTime=440.4469199180603, | total_activation_sum=1853959
Round 3 | epoch=16, current m_iou=0.7653245950990528
Round 3 | Best m_IoU is: 0.766, OA is: 0.906 | val costTime=86.10784864425659
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.003 Acc=0.78 ---12828.57 ms/batch
Step 00030750 L_out=0.013 Acc=0.83 ---49030.76 ms/batch
Step 00030800 L_out=0.027 Acc=0.77 ---85250.53 ms/batch
Step 00030850 L_out=0.038 Acc=0.79 ---120966.31 ms/batch
Step 00030900 L_out=0.051 Acc=0.76 ---156934.09 ms/batch
Step 00030950 L_out=0.002 Acc=0.72 ---193094.82 ms/batch
Step 00031000 L_out=0.013 Acc=0.86 ---227327.61 ms/batch
Step 00031050 L_out=0.022 Acc=0.90 ---260192.81 ms/batch
Step 00031100 L_out=0.023 Acc=0.81 ---295203.27 ms/batch
Step 00031150 L_out=0.013 Acc=0.83 ---328217.96 ms/batch
Step 00031200 L_out=0.007 Acc=0.93 ---361402.53 ms/batch
Step 00031250 L_out=0.024 Acc=0.85 ---395789.07 ms/batch
Step 00031300 L_out=0.098 Acc=0.71 ---424444.66 ms/batch
Round 3 | epoch=16, train costTime=455.6285104751587, | total_activation_sum=1967854
Round 3 | epoch=17, current m_iou=0.7738073521851826
Round 3 | Best m_IoU is: 0.774, OA is: 0.913 | val costTime=79.77312541007996
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.037 Acc=0.89 ---  565.98 ms/batch
Step 00031400 L_out=0.052 Acc=0.85 ---33145.14 ms/batch
Step 00031450 L_out=0.015 Acc=0.87 ---68105.61 ms/batch
Step 00031500 L_out=0.026 Acc=0.84 ---101222.62 ms/batch
Step 00031550 L_out=0.012 Acc=0.85 ---133409.71 ms/batch
Step 00031600 L_out=0.015 Acc=0.75 ---168007.41 ms/batch
Step 00031650 L_out=0.012 Acc=0.87 ---200860.78 ms/batch
Step 00031700 L_out=0.001 Acc=0.80 ---233327.57 ms/batch
Step 00031750 L_out=0.054 Acc=0.87 ---266528.99 ms/batch
Step 00031800 L_out=0.039 Acc=0.88 ---299109.63 ms/batch
Step 00031850 L_out=0.015 Acc=0.91 ---332650.69 ms/batch
Step 00031900 L_out=0.028 Acc=0.92 ---366437.04 ms/batch
Step 00031950 L_out=0.014 Acc=0.86 ---399298.17 ms/batch
Step 00032000 L_out=0.023 Acc=0.85 ---431165.30 ms/batch
Round 3 | epoch=17, train costTime=442.09505915641785, | total_activation_sum=1828646
Round 3 | epoch=18, current m_iou=0.7745290713404359
Round 3 | Best m_IoU is: 0.775, OA is: 0.905 | val costTime=88.53784799575806
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.020 Acc=0.79 ---23515.53 ms/batch
Step 00032100 L_out=0.006 Acc=0.82 ---57530.96 ms/batch
Step 00032150 L_out=0.010 Acc=0.58 ---87573.82 ms/batch
Step 00032200 L_out=0.002 Acc=0.93 ---119770.77 ms/batch
Step 00032250 L_out=0.001 Acc=0.86 ---152525.10 ms/batch
Step 00032300 L_out=0.012 Acc=0.74 ---185670.28 ms/batch
Step 00032350 L_out=0.009 Acc=0.77 ---219404.60 ms/batch
Step 00032400 L_out=0.026 Acc=0.90 ---252357.52 ms/batch
Step 00032450 L_out=0.000 Acc=0.80 ---286190.76 ms/batch
Step 00032500 L_out=0.002 Acc=0.88 ---319885.27 ms/batch
Step 00032550 L_out=0.004 Acc=0.87 ---354212.13 ms/batch
Step 00032600 L_out=0.006 Acc=0.85 ---388349.93 ms/batch
Step 00032650 L_out=0.002 Acc=0.86 ---421709.28 ms/batch
Round 3 | epoch=18, train costTime=443.87340784072876, | total_activation_sum=1843377
Round 3 | epoch=19, current m_iou=0.7839494040086981
Round 3 | Best m_IoU is: 0.784, OA is: 0.924 | val costTime=100.4905891418457
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.020 Acc=0.92 ---11081.61 ms/batch
Step 00032750 L_out=0.015 Acc=0.90 ---44839.23 ms/batch
Step 00032800 L_out=0.020 Acc=0.79 ---77604.46 ms/batch
Step 00032850 L_out=0.008 Acc=0.85 ---111530.71 ms/batch
Step 00032900 L_out=0.114 Acc=0.92 ---144202.72 ms/batch
Step 00032950 L_out=0.010 Acc=0.78 ---178489.75 ms/batch
Step 00033000 L_out=0.004 Acc=0.77 ---213041.98 ms/batch
Step 00033050 L_out=0.005 Acc=0.84 ---246832.94 ms/batch
Step 00033100 L_out=0.021 Acc=0.81 ---276780.16 ms/batch
Step 00033150 L_out=0.017 Acc=0.88 ---307776.75 ms/batch
Step 00033200 L_out=0.027 Acc=0.78 ---340491.46 ms/batch
Step 00033250 L_out=0.062 Acc=0.91 ---373602.70 ms/batch
Step 00033300 L_out=0.024 Acc=0.88 ---407979.37 ms/batch
Step 00033350 L_out=0.031 Acc=0.80 ---440324.13 ms/batch
Round 3 | epoch=19, train costTime=440.32419323921204, | total_activation_sum=1958455
Round 3 | epoch=20, current m_iou=0.7827562852310407
Round 3 | Best m_IoU is: 0.784, OA is: 0.924 | val costTime=78.2765371799469
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.012 Acc=0.82 ---34350.65 ms/batch
Step 00033450 L_out=0.008 Acc=0.88 ---67680.04 ms/batch
Step 00033500 L_out=0.002 Acc=0.90 ---100258.68 ms/batch
Step 00033550 L_out=0.022 Acc=0.58 ---134653.33 ms/batch
Step 00033600 L_out=0.016 Acc=0.73 ---166934.04 ms/batch
Step 00033650 L_out=0.006 Acc=0.94 ---202054.91 ms/batch
Step 00033700 L_out=0.022 Acc=0.85 ---234938.73 ms/batch
Step 00033750 L_out=0.008 Acc=0.82 ---268545.25 ms/batch
Step 00033800 L_out=0.019 Acc=0.89 ---301289.10 ms/batch
Step 00033850 L_out=0.005 Acc=0.94 ---335623.90 ms/batch
Step 00033900 L_out=0.034 Acc=0.93 ---368759.60 ms/batch
Step 00033950 L_out=0.019 Acc=0.74 ---401378.32 ms/batch
Step 00034000 L_out=0.003 Acc=0.81 ---434550.54 ms/batch
Round 3 | epoch=20, train costTime=445.94398307800293, | total_activation_sum=1927397
Round 3 | epoch=21, current m_iou=0.7890460097105694
Round 3 | Best m_IoU is: 0.789, OA is: 0.923 | val costTime=95.34089684486389
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.011 Acc=0.85 ---22065.08 ms/batch
Step 00034100 L_out=0.000 Acc=0.83 ---55705.50 ms/batch
Step 00034150 L_out=0.039 Acc=0.65 ---88370.70 ms/batch
Step 00034200 L_out=0.029 Acc=0.83 ---121555.30 ms/batch
Step 00034250 L_out=0.017 Acc=0.94 ---154029.58 ms/batch
Step 00034300 L_out=0.025 Acc=0.76 ---186399.13 ms/batch
Step 00034350 L_out=0.032 Acc=0.83 ---219594.92 ms/batch
Step 00034400 L_out=0.015 Acc=0.75 ---252813.55 ms/batch
Step 00034450 L_out=0.001 Acc=0.85 ---286286.97 ms/batch
Step 00034500 L_out=0.011 Acc=0.92 ---319344.50 ms/batch
Step 00034550 L_out=0.003 Acc=0.89 ---354763.12 ms/batch
Step 00034600 L_out=0.044 Acc=0.73 ---389366.91 ms/batch
Step 00034650 L_out=0.074 Acc=0.89 ---424219.87 ms/batch
Round 3 | epoch=21, train costTime=447.79332208633423, | total_activation_sum=1916496
Round 3 | epoch=22, current m_iou=0.7807164228898891
Round 3 | Best m_IoU is: 0.789, OA is: 0.923 | val costTime=91.69905877113342
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.004 Acc=0.88 ---10180.39 ms/batch
Step 00034750 L_out=0.013 Acc=0.90 ---43098.30 ms/batch
Step 00034800 L_out=0.022 Acc=0.73 ---76079.82 ms/batch
Step 00034850 L_out=0.027 Acc=0.86 ---108114.25 ms/batch
Step 00034900 L_out=0.032 Acc=0.82 ---139073.14 ms/batch
Step 00034950 L_out=0.010 Acc=0.77 ---171030.85 ms/batch
Step 00035000 L_out=0.026 Acc=0.86 ---205507.41 ms/batch
Step 00035050 L_out=0.020 Acc=0.89 ---238162.74 ms/batch
Step 00035100 L_out=0.006 Acc=0.91 ---271232.53 ms/batch
Step 00035150 L_out=0.047 Acc=0.86 ---305468.76 ms/batch
Step 00035200 L_out=0.014 Acc=0.86 ---338622.36 ms/batch
Step 00035250 L_out=0.006 Acc=0.81 ---372770.87 ms/batch
Step 00035300 L_out=0.033 Acc=0.81 ---406203.93 ms/batch
Step 00035350 L_out=0.004 Acc=0.87 ---440499.58 ms/batch
Round 3 | epoch=22, train costTime=441.3604507446289, | total_activation_sum=1868977
Round 3 | epoch=23, current m_iou=0.7924531907662076
Round 3 | Best m_IoU is: 0.792, OA is: 0.923 | val costTime=85.03827166557312
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.026 Acc=0.82 ---32053.89 ms/batch
Step 00035450 L_out=0.067 Acc=0.85 ---65120.54 ms/batch
Step 00035500 L_out=0.020 Acc=0.78 ---98141.08 ms/batch
Step 00035550 L_out=0.005 Acc=0.90 ---130180.18 ms/batch
Step 00035600 L_out=0.048 Acc=0.88 ---161941.80 ms/batch
Step 00035650 L_out=0.012 Acc=0.87 ---194789.44 ms/batch
Step 00035700 L_out=0.088 Acc=0.95 ---227239.32 ms/batch
Step 00035750 L_out=0.003 Acc=0.85 ---259747.34 ms/batch
Step 00035800 L_out=0.017 Acc=0.92 ---292518.48 ms/batch
Step 00035850 L_out=0.008 Acc=0.75 ---326652.84 ms/batch
Step 00035900 L_out=0.005 Acc=0.88 ---357624.61 ms/batch
Step 00035950 L_out=0.015 Acc=0.85 ---389993.60 ms/batch
Step 00036000 L_out=0.015 Acc=0.81 ---423551.45 ms/batch
Round 3 | epoch=23, train costTime=435.57292771339417, | total_activation_sum=1859781
Round 3 | epoch=24, current m_iou=0.7857641293461756
Round 3 | Best m_IoU is: 0.792, OA is: 0.923 | val costTime=79.28551840782166
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.019 Acc=0.81 ---21459.61 ms/batch
Step 00036100 L_out=0.003 Acc=0.76 ---54129.43 ms/batch
Step 00036150 L_out=0.058 Acc=0.90 ---86249.44 ms/batch
Step 00036200 L_out=0.003 Acc=0.92 ---118758.04 ms/batch
Step 00036250 L_out=0.039 Acc=0.87 ---150882.31 ms/batch
Step 00036300 L_out=0.012 Acc=0.87 ---183735.05 ms/batch
Step 00036350 L_out=0.011 Acc=0.86 ---216767.59 ms/batch
Step 00036400 L_out=0.120 Acc=0.80 ---249503.55 ms/batch
Step 00036450 L_out=0.075 Acc=0.88 ---282628.24 ms/batch
Step 00036500 L_out=0.015 Acc=0.73 ---315639.96 ms/batch
Step 00036550 L_out=0.046 Acc=0.63 ---349078.18 ms/batch
Step 00036600 L_out=0.023 Acc=0.84 ---382275.82 ms/batch
Step 00036650 L_out=0.001 Acc=0.91 ---414508.12 ms/batch
Round 3 | epoch=24, train costTime=437.40979957580566, | total_activation_sum=1860750
Round 3 | epoch=25, current m_iou=0.7919927666930879
Round 3 | Best m_IoU is: 0.792, OA is: 0.923 | val costTime=89.35011672973633
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.003 Acc=0.85 ---10308.35 ms/batch
Step 00036750 L_out=0.016 Acc=0.72 ---43843.04 ms/batch
Step 00036800 L_out=0.044 Acc=0.91 ---74070.96 ms/batch
Step 00036850 L_out=0.011 Acc=0.79 ---105853.21 ms/batch
Step 00036900 L_out=0.070 Acc=0.92 ---138424.58 ms/batch
Step 00036950 L_out=0.042 Acc=0.91 ---171315.53 ms/batch
Step 00037000 L_out=0.006 Acc=0.83 ---204102.41 ms/batch
Step 00037050 L_out=0.002 Acc=0.98 ---237014.03 ms/batch
Step 00037100 L_out=0.010 Acc=0.76 ---270562.15 ms/batch
Step 00037150 L_out=0.032 Acc=0.83 ---303613.38 ms/batch
Step 00037200 L_out=0.006 Acc=0.92 ---337542.54 ms/batch
Step 00037250 L_out=0.023 Acc=0.88 ---370898.74 ms/batch
Step 00037300 L_out=0.034 Acc=0.91 ---404228.45 ms/batch
Step 00037350 L_out=0.004 Acc=0.94 ---437977.10 ms/batch
Round 3 | epoch=25, train costTime=439.2783603668213, | total_activation_sum=1901223
Round 3 | epoch=26, current m_iou=0.799295431766248
Round 3 | Best m_IoU is: 0.799, OA is: 0.928 | val costTime=94.08506870269775
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.034 Acc=0.80 ---32678.84 ms/batch
Step 00037450 L_out=0.046 Acc=0.78 ---65845.08 ms/batch
Step 00037500 L_out=0.005 Acc=0.92 ---100507.93 ms/batch
Step 00037550 L_out=0.031 Acc=0.88 ---135339.96 ms/batch
Step 00037600 L_out=0.009 Acc=0.70 ---169943.08 ms/batch
Step 00037650 L_out=0.016 Acc=0.85 ---203370.63 ms/batch
Step 00037700 L_out=0.006 Acc=0.84 ---236675.47 ms/batch
Step 00037750 L_out=0.053 Acc=0.88 ---265955.57 ms/batch
Step 00037800 L_out=0.026 Acc=0.78 ---298326.07 ms/batch
Step 00037850 L_out=0.099 Acc=0.72 ---331882.54 ms/batch
Step 00037900 L_out=0.006 Acc=0.86 ---365573.64 ms/batch
Step 00037950 L_out=0.018 Acc=0.88 ---398844.11 ms/batch
Step 00038000 L_out=0.058 Acc=0.91 ---432321.43 ms/batch
Round 3 | epoch=26, train costTime=445.0627477169037, | total_activation_sum=1925545
Round 3 | epoch=27, current m_iou=0.7915199383186062
Round 3 | Best m_IoU is: 0.799, OA is: 0.928 | val costTime=79.19063067436218
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.001 Acc=0.85 ---21664.89 ms/batch
Step 00038100 L_out=0.006 Acc=0.90 ---55508.09 ms/batch
Step 00038150 L_out=0.012 Acc=0.87 ---89692.14 ms/batch
Step 00038200 L_out=0.002 Acc=0.87 ---124588.86 ms/batch
Step 00038250 L_out=0.004 Acc=0.89 ---157887.78 ms/batch
Step 00038300 L_out=0.009 Acc=0.86 ---192991.91 ms/batch
Step 00038350 L_out=0.019 Acc=0.81 ---228067.07 ms/batch
Step 00038400 L_out=0.012 Acc=0.78 ---261404.00 ms/batch
Step 00038450 L_out=0.028 Acc=0.85 ---294777.64 ms/batch
Step 00038500 L_out=0.022 Acc=0.83 ---328818.35 ms/batch
Step 00038550 L_out=0.020 Acc=0.83 ---363405.70 ms/batch
Step 00038600 L_out=0.020 Acc=0.75 ---397578.68 ms/batch
Step 00038650 L_out=0.006 Acc=0.79 ---433267.32 ms/batch
Round 3 | epoch=27, train costTime=456.3898341655731, | total_activation_sum=1899137
Round 3 | epoch=28, current m_iou=0.7832311569071868
Round 3 | Best m_IoU is: 0.799, OA is: 0.928 | val costTime=84.1320550441742
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.021 Acc=0.86 --- 9506.97 ms/batch
Step 00038750 L_out=0.012 Acc=0.85 ---44275.98 ms/batch
Step 00038800 L_out=0.007 Acc=0.89 ---77646.01 ms/batch
Step 00038850 L_out=0.020 Acc=0.90 ---110869.86 ms/batch
Step 00038900 L_out=0.037 Acc=0.78 ---144111.21 ms/batch
Step 00038950 L_out=0.035 Acc=0.82 ---176508.92 ms/batch
Step 00039000 L_out=0.023 Acc=0.87 ---211013.62 ms/batch
Step 00039050 L_out=0.024 Acc=0.90 ---244782.93 ms/batch
Step 00039100 L_out=0.005 Acc=0.89 ---278800.88 ms/batch
Step 00039150 L_out=0.042 Acc=0.80 ---312070.66 ms/batch
Step 00039200 L_out=0.025 Acc=0.88 ---345763.13 ms/batch
Step 00039250 L_out=0.002 Acc=0.89 ---379737.12 ms/batch
Step 00039300 L_out=0.038 Acc=0.85 ---413604.19 ms/batch
Step 00039350 L_out=0.003 Acc=0.93 ---447378.46 ms/batch
Round 3 | epoch=28, train costTime=449.32302618026733, | total_activation_sum=1875460
Round 3 | epoch=29, current m_iou=0.7942792090570104
Round 3 | Best m_IoU is: 0.799, OA is: 0.928 | val costTime=99.35804319381714
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.006 Acc=0.84 ---32813.07 ms/batch
Step 00039450 L_out=0.002 Acc=0.93 ---68151.26 ms/batch
Step 00039500 L_out=0.003 Acc=0.93 ---102097.50 ms/batch
Step 00039550 L_out=0.004 Acc=0.90 ---131783.44 ms/batch
Step 00039600 L_out=0.015 Acc=0.83 ---165190.74 ms/batch
Step 00039650 L_out=0.003 Acc=0.92 ---198380.97 ms/batch
Step 00039700 L_out=0.004 Acc=0.89 ---231655.06 ms/batch
Step 00039750 L_out=0.004 Acc=0.89 ---265367.21 ms/batch
Step 00039800 L_out=0.035 Acc=0.75 ---295988.72 ms/batch
Step 00039850 L_out=0.032 Acc=0.88 ---327599.86 ms/batch
Step 00039900 L_out=0.007 Acc=0.94 ---361138.64 ms/batch
Step 00039950 L_out=0.012 Acc=0.84 ---393330.60 ms/batch
Step 00040000 L_out=0.009 Acc=0.89 ---425706.99 ms/batch
Round 3 | epoch=29, train costTime=438.67421889305115, | total_activation_sum=1898619
Round 3 | epoch=30, current m_iou=0.785760797422167
Round 3 | Best m_IoU is: 0.799, OA is: 0.928 | val costTime=85.37162399291992
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=0.169 Acc=0.76 ---20259.12 ms/batch
Step 00040100 L_out=0.235 Acc=0.35 ---54414.97 ms/batch
Step 00040150 L_out=0.132 Acc=0.31 ---88810.59 ms/batch
Step 00040200 L_out=0.080 Acc=0.62 ---121615.04 ms/batch
Step 00040250 L_out=0.073 Acc=0.22 ---155256.69 ms/batch
Step 00040300 L_out=0.037 Acc=0.54 ---189057.89 ms/batch
Step 00040350 L_out=0.036 Acc=0.61 ---223169.67 ms/batch
Step 00040400 L_out=0.114 Acc=0.52 ---256120.32 ms/batch
Step 00040450 L_out=0.020 Acc=0.72 ---286797.96 ms/batch
Step 00040500 L_out=0.010 Acc=0.65 ---319304.15 ms/batch
Step 00040550 L_out=0.051 Acc=0.69 ---351742.78 ms/batch
Step 00040600 L_out=0.119 Acc=0.90 ---384642.17 ms/batch
Step 00040650 L_out=0.176 Acc=0.84 ---417627.82 ms/batch
Round 4 | epoch=0, train costTime=442.12720012664795, | total_activation_sum=2054752
Round 4 | epoch=1, current m_iou=0.6258063214961607
Round 4 | Best m_IoU is: 0.626, OA is: 0.760 | val costTime=76.31240248680115
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.024 Acc=0.64 --- 8589.72 ms/batch
Step 00040750 L_out=0.023 Acc=0.79 ---40940.70 ms/batch
Step 00040800 L_out=0.003 Acc=0.78 ---72088.86 ms/batch
Step 00040850 L_out=0.085 Acc=0.76 ---104670.18 ms/batch
Step 00040900 L_out=0.057 Acc=0.70 ---137161.49 ms/batch
Step 00040950 L_out=0.011 Acc=0.81 ---171237.61 ms/batch
Step 00041000 L_out=0.022 Acc=0.65 ---204961.57 ms/batch
Step 00041050 L_out=0.055 Acc=0.83 ---239529.00 ms/batch
Step 00041100 L_out=0.055 Acc=0.69 ---273666.63 ms/batch
Step 00041150 L_out=0.123 Acc=0.66 ---306578.75 ms/batch
Step 00041200 L_out=0.006 Acc=0.66 ---339337.34 ms/batch
Step 00041250 L_out=0.281 Acc=0.75 ---372933.66 ms/batch
Step 00041300 L_out=0.018 Acc=0.71 ---406377.58 ms/batch
Step 00041350 L_out=0.006 Acc=0.82 ---439005.29 ms/batch
Round 4 | epoch=1, train costTime=441.80061173439026, | total_activation_sum=2070227
Round 4 | epoch=2, current m_iou=0.699243197651519
Round 4 | Best m_IoU is: 0.699, OA is: 0.835 | val costTime=84.99748945236206
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.019 Acc=0.66 ---31716.92 ms/batch
Step 00041450 L_out=0.034 Acc=0.72 ---63889.40 ms/batch
Step 00041500 L_out=0.006 Acc=0.70 ---96826.22 ms/batch
Step 00041550 L_out=0.032 Acc=0.76 ---130671.22 ms/batch
Step 00041600 L_out=0.034 Acc=0.81 ---164900.05 ms/batch
Step 00041650 L_out=0.019 Acc=0.79 ---197931.37 ms/batch
Step 00041700 L_out=0.007 Acc=0.75 ---229286.87 ms/batch
Step 00041750 L_out=0.028 Acc=0.69 ---262447.14 ms/batch
Step 00041800 L_out=0.250 Acc=0.90 ---296997.10 ms/batch
Step 00041850 L_out=0.009 Acc=0.82 ---331468.33 ms/batch
Step 00041900 L_out=0.027 Acc=0.62 ---363787.67 ms/batch
Step 00041950 L_out=0.003 Acc=0.58 ---405431.44 ms/batch
Step 00042000 L_out=0.093 Acc=0.81 ---437983.05 ms/batch
Round 4 | epoch=2, train costTime=451.83364725112915, | total_activation_sum=2049290
Round 4 | epoch=3, current m_iou=0.7147720564957887
Round 4 | Best m_IoU is: 0.715, OA is: 0.858 | val costTime=80.64795517921448
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.024 Acc=0.84 ---19740.37 ms/batch
Step 00042100 L_out=0.022 Acc=0.78 ---54440.59 ms/batch
Step 00042150 L_out=0.022 Acc=0.75 ---88470.48 ms/batch
Step 00042200 L_out=0.045 Acc=0.66 ---122502.69 ms/batch
Step 00042250 L_out=0.028 Acc=0.80 ---156293.84 ms/batch
Step 00042300 L_out=0.007 Acc=0.71 ---185026.34 ms/batch
Step 00042350 L_out=0.025 Acc=0.82 ---212232.08 ms/batch
Step 00042400 L_out=0.021 Acc=0.88 ---239128.79 ms/batch
Step 00042450 L_out=0.006 Acc=0.87 ---267217.25 ms/batch
Step 00042500 L_out=0.017 Acc=0.76 ---295262.29 ms/batch
Step 00042550 L_out=0.024 Acc=0.62 ---328349.36 ms/batch
Step 00042600 L_out=0.003 Acc=0.83 ---363041.24 ms/batch
Step 00042650 L_out=0.014 Acc=0.79 ---397626.89 ms/batch
Round 4 | epoch=3, train costTime=423.49861431121826, | total_activation_sum=1988620
Round 4 | epoch=4, current m_iou=0.6904378596875076
Round 4 | Best m_IoU is: 0.715, OA is: 0.858 | val costTime=89.24759221076965
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.024 Acc=0.74 --- 7954.21 ms/batch
Step 00042750 L_out=0.070 Acc=0.60 ---41299.42 ms/batch
Step 00042800 L_out=0.005 Acc=0.81 ---75962.52 ms/batch
Step 00042850 L_out=0.002 Acc=0.57 ---109388.39 ms/batch
Step 00042900 L_out=0.042 Acc=0.61 ---143154.17 ms/batch
Step 00042950 L_out=0.010 Acc=0.81 ---177227.60 ms/batch
Step 00043000 L_out=0.018 Acc=0.67 ---210384.24 ms/batch
Step 00043050 L_out=0.017 Acc=0.89 ---243309.06 ms/batch
Step 00043100 L_out=0.003 Acc=0.91 ---277631.52 ms/batch
Step 00043150 L_out=0.014 Acc=0.91 ---310992.54 ms/batch
Step 00043200 L_out=0.026 Acc=0.73 ---345205.72 ms/batch
Step 00043250 L_out=0.028 Acc=0.83 ---378806.12 ms/batch
Step 00043300 L_out=0.089 Acc=0.84 ---412380.83 ms/batch
Step 00043350 L_out=0.027 Acc=0.63 ---447311.41 ms/batch
Round 4 | epoch=4, train costTime=450.5448589324951, | total_activation_sum=2096737
Round 4 | epoch=5, current m_iou=0.7225806168844411
Round 4 | Best m_IoU is: 0.723, OA is: 0.888 | val costTime=87.51529383659363
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.004 Acc=0.72 ---30559.41 ms/batch
Step 00043450 L_out=0.009 Acc=0.70 ---64969.91 ms/batch
Step 00043500 L_out=0.014 Acc=0.85 ---98594.77 ms/batch
Step 00043550 L_out=0.023 Acc=0.84 ---132173.26 ms/batch
Step 00043600 L_out=0.011 Acc=0.74 ---165716.63 ms/batch
Step 00043650 L_out=0.066 Acc=0.84 ---200142.59 ms/batch
Step 00043700 L_out=0.005 Acc=0.88 ---233793.32 ms/batch
Step 00043750 L_out=0.115 Acc=0.94 ---266930.63 ms/batch
Step 00043800 L_out=0.017 Acc=0.85 ---300126.32 ms/batch
Step 00043850 L_out=0.025 Acc=0.77 ---332115.02 ms/batch
Step 00043900 L_out=0.009 Acc=0.78 ---366052.00 ms/batch
Step 00043950 L_out=0.003 Acc=0.90 ---398959.19 ms/batch
Step 00044000 L_out=0.038 Acc=0.87 ---432160.35 ms/batch
Round 4 | epoch=5, train costTime=445.8025209903717, | total_activation_sum=1997465
Round 4 | epoch=6, current m_iou=0.7657794361128982
Round 4 | Best m_IoU is: 0.766, OA is: 0.907 | val costTime=78.09672236442566
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.017 Acc=0.76 ---15922.49 ms/batch
Step 00044100 L_out=0.022 Acc=0.86 ---44785.37 ms/batch
Step 00044150 L_out=0.021 Acc=0.87 ---73799.43 ms/batch
Step 00044200 L_out=0.039 Acc=0.84 ---102971.48 ms/batch
Step 00044250 L_out=0.006 Acc=0.87 ---130865.98 ms/batch
Step 00044300 L_out=0.009 Acc=0.75 ---155824.14 ms/batch
Step 00044350 L_out=0.003 Acc=0.77 ---184262.49 ms/batch
Step 00044400 L_out=0.026 Acc=0.80 ---213363.51 ms/batch
Step 00044450 L_out=0.016 Acc=0.71 ---242268.21 ms/batch
Step 00044500 L_out=0.030 Acc=0.65 ---269966.03 ms/batch
Step 00044550 L_out=0.011 Acc=0.88 ---298742.30 ms/batch
Step 00044600 L_out=0.010 Acc=0.87 ---328469.97 ms/batch
Step 00044650 L_out=0.019 Acc=0.82 ---357516.36 ms/batch
Round 4 | epoch=6, train costTime=379.92082595825195, | total_activation_sum=2124852
Round 4 | epoch=7, current m_iou=0.7545726128108061
Round 4 | Best m_IoU is: 0.766, OA is: 0.907 | val costTime=70.87871932983398
Round 4 | ****EPOCH 7****
Step 00044700 L_out=0.015 Acc=0.82 --- 5991.54 ms/batch
Step 00044750 L_out=0.008 Acc=0.83 ---33620.80 ms/batch
Step 00044800 L_out=0.015 Acc=0.67 ---58375.30 ms/batch
Step 00044850 L_out=0.009 Acc=0.87 ---83252.74 ms/batch
Step 00044900 L_out=0.016 Acc=0.80 ---108093.45 ms/batch
Step 00044950 L_out=0.003 Acc=0.90 ---132958.72 ms/batch
Step 00045000 L_out=0.018 Acc=0.74 ---157995.01 ms/batch
Step 00045050 L_out=0.003 Acc=0.90 ---185435.51 ms/batch
Step 00045100 L_out=0.018 Acc=0.74 ---213806.12 ms/batch
Step 00045150 L_out=0.047 Acc=0.83 ---241559.00 ms/batch
Step 00045200 L_out=0.086 Acc=0.66 ---266410.41 ms/batch
Step 00045250 L_out=0.021 Acc=0.78 ---293244.69 ms/batch
Step 00045300 L_out=0.027 Acc=0.81 ---318665.40 ms/batch
Step 00045350 L_out=0.017 Acc=0.83 ---341615.78 ms/batch
Round 4 | epoch=7, train costTime=344.4979796409607, | total_activation_sum=2025340
Round 4 | epoch=8, current m_iou=0.7591727194366901
Round 4 | Best m_IoU is: 0.766, OA is: 0.907 | val costTime=63.21341347694397
Round 4 | ****EPOCH 8****
Step 00045400 L_out=0.034 Acc=0.77 ---24238.20 ms/batch
Step 00045450 L_out=0.062 Acc=0.75 ---51931.96 ms/batch
Step 00045500 L_out=0.007 Acc=0.87 ---79508.48 ms/batch
Step 00045550 L_out=0.013 Acc=0.81 ---107175.44 ms/batch
Step 00045600 L_out=0.013 Acc=0.85 ---135361.25 ms/batch
Step 00045650 L_out=0.002 Acc=0.78 ---162812.18 ms/batch
Step 00045700 L_out=0.012 Acc=0.74 ---191394.34 ms/batch
Step 00045750 L_out=0.123 Acc=0.86 ---219728.16 ms/batch
Step 00045800 L_out=0.006 Acc=0.92 ---247893.05 ms/batch
Step 00045850 L_out=0.006 Acc=0.77 ---275647.06 ms/batch
Step 00045900 L_out=0.028 Acc=0.76 ---306516.28 ms/batch
Step 00045950 L_out=0.036 Acc=0.87 ---336489.74 ms/batch
Step 00046000 L_out=0.011 Acc=0.80 ---366779.10 ms/batch
Round 4 | epoch=8, train costTime=380.8528425693512, | total_activation_sum=2055785
Round 4 | epoch=9, current m_iou=0.7770341404639411
Round 4 | Best m_IoU is: 0.777, OA is: 0.915 | val costTime=85.29451441764832
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.019 Acc=0.78 ---18135.05 ms/batch
Step 00046100 L_out=0.006 Acc=0.91 ---50280.31 ms/batch
Step 00046150 L_out=0.006 Acc=0.93 ---82175.13 ms/batch
Step 00046200 L_out=0.012 Acc=0.81 ---110441.53 ms/batch
Step 00046250 L_out=0.006 Acc=0.87 ---140464.38 ms/batch
Step 00046300 L_out=0.008 Acc=0.89 ---171300.22 ms/batch
Step 00046350 L_out=0.011 Acc=0.89 ---200429.29 ms/batch
Step 00046400 L_out=0.032 Acc=0.79 ---231545.02 ms/batch
Step 00046450 L_out=0.007 Acc=0.77 ---262127.36 ms/batch
Step 00046500 L_out=0.006 Acc=0.76 ---292410.33 ms/batch
Step 00046550 L_out=0.025 Acc=0.80 ---322441.83 ms/batch
Step 00046600 L_out=0.011 Acc=0.89 ---352456.62 ms/batch
Step 00046650 L_out=0.009 Acc=0.89 ---383304.94 ms/batch
Round 4 | epoch=9, train costTime=408.0358648300171, | total_activation_sum=2065413
Round 4 | epoch=10, current m_iou=0.7567599772143183
Round 4 | Best m_IoU is: 0.777, OA is: 0.915 | val costTime=75.41217136383057
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.006 Acc=0.88 --- 6082.71 ms/batch
Step 00046750 L_out=0.002 Acc=0.89 ---36497.23 ms/batch
Step 00046800 L_out=0.015 Acc=0.89 ---66860.86 ms/batch
Step 00046850 L_out=0.010 Acc=0.82 ---97601.20 ms/batch
Step 00046900 L_out=0.009 Acc=0.85 ---127881.46 ms/batch
Step 00046950 L_out=0.046 Acc=0.80 ---161000.97 ms/batch
Step 00047000 L_out=0.031 Acc=0.86 ---193734.30 ms/batch
Step 00047050 L_out=0.003 Acc=0.85 ---225442.17 ms/batch
Step 00047100 L_out=0.014 Acc=0.86 ---251935.15 ms/batch
Step 00047150 L_out=0.004 Acc=0.81 ---282490.32 ms/batch
Step 00047200 L_out=0.001 Acc=0.89 ---313839.69 ms/batch
Step 00047250 L_out=0.021 Acc=0.88 ---344454.51 ms/batch
Step 00047300 L_out=0.012 Acc=0.78 ---374705.39 ms/batch
Step 00047350 L_out=0.004 Acc=0.91 ---406017.99 ms/batch
Round 4 | epoch=10, train costTime=410.56813740730286, | total_activation_sum=2018516
Round 4 | epoch=11, current m_iou=0.7789976696140235
Round 4 | Best m_IoU is: 0.779, OA is: 0.917 | val costTime=76.78156852722168
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.002 Acc=0.86 ---23730.56 ms/batch
Step 00047450 L_out=0.013 Acc=0.84 ---55934.23 ms/batch
Step 00047500 L_out=0.006 Acc=0.89 ---98208.22 ms/batch
Step 00047550 L_out=0.019 Acc=0.74 ---142174.78 ms/batch
Step 00047600 L_out=0.030 Acc=0.80 ---185080.57 ms/batch
Step 00047650 L_out=0.054 Acc=0.68 ---227763.70 ms/batch
Step 00047700 L_out=0.084 Acc=0.90 ---267789.93 ms/batch
Step 00047750 L_out=0.032 Acc=0.63 ---303425.82 ms/batch
Step 00047800 L_out=0.010 Acc=0.87 ---338923.06 ms/batch
Step 00047850 L_out=0.012 Acc=0.84 ---373036.35 ms/batch
Step 00047900 L_out=0.016 Acc=0.90 ---406309.03 ms/batch
Step 00047950 L_out=0.007 Acc=0.71 ---439370.42 ms/batch
Step 00048000 L_out=0.008 Acc=0.86 ---468778.41 ms/batch
Round 4 | epoch=11, train costTime=479.4821972846985, | total_activation_sum=2101788
Round 4 | epoch=12, current m_iou=0.7979812796980005
Round 4 | Best m_IoU is: 0.798, OA is: 0.925 | val costTime=63.206133127212524
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.003 Acc=0.86 ---13173.04 ms/batch
Step 00048100 L_out=0.016 Acc=0.85 ---40026.18 ms/batch
Step 00048150 L_out=0.006 Acc=0.87 ---72275.91 ms/batch
Step 00048200 L_out=0.026 Acc=0.86 ---101950.82 ms/batch
Step 00048250 L_out=0.028 Acc=0.65 ---129958.53 ms/batch
Step 00048300 L_out=0.013 Acc=0.77 ---158211.80 ms/batch
Step 00048350 L_out=0.002 Acc=0.86 ---186257.99 ms/batch
Step 00048400 L_out=0.007 Acc=0.79 ---214334.30 ms/batch
Step 00048450 L_out=0.006 Acc=0.76 ---241936.90 ms/batch
Step 00048500 L_out=0.003 Acc=0.85 ---269877.25 ms/batch
Step 00048550 L_out=0.013 Acc=0.73 ---297664.79 ms/batch
Step 00048600 L_out=0.021 Acc=0.76 ---324668.31 ms/batch
Step 00048650 L_out=0.091 Acc=0.88 ---352692.31 ms/batch
Round 4 | epoch=12, train costTime=374.9666373729706, | total_activation_sum=2040995
Round 4 | epoch=13, current m_iou=0.7938420275660991
Round 4 | Best m_IoU is: 0.798, OA is: 0.925 | val costTime=65.69505739212036
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.018 Acc=0.89 --- 5097.52 ms/batch
Step 00048750 L_out=0.028 Acc=0.86 ---32835.02 ms/batch
Step 00048800 L_out=0.014 Acc=0.85 ---60406.73 ms/batch
Step 00048850 L_out=0.032 Acc=0.83 ---88473.05 ms/batch
Step 00048900 L_out=0.003 Acc=0.86 ---116309.44 ms/batch
Step 00048950 L_out=0.007 Acc=0.95 ---144047.05 ms/batch
Step 00049000 L_out=0.005 Acc=0.83 ---172353.30 ms/batch
Step 00049050 L_out=0.004 Acc=0.90 ---200453.71 ms/batch
Step 00049100 L_out=0.038 Acc=0.84 ---227896.71 ms/batch
Step 00049150 L_out=0.006 Acc=0.93 ---255821.61 ms/batch
Step 00049200 L_out=0.010 Acc=0.78 ---283609.99 ms/batch
Step 00049250 L_out=0.011 Acc=0.73 ---311030.19 ms/batch
Step 00049300 L_out=0.019 Acc=0.88 ---339248.18 ms/batch
Step 00049350 L_out=0.040 Acc=0.86 ---367086.60 ms/batch
Round 4 | epoch=13, train costTime=371.6436264514923, | total_activation_sum=2027473
Round 4 | epoch=14, current m_iou=0.7984046863500263
Round 4 | Best m_IoU is: 0.798, OA is: 0.928 | val costTime=69.98762965202332
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.003 Acc=0.88 ---23886.82 ms/batch
Step 00049450 L_out=0.026 Acc=0.84 ---50783.22 ms/batch
Step 00049500 L_out=0.088 Acc=0.92 ---79002.38 ms/batch
Step 00049550 L_out=0.010 Acc=0.79 ---107050.09 ms/batch
Step 00049600 L_out=0.007 Acc=0.84 ---134750.17 ms/batch
Step 00049650 L_out=0.003 Acc=0.76 ---162152.12 ms/batch
Step 00049700 L_out=0.055 Acc=0.81 ---189508.76 ms/batch
Step 00049750 L_out=0.005 Acc=0.68 ---216821.81 ms/batch
Step 00049800 L_out=0.043 Acc=0.74 ---243589.36 ms/batch
Step 00049850 L_out=0.008 Acc=0.81 ---270259.96 ms/batch
Step 00049900 L_out=0.033 Acc=0.91 ---297764.07 ms/batch
Step 00049950 L_out=0.037 Acc=0.80 ---325319.48 ms/batch
Step 00050000 L_out=0.038 Acc=0.88 ---352152.45 ms/batch
Round 4 | epoch=14, train costTime=365.69777822494507, | total_activation_sum=2046307
Round 4 | epoch=15, current m_iou=0.8225025852250744
Round 4 | Best m_IoU is: 0.823, OA is: 0.940 | val costTime=73.54784274101257
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.016 Acc=0.84 ---13497.75 ms/batch
Step 00050100 L_out=0.008 Acc=0.76 ---41577.02 ms/batch
Step 00050150 L_out=0.006 Acc=0.88 ---67537.95 ms/batch
Step 00050200 L_out=0.003 Acc=0.81 ---94456.26 ms/batch
Step 00050250 L_out=0.074 Acc=0.74 ---121665.37 ms/batch
Step 00050300 L_out=0.018 Acc=0.87 ---148293.88 ms/batch
Step 00050350 L_out=0.044 Acc=0.88 ---175954.03 ms/batch
Step 00050400 L_out=0.003 Acc=0.80 ---202553.26 ms/batch
Step 00050450 L_out=0.054 Acc=0.75 ---229816.10 ms/batch
Step 00050500 L_out=0.025 Acc=0.82 ---256575.31 ms/batch
Step 00050550 L_out=0.002 Acc=0.83 ---284282.54 ms/batch
Step 00050600 L_out=0.020 Acc=0.75 ---312479.14 ms/batch
Step 00050650 L_out=0.023 Acc=0.82 ---340674.56 ms/batch
Round 4 | epoch=15, train costTime=364.43735241889954, | total_activation_sum=2054419
Round 4 | epoch=16, current m_iou=0.7887564334483153
Round 4 | Best m_IoU is: 0.823, OA is: 0.940 | val costTime=72.74086618423462
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.011 Acc=0.89 --- 4687.83 ms/batch
Step 00050750 L_out=0.003 Acc=0.94 ---33714.48 ms/batch
Step 00050800 L_out=0.025 Acc=0.87 ---61688.84 ms/batch
Step 00050850 L_out=0.005 Acc=0.81 ---90036.10 ms/batch
Step 00050900 L_out=0.115 Acc=0.89 ---118241.69 ms/batch
Step 00050950 L_out=0.010 Acc=0.93 ---146405.54 ms/batch
Step 00051000 L_out=0.004 Acc=0.86 ---174976.28 ms/batch
Step 00051050 L_out=0.179 Acc=0.89 ---203367.28 ms/batch
Step 00051100 L_out=0.012 Acc=0.90 ---231715.43 ms/batch
Step 00051150 L_out=0.026 Acc=0.77 ---259849.85 ms/batch
Step 00051200 L_out=0.001 Acc=0.88 ---288035.77 ms/batch
Step 00051250 L_out=0.003 Acc=0.82 ---316349.18 ms/batch
Step 00051300 L_out=0.014 Acc=0.83 ---344909.46 ms/batch
Step 00051350 L_out=0.003 Acc=0.91 ---372295.69 ms/batch
Round 4 | epoch=16, train costTime=377.1010353565216, | total_activation_sum=2073197
Round 4 | epoch=17, current m_iou=0.7935340796805921
Round 4 | Best m_IoU is: 0.823, OA is: 0.940 | val costTime=68.92984580993652
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.008 Acc=0.82 ---23275.98 ms/batch
Step 00051450 L_out=0.024 Acc=0.84 ---51126.62 ms/batch
Step 00051500 L_out=0.020 Acc=0.82 ---79396.68 ms/batch
Step 00051550 L_out=0.002 Acc=0.87 ---107191.15 ms/batch
Step 00051600 L_out=0.009 Acc=0.93 ---135375.41 ms/batch
Step 00051650 L_out=0.020 Acc=0.83 ---162862.32 ms/batch
Step 00051700 L_out=0.004 Acc=0.89 ---190839.82 ms/batch
Step 00051750 L_out=0.014 Acc=0.80 ---237731.92 ms/batch
Step 00051800 L_out=0.053 Acc=0.89 ---283839.42 ms/batch
Step 00051850 L_out=0.000 Acc=0.58 ---330147.40 ms/batch
Step 00051900 L_out=0.011 Acc=0.90 ---377701.35 ms/batch
Step 00051950 L_out=0.061 Acc=0.94 ---424858.48 ms/batch
Step 00052000 L_out=0.001 Acc=0.76 ---473193.08 ms/batch
Round 4 | epoch=17, train costTime=498.8426835536957, | total_activation_sum=2078558
Round 4 | epoch=18, current m_iou=0.7877431494711992
Round 4 | Best m_IoU is: 0.823, OA is: 0.940 | val costTime=99.83925366401672
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.016 Acc=0.63 ---13869.47 ms/batch
Step 00052100 L_out=0.022 Acc=0.84 ---46566.39 ms/batch
Step 00052150 L_out=0.011 Acc=0.81 ---78748.97 ms/batch
Step 00052200 L_out=0.013 Acc=0.88 ---110654.77 ms/batch
Step 00052250 L_out=0.010 Acc=0.91 ---142460.60 ms/batch
Step 00052300 L_out=0.002 Acc=0.79 ---174010.32 ms/batch
Step 00052350 L_out=0.002 Acc=0.89 ---205906.29 ms/batch
Step 00052400 L_out=0.019 Acc=0.80 ---237698.49 ms/batch
Step 00052450 L_out=0.005 Acc=0.86 ---269203.19 ms/batch
Step 00052500 L_out=0.042 Acc=0.90 ---300626.24 ms/batch
Step 00052550 L_out=0.012 Acc=0.81 ---332138.31 ms/batch
Step 00052600 L_out=0.007 Acc=0.88 ---363706.05 ms/batch
Step 00052650 L_out=0.099 Acc=0.94 ---395273.46 ms/batch
Round 4 | epoch=18, train costTime=423.0281310081482, | total_activation_sum=2030880
Round 4 | epoch=19, current m_iou=0.7853458875868105
Round 4 | Best m_IoU is: 0.823, OA is: 0.940 | val costTime=80.27305746078491
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.006 Acc=0.83 --- 4373.21 ms/batch
Step 00052750 L_out=0.008 Acc=0.49 ---35941.57 ms/batch
Step 00052800 L_out=0.015 Acc=0.92 ---67778.65 ms/batch
Step 00052850 L_out=0.040 Acc=0.89 ---99700.80 ms/batch
Step 00052900 L_out=0.034 Acc=0.86 ---132139.68 ms/batch
Step 00052950 L_out=0.022 Acc=0.93 ---163856.82 ms/batch
Step 00053000 L_out=0.001 Acc=0.91 ---194964.26 ms/batch
Step 00053050 L_out=0.013 Acc=0.88 ---226388.26 ms/batch
Step 00053100 L_out=0.002 Acc=0.86 ---258088.68 ms/batch
Step 00053150 L_out=0.001 Acc=0.86 ---289844.93 ms/batch
Step 00053200 L_out=0.039 Acc=0.94 ---321140.58 ms/batch
Step 00053250 L_out=0.017 Acc=0.94 ---352924.74 ms/batch
Step 00053300 L_out=0.050 Acc=0.88 ---384336.45 ms/batch
Step 00053350 L_out=0.013 Acc=0.67 ---416133.89 ms/batch
Round 4 | epoch=19, train costTime=422.37144136428833, | total_activation_sum=2032043
Round 4 | epoch=20, current m_iou=0.7937674803979767
Round 4 | Best m_IoU is: 0.823, OA is: 0.940 | val costTime=77.68522930145264
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.008 Acc=0.86 ---26179.46 ms/batch
Step 00053450 L_out=0.010 Acc=0.89 ---57300.30 ms/batch
Step 00053500 L_out=0.006 Acc=0.91 ---89387.36 ms/batch
Step 00053550 L_out=0.036 Acc=0.87 ---121440.71 ms/batch
Step 00053600 L_out=0.005 Acc=0.96 ---154324.89 ms/batch
Step 00053650 L_out=0.035 Acc=0.60 ---187007.60 ms/batch
Step 00053700 L_out=0.024 Acc=0.80 ---218637.24 ms/batch
Step 00053750 L_out=0.009 Acc=0.84 ---249655.76 ms/batch
Step 00053800 L_out=0.024 Acc=0.93 ---280842.84 ms/batch
Step 00053850 L_out=0.004 Acc=0.89 ---312623.19 ms/batch
Step 00053900 L_out=0.002 Acc=0.91 ---344734.11 ms/batch
Step 00053950 L_out=0.002 Acc=0.89 ---377033.88 ms/batch
Step 00054000 L_out=0.007 Acc=0.92 ---410361.32 ms/batch
Round 4 | epoch=20, train costTime=427.9220633506775, | total_activation_sum=2055086
Round 4 | epoch=21, current m_iou=0.8138681813654071
Round 4 | Best m_IoU is: 0.823, OA is: 0.940 | val costTime=84.86022758483887
Round 4 | ****EPOCH 21****
Step 00054050 L_out=0.009 Acc=0.90 ---14601.38 ms/batch
Step 00054100 L_out=0.004 Acc=0.77 ---47923.09 ms/batch
Step 00054150 L_out=0.013 Acc=0.87 ---81240.60 ms/batch
Step 00054200 L_out=0.012 Acc=0.89 ---112938.09 ms/batch
Step 00054250 L_out=0.017 Acc=0.88 ---144573.47 ms/batch
Step 00054300 L_out=0.009 Acc=0.88 ---177336.97 ms/batch
Step 00054350 L_out=0.003 Acc=0.80 ---209836.16 ms/batch
Step 00054400 L_out=0.022 Acc=0.75 ---240823.12 ms/batch
Step 00054450 L_out=0.057 Acc=0.96 ---272694.88 ms/batch
Step 00054500 L_out=0.019 Acc=0.85 ---304575.93 ms/batch
Step 00054550 L_out=0.004 Acc=0.90 ---336974.08 ms/batch
Step 00054600 L_out=0.009 Acc=0.83 ---368453.44 ms/batch
Step 00054650 L_out=0.002 Acc=0.88 ---400039.66 ms/batch
Round 4 | epoch=21, train costTime=428.70986890792847, | total_activation_sum=2049940
Round 4 | epoch=22, current m_iou=0.803001655942378
Round 4 | Best m_IoU is: 0.823, OA is: 0.940 | val costTime=80.1090452671051
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.027 Acc=0.85 --- 3747.43 ms/batch
Step 00054750 L_out=0.010 Acc=0.83 ---34539.10 ms/batch
Step 00054800 L_out=0.090 Acc=0.92 ---67059.45 ms/batch
Step 00054850 L_out=0.098 Acc=0.77 ---98743.71 ms/batch
Step 00054900 L_out=0.003 Acc=0.94 ---130341.78 ms/batch
Step 00054950 L_out=0.032 Acc=0.82 ---161873.95 ms/batch
Step 00055000 L_out=0.004 Acc=0.82 ---193683.16 ms/batch
Step 00055050 L_out=0.032 Acc=0.88 ---224219.57 ms/batch
Step 00055100 L_out=0.014 Acc=0.77 ---256363.28 ms/batch
Step 00055150 L_out=0.039 Acc=0.82 ---289211.46 ms/batch
Step 00055200 L_out=0.005 Acc=0.85 ---320462.97 ms/batch
Step 00055250 L_out=0.001 Acc=0.84 ---352010.14 ms/batch
Step 00055300 L_out=0.013 Acc=0.84 ---383536.57 ms/batch
Step 00055350 L_out=0.012 Acc=0.85 ---414889.54 ms/batch
Round 4 | epoch=22, train costTime=422.0422508716583, | total_activation_sum=2089510
Round 4 | epoch=23, current m_iou=0.7989923272633662
Round 4 | Best m_IoU is: 0.823, OA is: 0.940 | val costTime=83.64244985580444
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.004 Acc=0.88 ---24754.84 ms/batch
Step 00055450 L_out=0.007 Acc=0.79 ---56807.35 ms/batch
Step 00055500 L_out=0.002 Acc=0.91 ---88561.75 ms/batch
Step 00055550 L_out=0.006 Acc=0.92 ---119825.15 ms/batch
Step 00055600 L_out=0.014 Acc=0.80 ---152503.07 ms/batch
Step 00055650 L_out=0.007 Acc=0.87 ---184666.41 ms/batch
Step 00055700 L_out=0.007 Acc=0.87 ---216228.55 ms/batch
Step 00055750 L_out=0.008 Acc=0.78 ---247210.16 ms/batch
Step 00055800 L_out=0.033 Acc=0.85 ---277895.00 ms/batch
Step 00055850 L_out=0.007 Acc=0.82 ---309548.35 ms/batch
Step 00055900 L_out=0.003 Acc=0.93 ---341255.14 ms/batch
Step 00055950 L_out=0.015 Acc=0.88 ---373340.47 ms/batch
Step 00056000 L_out=0.001 Acc=0.92 ---405770.42 ms/batch
Round 4 | epoch=23, train costTime=423.7151417732239, | total_activation_sum=2101761
Round 4 | epoch=24, current m_iou=0.8015768338608484
Round 4 | Best m_IoU is: 0.823, OA is: 0.940 | val costTime=81.57518720626831
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.008 Acc=0.84 ---13939.64 ms/batch
Step 00056100 L_out=0.005 Acc=0.87 ---46097.96 ms/batch
Step 00056150 L_out=0.002 Acc=0.94 ---77864.96 ms/batch
Step 00056200 L_out=0.007 Acc=0.88 ---109361.67 ms/batch
Step 00056250 L_out=0.093 Acc=0.89 ---140773.51 ms/batch
Step 00056300 L_out=0.009 Acc=0.93 ---170697.38 ms/batch
Step 00056350 L_out=0.011 Acc=0.87 ---200083.31 ms/batch
Step 00056400 L_out=0.004 Acc=0.87 ---229472.61 ms/batch
Step 00056450 L_out=0.013 Acc=0.83 ---259356.93 ms/batch
Step 00056500 L_out=0.007 Acc=0.75 ---289351.11 ms/batch
Step 00056550 L_out=0.042 Acc=0.86 ---319173.80 ms/batch
Step 00056600 L_out=0.010 Acc=0.78 ---349405.23 ms/batch
Step 00056650 L_out=0.150 Acc=0.77 ---380412.77 ms/batch
Round 4 | epoch=24, train costTime=409.6117238998413, | total_activation_sum=2051279
Round 4 | epoch=25, current m_iou=0.7922690055860457
Round 4 | Best m_IoU is: 0.823, OA is: 0.940 | val costTime=77.52074956893921
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.010 Acc=0.77 --- 3390.97 ms/batch
Step 00056750 L_out=0.025 Acc=0.83 ---34050.89 ms/batch
Step 00056800 L_out=0.002 Acc=0.82 ---64555.80 ms/batch
Step 00056850 L_out=0.004 Acc=0.69 ---97254.44 ms/batch
Step 00056900 L_out=0.043 Acc=0.90 ---127967.66 ms/batch
Step 00056950 L_out=0.034 Acc=0.93 ---158597.17 ms/batch
Step 00057000 L_out=0.011 Acc=0.91 ---190419.15 ms/batch
Step 00057050 L_out=0.002 Acc=0.84 ---220162.81 ms/batch
Step 00057100 L_out=0.042 Acc=0.75 ---250669.70 ms/batch
Step 00057150 L_out=0.002 Acc=0.91 ---280068.48 ms/batch
Step 00057200 L_out=0.005 Acc=0.83 ---309789.70 ms/batch
Step 00057250 L_out=0.002 Acc=0.92 ---340030.25 ms/batch
Step 00057300 L_out=0.003 Acc=0.90 ---371665.79 ms/batch
Step 00057350 L_out=0.039 Acc=0.88 ---403680.07 ms/batch
Round 4 | epoch=25, train costTime=411.6869044303894, | total_activation_sum=2031778
Round 4 | epoch=26, current m_iou=0.8137088857459445
Round 4 | Best m_IoU is: 0.823, OA is: 0.940 | val costTime=88.0587089061737
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.003 Acc=0.92 ---24461.75 ms/batch
Step 00057450 L_out=0.046 Acc=0.84 ---55987.16 ms/batch
Step 00057500 L_out=0.001 Acc=0.83 ---87130.33 ms/batch
Step 00057550 L_out=0.010 Acc=0.86 ---116833.96 ms/batch
Step 00057600 L_out=0.005 Acc=0.93 ---147695.11 ms/batch
Step 00057650 L_out=0.011 Acc=0.91 ---177327.26 ms/batch
Step 00057700 L_out=0.004 Acc=0.87 ---207637.12 ms/batch
Step 00057750 L_out=0.021 Acc=0.94 ---239251.15 ms/batch
Step 00057800 L_out=0.001 Acc=0.88 ---269784.79 ms/batch
Step 00057850 L_out=0.012 Acc=0.92 ---301151.08 ms/batch
Step 00057900 L_out=0.019 Acc=0.89 ---333349.66 ms/batch
Step 00057950 L_out=0.004 Acc=0.88 ---364865.14 ms/batch
Step 00058000 L_out=0.015 Acc=0.90 ---397441.32 ms/batch
Round 4 | epoch=26, train costTime=415.82584142684937, | total_activation_sum=2005913
Round 4 | epoch=27, current m_iou=0.8071485162462414
Round 4 | Best m_IoU is: 0.823, OA is: 0.940 | val costTime=76.59748864173889
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.020 Acc=0.86 ---13581.37 ms/batch
Step 00058100 L_out=0.011 Acc=0.80 ---46554.63 ms/batch
Step 00058150 L_out=0.077 Acc=0.84 ---78386.13 ms/batch
Step 00058200 L_out=0.008 Acc=0.82 ---110270.23 ms/batch
Step 00058250 L_out=0.062 Acc=0.67 ---141910.44 ms/batch
Step 00058300 L_out=0.003 Acc=0.92 ---175542.22 ms/batch
Step 00058350 L_out=0.002 Acc=0.84 ---207245.46 ms/batch
Step 00058400 L_out=0.045 Acc=0.89 ---239383.30 ms/batch
Step 00058450 L_out=0.020 Acc=0.92 ---271832.71 ms/batch
Step 00058500 L_out=0.007 Acc=0.77 ---303377.61 ms/batch
Step 00058550 L_out=0.003 Acc=0.93 ---335228.16 ms/batch
Step 00058600 L_out=0.039 Acc=0.90 ---366562.26 ms/batch
Step 00058650 L_out=0.004 Acc=0.89 ---398700.06 ms/batch
Round 4 | epoch=27, train costTime=427.92896461486816, | total_activation_sum=2130880
Round 4 | epoch=28, current m_iou=0.816752786019808
Round 4 | Best m_IoU is: 0.823, OA is: 0.940 | val costTime=84.97076272964478
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.023 Acc=0.87 --- 2590.58 ms/batch
Step 00058750 L_out=0.007 Acc=0.92 ---33290.71 ms/batch
Step 00058800 L_out=0.096 Acc=0.93 ---66000.64 ms/batch
Step 00058850 L_out=0.012 Acc=0.80 ---97932.73 ms/batch
Step 00058900 L_out=0.023 Acc=0.93 ---129670.71 ms/batch
Step 00058950 L_out=0.022 Acc=0.87 ---160984.39 ms/batch
Step 00059000 L_out=0.005 Acc=0.80 ---193402.92 ms/batch
Step 00059050 L_out=0.008 Acc=0.89 ---224922.69 ms/batch
Step 00059100 L_out=0.006 Acc=0.87 ---256840.06 ms/batch
Step 00059150 L_out=0.001 Acc=0.94 ---288938.72 ms/batch
Step 00059200 L_out=0.009 Acc=0.84 ---320913.38 ms/batch
Step 00059250 L_out=0.002 Acc=0.93 ---352263.91 ms/batch
Step 00059300 L_out=0.006 Acc=0.84 ---384246.01 ms/batch
Step 00059350 L_out=0.008 Acc=0.90 ---416140.98 ms/batch
Round 4 | epoch=28, train costTime=424.1088671684265, | total_activation_sum=2041745
Round 4 | epoch=29, current m_iou=0.8146193824650148
Round 4 | Best m_IoU is: 0.823, OA is: 0.940 | val costTime=81.70120000839233
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.008 Acc=0.96 ---22829.83 ms/batch
Step 00059450 L_out=0.025 Acc=0.89 ---53989.21 ms/batch
Step 00059500 L_out=0.004 Acc=0.88 ---86109.72 ms/batch
Step 00059550 L_out=0.009 Acc=0.81 ---117613.34 ms/batch
Step 00059600 L_out=0.000 Acc=0.93 ---149090.63 ms/batch
Step 00059650 L_out=0.010 Acc=0.82 ---181429.19 ms/batch
Step 00059700 L_out=0.008 Acc=0.95 ---212670.77 ms/batch
Step 00059750 L_out=0.010 Acc=0.80 ---244064.54 ms/batch
Step 00059800 L_out=0.015 Acc=0.92 ---276625.65 ms/batch
Step 00059850 L_out=0.006 Acc=0.94 ---308691.82 ms/batch
Step 00059900 L_out=0.006 Acc=0.92 ---340152.05 ms/batch
Step 00059950 L_out=0.002 Acc=0.90 ---372045.48 ms/batch
Step 00060000 L_out=0.061 Acc=0.89 ---403834.78 ms/batch
Round 4 | epoch=29, train costTime=423.38443899154663, | total_activation_sum=2078178
Round 4 | epoch=30, current m_iou=0.8163373145151978
Round 4 | Best m_IoU is: 0.823, OA is: 0.940 | val costTime=87.21848511695862
Round 4 | ****EPOCH 30****
Round 5 | ****EPOCH 0****
Step 00060050 L_out=0.055 Acc=0.88 ---13272.73 ms/batch
Step 00060100 L_out=0.044 Acc=0.61 ---44770.78 ms/batch
Step 00060150 L_out=0.253 Acc=0.54 ---76063.94 ms/batch
Step 00060200 L_out=0.140 Acc=0.80 ---107435.43 ms/batch
Step 00060250 L_out=0.085 Acc=0.55 ---139670.80 ms/batch
Step 00060300 L_out=0.039 Acc=0.45 ---171670.30 ms/batch
Step 00060350 L_out=0.033 Acc=0.37 ---202930.93 ms/batch
Step 00060400 L_out=0.207 Acc=0.73 ---234630.47 ms/batch
Step 00060450 L_out=0.028 Acc=0.79 ---266040.14 ms/batch
Step 00060500 L_out=0.006 Acc=0.85 ---297902.94 ms/batch
Step 00060550 L_out=0.035 Acc=0.76 ---328922.22 ms/batch
Step 00060600 L_out=0.038 Acc=0.53 ---360388.77 ms/batch
Step 00060650 L_out=0.023 Acc=0.70 ---392808.76 ms/batch
Round 5 | epoch=0, train costTime=423.28066539764404, | total_activation_sum=2246758
Round 5 | epoch=1, current m_iou=0.7238958406247971
Round 5 | Best m_IoU is: 0.724, OA is: 0.887 | val costTime=84.54099416732788
Round 5 | ****EPOCH 1****
Step 00060700 L_out=0.059 Acc=0.55 --- 2082.64 ms/batch
Step 00060750 L_out=0.016 Acc=0.93 ---33900.72 ms/batch
Step 00060800 L_out=0.013 Acc=0.84 ---65310.23 ms/batch
Step 00060850 L_out=0.008 Acc=0.69 ---97250.57 ms/batch
Step 00060900 L_out=0.036 Acc=0.67 ---128492.28 ms/batch
Step 00060950 L_out=0.020 Acc=0.62 ---160574.87 ms/batch
Step 00061000 L_out=0.008 Acc=0.88 ---193063.62 ms/batch
Step 00061050 L_out=0.131 Acc=0.75 ---224861.09 ms/batch
Step 00061100 L_out=0.018 Acc=0.77 ---256288.86 ms/batch
Step 00061150 L_out=0.044 Acc=0.82 ---286711.24 ms/batch
Step 00061200 L_out=0.158 Acc=0.85 ---318644.10 ms/batch
Step 00061250 L_out=0.019 Acc=0.82 ---350969.17 ms/batch
Step 00061300 L_out=0.024 Acc=0.89 ---382289.51 ms/batch
Step 00061350 L_out=0.036 Acc=0.78 ---413397.04 ms/batch
Round 5 | epoch=1, train costTime=421.742849111557, | total_activation_sum=2145097
Round 5 | epoch=2, current m_iou=0.7523450887664309
Round 5 | Best m_IoU is: 0.752, OA is: 0.898 | val costTime=73.48438048362732
Round 5 | ****EPOCH 2****
Step 00061400 L_out=0.064 Acc=0.78 ---23160.53 ms/batch
Step 00061450 L_out=0.001 Acc=0.84 ---54831.33 ms/batch
Step 00061500 L_out=0.020 Acc=0.84 ---87381.66 ms/batch
Step 00061550 L_out=0.009 Acc=0.77 ---119172.00 ms/batch
Step 00061600 L_out=0.008 Acc=0.83 ---150512.67 ms/batch
Step 00061650 L_out=0.083 Acc=0.73 ---182388.72 ms/batch
Step 00061700 L_out=0.065 Acc=0.87 ---213560.81 ms/batch
Step 00061750 L_out=0.070 Acc=0.77 ---244524.40 ms/batch
Step 00061800 L_out=0.027 Acc=0.87 ---276651.73 ms/batch
Step 00061850 L_out=0.057 Acc=0.79 ---307935.66 ms/batch
Step 00061900 L_out=0.009 Acc=0.72 ---338790.41 ms/batch
Step 00061950 L_out=0.024 Acc=0.85 ---370468.57 ms/batch
Step 00062000 L_out=0.016 Acc=0.64 ---402442.70 ms/batch
Round 5 | epoch=2, train costTime=421.9725875854492, | total_activation_sum=2230333
Round 5 | epoch=3, current m_iou=0.7340650587970444
Round 5 | Best m_IoU is: 0.752, OA is: 0.898 | val costTime=79.9427342414856
Round 5 | ****EPOCH 3****
Step 00062050 L_out=0.026 Acc=0.70 ---12413.09 ms/batch
Step 00062100 L_out=0.006 Acc=0.79 ---45767.59 ms/batch
Step 00062150 L_out=0.006 Acc=0.80 ---79244.60 ms/batch
Step 00062200 L_out=0.020 Acc=0.74 ---111404.51 ms/batch
Step 00062250 L_out=0.016 Acc=0.90 ---143655.33 ms/batch
Step 00062300 L_out=0.008 Acc=0.95 ---174565.48 ms/batch
Step 00062350 L_out=0.079 Acc=0.89 ---205397.63 ms/batch
Step 00062400 L_out=0.006 Acc=0.81 ---236630.94 ms/batch
Step 00062450 L_out=0.009 Acc=0.91 ---269169.65 ms/batch
Step 00062500 L_out=0.026 Acc=0.78 ---300673.83 ms/batch
Step 00062550 L_out=0.005 Acc=0.84 ---331810.33 ms/batch
Step 00062600 L_out=0.006 Acc=0.81 ---362952.28 ms/batch
Step 00062650 L_out=0.020 Acc=0.87 ---395514.98 ms/batch
Round 5 | epoch=3, train costTime=424.7321081161499, | total_activation_sum=2118366
Round 5 | epoch=4, current m_iou=0.7729727716268627
Round 5 | Best m_IoU is: 0.773, OA is: 0.918 | val costTime=87.76394963264465
Round 5 | ****EPOCH 4****
Step 00062700 L_out=0.006 Acc=0.92 --- 1331.83 ms/batch
Step 00062750 L_out=0.005 Acc=0.86 ---33828.36 ms/batch
Step 00062800 L_out=0.017 Acc=0.78 ---65453.58 ms/batch
Step 00062850 L_out=0.029 Acc=0.79 ---97514.40 ms/batch
Step 00062900 L_out=0.011 Acc=0.89 ---129547.27 ms/batch
Step 00062950 L_out=0.132 Acc=0.76 ---161817.10 ms/batch
Step 00063000 L_out=0.026 Acc=0.73 ---192958.98 ms/batch
Step 00063050 L_out=0.041 Acc=0.83 ---224022.89 ms/batch
Step 00063100 L_out=0.007 Acc=0.77 ---255978.94 ms/batch
Step 00063150 L_out=0.004 Acc=0.82 ---287257.91 ms/batch
Step 00063200 L_out=0.112 Acc=0.82 ---318614.65 ms/batch
Step 00063250 L_out=0.199 Acc=0.77 ---350661.00 ms/batch
Step 00063300 L_out=0.001 Acc=0.91 ---382089.24 ms/batch
Step 00063350 L_out=0.021 Acc=0.58 ---413140.08 ms/batch
Round 5 | epoch=4, train costTime=422.53486943244934, | total_activation_sum=2162300
Round 5 | epoch=5, current m_iou=0.6682588949883049
Round 5 | Best m_IoU is: 0.773, OA is: 0.918 | val costTime=86.19776463508606
Round 5 | ****EPOCH 5****
Step 00063400 L_out=0.042 Acc=0.83 ---22538.17 ms/batch
Step 00063450 L_out=0.010 Acc=0.77 ---54184.62 ms/batch
Step 00063500 L_out=0.007 Acc=0.84 ---86461.01 ms/batch
Step 00063550 L_out=0.038 Acc=0.89 ---118508.87 ms/batch
Step 00063600 L_out=0.007 Acc=0.89 ---150613.19 ms/batch
Step 00063650 L_out=0.011 Acc=0.92 ---182302.32 ms/batch
Step 00063700 L_out=0.050 Acc=0.79 ---214472.45 ms/batch
Step 00063750 L_out=0.022 Acc=0.86 ---246265.58 ms/batch
Step 00063800 L_out=0.096 Acc=0.79 ---278059.12 ms/batch
Step 00063850 L_out=0.017 Acc=0.77 ---309117.60 ms/batch
Step 00063900 L_out=0.007 Acc=0.87 ---339822.07 ms/batch
Step 00063950 L_out=0.010 Acc=0.72 ---371478.89 ms/batch
Step 00064000 L_out=0.041 Acc=0.89 ---402922.28 ms/batch
Round 5 | epoch=5, train costTime=423.5609016418457, | total_activation_sum=2066242
Round 5 | epoch=6, current m_iou=0.7454801304419771
Round 5 | Best m_IoU is: 0.773, OA is: 0.918 | val costTime=82.88032293319702
Round 5 | ****EPOCH 6****
Step 00064050 L_out=0.022 Acc=0.63 ---11820.73 ms/batch
Step 00064100 L_out=0.008 Acc=0.86 ---42154.32 ms/batch
Step 00064150 L_out=0.003 Acc=0.88 ---74041.32 ms/batch
Step 00064200 L_out=0.151 Acc=0.79 ---105848.70 ms/batch
Step 00064250 L_out=0.006 Acc=0.85 ---136655.81 ms/batch
Step 00064300 L_out=0.011 Acc=0.93 ---168233.06 ms/batch
Step 00064350 L_out=0.031 Acc=0.81 ---200819.29 ms/batch
Step 00064400 L_out=0.006 Acc=0.66 ---232473.46 ms/batch
Step 00064450 L_out=0.008 Acc=0.80 ---264011.64 ms/batch
Step 00064500 L_out=0.001 Acc=0.77 ---296077.37 ms/batch
Step 00064550 L_out=0.001 Acc=0.94 ---327682.29 ms/batch
Step 00064600 L_out=0.023 Acc=0.82 ---359163.37 ms/batch
Step 00064650 L_out=0.004 Acc=0.82 ---390275.10 ms/batch
Round 5 | epoch=6, train costTime=420.486745595932, | total_activation_sum=2243450
Round 5 | epoch=7, current m_iou=0.7656480652558177
Round 5 | Best m_IoU is: 0.773, OA is: 0.918 | val costTime=91.1325159072876
Round 5 | ****EPOCH 7****
Step 00064700 L_out=0.004 Acc=0.80 ---  745.17 ms/batch
Step 00064750 L_out=0.027 Acc=0.76 ---32211.81 ms/batch
Step 00064800 L_out=0.004 Acc=0.87 ---64273.03 ms/batch
Step 00064850 L_out=0.010 Acc=0.86 ---96444.08 ms/batch
Step 00064900 L_out=0.074 Acc=0.92 ---127895.93 ms/batch
Step 00064950 L_out=0.007 Acc=0.86 ---159793.69 ms/batch
Step 00065000 L_out=0.013 Acc=0.68 ---191387.99 ms/batch
Step 00065050 L_out=0.002 Acc=0.87 ---223401.92 ms/batch
Step 00065100 L_out=0.015 Acc=0.91 ---255799.73 ms/batch
Step 00065150 L_out=0.007 Acc=0.85 ---286266.73 ms/batch
Step 00065200 L_out=0.006 Acc=0.88 ---317805.16 ms/batch
Step 00065250 L_out=0.029 Acc=0.90 ---350402.82 ms/batch
Step 00065300 L_out=0.002 Acc=0.91 ---382270.20 ms/batch
Step 00065350 L_out=0.146 Acc=0.88 ---414153.24 ms/batch
Round 5 | epoch=7, train costTime=424.38850593566895, | total_activation_sum=2120257
Round 5 | epoch=8, current m_iou=0.8040704453022098
Round 5 | Best m_IoU is: 0.804, OA is: 0.941 | val costTime=88.79869103431702
Round 5 | ****EPOCH 8****
Step 00065400 L_out=0.014 Acc=0.81 ---21565.38 ms/batch
Step 00065450 L_out=0.010 Acc=0.70 ---52819.14 ms/batch
Step 00065500 L_out=0.005 Acc=0.89 ---84175.56 ms/batch
Step 00065550 L_out=0.004 Acc=0.81 ---115005.16 ms/batch
Step 00065600 L_out=0.005 Acc=0.86 ---146291.27 ms/batch
Step 00065650 L_out=0.003 Acc=0.90 ---177289.39 ms/batch
Step 00065700 L_out=0.017 Acc=0.61 ---209107.96 ms/batch
Step 00065750 L_out=0.044 Acc=0.86 ---240997.33 ms/batch
Step 00065800 L_out=0.014 Acc=0.80 ---272706.92 ms/batch
Step 00065850 L_out=0.010 Acc=0.85 ---304711.72 ms/batch
Step 00065900 L_out=0.002 Acc=0.84 ---336760.11 ms/batch
Step 00065950 L_out=0.014 Acc=0.87 ---368889.24 ms/batch
Step 00066000 L_out=0.041 Acc=0.73 ---401754.30 ms/batch
Round 5 | epoch=8, train costTime=423.24025416374207, | total_activation_sum=2123693
Round 5 | epoch=9, current m_iou=0.8018526783709072
Round 5 | Best m_IoU is: 0.804, OA is: 0.941 | val costTime=75.48933696746826
Round 5 | ****EPOCH 9****
Step 00066050 L_out=0.026 Acc=0.82 ---10826.43 ms/batch
Step 00066100 L_out=0.014 Acc=0.85 ---42675.88 ms/batch
Step 00066150 L_out=0.010 Acc=0.86 ---74037.48 ms/batch
Step 00066200 L_out=0.133 Acc=0.86 ---105066.32 ms/batch
Step 00066250 L_out=0.001 Acc=0.86 ---134884.31 ms/batch
Step 00066300 L_out=0.239 Acc=0.89 ---166536.54 ms/batch
Step 00066350 L_out=0.004 Acc=0.78 ---197258.80 ms/batch
Step 00066400 L_out=0.013 Acc=0.82 ---227918.27 ms/batch
Step 00066450 L_out=0.003 Acc=0.89 ---260170.82 ms/batch
Step 00066500 L_out=0.010 Acc=0.90 ---289377.41 ms/batch
Step 00066550 L_out=0.006 Acc=0.85 ---320745.21 ms/batch
Step 00066600 L_out=0.025 Acc=0.90 ---354614.23 ms/batch
Step 00066650 L_out=0.006 Acc=0.86 ---386445.70 ms/batch
Step 00066700 L_out=0.002 Acc=0.94 ---418914.27 ms/batch
Round 5 | epoch=9, train costTime=418.91443705558777, | total_activation_sum=2175574
Round 5 | epoch=10, current m_iou=0.802917093220747
Round 5 | Best m_IoU is: 0.804, OA is: 0.941 | val costTime=80.54210257530212
Round 5 | ****EPOCH 10****
Step 00066750 L_out=0.050 Acc=0.70 ---30804.43 ms/batch
Step 00066800 L_out=0.002 Acc=0.81 ---60436.13 ms/batch
Step 00066850 L_out=0.013 Acc=0.86 ---92630.00 ms/batch
Step 00066900 L_out=0.001 Acc=0.89 ---125161.98 ms/batch
Step 00066950 L_out=0.025 Acc=0.76 ---157304.61 ms/batch
Step 00067000 L_out=0.009 Acc=0.82 ---189852.65 ms/batch
Step 00067050 L_out=0.001 Acc=0.78 ---222290.70 ms/batch
Step 00067100 L_out=0.004 Acc=0.75 ---253734.92 ms/batch
Step 00067150 L_out=0.118 Acc=0.95 ---285790.73 ms/batch
Step 00067200 L_out=0.002 Acc=0.72 ---317462.12 ms/batch
Step 00067250 L_out=0.002 Acc=0.76 ---348784.16 ms/batch
Step 00067300 L_out=0.013 Acc=0.84 ---379731.39 ms/batch
Step 00067350 L_out=0.002 Acc=0.89 ---409674.32 ms/batch
Round 5 | epoch=10, train costTime=420.28278398513794, | total_activation_sum=2204867
Round 5 | epoch=11, current m_iou=0.8038538997250697
Round 5 | Best m_IoU is: 0.804, OA is: 0.941 | val costTime=85.35448122024536
Round 5 | ****EPOCH 11****
Step 00067400 L_out=0.019 Acc=0.75 ---21709.73 ms/batch
Step 00067450 L_out=0.006 Acc=0.83 ---53809.25 ms/batch
Step 00067500 L_out=0.029 Acc=0.92 ---86253.68 ms/batch
Step 00067550 L_out=0.005 Acc=0.87 ---117879.31 ms/batch
Step 00067600 L_out=0.014 Acc=0.77 ---150146.71 ms/batch
Step 00067650 L_out=0.008 Acc=0.87 ---182597.09 ms/batch
Step 00067700 L_out=0.008 Acc=0.77 ---212358.01 ms/batch
Step 00067750 L_out=0.027 Acc=0.86 ---243128.17 ms/batch
Step 00067800 L_out=0.008 Acc=0.80 ---276334.09 ms/batch
Step 00067850 L_out=0.011 Acc=0.72 ---308448.05 ms/batch
Step 00067900 L_out=0.009 Acc=0.94 ---340341.46 ms/batch
Step 00067950 L_out=0.001 Acc=0.90 ---370874.93 ms/batch
Step 00068000 L_out=0.006 Acc=0.91 ---402904.09 ms/batch
Round 5 | epoch=11, train costTime=424.26598620414734, | total_activation_sum=2097628
Round 5 | epoch=12, current m_iou=0.8057192213823375
Round 5 | Best m_IoU is: 0.806, OA is: 0.940 | val costTime=90.10095763206482
Round 5 | ****EPOCH 12****
Step 00068050 L_out=0.006 Acc=0.82 ---10167.28 ms/batch
Step 00068100 L_out=0.016 Acc=0.73 ---42826.18 ms/batch
Step 00068150 L_out=0.007 Acc=0.81 ---74668.73 ms/batch
Step 00068200 L_out=0.014 Acc=0.83 ---106291.21 ms/batch
Step 00068250 L_out=0.008 Acc=0.78 ---137326.56 ms/batch
Step 00068300 L_out=0.001 Acc=0.87 ---168929.63 ms/batch
Step 00068350 L_out=0.033 Acc=0.79 ---200030.69 ms/batch
Step 00068400 L_out=0.086 Acc=0.80 ---232309.26 ms/batch
Step 00068450 L_out=0.026 Acc=0.87 ---263787.12 ms/batch
Step 00068500 L_out=0.142 Acc=0.88 ---294758.64 ms/batch
Step 00068550 L_out=0.125 Acc=0.49 ---326464.49 ms/batch
Step 00068600 L_out=0.039 Acc=0.78 ---358404.65 ms/batch
Step 00068650 L_out=0.006 Acc=0.88 ---390253.68 ms/batch
Step 00068700 L_out=0.021 Acc=0.93 ---422643.26 ms/batch
Round 5 | epoch=12, train costTime=423.24498558044434, | total_activation_sum=2150023
Round 5 | epoch=13, current m_iou=0.8153789993602526
Round 5 | Best m_IoU is: 0.815, OA is: 0.942 | val costTime=84.93814826011658
Round 5 | ****EPOCH 13****
Step 00068750 L_out=0.004 Acc=0.91 ---31290.08 ms/batch
Step 00068800 L_out=0.008 Acc=0.84 ---63309.73 ms/batch
Step 00068850 L_out=0.002 Acc=0.75 ---95841.44 ms/batch
Step 00068900 L_out=0.003 Acc=0.89 ---128263.29 ms/batch
Step 00068950 L_out=0.005 Acc=0.88 ---159608.90 ms/batch
Step 00069000 L_out=0.008 Acc=0.86 ---191823.29 ms/batch
Step 00069050 L_out=0.005 Acc=0.89 ---223786.25 ms/batch
Step 00069100 L_out=0.004 Acc=0.79 ---256041.48 ms/batch
Step 00069150 L_out=0.018 Acc=0.85 ---288119.64 ms/batch
Step 00069200 L_out=0.002 Acc=0.91 ---319178.78 ms/batch
Step 00069250 L_out=0.010 Acc=0.86 ---350880.61 ms/batch
Step 00069300 L_out=0.009 Acc=0.93 ---382341.09 ms/batch
Step 00069350 L_out=0.002 Acc=0.71 ---414191.42 ms/batch
Round 5 | epoch=13, train costTime=425.65528082847595, | total_activation_sum=2130734
Round 5 | epoch=14, current m_iou=0.8067398358717736
Round 5 | Best m_IoU is: 0.815, OA is: 0.942 | val costTime=87.2953405380249
Round 5 | ****EPOCH 14****
Step 00069400 L_out=0.078 Acc=0.61 ---20407.12 ms/batch
Step 00069450 L_out=0.034 Acc=0.76 ---53518.16 ms/batch
Step 00069500 L_out=0.035 Acc=0.87 ---85305.22 ms/batch
Step 00069550 L_out=0.002 Acc=0.80 ---117157.67 ms/batch
Step 00069600 L_out=0.008 Acc=0.86 ---149548.47 ms/batch
Step 00069650 L_out=0.010 Acc=0.90 ---181394.16 ms/batch
Step 00069700 L_out=0.005 Acc=0.83 ---214088.24 ms/batch
Step 00069750 L_out=0.002 Acc=0.89 ---246012.97 ms/batch
Step 00069800 L_out=0.003 Acc=0.92 ---277896.15 ms/batch
Step 00069850 L_out=0.020 Acc=0.87 ---309130.56 ms/batch
Step 00069900 L_out=0.023 Acc=0.82 ---340221.48 ms/batch
Step 00069950 L_out=0.007 Acc=0.83 ---373572.81 ms/batch
Step 00070000 L_out=0.001 Acc=0.94 ---406935.64 ms/batch
Round 5 | epoch=14, train costTime=430.17301177978516, | total_activation_sum=2174145
Round 5 | epoch=15, current m_iou=0.814671395649669
Round 5 | Best m_IoU is: 0.815, OA is: 0.942 | val costTime=98.18678689002991
Round 5 | ****EPOCH 15****
Step 00070050 L_out=0.037 Acc=0.69 ---10316.40 ms/batch
Step 00070100 L_out=0.002 Acc=0.91 ---42436.31 ms/batch
Step 00070150 L_out=0.003 Acc=0.67 ---74613.17 ms/batch
Step 00070200 L_out=0.004 Acc=0.88 ---105373.57 ms/batch
Step 00070250 L_out=0.006 Acc=0.87 ---136691.60 ms/batch
Step 00070300 L_out=0.009 Acc=0.92 ---168747.64 ms/batch
Step 00070350 L_out=0.005 Acc=0.93 ---199580.41 ms/batch
Step 00070400 L_out=0.069 Acc=0.88 ---230367.62 ms/batch
Step 00070450 L_out=0.021 Acc=0.89 ---260177.98 ms/batch
Step 00070500 L_out=0.019 Acc=0.80 ---292046.68 ms/batch
Step 00070550 L_out=0.054 Acc=0.89 ---325061.02 ms/batch
Step 00070600 L_out=0.008 Acc=0.85 ---364804.45 ms/batch
Step 00070650 L_out=0.026 Acc=0.87 ---404591.52 ms/batch
Step 00070700 L_out=0.019 Acc=0.84 ---444026.42 ms/batch
Round 5 | epoch=15, train costTime=445.51772594451904, | total_activation_sum=2183772
Round 5 | epoch=16, current m_iou=0.8178762603108405
Round 5 | Best m_IoU is: 0.818, OA is: 0.942 | val costTime=97.14497876167297
Round 5 | ****EPOCH 16****
Step 00070750 L_out=0.006 Acc=0.74 ---37489.32 ms/batch
Step 00070800 L_out=0.005 Acc=0.85 ---78638.69 ms/batch
Step 00070850 L_out=0.040 Acc=0.77 ---117927.90 ms/batch
Step 00070900 L_out=0.000 Acc=0.67 ---158115.59 ms/batch
Step 00070950 L_out=0.008 Acc=0.88 ---198156.20 ms/batch
Step 00071000 L_out=0.005 Acc=0.84 ---239040.71 ms/batch
Step 00071050 L_out=0.044 Acc=0.92 ---278427.27 ms/batch
Step 00071100 L_out=0.003 Acc=0.93 ---316707.66 ms/batch
Step 00071150 L_out=0.004 Acc=0.85 ---357438.68 ms/batch
Step 00071200 L_out=0.007 Acc=0.90 ---399512.53 ms/batch
Step 00071250 L_out=0.003 Acc=0.93 ---439321.58 ms/batch
Step 00071300 L_out=0.006 Acc=0.78 ---480688.72 ms/batch
Step 00071350 L_out=0.002 Acc=0.92 ---521329.34 ms/batch
Round 5 | epoch=16, train costTime=537.037665605545, | total_activation_sum=2143856
Round 5 | epoch=17, current m_iou=0.8229857516788934
Round 5 | Best m_IoU is: 0.823, OA is: 0.944 | val costTime=99.42628574371338
Round 5 | ****EPOCH 17****
Step 00071400 L_out=0.002 Acc=0.86 ---25290.34 ms/batch
Step 00071450 L_out=0.008 Acc=0.84 ---65725.43 ms/batch
Step 00071500 L_out=0.015 Acc=0.85 ---104761.30 ms/batch
Step 00071550 L_out=0.001 Acc=0.80 ---143819.00 ms/batch
Step 00071600 L_out=0.017 Acc=0.81 ---183642.41 ms/batch
Step 00071650 L_out=0.003 Acc=0.68 ---222832.66 ms/batch
Step 00071700 L_out=0.007 Acc=0.89 ---264146.07 ms/batch
Step 00071750 L_out=0.007 Acc=0.83 ---304094.61 ms/batch
Step 00071800 L_out=0.001 Acc=0.89 ---343816.60 ms/batch
Step 00071850 L_out=0.009 Acc=0.94 ---382856.85 ms/batch
Step 00071900 L_out=0.040 Acc=0.93 ---423652.46 ms/batch
Step 00071950 L_out=0.003 Acc=0.85 ---463745.44 ms/batch
Step 00072000 L_out=0.003 Acc=0.90 ---504063.25 ms/batch
Round 5 | epoch=17, train costTime=532.8475964069366, | total_activation_sum=2176564
Round 5 | epoch=18, current m_iou=0.8129752352905503
Round 5 | Best m_IoU is: 0.823, OA is: 0.944 | val costTime=100.20681595802307
Round 5 | ****EPOCH 18****
Step 00072050 L_out=0.006 Acc=0.89 ---10777.91 ms/batch
Step 00072100 L_out=0.004 Acc=0.95 ---52033.96 ms/batch
Step 00072150 L_out=0.004 Acc=0.82 ---93261.10 ms/batch
Step 00072200 L_out=0.001 Acc=0.94 ---132798.50 ms/batch
Step 00072250 L_out=0.019 Acc=0.78 ---170549.45 ms/batch
Step 00072300 L_out=0.025 Acc=0.85 ---211198.00 ms/batch
Step 00072350 L_out=0.004 Acc=0.91 ---251729.95 ms/batch
Step 00072400 L_out=0.025 Acc=0.87 ---291569.72 ms/batch
Step 00072450 L_out=0.005 Acc=0.92 ---331043.20 ms/batch
Step 00072500 L_out=0.029 Acc=0.88 ---370624.04 ms/batch
Step 00072550 L_out=0.013 Acc=0.94 ---409699.53 ms/batch
Step 00072600 L_out=0.003 Acc=0.90 ---448655.20 ms/batch
Step 00072650 L_out=0.009 Acc=0.86 ---490175.33 ms/batch
Step 00072700 L_out=0.126 Acc=0.93 ---531442.95 ms/batch
Round 5 | epoch=18, train costTime=533.8352971076965, | total_activation_sum=2133792
Round 5 | epoch=19, current m_iou=0.8237732136640497
Round 5 | Best m_IoU is: 0.824, OA is: 0.945 | val costTime=90.35765767097473
Round 5 | ****EPOCH 19****
Step 00072750 L_out=0.010 Acc=0.91 ---38079.96 ms/batch
Step 00072800 L_out=0.004 Acc=0.92 ---78341.51 ms/batch
Step 00072850 L_out=0.018 Acc=0.82 ---117212.39 ms/batch
Step 00072900 L_out=0.015 Acc=0.89 ---157040.86 ms/batch
Step 00072950 L_out=0.019 Acc=0.78 ---196745.20 ms/batch
Step 00073000 L_out=0.008 Acc=0.80 ---231611.96 ms/batch
Step 00073050 L_out=0.007 Acc=0.95 ---262826.45 ms/batch
Step 00073100 L_out=0.008 Acc=0.81 ---294630.24 ms/batch
Step 00073150 L_out=0.024 Acc=0.81 ---327026.98 ms/batch
Step 00073200 L_out=0.004 Acc=0.85 ---358600.18 ms/batch
Step 00073250 L_out=0.002 Acc=0.73 ---390668.31 ms/batch
Step 00073300 L_out=0.007 Acc=0.86 ---422054.86 ms/batch
Step 00073350 L_out=0.006 Acc=0.87 ---453179.47 ms/batch
Round 5 | epoch=19, train costTime=465.18191504478455, | total_activation_sum=2131791
Round 5 | epoch=20, current m_iou=0.8177915387100183
Round 5 | Best m_IoU is: 0.824, OA is: 0.945 | val costTime=81.45106816291809
Round 5 | ****EPOCH 20****
Step 00073400 L_out=0.005 Acc=0.81 ---18364.17 ms/batch
Step 00073450 L_out=0.001 Acc=0.92 ---49922.17 ms/batch
Step 00073500 L_out=0.152 Acc=0.89 ---81394.45 ms/batch
Step 00073550 L_out=0.014 Acc=0.74 ---113299.45 ms/batch
Step 00073600 L_out=0.005 Acc=0.91 ---146685.66 ms/batch
Step 00073650 L_out=0.005 Acc=0.92 ---180302.60 ms/batch
Step 00073700 L_out=0.015 Acc=0.90 ---213147.41 ms/batch
Step 00073750 L_out=0.009 Acc=0.80 ---244998.79 ms/batch
Step 00073800 L_out=0.001 Acc=0.90 ---277645.39 ms/batch
Step 00073850 L_out=0.004 Acc=0.86 ---310049.32 ms/batch
Step 00073900 L_out=0.030 Acc=0.76 ---342975.92 ms/batch
Step 00073950 L_out=0.008 Acc=0.84 ---375761.03 ms/batch
Step 00074000 L_out=0.002 Acc=0.91 ---408305.26 ms/batch
Round 5 | epoch=20, train costTime=432.01792216300964, | total_activation_sum=2110542
Round 5 | epoch=21, current m_iou=0.8143100132212586
Round 5 | Best m_IoU is: 0.824, OA is: 0.945 | val costTime=91.33120346069336
Round 5 | ****EPOCH 21****
Step 00074050 L_out=0.004 Acc=0.95 --- 8093.43 ms/batch
Step 00074100 L_out=0.009 Acc=0.68 ---40347.29 ms/batch
Step 00074150 L_out=0.017 Acc=0.81 ---71264.56 ms/batch
Step 00074200 L_out=0.001 Acc=0.86 ---102464.29 ms/batch
Step 00074250 L_out=0.009 Acc=0.92 ---134272.75 ms/batch
Step 00074300 L_out=0.006 Acc=0.88 ---165401.87 ms/batch
Step 00074350 L_out=0.003 Acc=0.90 ---196272.99 ms/batch
Step 00074400 L_out=0.002 Acc=0.96 ---227845.63 ms/batch
Step 00074450 L_out=0.005 Acc=0.84 ---258562.04 ms/batch
Step 00074500 L_out=0.079 Acc=0.85 ---289415.85 ms/batch
Step 00074550 L_out=0.007 Acc=0.94 ---320160.36 ms/batch
Step 00074600 L_out=0.005 Acc=0.92 ---351555.47 ms/batch
Step 00074650 L_out=0.003 Acc=0.91 ---381684.32 ms/batch
Step 00074700 L_out=0.003 Acc=0.95 ---412784.43 ms/batch
Round 5 | epoch=21, train costTime=415.14203333854675, | total_activation_sum=2153370
Round 5 | epoch=22, current m_iou=0.8209376689610304
Round 5 | Best m_IoU is: 0.824, OA is: 0.945 | val costTime=90.94709134101868
Round 5 | ****EPOCH 22****
Step 00074750 L_out=0.018 Acc=0.90 ---28334.65 ms/batch
Step 00074800 L_out=0.003 Acc=0.93 ---58628.81 ms/batch
Step 00074850 L_out=0.003 Acc=0.80 ---90324.46 ms/batch
Step 00074900 L_out=0.009 Acc=0.73 ---121224.71 ms/batch
Step 00074950 L_out=0.002 Acc=0.83 ---149700.79 ms/batch
Step 00075000 L_out=0.004 Acc=0.84 ---177515.52 ms/batch
Step 00075050 L_out=0.024 Acc=0.78 ---205853.27 ms/batch
Step 00075100 L_out=0.035 Acc=0.91 ---234494.58 ms/batch
Step 00075150 L_out=0.019 Acc=0.79 ---261869.87 ms/batch
Step 00075200 L_out=0.001 Acc=0.92 ---291258.95 ms/batch
Step 00075250 L_out=0.009 Acc=0.87 ---319910.86 ms/batch
Step 00075300 L_out=0.004 Acc=0.88 ---347691.48 ms/batch
Step 00075350 L_out=0.005 Acc=0.91 ---375338.69 ms/batch
Round 5 | epoch=22, train costTime=387.09025049209595, | total_activation_sum=2126887
Round 5 | epoch=23, current m_iou=0.8301912629106991
Round 5 | Best m_IoU is: 0.830, OA is: 0.946 | val costTime=85.67338156700134
Round 5 | ****EPOCH 23****
Step 00075400 L_out=0.001 Acc=0.89 ---16289.40 ms/batch
Step 00075450 L_out=0.005 Acc=0.82 ---44498.63 ms/batch
Step 00075500 L_out=0.013 Acc=0.87 ---72450.78 ms/batch
Step 00075550 L_out=0.015 Acc=0.88 ---100293.90 ms/batch
Step 00075600 L_out=0.008 Acc=0.93 ---128529.39 ms/batch
Step 00075650 L_out=0.004 Acc=0.87 ---156126.89 ms/batch
Step 00075700 L_out=0.078 Acc=0.86 ---183927.33 ms/batch
Step 00075750 L_out=0.008 Acc=0.91 ---211460.48 ms/batch
Step 00075800 L_out=0.000 Acc=0.94 ---238581.52 ms/batch
Step 00075850 L_out=0.003 Acc=0.81 ---266770.92 ms/batch
Step 00075900 L_out=0.008 Acc=0.83 ---294297.68 ms/batch
Step 00075950 L_out=0.010 Acc=0.86 ---321743.13 ms/batch
Step 00076000 L_out=0.006 Acc=0.89 ---349865.32 ms/batch
Round 5 | epoch=23, train costTime=371.0915243625641, | total_activation_sum=2175444
Round 5 | epoch=24, current m_iou=0.8242804810629725
Round 5 | Best m_IoU is: 0.830, OA is: 0.946 | val costTime=78.30743837356567
Round 5 | ****EPOCH 24****
Step 00076050 L_out=0.009 Acc=0.89 --- 6456.55 ms/batch
Step 00076100 L_out=0.006 Acc=0.87 ---32877.20 ms/batch
Step 00076150 L_out=0.007 Acc=0.89 ---59827.65 ms/batch
Step 00076200 L_out=0.006 Acc=0.93 ---96725.46 ms/batch
Step 00076250 L_out=0.009 Acc=0.74 ---143462.48 ms/batch
Step 00076300 L_out=0.008 Acc=0.91 ---190057.52 ms/batch
Step 00076350 L_out=0.010 Acc=0.90 ---237277.68 ms/batch
Step 00076400 L_out=0.005 Acc=0.94 ---282656.94 ms/batch
Step 00076450 L_out=0.006 Acc=0.83 ---329099.30 ms/batch
Step 00076500 L_out=0.050 Acc=0.81 ---359805.59 ms/batch
Step 00076550 L_out=0.076 Acc=0.88 ---391511.57 ms/batch
Step 00076600 L_out=0.004 Acc=0.93 ---423822.17 ms/batch
Step 00076650 L_out=0.017 Acc=0.82 ---455046.91 ms/batch
Step 00076700 L_out=0.019 Acc=0.71 ---486864.90 ms/batch
Round 5 | epoch=24, train costTime=490.1852514743805, | total_activation_sum=2069199
Round 5 | epoch=25, current m_iou=0.822467661874398
Round 5 | Best m_IoU is: 0.830, OA is: 0.946 | val costTime=92.44014072418213
Round 5 | ****EPOCH 25****
Step 00076750 L_out=0.004 Acc=0.87 ---28202.97 ms/batch
Step 00076800 L_out=0.017 Acc=0.91 ---57715.05 ms/batch
Step 00076850 L_out=0.019 Acc=0.86 ---88155.45 ms/batch
Step 00076900 L_out=0.004 Acc=0.89 ---117722.71 ms/batch
Step 00076950 L_out=0.027 Acc=0.89 ---148871.84 ms/batch
Step 00077000 L_out=0.004 Acc=0.89 ---180660.57 ms/batch
Step 00077050 L_out=0.001 Acc=0.92 ---212714.45 ms/batch
Step 00077100 L_out=0.010 Acc=0.93 ---244582.82 ms/batch
Step 00077150 L_out=0.008 Acc=0.94 ---277135.68 ms/batch
Step 00077200 L_out=0.014 Acc=0.89 ---308053.67 ms/batch
Step 00077250 L_out=0.008 Acc=0.80 ---340380.35 ms/batch
Step 00077300 L_out=0.002 Acc=0.87 ---371712.30 ms/batch
Step 00077350 L_out=0.003 Acc=0.92 ---403466.25 ms/batch
Round 5 | epoch=25, train costTime=417.1126039028168, | total_activation_sum=2289236
Round 5 | epoch=26, current m_iou=0.8312286740254389
Round 5 | Best m_IoU is: 0.831, OA is: 0.947 | val costTime=81.06971716880798
Round 5 | ****EPOCH 26****
Step 00077400 L_out=0.002 Acc=0.83 ---17914.04 ms/batch
Step 00077450 L_out=0.002 Acc=0.90 ---50211.11 ms/batch
Step 00077500 L_out=0.008 Acc=0.85 ---82301.82 ms/batch
Step 00077550 L_out=0.007 Acc=0.89 ---114700.84 ms/batch
Step 00077600 L_out=0.005 Acc=0.87 ---146863.96 ms/batch
Step 00077650 L_out=0.002 Acc=0.88 ---178896.39 ms/batch
Step 00077700 L_out=0.002 Acc=0.83 ---211560.57 ms/batch
Step 00077750 L_out=0.002 Acc=0.95 ---242509.63 ms/batch
Step 00077800 L_out=0.015 Acc=0.79 ---273759.61 ms/batch
Step 00077850 L_out=0.023 Acc=0.72 ---303691.69 ms/batch
Step 00077900 L_out=0.018 Acc=0.93 ---336116.61 ms/batch
Step 00077950 L_out=0.010 Acc=0.94 ---366947.56 ms/batch
Step 00078000 L_out=0.000 Acc=0.88 ---397730.79 ms/batch
Round 5 | epoch=26, train costTime=422.1208920478821, | total_activation_sum=2096692
Round 5 | epoch=27, current m_iou=0.82870047556998
Round 5 | Best m_IoU is: 0.831, OA is: 0.947 | val costTime=81.27861022949219
Round 5 | ****EPOCH 27****
Step 00078050 L_out=0.005 Acc=0.82 --- 6530.80 ms/batch
Step 00078100 L_out=0.003 Acc=0.95 ---37635.31 ms/batch
Step 00078150 L_out=0.003 Acc=0.94 ---69325.41 ms/batch
Step 00078200 L_out=0.006 Acc=0.95 ---100896.26 ms/batch
Step 00078250 L_out=0.003 Acc=0.81 ---132695.94 ms/batch
Step 00078300 L_out=0.004 Acc=0.89 ---164729.00 ms/batch
Step 00078350 L_out=0.021 Acc=0.90 ---195863.83 ms/batch
Step 00078400 L_out=0.057 Acc=0.84 ---226682.37 ms/batch
Step 00078450 L_out=0.020 Acc=0.86 ---258447.86 ms/batch
Step 00078500 L_out=0.015 Acc=0.93 ---289560.59 ms/batch
Step 00078550 L_out=0.010 Acc=0.87 ---321257.89 ms/batch
Step 00078600 L_out=0.002 Acc=0.89 ---352307.34 ms/batch
Step 00078650 L_out=0.003 Acc=0.85 ---383426.61 ms/batch
Step 00078700 L_out=0.000 Acc=0.89 ---414838.45 ms/batch
Round 5 | epoch=27, train costTime=418.4295115470886, | total_activation_sum=2126486
Round 5 | epoch=28, current m_iou=0.8271759858904791
Round 5 | Best m_IoU is: 0.831, OA is: 0.947 | val costTime=88.51453304290771
Round 5 | ****EPOCH 28****
Step 00078750 L_out=0.007 Acc=0.94 ---27003.84 ms/batch
Step 00078800 L_out=0.005 Acc=0.87 ---58682.98 ms/batch
Step 00078850 L_out=0.005 Acc=0.84 ---90802.95 ms/batch
Step 00078900 L_out=0.024 Acc=0.93 ---122454.33 ms/batch
Step 00078950 L_out=0.005 Acc=0.88 ---153938.72 ms/batch
Step 00079000 L_out=0.004 Acc=0.85 ---184936.17 ms/batch
Step 00079050 L_out=0.006 Acc=0.76 ---215469.18 ms/batch
Step 00079100 L_out=0.000 Acc=0.88 ---245970.18 ms/batch
Step 00079150 L_out=0.001 Acc=0.93 ---277622.11 ms/batch
Step 00079200 L_out=0.003 Acc=0.93 ---308010.87 ms/batch
Step 00079250 L_out=0.009 Acc=0.88 ---338496.57 ms/batch
Step 00079300 L_out=0.005 Acc=0.91 ---369948.57 ms/batch
Step 00079350 L_out=0.057 Acc=0.91 ---401176.74 ms/batch
Round 5 | epoch=28, train costTime=414.80454564094543, | total_activation_sum=2189244
Round 5 | epoch=29, current m_iou=0.8248692520622319
Round 5 | Best m_IoU is: 0.831, OA is: 0.947 | val costTime=97.44866132736206
Round 5 | ****EPOCH 29****
Step 00079400 L_out=0.007 Acc=0.87 ---18114.48 ms/batch
Step 00079450 L_out=0.014 Acc=0.87 ---50813.63 ms/batch
Step 00079500 L_out=0.001 Acc=0.92 ---81103.18 ms/batch
Step 00079550 L_out=0.010 Acc=0.89 ---112453.15 ms/batch
Step 00079600 L_out=0.003 Acc=0.91 ---143757.19 ms/batch
Step 00079650 L_out=0.001 Acc=0.94 ---175549.68 ms/batch
Step 00079700 L_out=0.010 Acc=0.87 ---207610.01 ms/batch
Step 00079750 L_out=0.007 Acc=0.92 ---239235.80 ms/batch
Step 00079800 L_out=0.024 Acc=0.90 ---270144.88 ms/batch
Step 00079850 L_out=0.003 Acc=0.83 ---300302.03 ms/batch
Step 00079900 L_out=0.004 Acc=0.89 ---330940.00 ms/batch
Step 00079950 L_out=0.003 Acc=0.88 ---362688.85 ms/batch
Step 00080000 L_out=0.002 Acc=0.91 ---393669.06 ms/batch
Round 5 | epoch=29, train costTime=418.3393988609314, | total_activation_sum=2101313
Round 5 | epoch=30, current m_iou=0.8286041483916216
Round 5 | Best m_IoU is: 0.831, OA is: 0.947 | val costTime=92.20599794387817
Round 5 | ****EPOCH 30****
Round 6 | ****EPOCH 0****
Step 00080050 L_out=0.001 Acc=0.95 --- 5895.96 ms/batch
Step 00080100 L_out=0.014 Acc=0.66 ---38708.96 ms/batch
Step 00080150 L_out=0.003 Acc=0.72 ---70734.10 ms/batch
Step 00080200 L_out=0.170 Acc=0.61 ---102044.34 ms/batch
Step 00080250 L_out=0.130 Acc=0.88 ---132653.44 ms/batch
Step 00080300 L_out=0.024 Acc=0.71 ---164327.86 ms/batch
Step 00080350 L_out=0.012 Acc=0.85 ---195814.23 ms/batch
Step 00080400 L_out=0.016 Acc=0.81 ---227815.39 ms/batch
Step 00080450 L_out=0.017 Acc=0.65 ---258648.32 ms/batch
Step 00080500 L_out=0.012 Acc=0.84 ---290500.98 ms/batch
Step 00080550 L_out=0.005 Acc=0.89 ---321229.10 ms/batch
Step 00080600 L_out=0.115 Acc=0.53 ---352343.38 ms/batch
Step 00080650 L_out=0.010 Acc=0.72 ---383467.62 ms/batch
Step 00080700 L_out=0.015 Acc=0.84 ---415643.47 ms/batch
Round 6 | epoch=0, train costTime=419.84456300735474, | total_activation_sum=2331829
Round 6 | epoch=1, current m_iou=0.7266366244716361
Round 6 | Best m_IoU is: 0.727, OA is: 0.897 | val costTime=97.54725456237793
Round 6 | ****EPOCH 1****
Step 00080750 L_out=0.012 Acc=0.72 ---26857.10 ms/batch
Step 00080800 L_out=0.085 Acc=0.58 ---58121.57 ms/batch
Step 00080850 L_out=0.973 Acc=0.57 ---90222.01 ms/batch
Step 00080900 L_out=0.099 Acc=0.19 ---121094.96 ms/batch
Step 00080950 L_out=0.090 Acc=0.67 ---151536.20 ms/batch
Step 00081000 L_out=0.694 Acc=0.69 ---183207.44 ms/batch
Step 00081050 L_out=0.006 Acc=0.67 ---214587.41 ms/batch
Step 00081100 L_out=0.222 Acc=0.61 ---246417.01 ms/batch
Step 00081150 L_out=0.034 Acc=0.58 ---278045.01 ms/batch
Step 00081200 L_out=0.006 Acc=0.72 ---309834.40 ms/batch
Step 00081250 L_out=0.005 Acc=0.83 ---341382.90 ms/batch
Step 00081300 L_out=0.024 Acc=0.87 ---373920.90 ms/batch
Step 00081350 L_out=0.056 Acc=0.77 ---406241.40 ms/batch
Round 6 | epoch=1, train costTime=422.00111198425293, | total_activation_sum=2277355
Round 6 | epoch=2, current m_iou=0.6847109778522025
Round 6 | Best m_IoU is: 0.727, OA is: 0.897 | val costTime=85.7250485420227
Round 6 | ****EPOCH 2****
Step 00081400 L_out=0.158 Acc=0.84 ---16340.68 ms/batch
Step 00081450 L_out=0.016 Acc=0.86 ---47509.78 ms/batch
Step 00081500 L_out=0.043 Acc=0.69 ---80402.98 ms/batch
Step 00081550 L_out=0.009 Acc=0.86 ---111451.45 ms/batch
Step 00081600 L_out=0.011 Acc=0.84 ---142312.41 ms/batch
Step 00081650 L_out=0.029 Acc=0.84 ---173277.42 ms/batch
Step 00081700 L_out=0.008 Acc=0.77 ---205415.96 ms/batch
Step 00081750 L_out=0.053 Acc=0.90 ---236815.95 ms/batch
Step 00081800 L_out=0.013 Acc=0.87 ---267448.46 ms/batch
Step 00081850 L_out=0.037 Acc=0.86 ---298532.30 ms/batch
Step 00081900 L_out=0.012 Acc=0.78 ---329851.73 ms/batch
Step 00081950 L_out=0.028 Acc=0.75 ---361720.73 ms/batch
Step 00082000 L_out=0.005 Acc=0.79 ---393026.88 ms/batch
Round 6 | epoch=2, train costTime=418.80241990089417, | total_activation_sum=2257725
Round 6 | epoch=3, current m_iou=0.7125009249622697
Round 6 | Best m_IoU is: 0.727, OA is: 0.897 | val costTime=92.3600389957428
Round 6 | ****EPOCH 3****
Step 00082050 L_out=0.020 Acc=0.81 --- 5629.99 ms/batch
Step 00082100 L_out=0.004 Acc=0.81 ---37295.43 ms/batch
Step 00082150 L_out=0.005 Acc=0.82 ---69669.10 ms/batch
Step 00082200 L_out=0.007 Acc=0.85 ---101309.61 ms/batch
Step 00082250 L_out=0.034 Acc=0.75 ---132351.41 ms/batch
Step 00082300 L_out=0.026 Acc=0.83 ---163522.38 ms/batch
Step 00082350 L_out=0.006 Acc=0.82 ---195232.04 ms/batch
Step 00082400 L_out=0.004 Acc=0.90 ---226329.36 ms/batch
Step 00082450 L_out=0.012 Acc=0.80 ---258223.83 ms/batch
Step 00082500 L_out=0.025 Acc=0.85 ---290126.40 ms/batch
Step 00082550 L_out=0.009 Acc=0.83 ---320409.73 ms/batch
Step 00082600 L_out=0.005 Acc=0.87 ---352208.88 ms/batch
Step 00082650 L_out=0.034 Acc=0.83 ---383711.54 ms/batch
Step 00082700 L_out=0.100 Acc=0.81 ---413722.50 ms/batch
Round 6 | epoch=3, train costTime=418.5595009326935, | total_activation_sum=2286299
Round 6 | epoch=4, current m_iou=0.8175286835789942
Round 6 | Best m_IoU is: 0.818, OA is: 0.930 | val costTime=91.69012904167175
Round 6 | ****EPOCH 4****
Step 00082750 L_out=0.020 Acc=0.73 ---26219.91 ms/batch
Step 00082800 L_out=0.197 Acc=0.88 ---57111.07 ms/batch
Step 00082850 L_out=0.003 Acc=0.87 ---88797.50 ms/batch
Step 00082900 L_out=0.005 Acc=0.92 ---120026.11 ms/batch
Step 00082950 L_out=0.016 Acc=0.88 ---151875.50 ms/batch
Step 00083000 L_out=0.002 Acc=0.83 ---183240.82 ms/batch
Step 00083050 L_out=0.013 Acc=0.82 ---214968.22 ms/batch
Step 00083100 L_out=0.050 Acc=0.79 ---246228.62 ms/batch
Step 00083150 L_out=0.020 Acc=0.63 ---277413.08 ms/batch
Step 00083200 L_out=0.001 Acc=0.86 ---308470.10 ms/batch
Step 00083250 L_out=0.006 Acc=0.92 ---339606.68 ms/batch
Step 00083300 L_out=0.010 Acc=0.86 ---371819.73 ms/batch
Step 00083350 L_out=0.003 Acc=0.89 ---403434.45 ms/batch
Round 6 | epoch=4, train costTime=418.8457748889923, | total_activation_sum=2190657
Round 6 | epoch=5, current m_iou=0.8387012881573683
Round 6 | Best m_IoU is: 0.839, OA is: 0.943 | val costTime=79.46765422821045
Round 6 | ****EPOCH 5****
Step 00083400 L_out=0.015 Acc=0.77 ---16001.23 ms/batch
Step 00083450 L_out=0.007 Acc=0.92 ---47367.30 ms/batch
Step 00083500 L_out=0.006 Acc=0.92 ---79046.88 ms/batch
Step 00083550 L_out=0.006 Acc=0.88 ---110456.12 ms/batch
Step 00083600 L_out=0.009 Acc=0.83 ---141460.17 ms/batch
Step 00083650 L_out=0.010 Acc=0.91 ---172890.49 ms/batch
Step 00083700 L_out=0.005 Acc=0.84 ---203404.14 ms/batch
Step 00083750 L_out=0.008 Acc=0.88 ---234168.43 ms/batch
Step 00083800 L_out=0.020 Acc=0.89 ---264545.21 ms/batch
Step 00083850 L_out=0.020 Acc=0.72 ---295612.81 ms/batch
Step 00083900 L_out=0.012 Acc=0.71 ---326387.73 ms/batch
Step 00083950 L_out=0.010 Acc=0.67 ---357287.35 ms/batch
Step 00084000 L_out=0.010 Acc=0.85 ---387713.77 ms/batch
Round 6 | epoch=5, train costTime=414.27230739593506, | total_activation_sum=2274047
Round 6 | epoch=6, current m_iou=0.8278783482471657
Round 6 | Best m_IoU is: 0.839, OA is: 0.943 | val costTime=83.29515624046326
Round 6 | ****EPOCH 6****
Step 00084050 L_out=0.008 Acc=0.91 --- 5510.66 ms/batch
Step 00084100 L_out=0.009 Acc=0.88 ---37408.76 ms/batch
Step 00084150 L_out=0.006 Acc=0.85 ---69741.71 ms/batch
Step 00084200 L_out=0.000 Acc=0.88 ---100771.32 ms/batch
Step 00084250 L_out=0.006 Acc=0.81 ---133114.24 ms/batch
Step 00084300 L_out=0.001 Acc=0.89 ---165498.07 ms/batch
Step 00084350 L_out=0.059 Acc=0.71 ---197006.71 ms/batch
Step 00084400 L_out=0.002 Acc=0.92 ---228182.69 ms/batch
Step 00084450 L_out=0.007 Acc=0.74 ---259551.95 ms/batch
Step 00084500 L_out=0.008 Acc=0.90 ---289904.63 ms/batch
Step 00084550 L_out=0.017 Acc=0.91 ---321335.33 ms/batch
Step 00084600 L_out=0.006 Acc=0.92 ---351661.71 ms/batch
Step 00084650 L_out=0.047 Acc=0.82 ---383160.31 ms/batch
Step 00084700 L_out=0.006 Acc=0.95 ---414842.25 ms/batch
Round 6 | epoch=6, train costTime=420.76678466796875, | total_activation_sum=2241517
Round 6 | epoch=7, current m_iou=0.824023255839195
Round 6 | Best m_IoU is: 0.839, OA is: 0.943 | val costTime=89.42005586624146
Round 6 | ****EPOCH 7****
Step 00084750 L_out=0.008 Acc=0.92 ---26752.56 ms/batch
Step 00084800 L_out=0.004 Acc=0.86 ---59313.07 ms/batch
Step 00084850 L_out=0.013 Acc=0.92 ---90618.79 ms/batch
Step 00084900 L_out=0.014 Acc=0.81 ---122436.06 ms/batch
Step 00084950 L_out=0.012 Acc=0.82 ---153897.45 ms/batch
Step 00085000 L_out=0.013 Acc=0.66 ---184551.77 ms/batch
Step 00085050 L_out=0.010 Acc=0.57 ---216146.55 ms/batch
Step 00085100 L_out=0.007 Acc=0.82 ---247521.27 ms/batch
Step 00085150 L_out=0.014 Acc=0.74 ---277559.65 ms/batch
Step 00085200 L_out=0.043 Acc=0.84 ---310404.91 ms/batch
Step 00085250 L_out=0.013 Acc=0.86 ---343217.28 ms/batch
Step 00085300 L_out=0.023 Acc=0.83 ---376339.92 ms/batch
Step 00085350 L_out=0.046 Acc=0.68 ---408346.88 ms/batch
Round 6 | epoch=7, train costTime=426.1060802936554, | total_activation_sum=2200346
Round 6 | epoch=8, current m_iou=0.8254131691639816
Round 6 | Best m_IoU is: 0.839, OA is: 0.943 | val costTime=87.67890644073486
Round 6 | ****EPOCH 8****
Step 00085400 L_out=0.017 Acc=0.89 ---15554.49 ms/batch
Step 00085450 L_out=0.004 Acc=0.84 ---47317.33 ms/batch
Step 00085500 L_out=0.101 Acc=0.86 ---79205.03 ms/batch
Step 00085550 L_out=0.037 Acc=0.84 ---110210.89 ms/batch
Step 00085600 L_out=0.006 Acc=0.82 ---141550.22 ms/batch
Step 00085650 L_out=0.004 Acc=0.90 ---173106.52 ms/batch
Step 00085700 L_out=0.149 Acc=0.84 ---204272.13 ms/batch
Step 00085750 L_out=0.001 Acc=0.86 ---235919.27 ms/batch
Step 00085800 L_out=0.001 Acc=0.78 ---267511.88 ms/batch
Step 00085850 L_out=0.022 Acc=0.76 ---297548.88 ms/batch
Step 00085900 L_out=0.011 Acc=0.89 ---328904.61 ms/batch
Step 00085950 L_out=0.049 Acc=0.71 ---359935.46 ms/batch
Step 00086000 L_out=0.005 Acc=0.93 ---391038.82 ms/batch
Round 6 | epoch=8, train costTime=416.28978872299194, | total_activation_sum=2240991
Round 6 | epoch=9, current m_iou=0.8110355596375265
Round 6 | Best m_IoU is: 0.839, OA is: 0.943 | val costTime=87.1607038974762
Round 6 | ****EPOCH 9****
Step 00086050 L_out=0.005 Acc=0.78 --- 5367.80 ms/batch
Step 00086100 L_out=0.004 Acc=0.89 ---43773.76 ms/batch
Step 00086150 L_out=0.007 Acc=0.86 ---82191.48 ms/batch
Step 00086200 L_out=0.117 Acc=0.92 ---117664.51 ms/batch
Step 00086250 L_out=0.005 Acc=0.92 ---158108.95 ms/batch
Step 00086300 L_out=0.039 Acc=0.82 ---198775.87 ms/batch
Step 00086350 L_out=0.012 Acc=0.93 ---238475.37 ms/batch
Step 00086400 L_out=0.004 Acc=0.92 ---276957.46 ms/batch
Step 00086450 L_out=0.006 Acc=0.93 ---316565.21 ms/batch
Step 00086500 L_out=0.010 Acc=0.86 ---353676.93 ms/batch
Step 00086550 L_out=0.032 Acc=0.90 ---392369.71 ms/batch
Step 00086600 L_out=0.004 Acc=0.92 ---429497.69 ms/batch
Step 00086650 L_out=0.007 Acc=0.90 ---470475.01 ms/batch
Step 00086700 L_out=0.005 Acc=0.85 ---509259.67 ms/batch
Round 6 | epoch=9, train costTime=517.2601642608643, | total_activation_sum=2209894
Round 6 | epoch=10, current m_iou=0.8202154429581193
Round 6 | Best m_IoU is: 0.839, OA is: 0.943 | val costTime=91.70968389511108
Round 6 | ****EPOCH 10****
Step 00086750 L_out=0.003 Acc=0.93 ---32269.12 ms/batch
Step 00086800 L_out=0.017 Acc=0.86 ---71913.22 ms/batch
Step 00086850 L_out=0.002 Acc=0.88 ---111835.17 ms/batch
Step 00086900 L_out=0.005 Acc=0.90 ---152032.20 ms/batch
Step 00086950 L_out=0.006 Acc=0.88 ---192709.04 ms/batch
Step 00087000 L_out=0.006 Acc=0.87 ---232396.64 ms/batch
Step 00087050 L_out=0.010 Acc=0.92 ---272298.75 ms/batch
Step 00087100 L_out=0.005 Acc=0.89 ---312718.08 ms/batch
Step 00087150 L_out=0.003 Acc=0.88 ---349191.29 ms/batch
Step 00087200 L_out=0.001 Acc=0.85 ---390669.78 ms/batch
Step 00087250 L_out=0.018 Acc=0.69 ---430212.81 ms/batch
Step 00087300 L_out=0.075 Acc=0.89 ---469775.05 ms/batch
Step 00087350 L_out=0.003 Acc=0.90 ---508220.00 ms/batch
Round 6 | epoch=10, train costTime=528.8088231086731, | total_activation_sum=2270626
Round 6 | epoch=11, current m_iou=0.813701095207606
Round 6 | Best m_IoU is: 0.839, OA is: 0.943 | val costTime=102.0937762260437
Round 6 | ****EPOCH 11****
Step 00087400 L_out=0.001 Acc=0.88 ---18063.69 ms/batch
Step 00087450 L_out=0.002 Acc=0.88 ---57101.09 ms/batch
Step 00087500 L_out=0.014 Acc=0.85 ---97052.93 ms/batch
Step 00087550 L_out=0.005 Acc=0.78 ---136989.87 ms/batch
Step 00087600 L_out=0.010 Acc=0.87 ---175708.11 ms/batch
Step 00087650 L_out=0.039 Acc=0.92 ---215466.25 ms/batch
Step 00087700 L_out=0.070 Acc=0.90 ---254379.65 ms/batch
Step 00087750 L_out=0.016 Acc=0.87 ---291300.98 ms/batch
Step 00087800 L_out=0.015 Acc=0.86 ---329897.48 ms/batch
Step 00087850 L_out=0.014 Acc=0.80 ---370369.83 ms/batch
Step 00087900 L_out=0.006 Acc=0.73 ---410767.96 ms/batch
Step 00087950 L_out=0.001 Acc=0.88 ---450761.74 ms/batch
Step 00088000 L_out=0.002 Acc=0.94 ---491612.09 ms/batch
Round 6 | epoch=11, train costTime=529.2457213401794, | total_activation_sum=2264304
Round 6 | epoch=12, current m_iou=0.8263648139831266
Round 6 | Best m_IoU is: 0.839, OA is: 0.943 | val costTime=97.89882516860962
Round 6 | ****EPOCH 12****
Step 00088050 L_out=0.006 Acc=0.88 --- 4695.13 ms/batch
Step 00088100 L_out=0.017 Acc=0.80 ---44662.23 ms/batch
Step 00088150 L_out=0.024 Acc=0.90 ---85330.18 ms/batch
Step 00088200 L_out=0.001 Acc=0.92 ---124108.51 ms/batch
Step 00088250 L_out=0.003 Acc=0.86 ---161899.35 ms/batch
Step 00088300 L_out=0.005 Acc=0.90 ---200354.35 ms/batch
Step 00088350 L_out=0.017 Acc=0.82 ---237577.68 ms/batch
Step 00088400 L_out=0.025 Acc=0.92 ---276548.72 ms/batch
Step 00088450 L_out=0.015 Acc=0.87 ---314593.69 ms/batch
Step 00088500 L_out=0.041 Acc=0.79 ---353514.31 ms/batch
Step 00088550 L_out=0.014 Acc=0.86 ---392788.76 ms/batch
Step 00088600 L_out=0.095 Acc=0.84 ---432235.01 ms/batch
Step 00088650 L_out=0.002 Acc=0.92 ---475191.52 ms/batch
Step 00088700 L_out=0.025 Acc=0.80 ---516402.29 ms/batch
Round 6 | epoch=12, train costTime=525.7077951431274, | total_activation_sum=2284785
Round 6 | epoch=13, current m_iou=0.8363252342273251
Round 6 | Best m_IoU is: 0.839, OA is: 0.943 | val costTime=85.19641256332397
Round 6 | ****EPOCH 13****
Step 00088750 L_out=0.023 Acc=0.84 ---31244.58 ms/batch
Step 00088800 L_out=0.002 Acc=0.84 ---71978.62 ms/batch
Step 00088850 L_out=0.003 Acc=0.88 ---112354.52 ms/batch
Step 00088900 L_out=0.003 Acc=0.83 ---153921.80 ms/batch
Step 00088950 L_out=0.017 Acc=0.63 ---195431.26 ms/batch
Step 00089000 L_out=0.006 Acc=0.88 ---235513.01 ms/batch
Step 00089050 L_out=0.003 Acc=0.80 ---276251.87 ms/batch
Step 00089100 L_out=0.021 Acc=0.69 ---316656.57 ms/batch
Step 00089150 L_out=0.017 Acc=0.84 ---355010.32 ms/batch
Step 00089200 L_out=0.010 Acc=0.86 ---394258.62 ms/batch
Step 00089250 L_out=0.003 Acc=0.85 ---432454.45 ms/batch
Step 00089300 L_out=0.027 Acc=0.97 ---471237.28 ms/batch
Step 00089350 L_out=0.003 Acc=0.89 ---509863.07 ms/batch
Round 6 | epoch=13, train costTime=532.2925131320953, | total_activation_sum=2237882
Round 6 | epoch=14, current m_iou=0.8303069183497048
Round 6 | Best m_IoU is: 0.839, OA is: 0.943 | val costTime=94.39104890823364
Round 6 | ****EPOCH 14****
Step 00089400 L_out=0.006 Acc=0.91 ---16879.01 ms/batch
Step 00089450 L_out=0.008 Acc=0.90 ---56542.59 ms/batch
Step 00089500 L_out=0.002 Acc=0.86 ---95048.01 ms/batch
Step 00089550 L_out=0.013 Acc=0.90 ---135633.84 ms/batch
Step 00089600 L_out=0.002 Acc=0.88 ---175044.93 ms/batch
Step 00089650 L_out=0.071 Acc=0.83 ---215438.73 ms/batch
Step 00089700 L_out=0.005 Acc=0.94 ---252770.00 ms/batch
Step 00089750 L_out=0.016 Acc=0.88 ---292224.98 ms/batch
Step 00089800 L_out=0.010 Acc=0.89 ---330909.24 ms/batch
Step 00089850 L_out=0.011 Acc=0.66 ---371445.61 ms/batch
Step 00089900 L_out=0.012 Acc=0.88 ---410861.32 ms/batch
Step 00089950 L_out=0.005 Acc=0.94 ---452064.71 ms/batch
Step 00090000 L_out=0.013 Acc=0.90 ---494539.61 ms/batch
Round 6 | epoch=14, train costTime=532.1471989154816, | total_activation_sum=2275816
Round 6 | epoch=15, current m_iou=0.8051600098653701
Round 6 | Best m_IoU is: 0.839, OA is: 0.943 | val costTime=89.18341135978699
Round 6 | ****EPOCH 15****
Step 00090050 L_out=0.009 Acc=0.84 --- 3946.03 ms/batch
Step 00090100 L_out=0.010 Acc=0.79 ---42755.96 ms/batch
Step 00090150 L_out=0.006 Acc=0.89 ---81515.58 ms/batch
Step 00090200 L_out=0.013 Acc=0.87 ---120825.33 ms/batch
Step 00090250 L_out=0.007 Acc=0.86 ---158260.66 ms/batch
Step 00090300 L_out=0.008 Acc=0.82 ---197013.10 ms/batch
Step 00090350 L_out=0.007 Acc=0.82 ---234192.00 ms/batch
Step 00090400 L_out=0.044 Acc=0.79 ---271891.87 ms/batch
Step 00090450 L_out=0.009 Acc=0.92 ---309348.61 ms/batch
Step 00090500 L_out=0.007 Acc=0.92 ---348659.85 ms/batch
Step 00090550 L_out=0.056 Acc=0.87 ---386969.76 ms/batch
Step 00090600 L_out=0.003 Acc=0.91 ---424436.41 ms/batch
Step 00090650 L_out=0.010 Acc=0.89 ---467132.85 ms/batch
Step 00090700 L_out=0.117 Acc=0.85 ---508110.56 ms/batch
Round 6 | epoch=15, train costTime=517.4912145137787, | total_activation_sum=2225782
Round 6 | epoch=16, current m_iou=0.833522587358627
Round 6 | Best m_IoU is: 0.839, OA is: 0.943 | val costTime=92.15744519233704
Round 6 | ****EPOCH 16****
Step 00090750 L_out=0.021 Acc=0.92 ---30887.57 ms/batch
Step 00090800 L_out=0.002 Acc=0.92 ---71483.35 ms/batch
Step 00090850 L_out=0.012 Acc=0.88 ---109270.17 ms/batch
Step 00090900 L_out=0.011 Acc=0.91 ---148722.78 ms/batch
Step 00090950 L_out=0.007 Acc=0.88 ---187069.82 ms/batch
Step 00091000 L_out=0.013 Acc=0.96 ---225786.28 ms/batch
Step 00091050 L_out=0.004 Acc=0.95 ---265315.27 ms/batch
Step 00091100 L_out=0.002 Acc=0.87 ---304194.19 ms/batch
Step 00091150 L_out=0.000 Acc=0.87 ---343030.44 ms/batch
Step 00091200 L_out=0.008 Acc=0.88 ---383636.67 ms/batch
Step 00091250 L_out=0.008 Acc=0.82 ---421801.07 ms/batch
Step 00091300 L_out=0.002 Acc=0.95 ---461049.40 ms/batch
Step 00091350 L_out=0.023 Acc=0.90 ---500179.70 ms/batch
Round 6 | epoch=16, train costTime=522.7515599727631, | total_activation_sum=2206458
Round 6 | epoch=17, current m_iou=0.8138682748618467
Round 6 | Best m_IoU is: 0.839, OA is: 0.943 | val costTime=98.3118622303009
Round 6 | ****EPOCH 17****
Step 00091400 L_out=0.010 Acc=0.82 ---17433.55 ms/batch
Step 00091450 L_out=0.004 Acc=0.92 ---58962.46 ms/batch
Step 00091500 L_out=0.007 Acc=0.89 ---98934.25 ms/batch
Step 00091550 L_out=0.004 Acc=0.90 ---138828.56 ms/batch
Step 00091600 L_out=0.001 Acc=0.90 ---178150.53 ms/batch
Step 00091650 L_out=0.003 Acc=0.88 ---217872.98 ms/batch
Step 00091700 L_out=0.003 Acc=0.93 ---256219.02 ms/batch
Step 00091750 L_out=0.012 Acc=0.89 ---294760.18 ms/batch
Step 00091800 L_out=0.015 Acc=0.89 ---333166.70 ms/batch
Step 00091850 L_out=0.022 Acc=0.93 ---371522.67 ms/batch
Step 00091900 L_out=0.003 Acc=0.76 ---411993.39 ms/batch
Step 00091950 L_out=0.128 Acc=0.93 ---452022.27 ms/batch
Step 00092000 L_out=0.005 Acc=0.83 ---490858.61 ms/batch
Round 6 | epoch=17, train costTime=526.4131550788879, | total_activation_sum=2236769
Round 6 | epoch=18, current m_iou=0.8402404781035525
Round 6 | Best m_IoU is: 0.840, OA is: 0.947 | val costTime=100.61571168899536
Round 6 | ****EPOCH 18****
Step 00092050 L_out=0.011 Acc=0.81 --- 3405.18 ms/batch
Step 00092100 L_out=0.002 Acc=0.96 ---41471.86 ms/batch
Step 00092150 L_out=0.009 Acc=0.89 ---81174.24 ms/batch
Step 00092200 L_out=0.020 Acc=0.82 ---121871.81 ms/batch
Step 00092250 L_out=0.027 Acc=0.91 ---161101.30 ms/batch
Step 00092300 L_out=0.008 Acc=0.90 ---201524.92 ms/batch
Step 00092350 L_out=0.004 Acc=0.87 ---240482.40 ms/batch
Step 00092400 L_out=0.019 Acc=0.68 ---281313.22 ms/batch
Step 00092450 L_out=0.007 Acc=0.89 ---320824.50 ms/batch
Step 00092500 L_out=0.010 Acc=0.94 ---360632.46 ms/batch
Step 00092550 L_out=0.024 Acc=0.92 ---397695.05 ms/batch
Step 00092600 L_out=0.003 Acc=0.81 ---434754.44 ms/batch
Step 00092650 L_out=0.001 Acc=0.87 ---474909.92 ms/batch
Step 00092700 L_out=0.011 Acc=0.93 ---514246.81 ms/batch
Round 6 | epoch=18, train costTime=524.5988583564758, | total_activation_sum=2232387
Round 6 | epoch=19, current m_iou=0.8415144076857807
Round 6 | Best m_IoU is: 0.842, OA is: 0.948 | val costTime=93.21724438667297
Round 6 | ****EPOCH 19****
Step 00092750 L_out=0.007 Acc=0.92 ---29241.81 ms/batch
Step 00092800 L_out=0.004 Acc=0.89 ---69772.69 ms/batch
Step 00092850 L_out=0.007 Acc=0.95 ---106564.78 ms/batch
Step 00092900 L_out=0.000 Acc=0.86 ---146388.77 ms/batch
Step 00092950 L_out=0.001 Acc=0.95 ---186112.55 ms/batch
Step 00093000 L_out=0.019 Acc=0.95 ---226185.12 ms/batch
Step 00093050 L_out=0.002 Acc=0.91 ---266420.59 ms/batch
Step 00093100 L_out=0.005 Acc=0.94 ---306119.61 ms/batch
Step 00093150 L_out=0.002 Acc=0.89 ---347822.49 ms/batch
Step 00093200 L_out=0.002 Acc=0.91 ---388055.36 ms/batch
Step 00093250 L_out=0.003 Acc=0.92 ---425625.56 ms/batch
Step 00093300 L_out=0.011 Acc=0.90 ---465583.59 ms/batch
Step 00093350 L_out=0.004 Acc=0.82 ---505488.75 ms/batch
Round 6 | epoch=19, train costTime=527.9638774394989, | total_activation_sum=2328116
Round 6 | epoch=20, current m_iou=0.8392860285553381
Round 6 | Best m_IoU is: 0.842, OA is: 0.948 | val costTime=102.45985102653503
Round 6 | ****EPOCH 20****
Step 00093400 L_out=0.002 Acc=0.81 ---16155.65 ms/batch
Step 00093450 L_out=0.005 Acc=0.92 ---57449.12 ms/batch
Step 00093500 L_out=0.029 Acc=0.89 ---99216.74 ms/batch
Step 00093550 L_out=0.003 Acc=0.85 ---140612.12 ms/batch
Step 00093600 L_out=0.003 Acc=0.91 ---178781.20 ms/batch
Step 00093650 L_out=0.122 Acc=0.93 ---219273.56 ms/batch
Step 00093700 L_out=0.011 Acc=0.73 ---259404.83 ms/batch
Step 00093750 L_out=0.004 Acc=0.83 ---300605.86 ms/batch
Step 00093800 L_out=0.024 Acc=0.80 ---341001.30 ms/batch
Step 00093850 L_out=0.007 Acc=0.94 ---381519.26 ms/batch
Step 00093900 L_out=0.002 Acc=0.92 ---419485.26 ms/batch
Step 00093950 L_out=0.004 Acc=0.92 ---457724.10 ms/batch
Step 00094000 L_out=0.103 Acc=0.90 ---497836.64 ms/batch
Round 6 | epoch=20, train costTime=536.0644617080688, | total_activation_sum=2261372
Round 6 | epoch=21, current m_iou=0.8434984625083355
Round 6 | Best m_IoU is: 0.843, OA is: 0.948 | val costTime=100.07244825363159
Round 6 | ****EPOCH 21****
Step 00094050 L_out=0.003 Acc=0.84 --- 2334.80 ms/batch
Step 00094100 L_out=0.010 Acc=0.90 ---42158.08 ms/batch
Step 00094150 L_out=0.004 Acc=0.92 ---81573.23 ms/batch
Step 00094200 L_out=0.009 Acc=0.93 ---122391.48 ms/batch
Step 00094250 L_out=0.031 Acc=0.89 ---163180.42 ms/batch
Step 00094300 L_out=0.011 Acc=0.95 ---204191.81 ms/batch
Step 00094350 L_out=0.115 Acc=0.94 ---244433.04 ms/batch
Step 00094400 L_out=0.009 Acc=0.93 ---284503.35 ms/batch
Step 00094450 L_out=0.005 Acc=0.85 ---322018.21 ms/batch
Step 00094500 L_out=0.017 Acc=0.91 ---361655.47 ms/batch
Step 00094550 L_out=0.004 Acc=0.91 ---402719.48 ms/batch
Step 00094600 L_out=0.011 Acc=0.90 ---443924.98 ms/batch
Step 00094650 L_out=0.005 Acc=0.97 ---484892.90 ms/batch
Step 00094700 L_out=0.008 Acc=0.95 ---526387.90 ms/batch
Round 6 | epoch=21, train costTime=537.5831036567688, | total_activation_sum=2218549
Round 6 | epoch=22, current m_iou=0.8264756963640949
Round 6 | Best m_IoU is: 0.843, OA is: 0.948 | val costTime=96.23950982093811
Round 6 | ****EPOCH 22****
Step 00094750 L_out=0.011 Acc=0.80 ---29955.00 ms/batch
Step 00094800 L_out=0.065 Acc=0.86 ---70641.45 ms/batch
Step 00094850 L_out=0.001 Acc=0.91 ---108939.69 ms/batch
Step 00094900 L_out=0.011 Acc=0.87 ---148499.11 ms/batch
Step 00094950 L_out=0.006 Acc=0.94 ---188418.73 ms/batch
Step 00095000 L_out=0.008 Acc=0.86 ---227283.58 ms/batch
Step 00095050 L_out=0.003 Acc=0.91 ---264888.63 ms/batch
Step 00095100 L_out=0.003 Acc=0.82 ---305233.38 ms/batch
Step 00095150 L_out=0.060 Acc=0.89 ---345012.80 ms/batch
Step 00095200 L_out=0.005 Acc=0.90 ---382952.84 ms/batch
Step 00095250 L_out=0.005 Acc=0.90 ---422088.00 ms/batch
Step 00095300 L_out=0.009 Acc=0.89 ---462999.60 ms/batch
Step 00095350 L_out=0.002 Acc=0.97 ---503622.07 ms/batch
Round 6 | epoch=22, train costTime=528.6825022697449, | total_activation_sum=2236559
Round 6 | epoch=23, current m_iou=0.8420420135448932
Round 6 | Best m_IoU is: 0.843, OA is: 0.948 | val costTime=99.67661666870117
Round 6 | ****EPOCH 23****
Step 00095400 L_out=0.036 Acc=0.91 ---15289.76 ms/batch
Step 00095450 L_out=0.002 Acc=0.86 ---57698.31 ms/batch
Step 00095500 L_out=0.003 Acc=0.89 ---97258.24 ms/batch
Step 00095550 L_out=0.019 Acc=0.93 ---138041.08 ms/batch
Step 00095600 L_out=0.002 Acc=0.87 ---177481.88 ms/batch
Step 00095650 L_out=0.021 Acc=0.86 ---217452.30 ms/batch
Step 00095700 L_out=0.006 Acc=0.92 ---255159.82 ms/batch
Step 00095750 L_out=0.026 Acc=0.94 ---294315.66 ms/batch
Step 00095800 L_out=0.001 Acc=0.94 ---335019.65 ms/batch
Step 00095850 L_out=0.006 Acc=0.86 ---372053.77 ms/batch
Step 00095900 L_out=0.007 Acc=0.91 ---403280.53 ms/batch
Step 00095950 L_out=0.002 Acc=0.91 ---435891.82 ms/batch
Step 00096000 L_out=0.008 Acc=0.80 ---467494.80 ms/batch
Round 6 | epoch=23, train costTime=498.5470509529114, | total_activation_sum=2306010
Round 6 | epoch=24, current m_iou=0.851453243773005
Round 6 | Best m_IoU is: 0.851, OA is: 0.951 | val costTime=83.23195552825928
Round 6 | ****EPOCH 24****
Step 00096050 L_out=0.003 Acc=0.92 --- 1083.27 ms/batch
Step 00096100 L_out=0.012 Acc=0.93 ---33061.14 ms/batch
Step 00096150 L_out=0.003 Acc=0.86 ---65302.64 ms/batch
Step 00096200 L_out=0.010 Acc=0.84 ---96862.17 ms/batch
Step 00096250 L_out=0.004 Acc=0.84 ---128320.54 ms/batch
Step 00096300 L_out=0.004 Acc=0.91 ---159132.07 ms/batch
Step 00096350 L_out=0.002 Acc=0.95 ---189987.61 ms/batch
Step 00096400 L_out=0.002 Acc=0.93 ---220926.24 ms/batch
Step 00096450 L_out=0.002 Acc=0.93 ---251953.04 ms/batch
Step 00096500 L_out=0.030 Acc=0.83 ---282471.39 ms/batch
Step 00096550 L_out=0.010 Acc=0.89 ---313195.36 ms/batch
Step 00096600 L_out=0.021 Acc=0.91 ---343731.07 ms/batch
Step 00096650 L_out=0.009 Acc=0.94 ---374698.88 ms/batch
Step 00096700 L_out=0.013 Acc=0.87 ---405832.14 ms/batch
Round 6 | epoch=24, train costTime=415.5678586959839, | total_activation_sum=2191585
Round 6 | epoch=25, current m_iou=0.8480414172347754
Round 6 | Best m_IoU is: 0.851, OA is: 0.951 | val costTime=75.55250573158264
Round 6 | ****EPOCH 25****
Step 00096750 L_out=0.039 Acc=0.93 ---17227.45 ms/batch
Step 00096800 L_out=0.007 Acc=0.93 ---42158.26 ms/batch
Step 00096850 L_out=0.039 Acc=0.84 ---66779.66 ms/batch
Step 00096900 L_out=0.001 Acc=0.92 ---91066.52 ms/batch
Step 00096950 L_out=0.001 Acc=0.96 ---116052.44 ms/batch
Step 00097000 L_out=0.006 Acc=0.86 ---140829.24 ms/batch
Step 00097050 L_out=0.020 Acc=0.86 ---165522.17 ms/batch
Step 00097100 L_out=0.004 Acc=0.87 ---190339.65 ms/batch
Step 00097150 L_out=0.043 Acc=0.84 ---215114.83 ms/batch
Step 00097200 L_out=0.007 Acc=0.97 ---239591.40 ms/batch
Step 00097250 L_out=0.001 Acc=0.90 ---264452.96 ms/batch
Step 00097300 L_out=0.001 Acc=0.94 ---289532.11 ms/batch
Step 00097350 L_out=0.053 Acc=0.80 ---314376.88 ms/batch
Round 6 | epoch=25, train costTime=330.2722737789154, | total_activation_sum=2265746
Round 6 | epoch=26, current m_iou=0.8462773925915935
Round 6 | Best m_IoU is: 0.851, OA is: 0.951 | val costTime=67.89494371414185
Round 6 | ****EPOCH 26****
Step 00097400 L_out=0.000 Acc=0.94 --- 9329.03 ms/batch
Step 00097450 L_out=0.006 Acc=0.84 ---34969.67 ms/batch
Step 00097500 L_out=0.004 Acc=0.86 ---60180.05 ms/batch
Step 00097550 L_out=0.002 Acc=0.83 ---85112.95 ms/batch
Step 00097600 L_out=0.010 Acc=0.92 ---109856.38 ms/batch
Step 00097650 L_out=0.015 Acc=0.92 ---134396.53 ms/batch
Step 00097700 L_out=0.027 Acc=0.84 ---159655.47 ms/batch
Step 00097750 L_out=0.003 Acc=0.86 ---184267.78 ms/batch
Step 00097800 L_out=0.017 Acc=0.86 ---209501.38 ms/batch
Step 00097850 L_out=0.008 Acc=0.93 ---234730.62 ms/batch
Step 00097900 L_out=0.022 Acc=0.90 ---259547.55 ms/batch
Step 00097950 L_out=0.016 Acc=0.90 ---284341.89 ms/batch
Step 00098000 L_out=0.002 Acc=0.88 ---309216.02 ms/batch
Round 6 | epoch=26, train costTime=333.407922744751, | total_activation_sum=2149407
Round 6 | epoch=27, current m_iou=0.8448861331818842
Round 6 | Best m_IoU is: 0.851, OA is: 0.951 | val costTime=69.95523524284363
Round 6 | ****EPOCH 27****
Step 00098050 L_out=0.078 Acc=0.86 ---  517.81 ms/batch
Step 00098100 L_out=0.007 Acc=0.94 ---25115.07 ms/batch
Step 00098150 L_out=0.003 Acc=0.92 ---50043.56 ms/batch
Step 00098200 L_out=0.071 Acc=0.89 ---74565.88 ms/batch
Step 00098250 L_out=0.003 Acc=0.85 ---99558.10 ms/batch
Step 00098300 L_out=0.004 Acc=0.90 ---124354.63 ms/batch
Step 00098350 L_out=0.004 Acc=0.88 ---149415.48 ms/batch
Step 00098400 L_out=0.004 Acc=0.90 ---174761.85 ms/batch
Step 00098450 L_out=0.007 Acc=0.96 ---199534.32 ms/batch
Step 00098500 L_out=0.002 Acc=0.92 ---224542.00 ms/batch
Step 00098550 L_out=0.004 Acc=0.90 ---249316.49 ms/batch
Step 00098600 L_out=0.005 Acc=0.93 ---274115.59 ms/batch
Step 00098650 L_out=0.006 Acc=0.94 ---298907.14 ms/batch
Step 00098700 L_out=0.005 Acc=0.91 ---323871.30 ms/batch
Round 6 | epoch=27, train costTime=331.9131498336792, | total_activation_sum=2326802
Round 6 | epoch=28, current m_iou=0.8480415667273611
Round 6 | Best m_IoU is: 0.851, OA is: 0.951 | val costTime=73.06141662597656
Round 6 | ****EPOCH 28****
Step 00098750 L_out=0.041 Acc=0.88 ---16747.18 ms/batch
Step 00098800 L_out=0.034 Acc=0.93 ---41242.04 ms/batch
Step 00098850 L_out=0.004 Acc=0.87 ---65696.08 ms/batch
Step 00098900 L_out=0.006 Acc=0.88 ---90218.10 ms/batch
Step 00098950 L_out=0.010 Acc=0.94 ---114581.17 ms/batch
Step 00099000 L_out=0.010 Acc=0.90 ---139435.49 ms/batch
Step 00099050 L_out=0.005 Acc=0.88 ---164730.74 ms/batch
Step 00099100 L_out=0.005 Acc=0.94 ---190066.92 ms/batch
Step 00099150 L_out=0.021 Acc=0.90 ---215613.71 ms/batch
Step 00099200 L_out=0.002 Acc=0.85 ---238056.06 ms/batch
Step 00099250 L_out=0.003 Acc=0.89 ---260454.39 ms/batch
Step 00099300 L_out=0.008 Acc=0.91 ---282789.10 ms/batch
Step 00099350 L_out=0.006 Acc=0.87 ---305193.98 ms/batch
Round 6 | epoch=28, train costTime=319.78686928749084, | total_activation_sum=2247311
Round 6 | epoch=29, current m_iou=0.8448950708590975
Round 6 | Best m_IoU is: 0.851, OA is: 0.951 | val costTime=67.39875435829163
Round 6 | ****EPOCH 29****
Step 00099400 L_out=0.001 Acc=0.88 --- 7607.06 ms/batch
Step 00099450 L_out=0.010 Acc=0.83 ---29965.51 ms/batch
Step 00099500 L_out=0.011 Acc=0.88 ---52420.11 ms/batch
Step 00099550 L_out=0.007 Acc=0.84 ---74822.33 ms/batch
Step 00099600 L_out=0.005 Acc=0.96 ---97245.15 ms/batch
Step 00099650 L_out=0.011 Acc=0.91 ---119856.62 ms/batch
Step 00099700 L_out=0.007 Acc=0.83 ---142809.89 ms/batch
Step 00099750 L_out=0.053 Acc=0.93 ---165221.49 ms/batch
Step 00099800 L_out=0.002 Acc=0.91 ---187687.11 ms/batch
Step 00099850 L_out=0.005 Acc=0.83 ---210412.28 ms/batch
Step 00099900 L_out=0.001 Acc=0.92 ---232919.07 ms/batch
Step 00099950 L_out=0.002 Acc=0.90 ---255242.00 ms/batch
Step 00100000 L_out=0.005 Acc=0.89 ---277324.15 ms/batch
Step 00100050 L_out=0.002 Acc=0.91 ---299591.62 ms/batch
Round 6 | epoch=29, train costTime=299.59173250198364, | total_activation_sum=2167528
Round 6 | epoch=30, current m_iou=0.8453235133931095
Round 6 | Best m_IoU is: 0.851, OA is: 0.951 | val costTime=58.64305019378662
Round 6 | ****EPOCH 30****
Round 7 | ****EPOCH 0****
Step 00100100 L_out=0.162 Acc=0.56 ---22197.54 ms/batch
Step 00100150 L_out=0.180 Acc=0.20 ---44519.26 ms/batch
Step 00100200 L_out=0.030 Acc=0.50 ---66982.30 ms/batch
Step 00100250 L_out=0.270 Acc=0.61 ---89734.99 ms/batch
Step 00100300 L_out=1.011 Acc=0.41 ---112108.85 ms/batch
Step 00100350 L_out=0.107 Acc=0.27 ---134603.84 ms/batch
Step 00100400 L_out=0.023 Acc=0.61 ---157723.68 ms/batch
Step 00100450 L_out=1.202 Acc=0.73 ---180213.80 ms/batch
Step 00100500 L_out=0.257 Acc=0.20 ---202819.19 ms/batch
Step 00100550 L_out=0.001 Acc=0.55 ---225982.38 ms/batch
Step 00100600 L_out=0.032 Acc=0.67 ---265524.55 ms/batch
Step 00100650 L_out=0.003 Acc=0.58 ---304656.87 ms/batch
Step 00100700 L_out=0.034 Acc=0.80 ---338141.33 ms/batch
Round 7 | epoch=0, train costTime=346.3067445755005, | total_activation_sum=2427857
Round 7 | epoch=1, current m_iou=0.6298457960048787
Round 7 | Best m_IoU is: 0.630, OA is: 0.841 | val costTime=67.85254979133606
Round 7 | ****EPOCH 1****
Step 00100750 L_out=0.025 Acc=0.72 ---16558.27 ms/batch
Step 00100800 L_out=0.020 Acc=0.73 ---41090.23 ms/batch
Step 00100850 L_out=0.380 Acc=0.81 ---65591.81 ms/batch
Step 00100900 L_out=0.183 Acc=0.67 ---90068.51 ms/batch
Step 00100950 L_out=0.062 Acc=0.51 ---114585.49 ms/batch
Step 00101000 L_out=0.018 Acc=0.87 ---139461.10 ms/batch
Step 00101050 L_out=0.037 Acc=0.77 ---164057.87 ms/batch
Step 00101100 L_out=0.036 Acc=0.65 ---188844.76 ms/batch
Step 00101150 L_out=0.011 Acc=0.89 ---213588.62 ms/batch
Step 00101200 L_out=0.071 Acc=0.90 ---238856.64 ms/batch
Step 00101250 L_out=0.012 Acc=0.67 ---263741.54 ms/batch
Step 00101300 L_out=0.011 Acc=0.83 ---288341.76 ms/batch
Step 00101350 L_out=0.021 Acc=0.91 ---312987.50 ms/batch
Round 7 | epoch=1, train costTime=329.79081296920776, | total_activation_sum=2374938
Round 7 | epoch=2, current m_iou=0.7334023857340152
Round 7 | Best m_IoU is: 0.733, OA is: 0.901 | val costTime=64.95413184165955
Round 7 | ****EPOCH 2****
Step 00101400 L_out=0.009 Acc=0.86 --- 8096.67 ms/batch
Step 00101450 L_out=0.021 Acc=0.80 ---33341.78 ms/batch
Step 00101500 L_out=0.022 Acc=0.71 ---57944.20 ms/batch
Step 00101550 L_out=0.029 Acc=0.88 ---82928.77 ms/batch
Step 00101600 L_out=0.031 Acc=0.93 ---107418.13 ms/batch
Step 00101650 L_out=0.037 Acc=0.67 ---131643.39 ms/batch
Step 00101700 L_out=0.008 Acc=0.88 ---156919.60 ms/batch
Step 00101750 L_out=0.005 Acc=0.85 ---181510.24 ms/batch
Step 00101800 L_out=0.011 Acc=0.80 ---206142.47 ms/batch
Step 00101850 L_out=0.001 Acc=0.69 ---230528.98 ms/batch
Step 00101900 L_out=0.004 Acc=0.81 ---255235.92 ms/batch
Step 00101950 L_out=0.007 Acc=0.85 ---279497.71 ms/batch
Step 00102000 L_out=0.022 Acc=0.80 ---304197.82 ms/batch
Step 00102050 L_out=0.007 Acc=0.78 ---328936.75 ms/batch
Round 7 | epoch=2, train costTime=329.4283015727997, | total_activation_sum=2310653
Round 7 | epoch=3, current m_iou=0.7746573815636251
Round 7 | Best m_IoU is: 0.775, OA is: 0.923 | val costTime=69.5154480934143
Round 7 | ****EPOCH 3****
Step 00102100 L_out=0.011 Acc=0.76 ---24380.74 ms/batch
Step 00102150 L_out=0.037 Acc=0.56 ---48736.89 ms/batch
Step 00102200 L_out=0.008 Acc=0.92 ---73711.84 ms/batch
Step 00102250 L_out=0.023 Acc=0.88 ---98679.44 ms/batch
Step 00102300 L_out=0.081 Acc=0.86 ---123118.76 ms/batch
Step 00102350 L_out=0.006 Acc=0.89 ---147803.82 ms/batch
Step 00102400 L_out=0.097 Acc=0.77 ---172442.04 ms/batch
Step 00102450 L_out=0.008 Acc=0.82 ---197180.13 ms/batch
Step 00102500 L_out=0.058 Acc=0.75 ---221860.06 ms/batch
Step 00102550 L_out=0.002 Acc=0.93 ---246687.65 ms/batch
Step 00102600 L_out=0.006 Acc=0.86 ---271606.86 ms/batch
Step 00102650 L_out=0.011 Acc=0.90 ---296108.08 ms/batch
Step 00102700 L_out=0.037 Acc=0.88 ---321192.84 ms/batch
Round 7 | epoch=3, train costTime=329.9075195789337, | total_activation_sum=2246375
Round 7 | epoch=4, current m_iou=0.8118498253945023
Round 7 | Best m_IoU is: 0.812, OA is: 0.946 | val costTime=64.91300320625305
Round 7 | ****EPOCH 4****
Step 00102750 L_out=0.002 Acc=0.82 ---15811.35 ms/batch
Step 00102800 L_out=0.009 Acc=0.86 ---40495.75 ms/batch
Step 00102850 L_out=0.015 Acc=0.76 ---65138.83 ms/batch
Step 00102900 L_out=0.005 Acc=0.87 ---90028.42 ms/batch
Step 00102950 L_out=0.012 Acc=0.81 ---114837.81 ms/batch
Step 00103000 L_out=0.008 Acc=0.79 ---141061.75 ms/batch
Step 00103050 L_out=0.022 Acc=0.59 ---167780.07 ms/batch
Step 00103100 L_out=0.024 Acc=0.84 ---193227.44 ms/batch
Step 00103150 L_out=0.027 Acc=0.83 ---217541.78 ms/batch
Step 00103200 L_out=0.009 Acc=0.87 ---242172.51 ms/batch
Step 00103250 L_out=0.059 Acc=0.69 ---267112.36 ms/batch
Step 00103300 L_out=0.010 Acc=0.94 ---291636.05 ms/batch
Step 00103350 L_out=0.001 Acc=0.88 ---316508.63 ms/batch
Round 7 | epoch=4, train costTime=333.9225375652313, | total_activation_sum=2431088
Round 7 | epoch=5, current m_iou=0.6583753483208621
Round 7 | Best m_IoU is: 0.812, OA is: 0.946 | val costTime=66.58202481269836
Round 7 | ****EPOCH 5****
Step 00103400 L_out=0.012 Acc=0.84 --- 7431.94 ms/batch
Step 00103450 L_out=0.029 Acc=0.74 ---32035.61 ms/batch
Step 00103500 L_out=0.015 Acc=0.76 ---61646.37 ms/batch
Step 00103550 L_out=0.005 Acc=0.82 ---91930.90 ms/batch
Step 00103600 L_out=0.021 Acc=0.72 ---122552.78 ms/batch
Step 00103650 L_out=0.016 Acc=0.83 ---152034.62 ms/batch
Step 00103700 L_out=0.038 Acc=0.86 ---182658.21 ms/batch
Step 00103750 L_out=0.024 Acc=0.90 ---211807.89 ms/batch
Step 00103800 L_out=0.059 Acc=0.86 ---242518.05 ms/batch
Step 00103850 L_out=0.006 Acc=0.84 ---274593.36 ms/batch
Step 00103900 L_out=0.003 Acc=0.77 ---306576.00 ms/batch
Step 00103950 L_out=0.004 Acc=0.85 ---339158.77 ms/batch
Step 00104000 L_out=0.012 Acc=0.87 ---371604.51 ms/batch
Step 00104050 L_out=0.000 Acc=0.92 ---401145.01 ms/batch
Round 7 | epoch=5, train costTime=402.24535512924194, | total_activation_sum=2339980
Round 7 | epoch=6, current m_iou=0.828510493086833
Round 7 | Best m_IoU is: 0.829, OA is: 0.937 | val costTime=79.57907819747925
Round 7 | ****EPOCH 6****
Step 00104100 L_out=0.007 Acc=0.80 ---30629.88 ms/batch
Step 00104150 L_out=0.080 Acc=0.75 ---61655.75 ms/batch
Step 00104200 L_out=0.056 Acc=0.91 ---92455.85 ms/batch
Step 00104250 L_out=0.007 Acc=0.87 ---123612.23 ms/batch
Step 00104300 L_out=0.007 Acc=0.82 ---155814.95 ms/batch
Step 00104350 L_out=0.143 Acc=0.78 ---187366.16 ms/batch
Step 00104400 L_out=0.016 Acc=0.70 ---219674.07 ms/batch
Step 00104450 L_out=0.012 Acc=0.77 ---251507.00 ms/batch
Step 00104500 L_out=0.060 Acc=0.67 ---287723.56 ms/batch
Step 00104550 L_out=0.029 Acc=0.77 ---326687.08 ms/batch
Step 00104600 L_out=0.006 Acc=0.86 ---366235.47 ms/batch
Step 00104650 L_out=0.001 Acc=0.79 ---405241.37 ms/batch
Step 00104700 L_out=0.007 Acc=0.85 ---443722.69 ms/batch
Round 7 | epoch=6, train costTime=458.1205198764801, | total_activation_sum=2367448
Round 7 | epoch=7, current m_iou=0.8254947037060567
Round 7 | Best m_IoU is: 0.829, OA is: 0.937 | val costTime=96.02473330497742
Round 7 | ****EPOCH 7****
Step 00104750 L_out=0.010 Acc=0.89 ---24384.71 ms/batch
Step 00104800 L_out=0.002 Acc=0.86 ---63206.26 ms/batch
Step 00104850 L_out=0.001 Acc=0.81 ---102025.34 ms/batch
Step 00104900 L_out=0.002 Acc=0.90 ---142191.77 ms/batch
Step 00104950 L_out=0.008 Acc=0.90 ---181267.69 ms/batch
Step 00105000 L_out=0.011 Acc=0.89 ---219600.70 ms/batch
Step 00105050 L_out=0.016 Acc=0.84 ---259602.71 ms/batch
Step 00105100 L_out=0.007 Acc=0.81 ---300337.51 ms/batch
Step 00105150 L_out=0.001 Acc=0.90 ---338209.53 ms/batch
Step 00105200 L_out=0.026 Acc=0.95 ---378628.57 ms/batch
Step 00105250 L_out=0.004 Acc=0.90 ---418923.15 ms/batch
Step 00105300 L_out=0.004 Acc=0.92 ---456876.61 ms/batch
Step 00105350 L_out=0.014 Acc=0.89 ---488830.17 ms/batch
Round 7 | epoch=7, train costTime=511.4103994369507, | total_activation_sum=2363454
Round 7 | epoch=8, current m_iou=0.8354102315267034
Round 7 | Best m_IoU is: 0.835, OA is: 0.940 | val costTime=72.72662711143494
Round 7 | ****EPOCH 8****
Step 00105400 L_out=0.011 Acc=0.87 --- 8591.76 ms/batch
Step 00105450 L_out=0.008 Acc=0.89 ---39759.69 ms/batch
Step 00105500 L_out=0.094 Acc=0.88 ---71404.45 ms/batch
Step 00105550 L_out=0.039 Acc=0.78 ---103064.51 ms/batch
Step 00105600 L_out=0.741 Acc=0.84 ---134770.76 ms/batch
Step 00105650 L_out=0.024 Acc=0.88 ---166903.04 ms/batch
Step 00105700 L_out=0.065 Acc=0.87 ---197656.77 ms/batch
Step 00105750 L_out=0.004 Acc=0.89 ---229016.02 ms/batch
Step 00105800 L_out=0.017 Acc=0.76 ---259757.38 ms/batch
Step 00105850 L_out=0.007 Acc=0.85 ---291218.22 ms/batch
Step 00105900 L_out=0.038 Acc=0.85 ---321209.25 ms/batch
Step 00105950 L_out=0.002 Acc=0.87 ---357224.83 ms/batch
Step 00106000 L_out=0.016 Acc=0.90 ---391347.36 ms/batch
Step 00106050 L_out=0.003 Acc=0.82 ---423670.26 ms/batch
Round 7 | epoch=8, train costTime=425.5233471393585, | total_activation_sum=2349169
Round 7 | epoch=9, current m_iou=0.7617300908326718
Round 7 | Best m_IoU is: 0.835, OA is: 0.940 | val costTime=75.37720799446106
Round 7 | ****EPOCH 9****
Step 00106100 L_out=0.028 Acc=0.62 ---30663.09 ms/batch
Step 00106150 L_out=0.003 Acc=0.93 ---62525.90 ms/batch
Step 00106200 L_out=0.016 Acc=0.82 ---94481.28 ms/batch
Step 00106250 L_out=0.006 Acc=0.76 ---126174.18 ms/batch
Step 00106300 L_out=0.074 Acc=0.90 ---157261.24 ms/batch
Step 00106350 L_out=0.119 Acc=0.84 ---187897.72 ms/batch
Step 00106400 L_out=0.002 Acc=0.89 ---218987.96 ms/batch
Step 00106450 L_out=0.016 Acc=0.86 ---250991.90 ms/batch
Step 00106500 L_out=0.008 Acc=0.73 ---282612.16 ms/batch
Step 00106550 L_out=0.004 Acc=0.84 ---312988.17 ms/batch
Step 00106600 L_out=0.004 Acc=0.89 ---344379.81 ms/batch
Step 00106650 L_out=0.004 Acc=0.89 ---375099.55 ms/batch
Step 00106700 L_out=0.003 Acc=0.84 ---406451.86 ms/batch
Round 7 | epoch=9, train costTime=418.7921645641327, | total_activation_sum=2361218
Round 7 | epoch=10, current m_iou=0.8211796039325737
Round 7 | Best m_IoU is: 0.835, OA is: 0.940 | val costTime=80.19604516029358
Round 7 | ****EPOCH 10****
Step 00106750 L_out=0.013 Acc=0.82 ---19111.50 ms/batch
Step 00106800 L_out=0.004 Acc=0.92 ---51390.23 ms/batch
Step 00106850 L_out=0.005 Acc=0.77 ---83783.12 ms/batch
Step 00106900 L_out=0.014 Acc=0.73 ---115706.46 ms/batch
Step 00106950 L_out=0.007 Acc=0.93 ---147779.08 ms/batch
Step 00107000 L_out=0.006 Acc=0.91 ---179705.47 ms/batch
Step 00107050 L_out=0.021 Acc=0.87 ---210648.25 ms/batch
Step 00107100 L_out=0.005 Acc=0.87 ---240448.00 ms/batch
Step 00107150 L_out=0.002 Acc=0.86 ---270209.73 ms/batch
Step 00107200 L_out=0.003 Acc=0.91 ---300557.60 ms/batch
Step 00107250 L_out=0.005 Acc=0.84 ---331776.18 ms/batch
Step 00107300 L_out=0.003 Acc=0.95 ---363827.34 ms/batch
Step 00107350 L_out=0.003 Acc=0.92 ---395323.33 ms/batch
Round 7 | epoch=10, train costTime=419.07945942878723, | total_activation_sum=2282428
Round 7 | epoch=11, current m_iou=0.8238036687426379
Round 7 | Best m_IoU is: 0.835, OA is: 0.940 | val costTime=83.58019661903381
Round 7 | ****EPOCH 11****
Step 00107400 L_out=0.059 Acc=0.93 --- 7975.66 ms/batch
Step 00107450 L_out=0.003 Acc=0.92 ---39438.21 ms/batch
Step 00107500 L_out=0.002 Acc=0.85 ---72230.96 ms/batch
Step 00107550 L_out=0.144 Acc=0.90 ---102556.62 ms/batch
Step 00107600 L_out=0.015 Acc=0.80 ---133574.29 ms/batch
Step 00107650 L_out=0.004 Acc=0.91 ---163681.43 ms/batch
Step 00107700 L_out=0.008 Acc=0.93 ---194838.08 ms/batch
Step 00107750 L_out=0.013 Acc=0.93 ---225737.74 ms/batch
Step 00107800 L_out=0.001 Acc=0.87 ---257372.98 ms/batch
Step 00107850 L_out=0.028 Acc=0.91 ---289006.50 ms/batch
Step 00107900 L_out=0.020 Acc=0.84 ---321628.10 ms/batch
Step 00107950 L_out=0.006 Acc=0.91 ---352923.97 ms/batch
Step 00108000 L_out=0.004 Acc=0.90 ---384898.82 ms/batch
Step 00108050 L_out=0.004 Acc=0.94 ---416149.20 ms/batch
Round 7 | epoch=11, train costTime=418.473797082901, | total_activation_sum=2406094
Round 7 | epoch=12, current m_iou=0.8348922578455926
Round 7 | Best m_IoU is: 0.835, OA is: 0.940 | val costTime=75.84719061851501
Round 7 | ****EPOCH 12****
Step 00108100 L_out=0.027 Acc=0.92 ---29460.13 ms/batch
Step 00108150 L_out=0.030 Acc=0.92 ---61567.31 ms/batch
Step 00108200 L_out=0.005 Acc=0.88 ---93384.47 ms/batch
Step 00108250 L_out=0.006 Acc=0.93 ---125642.50 ms/batch
Step 00108300 L_out=0.075 Acc=0.94 ---157475.64 ms/batch
Step 00108350 L_out=0.020 Acc=0.81 ---188712.35 ms/batch
Step 00108400 L_out=0.048 Acc=0.92 ---221132.95 ms/batch
Step 00108450 L_out=0.007 Acc=0.92 ---253264.52 ms/batch
Step 00108500 L_out=0.012 Acc=0.83 ---284981.44 ms/batch
Step 00108550 L_out=0.007 Acc=0.82 ---317059.08 ms/batch
Step 00108600 L_out=0.001 Acc=0.88 ---348301.55 ms/batch
Step 00108650 L_out=0.004 Acc=0.90 ---380341.13 ms/batch
Step 00108700 L_out=0.005 Acc=0.81 ---411840.40 ms/batch
Round 7 | epoch=12, train costTime=425.5344707965851, | total_activation_sum=2367294
Round 7 | epoch=13, current m_iou=0.8464310561452238
Round 7 | Best m_IoU is: 0.846, OA is: 0.945 | val costTime=76.9815444946289
Round 7 | ****EPOCH 13****
Step 00108750 L_out=0.017 Acc=0.86 ---18823.07 ms/batch
Step 00108800 L_out=0.008 Acc=0.83 ---50509.49 ms/batch
Step 00108850 L_out=0.001 Acc=0.91 ---81935.22 ms/batch
Step 00108900 L_out=0.031 Acc=0.90 ---113393.77 ms/batch
Step 00108950 L_out=0.009 Acc=0.86 ---145157.51 ms/batch
Step 00109000 L_out=0.070 Acc=0.87 ---176812.57 ms/batch
Step 00109050 L_out=0.007 Acc=0.86 ---208034.65 ms/batch
Step 00109100 L_out=0.005 Acc=0.89 ---239321.50 ms/batch
Step 00109150 L_out=0.003 Acc=0.89 ---270132.60 ms/batch
Step 00109200 L_out=0.014 Acc=0.89 ---302214.82 ms/batch
Step 00109250 L_out=0.002 Acc=0.89 ---334076.13 ms/batch
Step 00109300 L_out=0.036 Acc=0.69 ---366582.17 ms/batch
Step 00109350 L_out=0.091 Acc=0.83 ---398128.33 ms/batch
Round 7 | epoch=13, train costTime=422.30220675468445, | total_activation_sum=2319165
Round 7 | epoch=14, current m_iou=0.8490902449088252
Round 7 | Best m_IoU is: 0.849, OA is: 0.949 | val costTime=76.2296495437622
Round 7 | ****EPOCH 14****
Step 00109400 L_out=0.016 Acc=0.83 --- 7416.29 ms/batch
Step 00109450 L_out=0.002 Acc=0.85 ---38939.53 ms/batch
Step 00109500 L_out=0.000 Acc=0.90 ---69524.74 ms/batch
Step 00109550 L_out=0.005 Acc=0.89 ---100228.54 ms/batch
Step 00109600 L_out=0.017 Acc=0.91 ---131208.15 ms/batch
Step 00109650 L_out=0.003 Acc=0.91 ---161923.16 ms/batch
Step 00109700 L_out=0.015 Acc=0.83 ---193301.59 ms/batch
Step 00109750 L_out=0.015 Acc=0.80 ---224817.04 ms/batch
Step 00109800 L_out=0.032 Acc=0.91 ---256832.60 ms/batch
Step 00109850 L_out=0.004 Acc=0.69 ---287775.51 ms/batch
Step 00109900 L_out=0.066 Acc=0.92 ---318195.14 ms/batch
Step 00109950 L_out=0.006 Acc=0.90 ---348856.63 ms/batch
Step 00110000 L_out=0.110 Acc=0.84 ---380974.55 ms/batch
Step 00110050 L_out=0.004 Acc=0.87 ---412409.95 ms/batch
Round 7 | epoch=14, train costTime=415.582501411438, | total_activation_sum=2342888
Round 7 | epoch=15, current m_iou=0.8536869441661562
Round 7 | Best m_IoU is: 0.854, OA is: 0.949 | val costTime=76.98892307281494
Round 7 | ****EPOCH 15****
Step 00110100 L_out=0.005 Acc=0.86 ---28004.07 ms/batch
Step 00110150 L_out=0.004 Acc=0.90 ---59525.79 ms/batch
Step 00110200 L_out=0.004 Acc=0.91 ---89911.03 ms/batch
Step 00110250 L_out=0.002 Acc=0.92 ---120376.54 ms/batch
Step 00110300 L_out=0.005 Acc=0.75 ---151343.48 ms/batch
Step 00110350 L_out=0.000 Acc=0.94 ---182285.63 ms/batch
Step 00110400 L_out=0.002 Acc=0.77 ---211951.89 ms/batch
Step 00110450 L_out=0.002 Acc=0.91 ---242635.32 ms/batch
Step 00110500 L_out=0.018 Acc=0.92 ---273650.82 ms/batch
Step 00110550 L_out=0.002 Acc=0.89 ---305060.90 ms/batch
Step 00110600 L_out=0.608 Acc=0.52 ---336602.26 ms/batch
Step 00110650 L_out=0.007 Acc=0.87 ---367764.80 ms/batch
Step 00110700 L_out=0.003 Acc=0.88 ---398473.36 ms/batch
Round 7 | epoch=15, train costTime=411.9665367603302, | total_activation_sum=2342019
Round 7 | epoch=16, current m_iou=0.8353089886970337
Round 7 | Best m_IoU is: 0.854, OA is: 0.949 | val costTime=74.47636365890503
Round 7 | ****EPOCH 16****
Step 00110750 L_out=0.007 Acc=0.84 ---17306.73 ms/batch
Step 00110800 L_out=0.007 Acc=0.90 ---48758.68 ms/batch
Step 00110850 L_out=0.105 Acc=0.83 ---80903.15 ms/batch
Step 00110900 L_out=0.013 Acc=0.88 ---112865.05 ms/batch
Step 00110950 L_out=0.021 Acc=0.88 ---144011.11 ms/batch
Step 00111000 L_out=0.055 Acc=0.92 ---175133.53 ms/batch
Step 00111050 L_out=0.001 Acc=0.96 ---206200.48 ms/batch
Step 00111100 L_out=0.011 Acc=0.89 ---236515.59 ms/batch
Step 00111150 L_out=0.007 Acc=0.91 ---267753.11 ms/batch
Step 00111200 L_out=0.002 Acc=0.94 ---299118.55 ms/batch
Step 00111250 L_out=0.011 Acc=0.69 ---330287.61 ms/batch
Step 00111300 L_out=0.024 Acc=0.87 ---361485.34 ms/batch
Step 00111350 L_out=0.013 Acc=0.94 ---392801.76 ms/batch
Round 7 | epoch=16, train costTime=416.74964904785156, | total_activation_sum=2367139
Round 7 | epoch=17, current m_iou=0.8296656352662224
Round 7 | Best m_IoU is: 0.854, OA is: 0.949 | val costTime=76.19933485984802
Round 7 | ****EPOCH 17****
Step 00111400 L_out=0.004 Acc=0.93 --- 6543.82 ms/batch
Step 00111450 L_out=0.014 Acc=0.85 ---38559.70 ms/batch
Step 00111500 L_out=0.006 Acc=0.88 ---69780.72 ms/batch
Step 00111550 L_out=0.000 Acc=0.93 ---101261.32 ms/batch
Step 00111600 L_out=0.009 Acc=0.92 ---132858.03 ms/batch
Step 00111650 L_out=0.012 Acc=0.90 ---164785.67 ms/batch
Step 00111700 L_out=0.004 Acc=0.88 ---194777.81 ms/batch
Step 00111750 L_out=0.004 Acc=0.88 ---226344.67 ms/batch
Step 00111800 L_out=0.001 Acc=0.87 ---257631.98 ms/batch
Step 00111850 L_out=0.001 Acc=0.92 ---289225.01 ms/batch
Step 00111900 L_out=0.004 Acc=0.88 ---320423.81 ms/batch
Step 00111950 L_out=0.000 Acc=0.81 ---351503.57 ms/batch
Step 00112000 L_out=0.027 Acc=0.88 ---382746.19 ms/batch
Step 00112050 L_out=0.004 Acc=0.81 ---413304.27 ms/batch
Round 7 | epoch=17, train costTime=417.1341669559479, | total_activation_sum=2367481
Round 7 | epoch=18, current m_iou=0.8235223224569834
Round 7 | Best m_IoU is: 0.854, OA is: 0.949 | val costTime=76.06037282943726
Round 7 | ****EPOCH 18****
Step 00112100 L_out=0.021 Acc=0.83 ---28078.29 ms/batch
Step 00112150 L_out=0.002 Acc=0.86 ---60691.24 ms/batch
Step 00112200 L_out=0.002 Acc=0.89 ---91823.56 ms/batch
Step 00112250 L_out=0.001 Acc=0.88 ---123094.31 ms/batch
Step 00112300 L_out=0.002 Acc=0.86 ---154881.35 ms/batch
Step 00112350 L_out=0.007 Acc=0.83 ---187643.93 ms/batch
Step 00112400 L_out=0.008 Acc=0.93 ---219944.44 ms/batch
Step 00112450 L_out=0.003 Acc=0.92 ---251899.76 ms/batch
Step 00112500 L_out=0.012 Acc=0.95 ---283153.45 ms/batch
Step 00112550 L_out=0.001 Acc=0.93 ---314897.41 ms/batch
Step 00112600 L_out=0.005 Acc=0.79 ---347363.29 ms/batch
Step 00112650 L_out=0.004 Acc=0.85 ---378676.16 ms/batch
Step 00112700 L_out=0.000 Acc=0.88 ---409734.89 ms/batch
Round 7 | epoch=18, train costTime=423.9296624660492, | total_activation_sum=2337141
Round 7 | epoch=19, current m_iou=0.8447639735096488
Round 7 | Best m_IoU is: 0.854, OA is: 0.949 | val costTime=79.1639518737793
Round 7 | ****EPOCH 19****
Step 00112750 L_out=0.008 Acc=0.88 ---17463.88 ms/batch
Step 00112800 L_out=0.005 Acc=0.89 ---48621.40 ms/batch
Step 00112850 L_out=0.002 Acc=0.84 ---80281.86 ms/batch
Step 00112900 L_out=0.034 Acc=0.65 ---111415.14 ms/batch
Step 00112950 L_out=0.020 Acc=0.93 ---141914.00 ms/batch
Step 00113000 L_out=0.002 Acc=0.87 ---174061.43 ms/batch
Step 00113050 L_out=0.003 Acc=0.88 ---205684.72 ms/batch
Step 00113100 L_out=0.009 Acc=0.95 ---237134.38 ms/batch
Step 00113150 L_out=0.089 Acc=0.90 ---269103.60 ms/batch
Step 00113200 L_out=0.016 Acc=0.78 ---300597.11 ms/batch
Step 00113250 L_out=0.023 Acc=0.94 ---332053.85 ms/batch
Step 00113300 L_out=0.006 Acc=0.92 ---363180.28 ms/batch
Step 00113350 L_out=0.030 Acc=0.93 ---394075.83 ms/batch
Round 7 | epoch=19, train costTime=419.65078592300415, | total_activation_sum=2341163
Round 7 | epoch=20, current m_iou=0.7898265900664111
Round 7 | Best m_IoU is: 0.854, OA is: 0.949 | val costTime=75.89539861679077
Round 7 | ****EPOCH 20****
Step 00113400 L_out=0.007 Acc=0.70 --- 6606.34 ms/batch
Step 00113450 L_out=0.007 Acc=0.73 ---37763.23 ms/batch
Step 00113500 L_out=0.009 Acc=0.72 ---69566.73 ms/batch
Step 00113550 L_out=0.002 Acc=0.88 ---100793.37 ms/batch
Step 00113600 L_out=0.002 Acc=0.88 ---131349.30 ms/batch
Step 00113650 L_out=0.003 Acc=0.78 ---161736.84 ms/batch
Step 00113700 L_out=0.003 Acc=0.94 ---191125.17 ms/batch
Step 00113750 L_out=0.015 Acc=0.89 ---222226.98 ms/batch
Step 00113800 L_out=0.012 Acc=0.92 ---254414.79 ms/batch
Step 00113850 L_out=0.006 Acc=0.93 ---287080.00 ms/batch
Step 00113900 L_out=0.000 Acc=0.90 ---319046.24 ms/batch
Step 00113950 L_out=0.002 Acc=0.86 ---349130.58 ms/batch
Step 00114000 L_out=0.001 Acc=0.88 ---378984.40 ms/batch
Step 00114050 L_out=0.022 Acc=0.68 ---409213.08 ms/batch
Round 7 | epoch=20, train costTime=413.6848711967468, | total_activation_sum=2398780
Round 7 | epoch=21, current m_iou=0.8387664417271995
Round 7 | Best m_IoU is: 0.854, OA is: 0.949 | val costTime=75.25546002388
Round 7 | ****EPOCH 21****
Step 00114100 L_out=0.002 Acc=0.93 ---26119.93 ms/batch
Step 00114150 L_out=0.008 Acc=0.83 ---57794.39 ms/batch
Step 00114200 L_out=0.062 Acc=0.92 ---90962.67 ms/batch
Step 00114250 L_out=0.037 Acc=0.92 ---122817.37 ms/batch
Step 00114300 L_out=0.001 Acc=0.93 ---155362.40 ms/batch
Step 00114350 L_out=0.008 Acc=0.91 ---185833.44 ms/batch
Step 00114400 L_out=0.012 Acc=0.91 ---217382.19 ms/batch
Step 00114450 L_out=0.001 Acc=0.90 ---248718.11 ms/batch
Step 00114500 L_out=0.002 Acc=0.95 ---279616.79 ms/batch
Step 00114550 L_out=0.002 Acc=0.86 ---310864.76 ms/batch
Step 00114600 L_out=0.003 Acc=0.85 ---342006.55 ms/batch
Step 00114650 L_out=0.013 Acc=0.84 ---373356.37 ms/batch
Step 00114700 L_out=0.002 Acc=0.87 ---403877.17 ms/batch
Round 7 | epoch=21, train costTime=418.8191339969635, | total_activation_sum=2316628
Round 7 | epoch=22, current m_iou=0.840572063898617
Round 7 | Best m_IoU is: 0.854, OA is: 0.949 | val costTime=71.31582903862
Round 7 | ****EPOCH 22****
Step 00114750 L_out=0.026 Acc=0.94 ---17151.99 ms/batch
Step 00114800 L_out=0.012 Acc=0.91 ---49263.13 ms/batch
Step 00114850 L_out=0.039 Acc=0.85 ---80794.12 ms/batch
Step 00114900 L_out=0.001 Acc=0.90 ---113344.12 ms/batch
Step 00114950 L_out=0.009 Acc=0.95 ---144197.50 ms/batch
Step 00115000 L_out=0.044 Acc=0.87 ---175879.53 ms/batch
Step 00115050 L_out=0.005 Acc=0.88 ---206869.65 ms/batch
Step 00115100 L_out=0.019 Acc=0.91 ---238812.30 ms/batch
Step 00115150 L_out=0.007 Acc=0.90 ---269319.56 ms/batch
Step 00115200 L_out=0.010 Acc=0.92 ---299461.92 ms/batch
Step 00115250 L_out=0.020 Acc=0.88 ---329546.87 ms/batch
Step 00115300 L_out=0.009 Acc=0.82 ---360669.10 ms/batch
Step 00115350 L_out=0.004 Acc=0.92 ---392020.27 ms/batch
Round 7 | epoch=22, train costTime=417.4309675693512, | total_activation_sum=2423971
Round 7 | epoch=23, current m_iou=0.8400289798054427
Round 7 | Best m_IoU is: 0.854, OA is: 0.949 | val costTime=78.01573443412781
Round 7 | ****EPOCH 23****
Step 00115400 L_out=0.007 Acc=0.90 --- 5803.49 ms/batch
Step 00115450 L_out=0.002 Acc=0.95 ---36828.26 ms/batch
Step 00115500 L_out=0.016 Acc=0.85 ---68658.58 ms/batch
Step 00115550 L_out=0.024 Acc=0.91 ---100115.62 ms/batch
Step 00115600 L_out=0.006 Acc=0.86 ---130415.06 ms/batch
Step 00115650 L_out=0.001 Acc=0.86 ---161787.15 ms/batch
Step 00115700 L_out=0.001 Acc=0.91 ---192817.48 ms/batch
Step 00115750 L_out=0.001 Acc=0.91 ---223120.23 ms/batch
Step 00115800 L_out=0.002 Acc=0.92 ---253291.08 ms/batch
Step 00115850 L_out=0.012 Acc=0.88 ---283905.63 ms/batch
Step 00115900 L_out=0.006 Acc=0.94 ---315726.56 ms/batch
Step 00115950 L_out=0.003 Acc=0.87 ---348020.27 ms/batch
Step 00116000 L_out=0.009 Acc=0.90 ---379037.61 ms/batch
Step 00116050 L_out=0.002 Acc=0.87 ---410674.37 ms/batch
Round 7 | epoch=23, train costTime=415.994158744812, | total_activation_sum=2290098
Round 7 | epoch=24, current m_iou=0.8408453694257638
Round 7 | Best m_IoU is: 0.854, OA is: 0.949 | val costTime=82.2267713546753
Round 7 | ****EPOCH 24****
Step 00116100 L_out=0.003 Acc=0.84 ---27017.45 ms/batch
Step 00116150 L_out=0.009 Acc=0.88 ---58765.74 ms/batch
Step 00116200 L_out=0.001 Acc=0.85 ---90469.58 ms/batch
Step 00116250 L_out=0.001 Acc=0.89 ---122149.96 ms/batch
Step 00116300 L_out=0.005 Acc=0.84 ---153869.59 ms/batch
Step 00116350 L_out=0.004 Acc=0.94 ---187024.63 ms/batch
Step 00116400 L_out=0.012 Acc=0.83 ---219645.26 ms/batch
Step 00116450 L_out=0.002 Acc=0.87 ---252333.89 ms/batch
Step 00116500 L_out=0.005 Acc=0.86 ---284117.17 ms/batch
Step 00116550 L_out=0.006 Acc=0.86 ---315999.92 ms/batch
Step 00116600 L_out=0.006 Acc=0.81 ---347898.33 ms/batch
Step 00116650 L_out=0.001 Acc=0.93 ---379434.68 ms/batch
Step 00116700 L_out=0.005 Acc=0.86 ---412149.52 ms/batch
Round 7 | epoch=24, train costTime=428.4979431629181, | total_activation_sum=2308886
Round 7 | epoch=25, current m_iou=0.8436225287446597
Round 7 | Best m_IoU is: 0.854, OA is: 0.949 | val costTime=78.42504835128784
Round 7 | ****EPOCH 25****
Step 00116750 L_out=0.002 Acc=0.83 ---15342.20 ms/batch
Step 00116800 L_out=0.002 Acc=0.86 ---47616.78 ms/batch
Step 00116850 L_out=0.004 Acc=0.75 ---79862.78 ms/batch
Step 00116900 L_out=0.013 Acc=0.83 ---111464.42 ms/batch
Step 00116950 L_out=0.006 Acc=0.91 ---142669.88 ms/batch
Step 00117000 L_out=0.015 Acc=0.82 ---174300.02 ms/batch
Step 00117050 L_out=0.002 Acc=0.89 ---205551.00 ms/batch
Step 00117100 L_out=0.001 Acc=0.94 ---238072.63 ms/batch
Step 00117150 L_out=0.004 Acc=0.88 ---270204.50 ms/batch
Step 00117200 L_out=0.062 Acc=0.85 ---301555.47 ms/batch
Step 00117250 L_out=0.002 Acc=0.95 ---332615.69 ms/batch
Step 00117300 L_out=0.009 Acc=0.92 ---364271.04 ms/batch
Step 00117350 L_out=0.032 Acc=0.89 ---395952.13 ms/batch
Round 7 | epoch=25, train costTime=422.91316843032837, | total_activation_sum=2368842
Round 7 | epoch=26, current m_iou=0.8411434624652003
Round 7 | Best m_IoU is: 0.854, OA is: 0.949 | val costTime=85.19767761230469
Round 7 | ****EPOCH 26****
Step 00117400 L_out=0.002 Acc=0.86 --- 4888.72 ms/batch
Step 00117450 L_out=0.007 Acc=0.91 ---36324.53 ms/batch
Step 00117500 L_out=0.006 Acc=0.93 ---67907.73 ms/batch
Step 00117550 L_out=0.009 Acc=0.78 ---98405.57 ms/batch
Step 00117600 L_out=0.013 Acc=0.79 ---130421.54 ms/batch
Step 00117650 L_out=0.002 Acc=0.94 ---162778.55 ms/batch
Step 00117700 L_out=0.002 Acc=0.87 ---194602.59 ms/batch
Step 00117750 L_out=0.023 Acc=0.95 ---227536.86 ms/batch
Step 00117800 L_out=0.018 Acc=0.87 ---259516.38 ms/batch
Step 00117850 L_out=0.000 Acc=0.85 ---291922.62 ms/batch
Step 00117900 L_out=0.001 Acc=0.88 ---323417.86 ms/batch
Step 00117950 L_out=0.008 Acc=0.90 ---355284.62 ms/batch
Step 00118000 L_out=0.007 Acc=0.92 ---386595.37 ms/batch
Step 00118050 L_out=0.010 Acc=0.64 ---418642.27 ms/batch
Round 7 | epoch=26, train costTime=424.18087434768677, | total_activation_sum=2373109
Round 7 | epoch=27, current m_iou=0.8479386772849382
Round 7 | Best m_IoU is: 0.854, OA is: 0.949 | val costTime=87.07171964645386
Round 7 | ****EPOCH 27****
Step 00118100 L_out=0.053 Acc=0.92 ---25845.37 ms/batch
Step 00118150 L_out=0.018 Acc=0.83 ---58259.35 ms/batch
Step 00118200 L_out=0.008 Acc=0.92 ---89623.84 ms/batch
Step 00118250 L_out=0.008 Acc=0.95 ---121079.30 ms/batch
Step 00118300 L_out=0.001 Acc=0.91 ---153325.94 ms/batch
Step 00118350 L_out=0.010 Acc=0.93 ---184761.29 ms/batch
Step 00118400 L_out=0.004 Acc=0.84 ---215530.67 ms/batch
Step 00118450 L_out=0.006 Acc=0.90 ---246728.38 ms/batch
Step 00118500 L_out=0.002 Acc=0.88 ---277690.18 ms/batch
Step 00118550 L_out=0.002 Acc=0.93 ---309573.55 ms/batch
Step 00118600 L_out=0.010 Acc=0.87 ---341113.09 ms/batch
Step 00118650 L_out=0.022 Acc=0.75 ---372920.43 ms/batch
Step 00118700 L_out=0.020 Acc=0.97 ---404580.60 ms/batch
Round 7 | epoch=27, train costTime=421.5128791332245, | total_activation_sum=2330772
Round 7 | epoch=28, current m_iou=0.839823189787223
Round 7 | Best m_IoU is: 0.854, OA is: 0.949 | val costTime=81.28522515296936
Round 7 | ****EPOCH 28****
Step 00118750 L_out=0.000 Acc=0.86 ---15310.84 ms/batch
Step 00118800 L_out=0.007 Acc=0.97 ---47920.19 ms/batch
Step 00118850 L_out=0.005 Acc=0.87 ---80023.04 ms/batch
Step 00118900 L_out=0.002 Acc=0.96 ---111183.39 ms/batch
Step 00118950 L_out=0.002 Acc=0.82 ---143187.99 ms/batch
Step 00119000 L_out=0.021 Acc=0.92 ---175499.39 ms/batch
Step 00119050 L_out=0.018 Acc=0.86 ---207617.67 ms/batch
Step 00119100 L_out=0.007 Acc=0.91 ---239477.67 ms/batch
Step 00119150 L_out=0.006 Acc=0.94 ---270875.05 ms/batch
Step 00119200 L_out=0.004 Acc=0.93 ---302537.74 ms/batch
Step 00119250 L_out=0.017 Acc=0.90 ---333763.03 ms/batch
Step 00119300 L_out=0.001 Acc=0.92 ---365411.40 ms/batch
Step 00119350 L_out=0.004 Acc=0.88 ---397126.27 ms/batch
Round 7 | epoch=28, train costTime=424.878520488739, | total_activation_sum=2366195
Round 7 | epoch=29, current m_iou=0.833219962171837
Round 7 | Best m_IoU is: 0.854, OA is: 0.949 | val costTime=74.78129744529724
Round 7 | ****EPOCH 29****
Step 00119400 L_out=0.007 Acc=0.90 --- 4411.21 ms/batch
Step 00119450 L_out=0.003 Acc=0.92 ---35950.00 ms/batch
Step 00119500 L_out=0.066 Acc=0.82 ---67858.13 ms/batch
Step 00119550 L_out=0.003 Acc=0.79 ---100136.16 ms/batch
Step 00119600 L_out=0.004 Acc=0.88 ---132200.67 ms/batch
Step 00119650 L_out=0.011 Acc=0.84 ---164370.74 ms/batch
Step 00119700 L_out=0.008 Acc=0.90 ---196220.56 ms/batch
Step 00119750 L_out=0.002 Acc=0.92 ---228365.80 ms/batch
Step 00119800 L_out=0.012 Acc=0.89 ---260575.53 ms/batch
Step 00119850 L_out=0.003 Acc=0.89 ---293041.99 ms/batch
Step 00119900 L_out=0.026 Acc=0.96 ---325195.97 ms/batch
Step 00119950 L_out=0.002 Acc=0.89 ---356241.26 ms/batch
Step 00120000 L_out=0.001 Acc=0.89 ---388555.63 ms/batch
Step 00120050 L_out=0.004 Acc=0.94 ---420263.90 ms/batch
Round 7 | epoch=29, train costTime=426.90216636657715, | total_activation_sum=2371756
Round 7 | epoch=30, current m_iou=0.8413064575112827
Round 7 | Best m_IoU is: 0.854, OA is: 0.949 | val costTime=77.42431163787842
Round 7 | ****EPOCH 30****
Round 8 | ****EPOCH 0****
Step 00120100 L_out=0.032 Acc=0.88 ---25727.83 ms/batch
Step 00120150 L_out=0.027 Acc=0.76 ---57831.30 ms/batch
Step 00120200 L_out=0.014 Acc=0.13 ---90523.73 ms/batch
Step 00120250 L_out=0.024 Acc=0.72 ---121907.61 ms/batch
Step 00120300 L_out=0.032 Acc=0.67 ---152829.69 ms/batch
Step 00120350 L_out=0.174 Acc=0.50 ---185047.61 ms/batch
Step 00120400 L_out=0.060 Acc=0.41 ---218058.73 ms/batch
Step 00120450 L_out=0.078 Acc=0.43 ---250380.89 ms/batch
Step 00120500 L_out=0.030 Acc=0.58 ---284003.44 ms/batch
Step 00120550 L_out=0.018 Acc=0.50 ---315732.14 ms/batch
Step 00120600 L_out=0.049 Acc=0.70 ---348271.34 ms/batch
Step 00120650 L_out=0.008 Acc=0.73 ---380314.22 ms/batch
Step 00120700 L_out=0.013 Acc=0.63 ---412660.69 ms/batch
Round 8 | epoch=0, train costTime=430.34378457069397, | total_activation_sum=2537321
Round 8 | epoch=1, current m_iou=0.5519879094150779
Round 8 | Best m_IoU is: 0.552, OA is: 0.716 | val costTime=77.08797812461853
Round 8 | ****EPOCH 1****
Step 00120750 L_out=0.072 Acc=0.79 ---15173.55 ms/batch
Step 00120800 L_out=0.034 Acc=0.63 ---47104.06 ms/batch
Step 00120850 L_out=0.008 Acc=0.78 ---78874.21 ms/batch
Step 00120900 L_out=0.045 Acc=0.78 ---110842.25 ms/batch
Step 00120950 L_out=0.064 Acc=0.77 ---142652.07 ms/batch
Step 00121000 L_out=0.019 Acc=0.74 ---174653.42 ms/batch
Step 00121050 L_out=0.009 Acc=0.54 ---206019.66 ms/batch
Step 00121100 L_out=0.019 Acc=0.68 ---237543.87 ms/batch
Step 00121150 L_out=0.015 Acc=0.78 ---268354.63 ms/batch
Step 00121200 L_out=0.024 Acc=0.71 ---300683.45 ms/batch
Step 00121250 L_out=0.007 Acc=0.79 ---331407.55 ms/batch
Step 00121300 L_out=0.025 Acc=0.83 ---363418.25 ms/batch
Step 00121350 L_out=0.010 Acc=0.87 ---395437.59 ms/batch
Round 8 | epoch=1, train costTime=423.54925417900085, | total_activation_sum=2452736
Round 8 | epoch=2, current m_iou=0.7527730858296686
Round 8 | Best m_IoU is: 0.753, OA is: 0.882 | val costTime=84.20025038719177
Round 8 | ****EPOCH 2****
Step 00121400 L_out=0.041 Acc=0.85 --- 4127.57 ms/batch
Step 00121450 L_out=0.028 Acc=0.70 ---36253.02 ms/batch
Step 00121500 L_out=0.002 Acc=0.87 ---69057.30 ms/batch
Step 00121550 L_out=0.024 Acc=0.83 ---100660.21 ms/batch
Step 00121600 L_out=0.017 Acc=0.74 ---132236.08 ms/batch
Step 00121650 L_out=0.034 Acc=0.86 ---163471.09 ms/batch
Step 00121700 L_out=0.007 Acc=0.84 ---195128.82 ms/batch
Step 00121750 L_out=0.045 Acc=0.66 ---227132.96 ms/batch
Step 00121800 L_out=0.004 Acc=0.88 ---258753.68 ms/batch
Step 00121850 L_out=0.017 Acc=0.85 ---289893.63 ms/batch
Step 00121900 L_out=0.002 Acc=0.87 ---321549.99 ms/batch
Step 00121950 L_out=0.027 Acc=0.81 ---353103.45 ms/batch
Step 00122000 L_out=0.033 Acc=0.92 ---383991.99 ms/batch
Step 00122050 L_out=0.038 Acc=0.84 ---415503.05 ms/batch
Round 8 | epoch=2, train costTime=422.220810174942, | total_activation_sum=2349369
Round 8 | epoch=3, current m_iou=0.8190982875914203
Round 8 | Best m_IoU is: 0.819, OA is: 0.933 | val costTime=82.02982378005981
Round 8 | ****EPOCH 3****
Step 00122100 L_out=0.003 Acc=0.82 ---25160.53 ms/batch
Step 00122150 L_out=0.001 Acc=0.79 ---56529.37 ms/batch
Step 00122200 L_out=0.005 Acc=0.77 ---88495.71 ms/batch
Step 00122250 L_out=0.001 Acc=0.87 ---120113.81 ms/batch
Step 00122300 L_out=0.008 Acc=0.85 ---151173.71 ms/batch
Step 00122350 L_out=0.005 Acc=0.89 ---183072.42 ms/batch
Step 00122400 L_out=0.014 Acc=0.75 ---214269.06 ms/batch
Step 00122450 L_out=0.031 Acc=0.83 ---246362.05 ms/batch
Step 00122500 L_out=0.006 Acc=0.85 ---277572.75 ms/batch
Step 00122550 L_out=0.012 Acc=0.92 ---308607.63 ms/batch
Step 00122600 L_out=0.004 Acc=0.80 ---339516.75 ms/batch
Step 00122650 L_out=0.023 Acc=0.84 ---371921.84 ms/batch
Step 00122700 L_out=0.002 Acc=0.88 ---403431.92 ms/batch
Round 8 | epoch=3, train costTime=421.73415994644165, | total_activation_sum=2472651
Round 8 | epoch=4, current m_iou=0.7781559429862839
Round 8 | Best m_IoU is: 0.819, OA is: 0.933 | val costTime=88.60913300514221
Round 8 | ****EPOCH 4****
Step 00122750 L_out=0.003 Acc=0.80 ---14072.93 ms/batch
Step 00122800 L_out=0.001 Acc=0.92 ---45379.45 ms/batch
Step 00122850 L_out=0.002 Acc=0.87 ---77430.61 ms/batch
Step 00122900 L_out=0.007 Acc=0.85 ---110032.28 ms/batch
Step 00122950 L_out=0.149 Acc=0.90 ---142337.06 ms/batch
Step 00123000 L_out=0.007 Acc=0.87 ---173696.53 ms/batch
Step 00123050 L_out=0.002 Acc=0.73 ---203210.17 ms/batch
Step 00123100 L_out=0.004 Acc=0.89 ---233447.00 ms/batch
Step 00123150 L_out=0.012 Acc=0.84 ---263524.90 ms/batch
Step 00123200 L_out=0.164 Acc=0.86 ---293212.01 ms/batch
Step 00123250 L_out=0.012 Acc=0.74 ---323379.90 ms/batch
Step 00123300 L_out=0.011 Acc=0.76 ---355211.54 ms/batch
Step 00123350 L_out=0.003 Acc=0.91 ---387067.59 ms/batch
Round 8 | epoch=4, train costTime=416.29475569725037, | total_activation_sum=2385696
Round 8 | epoch=5, current m_iou=0.7957987263971251
Round 8 | Best m_IoU is: 0.819, OA is: 0.933 | val costTime=82.1736171245575
Round 8 | ****EPOCH 5****
Step 00123400 L_out=0.055 Acc=0.83 --- 3125.28 ms/batch
Step 00123450 L_out=0.011 Acc=0.83 ---34748.50 ms/batch
Step 00123500 L_out=0.079 Acc=0.94 ---67388.79 ms/batch
Step 00123550 L_out=0.045 Acc=0.83 ---99378.77 ms/batch
Step 00123600 L_out=0.005 Acc=0.86 ---130789.50 ms/batch
Step 00123650 L_out=0.009 Acc=0.90 ---161370.24 ms/batch
Step 00123700 L_out=0.007 Acc=0.78 ---191957.31 ms/batch
Step 00123750 L_out=0.004 Acc=0.77 ---222310.17 ms/batch
Step 00123800 L_out=0.266 Acc=0.78 ---252436.70 ms/batch
Step 00123850 L_out=0.002 Acc=0.94 ---281622.05 ms/batch
Step 00123900 L_out=0.015 Acc=0.89 ---310273.34 ms/batch
Step 00123950 L_out=0.016 Acc=0.78 ---339587.64 ms/batch
Step 00124000 L_out=0.006 Acc=0.87 ---369033.08 ms/batch
Step 00124050 L_out=0.004 Acc=0.92 ---398976.12 ms/batch
Round 8 | epoch=5, train costTime=405.8487391471863, | total_activation_sum=2376160
Round 8 | epoch=6, current m_iou=0.8383129382371683
Round 8 | Best m_IoU is: 0.838, OA is: 0.946 | val costTime=76.1810154914856
Round 8 | ****EPOCH 6****
Step 00124100 L_out=0.013 Acc=0.67 ---21132.99 ms/batch
Step 00124150 L_out=0.003 Acc=0.78 ---48852.79 ms/batch
Step 00124200 L_out=0.013 Acc=0.80 ---75431.86 ms/batch
Step 00124250 L_out=0.008 Acc=0.85 ---102541.39 ms/batch
Step 00124300 L_out=0.005 Acc=0.88 ---128925.54 ms/batch
Step 00124350 L_out=0.006 Acc=0.91 ---155869.31 ms/batch
Step 00124400 L_out=0.001 Acc=0.84 ---182242.82 ms/batch
Step 00124450 L_out=0.022 Acc=0.92 ---208518.26 ms/batch
Step 00124500 L_out=0.015 Acc=0.72 ---235369.64 ms/batch
Step 00124550 L_out=0.010 Acc=0.89 ---261591.61 ms/batch
Step 00124600 L_out=0.003 Acc=0.70 ---288320.25 ms/batch
Step 00124650 L_out=0.007 Acc=0.85 ---314593.47 ms/batch
Step 00124700 L_out=0.010 Acc=0.86 ---342791.54 ms/batch
Round 8 | epoch=6, train costTime=360.36419463157654, | total_activation_sum=2477132
Round 8 | epoch=7, current m_iou=0.8376384691966821
Round 8 | Best m_IoU is: 0.838, OA is: 0.946 | val costTime=73.40667676925659
Round 8 | ****EPOCH 7****
Step 00124750 L_out=0.026 Acc=0.81 ---12516.51 ms/batch
Step 00124800 L_out=0.017 Acc=0.84 ---41254.50 ms/batch
Step 00124850 L_out=0.002 Acc=0.80 ---70318.14 ms/batch
Step 00124900 L_out=0.004 Acc=0.95 ---99086.43 ms/batch
Step 00124950 L_out=0.086 Acc=0.82 ---126951.21 ms/batch
Step 00125000 L_out=0.019 Acc=0.91 ---155302.66 ms/batch
Step 00125050 L_out=0.155 Acc=0.93 ---196518.99 ms/batch
Step 00125100 L_out=0.031 Acc=0.90 ---242178.81 ms/batch
Step 00125150 L_out=0.005 Acc=0.91 ---289301.84 ms/batch
Step 00125200 L_out=0.008 Acc=0.77 ---334980.78 ms/batch
Step 00125250 L_out=0.019 Acc=0.88 ---382809.31 ms/batch
Step 00125300 L_out=0.089 Acc=0.90 ---425381.93 ms/batch
Step 00125350 L_out=0.009 Acc=0.81 ---457445.34 ms/batch
Round 8 | epoch=7, train costTime=486.6003243923187, | total_activation_sum=2498536
Round 8 | epoch=8, current m_iou=0.8267751642013462
Round 8 | Best m_IoU is: 0.838, OA is: 0.946 | val costTime=83.79519581794739
Round 8 | ****EPOCH 8****
Step 00125400 L_out=0.012 Acc=0.90 --- 2618.73 ms/batch
Step 00125450 L_out=0.005 Acc=0.89 ---34737.64 ms/batch
Step 00125500 L_out=0.012 Acc=0.88 ---66610.49 ms/batch
Step 00125550 L_out=0.005 Acc=0.89 ---97641.09 ms/batch
Step 00125600 L_out=0.020 Acc=0.94 ---128919.46 ms/batch
Step 00125650 L_out=0.021 Acc=0.94 ---160788.02 ms/batch
Step 00125700 L_out=0.040 Acc=0.83 ---192257.06 ms/batch
Step 00125750 L_out=0.003 Acc=0.80 ---223892.88 ms/batch
Step 00125800 L_out=0.011 Acc=0.89 ---256276.80 ms/batch
Step 00125850 L_out=0.016 Acc=0.87 ---287951.34 ms/batch
Step 00125900 L_out=0.030 Acc=0.91 ---319383.73 ms/batch
Step 00125950 L_out=0.005 Acc=0.84 ---350636.67 ms/batch
Step 00126000 L_out=0.006 Acc=0.90 ---381885.23 ms/batch
Step 00126050 L_out=0.004 Acc=0.88 ---413481.75 ms/batch
Round 8 | epoch=8, train costTime=421.6876289844513, | total_activation_sum=2372064
Round 8 | epoch=9, current m_iou=0.8155102627005779
Round 8 | Best m_IoU is: 0.838, OA is: 0.946 | val costTime=74.29281425476074
Round 8 | ****EPOCH 9****
Step 00126100 L_out=0.001 Acc=0.93 ---23136.59 ms/batch
Step 00126150 L_out=0.002 Acc=0.95 ---53914.34 ms/batch
Step 00126200 L_out=0.021 Acc=0.86 ---85483.36 ms/batch
Step 00126250 L_out=0.010 Acc=0.84 ---117089.75 ms/batch
Step 00126300 L_out=0.014 Acc=0.91 ---148681.15 ms/batch
Step 00126350 L_out=0.015 Acc=0.91 ---180932.22 ms/batch
Step 00126400 L_out=0.001 Acc=0.90 ---211834.46 ms/batch
Step 00126450 L_out=0.026 Acc=0.73 ---243360.54 ms/batch
Step 00126500 L_out=0.084 Acc=0.95 ---275052.29 ms/batch
Step 00126550 L_out=0.052 Acc=0.80 ---306378.68 ms/batch
Step 00126600 L_out=0.017 Acc=0.91 ---337502.48 ms/batch
Step 00126650 L_out=0.032 Acc=0.91 ---368955.94 ms/batch
Step 00126700 L_out=0.022 Acc=0.92 ---401028.23 ms/batch
Round 8 | epoch=9, train costTime=420.13572883605957, | total_activation_sum=2414426
Round 8 | epoch=10, current m_iou=0.8327327696750482
Round 8 | Best m_IoU is: 0.838, OA is: 0.946 | val costTime=80.88201379776001
Round 8 | ****EPOCH 10****
Step 00126750 L_out=0.071 Acc=0.95 ---13339.04 ms/batch
Step 00126800 L_out=0.022 Acc=0.79 ---45633.94 ms/batch
Step 00126850 L_out=0.018 Acc=0.77 ---76813.95 ms/batch
Step 00126900 L_out=0.023 Acc=0.94 ---109476.30 ms/batch
Step 00126950 L_out=0.032 Acc=0.72 ---141593.60 ms/batch
Step 00127000 L_out=0.018 Acc=0.93 ---173580.86 ms/batch
Step 00127050 L_out=0.007 Acc=0.74 ---206200.94 ms/batch
Step 00127100 L_out=0.040 Acc=0.80 ---237767.86 ms/batch
Step 00127150 L_out=0.029 Acc=0.81 ---269619.28 ms/batch
Step 00127200 L_out=0.019 Acc=0.86 ---300919.99 ms/batch
Step 00127250 L_out=0.011 Acc=0.80 ---332345.76 ms/batch
Step 00127300 L_out=0.014 Acc=0.93 ---363000.43 ms/batch
Step 00127350 L_out=0.030 Acc=0.89 ---394137.63 ms/batch
Round 8 | epoch=10, train costTime=424.25187253952026, | total_activation_sum=2404969
Round 8 | epoch=11, current m_iou=0.8182434202415294
Round 8 | Best m_IoU is: 0.838, OA is: 0.946 | val costTime=79.60160541534424
Round 8 | ****EPOCH 11****
Step 00127400 L_out=0.010 Acc=0.87 --- 1914.04 ms/batch
Step 00127450 L_out=0.013 Acc=0.92 ---32910.54 ms/batch
Step 00127500 L_out=0.006 Acc=0.69 ---65759.58 ms/batch
Step 00127550 L_out=0.004 Acc=0.92 ---97342.08 ms/batch
Step 00127600 L_out=0.099 Acc=0.87 ---129534.09 ms/batch
Step 00127650 L_out=0.004 Acc=0.92 ---161223.63 ms/batch
Step 00127700 L_out=0.000 Acc=0.83 ---193260.09 ms/batch
Step 00127750 L_out=0.006 Acc=0.82 ---225263.15 ms/batch
Step 00127800 L_out=0.002 Acc=0.89 ---256713.69 ms/batch
Step 00127850 L_out=0.073 Acc=0.90 ---288247.84 ms/batch
Step 00127900 L_out=0.017 Acc=0.80 ---319511.75 ms/batch
Step 00127950 L_out=0.001 Acc=0.87 ---351209.25 ms/batch
Step 00128000 L_out=0.001 Acc=0.91 ---382695.14 ms/batch
Step 00128050 L_out=0.149 Acc=0.95 ---413790.49 ms/batch
Round 8 | epoch=11, train costTime=422.60909962654114, | total_activation_sum=2361399
Round 8 | epoch=12, current m_iou=0.8403502896248873
Round 8 | Best m_IoU is: 0.840, OA is: 0.945 | val costTime=77.55415940284729
Round 8 | ****EPOCH 12****
Step 00128100 L_out=0.026 Acc=0.92 ---23316.74 ms/batch
Step 00128150 L_out=0.009 Acc=0.89 ---56650.04 ms/batch
Step 00128200 L_out=0.003 Acc=0.90 ---88598.31 ms/batch
Step 00128250 L_out=0.008 Acc=0.88 ---121666.02 ms/batch
Step 00128300 L_out=0.025 Acc=0.76 ---154035.12 ms/batch
Step 00128350 L_out=0.007 Acc=0.90 ---185865.93 ms/batch
Step 00128400 L_out=0.025 Acc=0.77 ---217458.47 ms/batch
Step 00128450 L_out=0.003 Acc=0.86 ---250387.37 ms/batch
Step 00128500 L_out=0.004 Acc=0.76 ---281365.67 ms/batch
Step 00128550 L_out=0.001 Acc=0.90 ---312623.87 ms/batch
Step 00128600 L_out=0.005 Acc=0.87 ---344123.73 ms/batch
Step 00128650 L_out=0.011 Acc=0.87 ---376296.41 ms/batch
Step 00128700 L_out=0.004 Acc=0.78 ---408556.46 ms/batch
Round 8 | epoch=12, train costTime=428.9918804168701, | total_activation_sum=2393464
Round 8 | epoch=13, current m_iou=0.8212835341184415
Round 8 | Best m_IoU is: 0.840, OA is: 0.945 | val costTime=80.5004289150238
Round 8 | ****EPOCH 13****
Step 00128750 L_out=0.006 Acc=0.96 ---11874.73 ms/batch
Step 00128800 L_out=0.009 Acc=0.87 ---43794.71 ms/batch
Step 00128850 L_out=0.000 Acc=0.90 ---75313.26 ms/batch
Step 00128900 L_out=0.007 Acc=0.88 ---107485.93 ms/batch
Step 00128950 L_out=0.002 Acc=0.92 ---139440.04 ms/batch
Step 00129000 L_out=0.029 Acc=0.80 ---171078.75 ms/batch
Step 00129050 L_out=0.012 Acc=0.80 ---202140.50 ms/batch
Step 00129100 L_out=0.010 Acc=0.89 ---233571.91 ms/batch
Step 00129150 L_out=0.007 Acc=0.89 ---265715.18 ms/batch
Step 00129200 L_out=0.007 Acc=0.72 ---297564.23 ms/batch
Step 00129250 L_out=0.014 Acc=0.92 ---329609.78 ms/batch
Step 00129300 L_out=0.036 Acc=0.89 ---361496.34 ms/batch
Step 00129350 L_out=0.021 Acc=0.89 ---392224.02 ms/batch
Round 8 | epoch=13, train costTime=422.5985941886902, | total_activation_sum=2454957
Round 8 | epoch=14, current m_iou=0.8462545188377912
Round 8 | Best m_IoU is: 0.846, OA is: 0.949 | val costTime=89.87200975418091
Round 8 | ****EPOCH 14****
Step 00129400 L_out=0.001 Acc=0.87 --- 1313.55 ms/batch
Step 00129450 L_out=0.015 Acc=0.84 ---33776.20 ms/batch
Step 00129500 L_out=0.037 Acc=0.89 ---65637.87 ms/batch
Step 00129550 L_out=0.000 Acc=0.93 ---97503.17 ms/batch
Step 00129600 L_out=0.006 Acc=0.85 ---129300.79 ms/batch
Step 00129650 L_out=0.001 Acc=0.90 ---161003.63 ms/batch
Step 00129700 L_out=0.012 Acc=0.88 ---192646.50 ms/batch
Step 00129750 L_out=0.016 Acc=0.87 ---223582.34 ms/batch
Step 00129800 L_out=0.070 Acc=0.95 ---255260.31 ms/batch
Step 00129850 L_out=0.015 Acc=0.94 ---286098.64 ms/batch
Step 00129900 L_out=0.003 Acc=0.90 ---317605.26 ms/batch
Step 00129950 L_out=0.001 Acc=0.91 ---350476.75 ms/batch
Step 00130000 L_out=0.005 Acc=0.87 ---382630.43 ms/batch
Step 00130050 L_out=0.000 Acc=0.89 ---413636.07 ms/batch
Round 8 | epoch=14, train costTime=423.1343593597412, | total_activation_sum=2435835
Round 8 | epoch=15, current m_iou=0.8404960217133761
Round 8 | Best m_IoU is: 0.846, OA is: 0.949 | val costTime=77.85362195968628
Round 8 | ****EPOCH 15****
Step 00130100 L_out=0.010 Acc=0.89 ---21589.48 ms/batch
Step 00130150 L_out=0.003 Acc=0.86 ---52731.43 ms/batch
Step 00130200 L_out=0.004 Acc=0.88 ---84417.11 ms/batch
Step 00130250 L_out=0.004 Acc=0.84 ---116229.57 ms/batch
Step 00130300 L_out=0.001 Acc=0.80 ---148253.44 ms/batch
Step 00130350 L_out=0.005 Acc=0.86 ---179866.73 ms/batch
Step 00130400 L_out=0.016 Acc=0.84 ---211732.17 ms/batch
Step 00130450 L_out=0.002 Acc=0.87 ---242408.02 ms/batch
Step 00130500 L_out=0.008 Acc=0.90 ---274366.46 ms/batch
Step 00130550 L_out=0.005 Acc=0.78 ---305531.09 ms/batch
Step 00130600 L_out=0.002 Acc=0.89 ---337751.89 ms/batch
Step 00130650 L_out=0.008 Acc=0.67 ---369441.36 ms/batch
Step 00130700 L_out=0.019 Acc=0.89 ---402093.27 ms/batch
Round 8 | epoch=15, train costTime=422.421413898468, | total_activation_sum=2343395
Round 8 | epoch=16, current m_iou=0.8119163008181407
Round 8 | Best m_IoU is: 0.846, OA is: 0.949 | val costTime=76.25325727462769
Round 8 | ****EPOCH 16****
Step 00130750 L_out=0.001 Acc=0.81 ---11385.20 ms/batch
Step 00130800 L_out=0.009 Acc=0.93 ---43162.99 ms/batch
Step 00130850 L_out=0.004 Acc=0.82 ---74934.46 ms/batch
Step 00130900 L_out=0.005 Acc=0.88 ---105998.07 ms/batch
Step 00130950 L_out=0.006 Acc=0.94 ---137619.61 ms/batch
Step 00131000 L_out=0.019 Acc=0.87 ---168568.87 ms/batch
Step 00131050 L_out=0.001 Acc=0.95 ---200137.46 ms/batch
Step 00131100 L_out=0.007 Acc=0.92 ---232010.56 ms/batch
Step 00131150 L_out=0.006 Acc=0.90 ---263781.03 ms/batch
Step 00131200 L_out=0.016 Acc=0.84 ---295326.41 ms/batch
Step 00131250 L_out=0.002 Acc=0.89 ---326256.48 ms/batch
Step 00131300 L_out=0.010 Acc=0.85 ---358572.76 ms/batch
Step 00131350 L_out=0.003 Acc=0.90 ---390178.04 ms/batch
Round 8 | epoch=16, train costTime=421.04971146583557, | total_activation_sum=2446780
Round 8 | epoch=17, current m_iou=0.7991521697007932
Round 8 | Best m_IoU is: 0.846, OA is: 0.949 | val costTime=80.9738450050354
Round 8 | ****EPOCH 17****
Step 00131400 L_out=0.007 Acc=0.88 ---  620.20 ms/batch
Step 00131450 L_out=0.004 Acc=0.85 ---33072.09 ms/batch
Step 00131500 L_out=0.003 Acc=0.83 ---65294.92 ms/batch
Step 00131550 L_out=0.003 Acc=0.95 ---97027.24 ms/batch
Step 00131600 L_out=0.004 Acc=0.86 ---128594.24 ms/batch
Step 00131650 L_out=0.001 Acc=0.89 ---159914.90 ms/batch
Step 00131700 L_out=0.007 Acc=0.88 ---192350.00 ms/batch
Step 00131750 L_out=0.001 Acc=0.86 ---224740.39 ms/batch
Step 00131800 L_out=0.002 Acc=0.88 ---255510.13 ms/batch
Step 00131850 L_out=0.005 Acc=0.78 ---287471.87 ms/batch
Step 00131900 L_out=0.006 Acc=0.93 ---318629.91 ms/batch
Step 00131950 L_out=0.003 Acc=0.87 ---350290.03 ms/batch
Step 00132000 L_out=0.000 Acc=0.84 ---381582.81 ms/batch
Step 00132050 L_out=0.011 Acc=0.92 ---413504.98 ms/batch
Round 8 | epoch=17, train costTime=423.7654011249542, | total_activation_sum=2414874
Round 8 | epoch=18, current m_iou=0.8241993946165639
Round 8 | Best m_IoU is: 0.846, OA is: 0.949 | val costTime=85.43138289451599
Round 8 | ****EPOCH 18****
Step 00132100 L_out=0.005 Acc=0.91 ---21735.74 ms/batch
Step 00132150 L_out=0.022 Acc=0.88 ---54752.66 ms/batch
Step 00132200 L_out=0.007 Acc=0.89 ---85646.01 ms/batch
Step 00132250 L_out=0.003 Acc=0.95 ---115049.43 ms/batch
Step 00132300 L_out=0.005 Acc=0.88 ---146892.20 ms/batch
Step 00132350 L_out=0.006 Acc=0.91 ---177429.09 ms/batch
Step 00132400 L_out=0.002 Acc=0.93 ---208963.46 ms/batch
Step 00132450 L_out=0.005 Acc=0.91 ---241539.39 ms/batch
Step 00132500 L_out=0.031 Acc=0.87 ---273788.29 ms/batch
Step 00132550 L_out=0.016 Acc=0.93 ---306647.46 ms/batch
Step 00132600 L_out=0.003 Acc=0.97 ---336934.33 ms/batch
Step 00132650 L_out=0.007 Acc=0.92 ---369382.91 ms/batch
Step 00132700 L_out=0.006 Acc=0.87 ---401286.89 ms/batch
Round 8 | epoch=18, train costTime=421.9167697429657, | total_activation_sum=2354608
Round 8 | epoch=19, current m_iou=0.8430768669085208
Round 8 | Best m_IoU is: 0.846, OA is: 0.949 | val costTime=86.81282186508179
Round 8 | ****EPOCH 19****
Step 00132750 L_out=0.001 Acc=0.98 ---10700.43 ms/batch
Step 00132800 L_out=0.029 Acc=0.77 ---42249.51 ms/batch
Step 00132850 L_out=0.002 Acc=0.86 ---72647.48 ms/batch
Step 00132900 L_out=0.011 Acc=0.93 ---102717.60 ms/batch
Step 00132950 L_out=0.002 Acc=0.90 ---133570.60 ms/batch
Step 00133000 L_out=0.009 Acc=0.91 ---164677.59 ms/batch
Step 00133050 L_out=0.021 Acc=0.91 ---195870.30 ms/batch
Step 00133100 L_out=0.093 Acc=0.92 ---228053.78 ms/batch
Step 00133150 L_out=0.002 Acc=0.89 ---261072.65 ms/batch
Step 00133200 L_out=0.004 Acc=0.94 ---294383.35 ms/batch
Step 00133250 L_out=0.004 Acc=0.84 ---326762.59 ms/batch
Step 00133300 L_out=0.003 Acc=0.91 ---358980.02 ms/batch
Step 00133350 L_out=0.004 Acc=0.87 ---390366.10 ms/batch
Step 00133400 L_out=0.003 Acc=0.93 ---422327.05 ms/batch
Round 8 | epoch=19, train costTime=422.3271207809448, | total_activation_sum=2493787
Round 8 | epoch=20, current m_iou=0.8326152886495775
Round 8 | Best m_IoU is: 0.846, OA is: 0.949 | val costTime=86.5100417137146
Round 8 | ****EPOCH 20****
Step 00133450 L_out=0.007 Acc=0.89 ---32193.84 ms/batch
Step 00133500 L_out=0.009 Acc=0.91 ---62900.27 ms/batch
Step 00133550 L_out=0.030 Acc=0.64 ---94174.01 ms/batch
Step 00133600 L_out=0.003 Acc=0.84 ---126120.22 ms/batch
Step 00133650 L_out=0.028 Acc=0.89 ---158967.26 ms/batch
Step 00133700 L_out=0.004 Acc=0.94 ---189886.46 ms/batch
Step 00133750 L_out=0.007 Acc=0.90 ---221250.72 ms/batch
Step 00133800 L_out=0.012 Acc=0.89 ---253014.41 ms/batch
Step 00133850 L_out=0.005 Acc=0.87 ---283359.88 ms/batch
Step 00133900 L_out=0.010 Acc=0.89 ---315080.78 ms/batch
Step 00133950 L_out=0.082 Acc=0.84 ---346744.14 ms/batch
Step 00134000 L_out=0.003 Acc=0.87 ---378608.54 ms/batch
Step 00134050 L_out=0.003 Acc=0.94 ---410675.51 ms/batch
Round 8 | epoch=20, train costTime=421.7549409866333, | total_activation_sum=2419250
Round 8 | epoch=21, current m_iou=0.8445382711667914
Round 8 | Best m_IoU is: 0.846, OA is: 0.949 | val costTime=85.45838761329651
Round 8 | ****EPOCH 21****
Step 00134100 L_out=0.053 Acc=0.89 ---21551.10 ms/batch
Step 00134150 L_out=0.011 Acc=0.92 ---52244.18 ms/batch
Step 00134200 L_out=0.005 Acc=0.90 ---83359.50 ms/batch
Step 00134250 L_out=0.006 Acc=0.94 ---115207.49 ms/batch
Step 00134300 L_out=0.003 Acc=0.91 ---146961.82 ms/batch
Step 00134350 L_out=0.012 Acc=0.80 ---178076.96 ms/batch
Step 00134400 L_out=0.014 Acc=0.92 ---208903.54 ms/batch
Step 00134450 L_out=0.002 Acc=0.92 ---240165.91 ms/batch
Step 00134500 L_out=0.025 Acc=0.92 ---271459.68 ms/batch
Step 00134550 L_out=0.020 Acc=0.81 ---303084.70 ms/batch
Step 00134600 L_out=0.003 Acc=0.89 ---334810.33 ms/batch
Step 00134650 L_out=0.006 Acc=0.77 ---366971.91 ms/batch
Step 00134700 L_out=0.002 Acc=0.93 ---399204.87 ms/batch
Round 8 | epoch=21, train costTime=420.9473407268524, | total_activation_sum=2383128
Round 8 | epoch=22, current m_iou=0.8427608338809329
Round 8 | Best m_IoU is: 0.846, OA is: 0.949 | val costTime=72.22441124916077
Round 8 | ****EPOCH 22****
Step 00134750 L_out=0.013 Acc=0.89 --- 9888.26 ms/batch
Step 00134800 L_out=0.024 Acc=0.93 ---41368.19 ms/batch
Step 00134850 L_out=0.002 Acc=0.76 ---73517.83 ms/batch
Step 00134900 L_out=0.002 Acc=0.87 ---105405.55 ms/batch
Step 00134950 L_out=0.005 Acc=0.92 ---136925.62 ms/batch
Step 00135000 L_out=0.008 Acc=0.85 ---168875.43 ms/batch
Step 00135050 L_out=0.005 Acc=0.83 ---200645.26 ms/batch
Step 00135100 L_out=0.002 Acc=0.89 ---232276.08 ms/batch
Step 00135150 L_out=0.004 Acc=0.88 ---264428.29 ms/batch
Step 00135200 L_out=0.003 Acc=0.94 ---296034.30 ms/batch
Step 00135250 L_out=0.044 Acc=0.88 ---328206.17 ms/batch
Step 00135300 L_out=0.001 Acc=0.86 ---359443.73 ms/batch
Step 00135350 L_out=0.017 Acc=0.88 ---390531.45 ms/batch
Step 00135400 L_out=0.007 Acc=0.88 ---422067.95 ms/batch
Round 8 | epoch=22, train costTime=422.7709081172943, | total_activation_sum=2428987
Round 8 | epoch=23, current m_iou=0.8440182030215654
Round 8 | Best m_IoU is: 0.846, OA is: 0.949 | val costTime=73.30087232589722
Round 8 | ****EPOCH 23****
Step 00135450 L_out=0.009 Acc=0.84 ---30948.78 ms/batch
Step 00135500 L_out=0.001 Acc=0.91 ---62526.13 ms/batch
Step 00135550 L_out=0.006 Acc=0.95 ---94947.17 ms/batch
Step 00135600 L_out=0.006 Acc=0.93 ---126599.36 ms/batch
Step 00135650 L_out=0.005 Acc=0.87 ---157196.30 ms/batch
Step 00135700 L_out=0.710 Acc=0.36 ---189368.78 ms/batch
Step 00135750 L_out=0.009 Acc=0.93 ---220915.70 ms/batch
Step 00135800 L_out=0.008 Acc=0.94 ---253079.72 ms/batch
Step 00135850 L_out=0.074 Acc=0.90 ---284292.85 ms/batch
Step 00135900 L_out=0.011 Acc=0.94 ---316205.21 ms/batch
Step 00135950 L_out=0.007 Acc=0.84 ---347598.95 ms/batch
Step 00136000 L_out=0.001 Acc=0.95 ---378869.31 ms/batch
Step 00136050 L_out=0.012 Acc=0.96 ---410770.28 ms/batch
Round 8 | epoch=23, train costTime=422.22890734672546, | total_activation_sum=2440010
Round 8 | epoch=24, current m_iou=0.8479199393073922
Round 8 | Best m_IoU is: 0.848, OA is: 0.953 | val costTime=79.91298294067383
Round 8 | ****EPOCH 24****
Step 00136100 L_out=0.000 Acc=0.89 ---20716.13 ms/batch
Step 00136150 L_out=0.001 Acc=0.88 ---52359.35 ms/batch
Step 00136200 L_out=0.010 Acc=0.92 ---85439.84 ms/batch
Step 00136250 L_out=0.041 Acc=0.89 ---117311.55 ms/batch
Step 00136300 L_out=0.016 Acc=0.89 ---150168.18 ms/batch
Step 00136350 L_out=0.015 Acc=0.94 ---182844.04 ms/batch
Step 00136400 L_out=0.011 Acc=0.95 ---215309.46 ms/batch
Step 00136450 L_out=0.004 Acc=0.80 ---248410.80 ms/batch
Step 00136500 L_out=0.005 Acc=0.89 ---280777.11 ms/batch
Step 00136550 L_out=0.010 Acc=0.92 ---312732.79 ms/batch
Step 00136600 L_out=0.004 Acc=0.92 ---344435.91 ms/batch
Step 00136650 L_out=0.019 Acc=0.86 ---376551.22 ms/batch
Step 00136700 L_out=0.011 Acc=0.90 ---408325.28 ms/batch
Round 8 | epoch=24, train costTime=430.26092505455017, | total_activation_sum=2388307
Round 8 | epoch=25, current m_iou=0.8414130064738368
Round 8 | Best m_IoU is: 0.848, OA is: 0.953 | val costTime=82.11116313934326
Round 8 | ****EPOCH 25****
Step 00136750 L_out=0.001 Acc=0.91 --- 9538.70 ms/batch
Step 00136800 L_out=0.001 Acc=0.89 ---42122.88 ms/batch
Step 00136850 L_out=0.000 Acc=0.95 ---74595.56 ms/batch
Step 00136900 L_out=0.007 Acc=0.91 ---106026.41 ms/batch
Step 00136950 L_out=0.004 Acc=0.88 ---137344.58 ms/batch
Step 00137000 L_out=0.002 Acc=0.90 ---169681.47 ms/batch
Step 00137050 L_out=0.005 Acc=0.95 ---201692.49 ms/batch
Step 00137100 L_out=0.004 Acc=0.96 ---233193.65 ms/batch
Step 00137150 L_out=0.005 Acc=0.93 ---264725.72 ms/batch
Step 00137200 L_out=0.007 Acc=0.88 ---296864.36 ms/batch
Step 00137250 L_out=0.008 Acc=0.92 ---329038.23 ms/batch
Step 00137300 L_out=0.001 Acc=0.93 ---359826.71 ms/batch
Step 00137350 L_out=0.001 Acc=0.94 ---391405.15 ms/batch
Step 00137400 L_out=0.001 Acc=0.84 ---423333.10 ms/batch
Round 8 | epoch=25, train costTime=424.72336411476135, | total_activation_sum=2400125
Round 8 | epoch=26, current m_iou=0.8467443804991206
Round 8 | Best m_IoU is: 0.848, OA is: 0.953 | val costTime=85.02385377883911
Round 8 | ****EPOCH 26****
Step 00137450 L_out=0.000 Acc=0.96 ---30322.14 ms/batch
Step 00137500 L_out=0.013 Acc=0.89 ---62226.60 ms/batch
Step 00137550 L_out=0.002 Acc=0.93 ---94010.17 ms/batch
Step 00137600 L_out=0.062 Acc=0.91 ---125779.21 ms/batch
Step 00137650 L_out=0.002 Acc=0.92 ---158414.21 ms/batch
Step 00137700 L_out=0.006 Acc=0.93 ---190750.39 ms/batch
Step 00137750 L_out=0.006 Acc=0.90 ---222100.57 ms/batch
Step 00137800 L_out=0.002 Acc=0.90 ---254202.40 ms/batch
Step 00137850 L_out=0.002 Acc=0.90 ---285846.27 ms/batch
Step 00137900 L_out=0.007 Acc=0.87 ---317906.14 ms/batch
Step 00137950 L_out=0.003 Acc=0.91 ---349005.55 ms/batch
Step 00138000 L_out=0.006 Acc=0.76 ---380220.15 ms/batch
Step 00138050 L_out=0.001 Acc=0.89 ---411295.13 ms/batch
Round 8 | epoch=26, train costTime=423.1720097064972, | total_activation_sum=2445815
Round 8 | epoch=27, current m_iou=0.8465333552765795
Round 8 | Best m_IoU is: 0.848, OA is: 0.953 | val costTime=88.25548648834229
Round 8 | ****EPOCH 27****
Step 00138100 L_out=0.010 Acc=0.85 ---19047.86 ms/batch
Step 00138150 L_out=0.022 Acc=0.92 ---50606.00 ms/batch
Step 00138200 L_out=0.008 Acc=0.89 ---82062.26 ms/batch
Step 00138250 L_out=0.001 Acc=0.92 ---113588.19 ms/batch
Step 00138300 L_out=0.001 Acc=0.92 ---145647.69 ms/batch
Step 00138350 L_out=0.004 Acc=0.77 ---176986.27 ms/batch
Step 00138400 L_out=0.004 Acc=0.86 ---208920.82 ms/batch
Step 00138450 L_out=0.007 Acc=0.86 ---240681.72 ms/batch
Step 00138500 L_out=0.008 Acc=0.88 ---271983.27 ms/batch
Step 00138550 L_out=0.007 Acc=0.84 ---304534.99 ms/batch
Step 00138600 L_out=0.003 Acc=0.90 ---336696.95 ms/batch
Step 00138650 L_out=0.005 Acc=0.90 ---367951.14 ms/batch
Step 00138700 L_out=0.004 Acc=0.93 ---399372.44 ms/batch
Round 8 | epoch=27, train costTime=421.6870336532593, | total_activation_sum=2474060
Round 8 | epoch=28, current m_iou=0.8478044280303988
Round 8 | Best m_IoU is: 0.848, OA is: 0.953 | val costTime=78.6781816482544
Round 8 | ****EPOCH 28****
Step 00138750 L_out=0.004 Acc=0.92 --- 8688.76 ms/batch
Step 00138800 L_out=0.007 Acc=0.84 ---40043.85 ms/batch
Step 00138850 L_out=0.007 Acc=0.71 ---72165.62 ms/batch
Step 00138900 L_out=0.011 Acc=0.89 ---104231.21 ms/batch
Step 00138950 L_out=0.006 Acc=0.87 ---135142.60 ms/batch
Step 00139000 L_out=0.014 Acc=0.86 ---166967.59 ms/batch
Step 00139050 L_out=0.008 Acc=0.91 ---199152.22 ms/batch
Step 00139100 L_out=0.009 Acc=0.86 ---231151.63 ms/batch
Step 00139150 L_out=0.005 Acc=0.93 ---262330.76 ms/batch
Step 00139200 L_out=0.058 Acc=0.95 ---293270.50 ms/batch
Step 00139250 L_out=0.009 Acc=0.90 ---323959.39 ms/batch
Step 00139300 L_out=0.019 Acc=0.88 ---356349.02 ms/batch
Step 00139350 L_out=0.011 Acc=0.90 ---388588.93 ms/batch
Step 00139400 L_out=0.015 Acc=0.85 ---419661.32 ms/batch
Round 8 | epoch=28, train costTime=421.5372848510742, | total_activation_sum=2368716
Round 8 | epoch=29, current m_iou=0.8380571099391712
Round 8 | Best m_IoU is: 0.848, OA is: 0.953 | val costTime=74.68037486076355
Round 8 | ****EPOCH 29****
Step 00139450 L_out=0.007 Acc=0.90 ---30373.33 ms/batch
Step 00139500 L_out=0.009 Acc=0.89 ---61878.59 ms/batch
Step 00139550 L_out=0.002 Acc=0.90 ---93655.40 ms/batch
Step 00139600 L_out=0.008 Acc=0.84 ---125086.42 ms/batch
Step 00139650 L_out=0.001 Acc=0.90 ---156861.26 ms/batch
Step 00139700 L_out=0.003 Acc=0.95 ---188256.38 ms/batch
Step 00139750 L_out=0.004 Acc=0.94 ---219386.55 ms/batch
Step 00139800 L_out=0.003 Acc=0.84 ---251900.57 ms/batch
Step 00139850 L_out=0.010 Acc=0.83 ---282598.34 ms/batch
Step 00139900 L_out=0.006 Acc=0.88 ---314316.49 ms/batch
Step 00139950 L_out=0.026 Acc=0.93 ---347032.23 ms/batch
Step 00140000 L_out=0.001 Acc=0.93 ---378213.60 ms/batch
Step 00140050 L_out=0.003 Acc=0.90 ---410046.32 ms/batch
Round 8 | epoch=29, train costTime=423.4498064517975, | total_activation_sum=2474218
Round 8 | epoch=30, current m_iou=0.8442249457319115
Round 8 | Best m_IoU is: 0.848, OA is: 0.953 | val costTime=74.7967140674591
Round 8 | ****EPOCH 30****
Round 9 | ****EPOCH 0****
Step 00140100 L_out=0.086 Acc=0.75 ---19714.85 ms/batch
Step 00140150 L_out=0.018 Acc=0.49 ---52095.49 ms/batch
Step 00140200 L_out=0.042 Acc=0.51 ---85562.02 ms/batch
Step 00140250 L_out=0.114 Acc=0.66 ---119006.72 ms/batch
Step 00140300 L_out=0.931 Acc=0.50 ---152057.72 ms/batch
Step 00140350 L_out=0.027 Acc=0.53 ---185007.63 ms/batch
Step 00140400 L_out=0.050 Acc=0.48 ---217403.03 ms/batch
Step 00140450 L_out=0.040 Acc=0.81 ---249129.85 ms/batch
Step 00140500 L_out=0.021 Acc=0.66 ---280084.29 ms/batch
Step 00140550 L_out=0.051 Acc=0.81 ---312265.84 ms/batch
Step 00140600 L_out=0.030 Acc=0.80 ---343964.71 ms/batch
Step 00140650 L_out=0.008 Acc=0.76 ---375940.64 ms/batch
Step 00140700 L_out=0.135 Acc=0.72 ---407570.10 ms/batch
Round 9 | epoch=0, train costTime=431.3460328578949, | total_activation_sum=2685032
Round 9 | epoch=1, current m_iou=0.5692977374224715
Round 9 | Best m_IoU is: 0.569, OA is: 0.833 | val costTime=78.82138347625732
Round 9 | ****EPOCH 1****
Step 00140750 L_out=0.012 Acc=0.71 --- 8286.64 ms/batch
Step 00140800 L_out=0.018 Acc=0.84 ---39862.99 ms/batch
Step 00140850 L_out=0.045 Acc=0.88 ---71531.93 ms/batch
Step 00140900 L_out=0.029 Acc=0.90 ---102941.61 ms/batch
Step 00140950 L_out=0.002 Acc=0.89 ---134495.96 ms/batch
Step 00141000 L_out=0.023 Acc=0.64 ---165742.59 ms/batch
Step 00141050 L_out=0.014 Acc=0.85 ---197800.32 ms/batch
Step 00141100 L_out=0.280 Acc=0.87 ---229689.32 ms/batch
Step 00141150 L_out=0.010 Acc=0.85 ---261390.07 ms/batch
Step 00141200 L_out=0.016 Acc=0.86 ---292918.83 ms/batch
Step 00141250 L_out=0.004 Acc=0.88 ---324642.28 ms/batch
Step 00141300 L_out=0.007 Acc=0.84 ---355565.98 ms/batch
Step 00141350 L_out=0.007 Acc=0.93 ---385929.27 ms/batch
Step 00141400 L_out=0.090 Acc=0.85 ---415528.48 ms/batch
Round 9 | epoch=1, train costTime=417.85168623924255, | total_activation_sum=2514059
Round 9 | epoch=2, current m_iou=0.7591384653200499
Round 9 | Best m_IoU is: 0.759, OA is: 0.890 | val costTime=80.70122504234314
Round 9 | ****EPOCH 2****
Step 00141450 L_out=0.003 Acc=0.86 ---29629.92 ms/batch
Step 00141500 L_out=0.003 Acc=0.85 ---62246.23 ms/batch
Step 00141550 L_out=0.029 Acc=0.88 ---93747.01 ms/batch
Step 00141600 L_out=0.068 Acc=0.89 ---125828.59 ms/batch
Step 00141650 L_out=0.013 Acc=0.83 ---158433.45 ms/batch
Step 00141700 L_out=0.009 Acc=0.83 ---188879.40 ms/batch
Step 00141750 L_out=0.024 Acc=0.88 ---221449.31 ms/batch
Step 00141800 L_out=0.013 Acc=0.84 ---254057.95 ms/batch
Step 00141850 L_out=0.008 Acc=0.83 ---285483.77 ms/batch
Step 00141900 L_out=0.017 Acc=0.81 ---317252.03 ms/batch
Step 00141950 L_out=0.035 Acc=0.87 ---348049.20 ms/batch
Step 00142000 L_out=0.009 Acc=0.82 ---378689.79 ms/batch
Step 00142050 L_out=0.012 Acc=0.93 ---408918.77 ms/batch
Round 9 | epoch=2, train costTime=421.6044092178345, | total_activation_sum=2572733
Round 9 | epoch=3, current m_iou=0.816801061534629
Round 9 | Best m_IoU is: 0.817, OA is: 0.935 | val costTime=79.47817015647888
Round 9 | ****EPOCH 3****
Step 00142100 L_out=0.013 Acc=0.80 ---18832.65 ms/batch
Step 00142150 L_out=0.007 Acc=0.91 ---51418.05 ms/batch
Step 00142200 L_out=0.006 Acc=0.92 ---83470.84 ms/batch
Step 00142250 L_out=0.001 Acc=0.83 ---115710.32 ms/batch
Step 00142300 L_out=0.003 Acc=0.80 ---148015.62 ms/batch
Step 00142350 L_out=0.143 Acc=0.77 ---179203.23 ms/batch
Step 00142400 L_out=0.008 Acc=0.89 ---209225.92 ms/batch
Step 00142450 L_out=0.015 Acc=0.85 ---239203.10 ms/batch
Step 00142500 L_out=0.005 Acc=0.88 ---269604.04 ms/batch
Step 00142550 L_out=0.034 Acc=0.85 ---300964.54 ms/batch
Step 00142600 L_out=0.008 Acc=0.82 ---332085.42 ms/batch
Step 00142650 L_out=0.020 Acc=0.71 ---363702.93 ms/batch
Step 00142700 L_out=0.038 Acc=0.72 ---395170.22 ms/batch
Round 9 | epoch=3, train costTime=418.6468884944916, | total_activation_sum=2542138
Round 9 | epoch=4, current m_iou=0.7169328867612432
Round 9 | Best m_IoU is: 0.817, OA is: 0.935 | val costTime=85.65892457962036
Round 9 | ****EPOCH 4****
Step 00142750 L_out=0.064 Acc=0.88 --- 7247.52 ms/batch
Step 00142800 L_out=0.031 Acc=0.77 ---39706.05 ms/batch
Step 00142850 L_out=0.013 Acc=0.90 ---69570.20 ms/batch
Step 00142900 L_out=0.004 Acc=0.78 ---101100.58 ms/batch
Step 00142950 L_out=0.044 Acc=0.74 ---132861.47 ms/batch
Step 00143000 L_out=0.013 Acc=0.78 ---163806.01 ms/batch
Step 00143050 L_out=0.016 Acc=0.72 ---194899.15 ms/batch
Step 00143100 L_out=0.015 Acc=0.78 ---226342.07 ms/batch
Step 00143150 L_out=0.005 Acc=0.82 ---257564.86 ms/batch
Step 00143200 L_out=0.095 Acc=0.70 ---289642.61 ms/batch
Step 00143250 L_out=0.006 Acc=0.88 ---321002.35 ms/batch
Step 00143300 L_out=0.016 Acc=0.87 ---352081.79 ms/batch
Step 00143350 L_out=0.018 Acc=0.80 ---383997.13 ms/batch
Step 00143400 L_out=0.025 Acc=0.91 ---415243.02 ms/batch
Round 9 | epoch=4, train costTime=418.17672753334045, | total_activation_sum=2489284
Round 9 | epoch=5, current m_iou=0.8078063403510651
Round 9 | Best m_IoU is: 0.817, OA is: 0.935 | val costTime=79.85272479057312
Round 9 | ****EPOCH 5****
Step 00143450 L_out=0.014 Acc=0.89 ---27961.07 ms/batch
Step 00143500 L_out=0.034 Acc=0.93 ---60322.50 ms/batch
Step 00143550 L_out=0.007 Acc=0.85 ---92003.32 ms/batch
Step 00143600 L_out=0.072 Acc=0.94 ---123645.58 ms/batch
Step 00143650 L_out=0.013 Acc=0.94 ---155445.57 ms/batch
Step 00143700 L_out=0.013 Acc=0.87 ---186538.21 ms/batch
Step 00143750 L_out=0.007 Acc=0.84 ---218453.02 ms/batch
Step 00143800 L_out=0.037 Acc=0.88 ---250392.47 ms/batch
Step 00143850 L_out=0.060 Acc=0.84 ---281548.38 ms/batch
Step 00143900 L_out=0.008 Acc=0.84 ---313348.28 ms/batch
Step 00143950 L_out=0.038 Acc=0.62 ---345253.07 ms/batch
Step 00144000 L_out=0.005 Acc=0.85 ---376928.18 ms/batch
Step 00144050 L_out=0.189 Acc=0.92 ---408325.68 ms/batch
Round 9 | epoch=5, train costTime=421.8385705947876, | total_activation_sum=2678083
Round 9 | epoch=6, current m_iou=0.8239846983967763
Round 9 | Best m_IoU is: 0.824, OA is: 0.935 | val costTime=74.81987190246582
Round 9 | ****EPOCH 6****
Step 00144100 L_out=0.002 Acc=0.92 ---18840.53 ms/batch
Step 00144150 L_out=0.060 Acc=0.91 ---52076.38 ms/batch
Step 00144200 L_out=0.065 Acc=0.90 ---85726.57 ms/batch
Step 00144250 L_out=0.009 Acc=0.82 ---118796.23 ms/batch
Step 00144300 L_out=0.002 Acc=0.93 ---152482.50 ms/batch
Step 00144350 L_out=0.008 Acc=0.87 ---185390.23 ms/batch
Step 00144400 L_out=0.006 Acc=0.88 ---218868.83 ms/batch
Step 00144450 L_out=0.006 Acc=0.90 ---250700.62 ms/batch
Step 00144500 L_out=0.002 Acc=0.81 ---282706.45 ms/batch
Step 00144550 L_out=0.003 Acc=0.78 ---313932.20 ms/batch
Step 00144600 L_out=0.045 Acc=0.77 ---344887.41 ms/batch
Step 00144650 L_out=0.032 Acc=0.83 ---376453.93 ms/batch
Step 00144700 L_out=0.043 Acc=0.92 ---408294.96 ms/batch
Round 9 | epoch=6, train costTime=433.0184783935547, | total_activation_sum=2481400
Round 9 | epoch=7, current m_iou=0.8366858460138724
Round 9 | Best m_IoU is: 0.837, OA is: 0.941 | val costTime=78.298508644104
Round 9 | ****EPOCH 7****
Step 00144750 L_out=0.118 Acc=0.87 --- 7036.49 ms/batch
Step 00144800 L_out=0.008 Acc=0.89 ---37972.33 ms/batch
Step 00144850 L_out=0.012 Acc=0.81 ---69381.57 ms/batch
Step 00144900 L_out=0.003 Acc=0.88 ---100972.02 ms/batch
Step 00144950 L_out=0.002 Acc=0.90 ---132646.82 ms/batch
Step 00145000 L_out=0.001 Acc=0.91 ---164285.71 ms/batch
Step 00145050 L_out=0.007 Acc=0.88 ---196168.76 ms/batch
Step 00145100 L_out=0.002 Acc=0.90 ---226994.09 ms/batch
Step 00145150 L_out=0.128 Acc=0.87 ---258118.32 ms/batch
Step 00145200 L_out=0.003 Acc=0.92 ---289850.22 ms/batch
Step 00145250 L_out=0.005 Acc=0.81 ---320945.02 ms/batch
Step 00145300 L_out=0.100 Acc=0.89 ---352121.02 ms/batch
Step 00145350 L_out=0.124 Acc=0.94 ---382911.66 ms/batch
Step 00145400 L_out=0.013 Acc=0.90 ---414051.82 ms/batch
Round 9 | epoch=7, train costTime=417.6825649738312, | total_activation_sum=2543519
Round 9 | epoch=8, current m_iou=0.8396707035802149
Round 9 | Best m_IoU is: 0.840, OA is: 0.946 | val costTime=76.84893989562988
Round 9 | ****EPOCH 8****
Step 00145450 L_out=0.001 Acc=0.83 ---27749.34 ms/batch
Step 00145500 L_out=0.003 Acc=0.93 ---59291.18 ms/batch
Step 00145550 L_out=0.007 Acc=0.85 ---90484.24 ms/batch
Step 00145600 L_out=0.008 Acc=0.88 ---122193.31 ms/batch
Step 00145650 L_out=0.013 Acc=0.91 ---153981.88 ms/batch
Step 00145700 L_out=0.004 Acc=0.89 ---185687.01 ms/batch
Step 00145750 L_out=0.004 Acc=0.72 ---217093.82 ms/batch
Step 00145800 L_out=0.011 Acc=0.96 ---249492.26 ms/batch
Step 00145850 L_out=0.018 Acc=0.88 ---281299.80 ms/batch
Step 00145900 L_out=0.010 Acc=0.79 ---313031.78 ms/batch
Step 00145950 L_out=0.028 Acc=0.85 ---344471.08 ms/batch
Step 00146000 L_out=0.005 Acc=0.84 ---376695.10 ms/batch
Step 00146050 L_out=0.002 Acc=0.86 ---408387.76 ms/batch
Round 9 | epoch=8, train costTime=423.35175013542175, | total_activation_sum=2490161
Round 9 | epoch=9, current m_iou=0.8227954096248878
Round 9 | Best m_IoU is: 0.840, OA is: 0.946 | val costTime=85.36580896377563
Round 9 | ****EPOCH 9****
Step 00146100 L_out=0.013 Acc=0.91 ---17427.50 ms/batch
Step 00146150 L_out=0.009 Acc=0.87 ---49374.32 ms/batch
Step 00146200 L_out=0.014 Acc=0.83 ---82284.41 ms/batch
Step 00146250 L_out=0.008 Acc=0.86 ---113558.17 ms/batch
Step 00146300 L_out=0.001 Acc=0.92 ---145898.71 ms/batch
Step 00146350 L_out=0.001 Acc=0.94 ---176492.49 ms/batch
Step 00146400 L_out=0.107 Acc=0.92 ---209111.61 ms/batch
Step 00146450 L_out=0.002 Acc=0.90 ---243862.59 ms/batch
Step 00146500 L_out=0.013 Acc=0.93 ---277032.16 ms/batch
Step 00146550 L_out=0.003 Acc=0.85 ---309472.21 ms/batch
Step 00146600 L_out=0.002 Acc=0.88 ---341374.25 ms/batch
Step 00146650 L_out=0.003 Acc=0.95 ---372556.17 ms/batch
Step 00146700 L_out=0.006 Acc=0.80 ---407173.62 ms/batch
Round 9 | epoch=9, train costTime=435.7909369468689, | total_activation_sum=2680963
Round 9 | epoch=10, current m_iou=0.8537250135400676
Round 9 | Best m_IoU is: 0.854, OA is: 0.951 | val costTime=89.664217710495
Round 9 | ****EPOCH 10****
Step 00146750 L_out=0.009 Acc=0.87 --- 6301.72 ms/batch
Step 00146800 L_out=0.004 Acc=0.77 ---38347.28 ms/batch
Step 00146850 L_out=0.002 Acc=0.84 ---69750.93 ms/batch
Step 00146900 L_out=0.003 Acc=0.94 ---101677.30 ms/batch
Step 00146950 L_out=0.002 Acc=0.92 ---133684.16 ms/batch
Step 00147000 L_out=0.002 Acc=0.84 ---165891.65 ms/batch
Step 00147050 L_out=0.018 Acc=0.86 ---197159.59 ms/batch
Step 00147100 L_out=0.088 Acc=0.92 ---228844.72 ms/batch
Step 00147150 L_out=0.033 Acc=0.94 ---260650.19 ms/batch
Step 00147200 L_out=0.039 Acc=0.90 ---291282.48 ms/batch
Step 00147250 L_out=0.015 Acc=0.79 ---322778.59 ms/batch
Step 00147300 L_out=0.002 Acc=0.92 ---354358.64 ms/batch
Step 00147350 L_out=0.007 Acc=0.94 ---386191.16 ms/batch
Step 00147400 L_out=0.016 Acc=0.70 ---417129.43 ms/batch
Round 9 | epoch=10, train costTime=421.35843086242676, | total_activation_sum=2536521
Round 9 | epoch=11, current m_iou=0.8512994571348032
Round 9 | Best m_IoU is: 0.854, OA is: 0.951 | val costTime=83.13670229911804
Round 9 | ****EPOCH 11****
Step 00147450 L_out=0.015 Acc=0.93 ---26418.46 ms/batch
Step 00147500 L_out=0.021 Acc=0.87 ---57365.37 ms/batch
Step 00147550 L_out=0.012 Acc=0.87 ---88797.59 ms/batch
Step 00147600 L_out=0.003 Acc=0.93 ---120054.12 ms/batch
Step 00147650 L_out=0.013 Acc=0.80 ---151211.69 ms/batch
Step 00147700 L_out=0.038 Acc=0.86 ---183591.70 ms/batch
Step 00147750 L_out=0.017 Acc=0.96 ---215424.48 ms/batch
Step 00147800 L_out=0.002 Acc=0.92 ---247312.01 ms/batch
Step 00147850 L_out=0.000 Acc=0.89 ---278269.99 ms/batch
Step 00147900 L_out=0.018 Acc=0.80 ---310347.14 ms/batch
Step 00147950 L_out=0.033 Acc=0.90 ---342391.65 ms/batch
Step 00148000 L_out=0.012 Acc=0.91 ---374303.61 ms/batch
Step 00148050 L_out=0.063 Acc=0.85 ---405030.42 ms/batch
Round 9 | epoch=11, train costTime=420.07709789276123, | total_activation_sum=2554974
Round 9 | epoch=12, current m_iou=0.8429955092951441
Round 9 | Best m_IoU is: 0.854, OA is: 0.951 | val costTime=74.76962757110596
Round 9 | ****EPOCH 12****
Step 00148100 L_out=0.000 Acc=0.81 ---16594.27 ms/batch
Step 00148150 L_out=0.005 Acc=0.94 ---49681.21 ms/batch
Step 00148200 L_out=0.005 Acc=0.88 ---82574.76 ms/batch
Step 00148250 L_out=0.007 Acc=0.79 ---115246.61 ms/batch
Step 00148300 L_out=0.004 Acc=0.88 ---147805.09 ms/batch
Step 00148350 L_out=0.001 Acc=0.83 ---180742.04 ms/batch
Step 00148400 L_out=0.026 Acc=0.97 ---214442.00 ms/batch
Step 00148450 L_out=0.012 Acc=0.89 ---245706.14 ms/batch
Step 00148500 L_out=0.019 Acc=0.93 ---277254.73 ms/batch
Step 00148550 L_out=0.013 Acc=0.94 ---311011.93 ms/batch
Step 00148600 L_out=0.003 Acc=0.95 ---340585.91 ms/batch
Step 00148650 L_out=0.008 Acc=0.91 ---369044.42 ms/batch
Step 00148700 L_out=0.007 Acc=0.92 ---397998.68 ms/batch
Round 9 | epoch=12, train costTime=421.52041149139404, | total_activation_sum=2544414
Round 9 | epoch=13, current m_iou=0.8558023093944804
Round 9 | Best m_IoU is: 0.856, OA is: 0.954 | val costTime=75.8082959651947
Round 9 | ****EPOCH 13****
Step 00148750 L_out=0.009 Acc=0.89 --- 5172.04 ms/batch
Step 00148800 L_out=0.014 Acc=0.75 ---33351.84 ms/batch
Step 00148850 L_out=0.001 Acc=0.85 ---62473.27 ms/batch
Step 00148900 L_out=0.037 Acc=0.90 ---91470.32 ms/batch
Step 00148950 L_out=0.002 Acc=0.90 ---120206.97 ms/batch
Step 00149000 L_out=0.000 Acc=0.93 ---148882.93 ms/batch
Step 00149050 L_out=0.013 Acc=0.91 ---177200.45 ms/batch
Step 00149100 L_out=0.002 Acc=0.92 ---205984.10 ms/batch
Step 00149150 L_out=0.033 Acc=0.83 ---234788.42 ms/batch
Step 00149200 L_out=0.005 Acc=0.91 ---264589.45 ms/batch
Step 00149250 L_out=0.058 Acc=0.91 ---294097.79 ms/batch
Step 00149300 L_out=0.135 Acc=0.92 ---323380.65 ms/batch
Step 00149350 L_out=0.002 Acc=0.88 ---352183.97 ms/batch
Step 00149400 L_out=0.001 Acc=0.86 ---381246.30 ms/batch
Round 9 | epoch=13, train costTime=385.61113357543945, | total_activation_sum=2588500
Round 9 | epoch=14, current m_iou=0.8627712762544103
Round 9 | Best m_IoU is: 0.863, OA is: 0.957 | val costTime=76.72616124153137
Round 9 | ****EPOCH 14****
Step 00149450 L_out=0.003 Acc=0.86 ---23592.81 ms/batch
Step 00149500 L_out=0.015 Acc=0.89 ---52348.12 ms/batch
Step 00149550 L_out=0.006 Acc=0.94 ---80874.17 ms/batch
Step 00149600 L_out=0.004 Acc=0.93 ---109888.43 ms/batch
Step 00149650 L_out=0.009 Acc=0.85 ---154406.95 ms/batch
Step 00149700 L_out=0.007 Acc=0.93 ---201986.41 ms/batch
Step 00149750 L_out=0.006 Acc=0.89 ---248838.60 ms/batch
Step 00149800 L_out=0.001 Acc=0.87 ---297059.37 ms/batch
Step 00149850 L_out=0.006 Acc=0.82 ---344016.84 ms/batch
Step 00149900 L_out=0.001 Acc=0.94 ---375705.91 ms/batch
Step 00149950 L_out=0.003 Acc=0.94 ---407386.44 ms/batch
Step 00150000 L_out=0.003 Acc=0.87 ---438587.68 ms/batch
Step 00150050 L_out=0.008 Acc=0.91 ---470542.55 ms/batch
Round 9 | epoch=14, train costTime=486.3065848350525, | total_activation_sum=2564360
Round 9 | epoch=15, current m_iou=0.8611756312556388
Round 9 | Best m_IoU is: 0.863, OA is: 0.957 | val costTime=86.28134226799011
Round 9 | ****EPOCH 15****
Step 00150100 L_out=0.007 Acc=0.90 ---15725.44 ms/batch
Step 00150150 L_out=0.010 Acc=0.89 ---47688.02 ms/batch
Step 00150200 L_out=0.003 Acc=0.88 ---80055.97 ms/batch
Step 00150250 L_out=0.018 Acc=0.86 ---111465.05 ms/batch
Step 00150300 L_out=0.028 Acc=0.90 ---143027.60 ms/batch
Step 00150350 L_out=0.006 Acc=0.89 ---174333.64 ms/batch
Step 00150400 L_out=0.002 Acc=0.89 ---204657.22 ms/batch
Step 00150450 L_out=0.003 Acc=0.91 ---234248.40 ms/batch
Step 00150500 L_out=0.014 Acc=0.91 ---264294.29 ms/batch
Step 00150550 L_out=0.007 Acc=0.88 ---295378.32 ms/batch
Step 00150600 L_out=0.071 Acc=0.90 ---326938.12 ms/batch
Step 00150650 L_out=0.012 Acc=0.85 ---358135.68 ms/batch
Step 00150700 L_out=0.020 Acc=0.95 ---388651.66 ms/batch
Round 9 | epoch=15, train costTime=414.9844162464142, | total_activation_sum=2467304
Round 9 | epoch=16, current m_iou=0.859839883874786
Round 9 | Best m_IoU is: 0.863, OA is: 0.957 | val costTime=81.88412308692932
Round 9 | ****EPOCH 16****
Step 00150750 L_out=0.006 Acc=0.92 --- 5386.86 ms/batch
Step 00150800 L_out=0.066 Acc=0.89 ---36009.52 ms/batch
Step 00150850 L_out=0.002 Acc=0.87 ---67878.04 ms/batch
Step 00150900 L_out=0.001 Acc=0.92 ---101077.81 ms/batch
Step 00150950 L_out=0.105 Acc=0.94 ---131560.50 ms/batch
Step 00151000 L_out=0.103 Acc=0.95 ---163306.41 ms/batch
Step 00151050 L_out=0.001 Acc=0.87 ---195165.14 ms/batch
Step 00151100 L_out=0.005 Acc=0.87 ---225202.54 ms/batch
Step 00151150 L_out=0.080 Acc=0.89 ---255927.12 ms/batch
Step 00151200 L_out=0.003 Acc=0.91 ---286228.65 ms/batch
Step 00151250 L_out=0.000 Acc=0.92 ---316884.38 ms/batch
Step 00151300 L_out=0.013 Acc=0.87 ---348339.63 ms/batch
Step 00151350 L_out=0.042 Acc=0.91 ---380531.14 ms/batch
Step 00151400 L_out=0.008 Acc=0.95 ---413955.12 ms/batch
Round 9 | epoch=16, train costTime=420.01973938941956, | total_activation_sum=2600253
Round 9 | epoch=17, current m_iou=0.8513648223176439
Round 9 | Best m_IoU is: 0.863, OA is: 0.957 | val costTime=77.40735816955566
Round 9 | ****EPOCH 17****
Step 00151450 L_out=0.001 Acc=0.87 ---25722.40 ms/batch
Step 00151500 L_out=0.005 Acc=0.96 ---57426.41 ms/batch
Step 00151550 L_out=0.082 Acc=0.92 ---88302.91 ms/batch
Step 00151600 L_out=0.008 Acc=0.93 ---118530.47 ms/batch
Step 00151650 L_out=0.032 Acc=0.91 ---148366.96 ms/batch
Step 00151700 L_out=0.008 Acc=0.95 ---179765.94 ms/batch
Step 00151750 L_out=0.002 Acc=0.78 ---210137.13 ms/batch
Step 00151800 L_out=0.005 Acc=0.82 ---242125.99 ms/batch
Step 00151850 L_out=0.037 Acc=0.83 ---273924.97 ms/batch
Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.004 Acc=0.59 ---39877.37 ms/batch
Step 00000100 L_out=0.014 Acc=0.23 ---75881.24 ms/batch
Step 00000150 L_out=0.024 Acc=0.37 ---112347.14 ms/batch
Step 00000200 L_out=0.115 Acc=0.59 ---150903.25 ms/batch
Step 00000250 L_out=0.096 Acc=0.46 ---188587.57 ms/batch
Step 00000300 L_out=0.686 Acc=0.08 ---226896.38 ms/batch
Step 00000350 L_out=0.042 Acc=0.56 ---263882.32 ms/batch
Step 00000400 L_out=0.016 Acc=0.33 ---301356.58 ms/batch
Step 00000450 L_out=0.210 Acc=0.50 ---338667.77 ms/batch
Step 00000500 L_out=0.315 Acc=0.51 ---376403.16 ms/batch
Step 00000550 L_out=0.163 Acc=0.64 ---419024.07 ms/batch
Step 00000600 L_out=0.046 Acc=0.54 ---460568.88 ms/batch
Step 00000650 L_out=0.043 Acc=0.60 ---502124.15 ms/batch
Round 2 | epoch=0, train costTime=516.5831165313721, | total_activation_sum=1963153
Round 2 | epoch=1, current m_iou=0.20768227157743457
Round 2 | Best m_IoU is: 0.208, OA is: 0.399 | val costTime=89.60553526878357
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.273 Acc=0.50 ---25514.42 ms/batch
Step 00000750 L_out=0.043 Acc=0.27 ---64556.95 ms/batch
Step 00000800 L_out=0.025 Acc=0.64 ---104402.05 ms/batch
Step 00000850 L_out=0.043 Acc=0.58 ---146364.05 ms/batch
Step 00000900 L_out=0.129 Acc=0.72 ---188341.94 ms/batch
Step 00000950 L_out=0.065 Acc=0.70 ---228482.61 ms/batch
Step 00001000 L_out=0.027 Acc=0.71 ---268557.80 ms/batch
Step 00001050 L_out=0.501 Acc=0.49 ---309149.42 ms/batch
Step 00001100 L_out=0.082 Acc=0.60 ---350869.38 ms/batch
Step 00001150 L_out=0.374 Acc=0.61 ---389206.11 ms/batch
Step 00001200 L_out=0.045 Acc=0.51 ---430317.52 ms/batch
Step 00001250 L_out=0.210 Acc=0.50 ---471344.73 ms/batch
Step 00001300 L_out=0.032 Acc=0.44 ---513045.98 ms/batch
Round 2 | epoch=1, train costTime=541.1259014606476, | total_activation_sum=1826690
Round 2 | epoch=2, current m_iou=0.2732940439459639
Round 2 | Best m_IoU is: 0.273, OA is: 0.486 | val costTime=83.46178865432739
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.086 Acc=0.44 ---11940.80 ms/batch
Step 00001400 L_out=0.581 Acc=0.54 ---49571.46 ms/batch
Step 00001450 L_out=0.057 Acc=0.55 ---88107.24 ms/batch
Step 00001500 L_out=0.155 Acc=0.51 ---129065.18 ms/batch
Step 00001550 L_out=0.031 Acc=0.57 ---169812.96 ms/batch
Step 00001600 L_out=0.041 Acc=0.43 ---209650.09 ms/batch
Step 00001650 L_out=0.012 Acc=0.77 ---249111.84 ms/batch
Step 00001700 L_out=0.033 Acc=0.64 ---289517.94 ms/batch
Step 00001750 L_out=0.070 Acc=0.45 ---330308.35 ms/batch
Step 00001800 L_out=0.113 Acc=0.42 ---371600.73 ms/batch
Step 00001850 L_out=0.270 Acc=0.47 ---414463.61 ms/batch
Step 00001900 L_out=0.346 Acc=0.57 ---456549.12 ms/batch
Step 00001950 L_out=0.066 Acc=0.54 ---496253.81 ms/batch
Step 00002000 L_out=0.193 Acc=0.50 ---538044.57 ms/batch
Round 2 | epoch=2, train costTime=538.8625071048737, | total_activation_sum=1863246
Round 2 | epoch=3, current m_iou=0.34172090269625527
Round 2 | Best m_IoU is: 0.342, OA is: 0.584 | val costTime=88.60348892211914
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.030 Acc=0.51 ---37326.05 ms/batch
Step 00002100 L_out=0.086 Acc=0.74 ---74832.95 ms/batch
Step 00002150 L_out=0.012 Acc=0.73 ---115823.07 ms/batch
Step 00002200 L_out=0.009 Acc=0.54 ---157286.37 ms/batch
Step 00002250 L_out=0.037 Acc=0.76 ---198595.04 ms/batch
Step 00002300 L_out=0.020 Acc=0.51 ---238324.14 ms/batch
Step 00002350 L_out=0.010 Acc=0.71 ---278916.44 ms/batch
Step 00002400 L_out=0.034 Acc=0.65 ---319991.98 ms/batch
Step 00002450 L_out=0.499 Acc=0.60 ---361185.45 ms/batch
Step 00002500 L_out=0.056 Acc=0.62 ---401291.11 ms/batch
Step 00002550 L_out=0.069 Acc=0.59 ---442423.49 ms/batch
Step 00002600 L_out=0.047 Acc=0.59 ---483850.43 ms/batch
Step 00002650 L_out=0.031 Acc=0.60 ---524201.69 ms/batch
Round 2 | epoch=3, train costTime=538.8684165477753, | total_activation_sum=1797969
Round 2 | epoch=4, current m_iou=0.5416606695107529
Round 2 | Best m_IoU is: 0.542, OA is: 0.769 | val costTime=85.68635058403015
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.116 Acc=0.52 ---24247.02 ms/batch
Step 00002750 L_out=0.145 Acc=0.51 ---62300.89 ms/batch
Step 00002800 L_out=0.043 Acc=0.43 ---100989.60 ms/batch
Step 00002850 L_out=0.351 Acc=0.59 ---140746.94 ms/batch
Step 00002900 L_out=0.048 Acc=0.40 ---181598.11 ms/batch
Step 00002950 L_out=0.019 Acc=0.52 ---222888.92 ms/batch
Step 00003000 L_out=0.050 Acc=0.66 ---263792.31 ms/batch
Step 00003050 L_out=0.187 Acc=0.67 ---304463.65 ms/batch
Step 00003100 L_out=0.022 Acc=0.39 ---345803.56 ms/batch
Step 00003150 L_out=0.099 Acc=0.64 ---386347.93 ms/batch
Step 00003200 L_out=0.115 Acc=0.75 ---427439.53 ms/batch
Step 00003250 L_out=0.014 Acc=0.87 ---468199.66 ms/batch
Step 00003300 L_out=0.392 Acc=0.35 ---508775.37 ms/batch
Round 2 | epoch=4, train costTime=537.8129153251648, | total_activation_sum=1855482
Round 2 | epoch=5, current m_iou=0.5759706465708221
Round 2 | Best m_IoU is: 0.576, OA is: 0.775 | val costTime=80.91664814949036
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.198 Acc=0.73 ---11999.05 ms/batch
Step 00003400 L_out=0.018 Acc=0.74 ---49577.49 ms/batch
Step 00003450 L_out=0.031 Acc=0.34 ---89989.56 ms/batch
Step 00003500 L_out=0.077 Acc=0.74 ---129691.11 ms/batch
Step 00003550 L_out=0.041 Acc=0.65 ---169631.77 ms/batch
Step 00003600 L_out=0.027 Acc=0.47 ---209840.46 ms/batch
Step 00003650 L_out=0.028 Acc=0.60 ---249644.11 ms/batch
Step 00003700 L_out=0.023 Acc=0.65 ---289963.74 ms/batch
Step 00003750 L_out=0.014 Acc=0.67 ---330592.29 ms/batch
Step 00003800 L_out=0.063 Acc=0.54 ---371167.30 ms/batch
Step 00003850 L_out=0.018 Acc=0.67 ---411639.04 ms/batch
Step 00003900 L_out=0.129 Acc=0.74 ---452616.71 ms/batch
Step 00003950 L_out=0.083 Acc=0.71 ---493593.31 ms/batch
Step 00004000 L_out=0.028 Acc=0.69 ---534640.42 ms/batch
Round 2 | epoch=5, train costTime=536.4624364376068, | total_activation_sum=1882195
Round 2 | epoch=6, current m_iou=0.6526639502701286
Round 2 | Best m_IoU is: 0.653, OA is: 0.823 | val costTime=94.2128312587738
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.031 Acc=0.68 ---36623.82 ms/batch
Step 00004100 L_out=0.026 Acc=0.63 ---72535.77 ms/batch
Step 00004150 L_out=0.032 Acc=0.60 ---104295.59 ms/batch
Step 00004200 L_out=0.038 Acc=0.67 ---136532.56 ms/batch
Step 00004250 L_out=0.012 Acc=0.78 ---168440.79 ms/batch
Step 00004300 L_out=0.010 Acc=0.69 ---200449.25 ms/batch
Step 00004350 L_out=0.130 Acc=0.64 ---232111.00 ms/batch
Step 00004400 L_out=0.059 Acc=0.69 ---263582.97 ms/batch
Step 00004450 L_out=0.082 Acc=0.66 ---295594.79 ms/batch
Step 00004500 L_out=0.027 Acc=0.75 ---327684.25 ms/batch
Step 00004550 L_out=0.019 Acc=0.66 ---360306.29 ms/batch
Step 00004600 L_out=0.028 Acc=0.75 ---392952.00 ms/batch
Step 00004650 L_out=0.079 Acc=0.70 ---425149.19 ms/batch
Round 2 | epoch=6, train costTime=437.7831304073334, | total_activation_sum=1867062
Round 2 | epoch=7, current m_iou=0.6281201411287098
Round 2 | Best m_IoU is: 0.653, OA is: 0.823 | val costTime=73.45636320114136
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.019 Acc=0.60 ---20508.54 ms/batch
Step 00004750 L_out=0.177 Acc=0.46 ---52821.94 ms/batch
Step 00004800 L_out=0.035 Acc=0.74 ---85963.58 ms/batch
Step 00004850 L_out=0.098 Acc=0.86 ---117478.14 ms/batch
Step 00004900 L_out=0.190 Acc=0.70 ---148324.45 ms/batch
Step 00004950 L_out=0.009 Acc=0.68 ---180905.15 ms/batch
Step 00005000 L_out=0.063 Acc=0.65 ---212455.48 ms/batch
Step 00005050 L_out=0.074 Acc=0.74 ---243517.50 ms/batch
Step 00005100 L_out=0.166 Acc=0.76 ---273813.83 ms/batch
Step 00005150 L_out=0.100 Acc=0.66 ---305708.91 ms/batch
Step 00005200 L_out=0.057 Acc=0.57 ---337825.92 ms/batch
Step 00005250 L_out=0.108 Acc=0.60 ---369190.73 ms/batch
Step 00005300 L_out=0.057 Acc=0.73 ---401221.86 ms/batch
Round 2 | epoch=7, train costTime=423.4230742454529, | total_activation_sum=1834759
Round 2 | epoch=8, current m_iou=0.6395296910509636
Round 2 | Best m_IoU is: 0.653, OA is: 0.823 | val costTime=71.35400938987732
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.026 Acc=0.55 --- 9165.42 ms/batch
Step 00005400 L_out=0.026 Acc=0.65 ---40664.37 ms/batch
Step 00005450 L_out=0.101 Acc=0.69 ---72407.81 ms/batch
Step 00005500 L_out=0.010 Acc=0.86 ---103665.00 ms/batch
Step 00005550 L_out=0.012 Acc=0.66 ---135885.45 ms/batch
Step 00005600 L_out=0.026 Acc=0.72 ---167153.50 ms/batch
Step 00005650 L_out=0.068 Acc=0.70 ---198615.87 ms/batch
Step 00005700 L_out=0.065 Acc=0.72 ---230668.57 ms/batch
Step 00005750 L_out=0.026 Acc=0.68 ---261950.08 ms/batch
Step 00005800 L_out=0.009 Acc=0.65 ---292791.77 ms/batch
Step 00005850 L_out=0.053 Acc=0.57 ---325700.20 ms/batch
Step 00005900 L_out=0.080 Acc=0.41 ---357726.43 ms/batch
Step 00005950 L_out=0.030 Acc=0.62 ---388895.46 ms/batch
Step 00006000 L_out=0.074 Acc=0.73 ---420308.97 ms/batch
Round 2 | epoch=8, train costTime=422.1282482147217, | total_activation_sum=1805646
Round 2 | epoch=9, current m_iou=0.6323396542857463
Round 2 | Best m_IoU is: 0.653, OA is: 0.823 | val costTime=82.26147627830505
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.021 Acc=0.65 ---39095.07 ms/batch
Step 00006100 L_out=0.019 Acc=0.80 ---79854.25 ms/batch
Step 00006150 L_out=0.008 Acc=0.76 ---120708.27 ms/batch
Step 00006200 L_out=0.081 Acc=0.65 ---159643.26 ms/batch
Step 00006250 L_out=0.030 Acc=0.71 ---200191.28 ms/batch
Step 00006300 L_out=0.012 Acc=0.55 ---241581.53 ms/batch
Step 00006350 L_out=0.015 Acc=0.60 ---283224.26 ms/batch
Step 00006400 L_out=0.076 Acc=0.72 ---324480.19 ms/batch
Step 00006450 L_out=0.057 Acc=0.61 ---366689.11 ms/batch
Step 00006500 L_out=0.026 Acc=0.70 ---407678.18 ms/batch
Step 00006550 L_out=0.023 Acc=0.39 ---445835.47 ms/batch
Step 00006600 L_out=0.282 Acc=0.64 ---485121.16 ms/batch
Step 00006650 L_out=0.011 Acc=0.76 ---522902.15 ms/batch
Round 2 | epoch=9, train costTime=537.8466789722443, | total_activation_sum=1847468
Round 2 | epoch=10, current m_iou=0.6750207412106457
Round 2 | Best m_IoU is: 0.675, OA is: 0.841 | val costTime=84.08385014533997
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.012 Acc=0.55 ---25174.32 ms/batch
Step 00006750 L_out=0.008 Acc=0.83 ---66225.18 ms/batch
Step 00006800 L_out=0.020 Acc=0.72 ---107643.64 ms/batch
Step 00006850 L_out=0.027 Acc=0.74 ---146805.41 ms/batch
Step 00006900 L_out=0.028 Acc=0.52 ---187622.93 ms/batch
Step 00006950 L_out=0.050 Acc=0.70 ---227869.51 ms/batch
Step 00007000 L_out=0.052 Acc=0.65 ---268666.33 ms/batch
Step 00007050 L_out=0.055 Acc=0.61 ---308044.81 ms/batch
Step 00007100 L_out=0.095 Acc=0.68 ---347845.73 ms/batch
Step 00007150 L_out=0.010 Acc=0.72 ---387859.19 ms/batch
Step 00007200 L_out=0.069 Acc=0.56 ---427308.93 ms/batch
Step 00007250 L_out=0.014 Acc=0.82 ---468043.16 ms/batch
Step 00007300 L_out=0.019 Acc=0.69 ---504163.19 ms/batch
Round 2 | epoch=10, train costTime=532.1998460292816, | total_activation_sum=1837325
Round 2 | epoch=11, current m_iou=0.687660125968353
Round 2 | Best m_IoU is: 0.688, OA is: 0.844 | val costTime=86.2730062007904
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.039 Acc=0.71 ---11005.36 ms/batch
Step 00007400 L_out=0.031 Acc=0.59 ---52877.95 ms/batch
Step 00007450 L_out=0.032 Acc=0.73 ---93332.47 ms/batch
Step 00007500 L_out=0.056 Acc=0.58 ---136057.71 ms/batch
Step 00007550 L_out=0.053 Acc=0.69 ---176144.60 ms/batch
Step 00007600 L_out=0.007 Acc=0.81 ---217246.34 ms/batch
Step 00007650 L_out=0.019 Acc=0.72 ---260015.15 ms/batch
Step 00007700 L_out=0.032 Acc=0.75 ---300647.18 ms/batch
Step 00007750 L_out=0.029 Acc=0.58 ---341018.48 ms/batch
Step 00007800 L_out=0.021 Acc=0.69 ---379311.48 ms/batch
Step 00007850 L_out=0.010 Acc=0.72 ---418425.03 ms/batch
Step 00007900 L_out=0.029 Acc=0.73 ---458613.43 ms/batch
Step 00007950 L_out=0.118 Acc=0.67 ---499560.73 ms/batch
Step 00008000 L_out=0.008 Acc=0.80 ---538488.35 ms/batch
Round 2 | epoch=11, train costTime=541.725524187088, | total_activation_sum=1895797
Round 2 | epoch=12, current m_iou=0.7007958437387145
Round 2 | Best m_IoU is: 0.701, OA is: 0.866 | val costTime=89.06572103500366
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.010 Acc=0.53 ---38629.21 ms/batch
Step 00008100 L_out=0.427 Acc=0.75 ---79669.72 ms/batch
Step 00008150 L_out=0.014 Acc=0.76 ---120564.43 ms/batch
Step 00008200 L_out=0.014 Acc=0.68 ---158410.99 ms/batch
Step 00008250 L_out=0.039 Acc=0.84 ---199646.74 ms/batch
Step 00008300 L_out=0.074 Acc=0.78 ---239187.11 ms/batch
Step 00008350 L_out=0.042 Acc=0.70 ---281447.29 ms/batch
Step 00008400 L_out=0.022 Acc=0.66 ---323034.32 ms/batch
Step 00008450 L_out=0.050 Acc=0.59 ---363125.20 ms/batch
Step 00008500 L_out=0.110 Acc=0.86 ---403612.58 ms/batch
Step 00008550 L_out=0.061 Acc=0.87 ---444518.59 ms/batch
Step 00008600 L_out=0.018 Acc=0.82 ---485435.02 ms/batch
Step 00008650 L_out=0.021 Acc=0.77 ---524606.93 ms/batch
Round 2 | epoch=12, train costTime=540.28382563591, | total_activation_sum=1844063
Round 2 | epoch=13, current m_iou=0.6916851079496316
Round 2 | Best m_IoU is: 0.701, OA is: 0.866 | val costTime=86.48629260063171
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.036 Acc=0.74 ---24126.65 ms/batch
Step 00008750 L_out=0.097 Acc=0.46 ---65998.78 ms/batch
Step 00008800 L_out=0.111 Acc=0.83 ---106995.50 ms/batch
Step 00008850 L_out=0.029 Acc=0.45 ---147739.26 ms/batch
Step 00008900 L_out=0.022 Acc=0.77 ---187640.14 ms/batch
Step 00008950 L_out=0.022 Acc=0.73 ---229204.96 ms/batch
Step 00009000 L_out=0.008 Acc=0.77 ---269427.02 ms/batch
Step 00009050 L_out=0.016 Acc=0.89 ---310953.96 ms/batch
Step 00009100 L_out=0.030 Acc=0.86 ---352652.46 ms/batch
Step 00009150 L_out=0.005 Acc=0.55 ---394337.73 ms/batch
Step 00009200 L_out=0.079 Acc=0.51 ---435699.87 ms/batch
Step 00009250 L_out=0.005 Acc=0.77 ---476949.95 ms/batch
Step 00009300 L_out=0.010 Acc=0.84 ---515476.18 ms/batch
Round 2 | epoch=13, train costTime=544.6550874710083, | total_activation_sum=1828243
Round 2 | epoch=14, current m_iou=0.7031061978404421
Round 2 | Best m_IoU is: 0.703, OA is: 0.860 | val costTime=88.0412380695343
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.009 Acc=0.78 --- 9409.91 ms/batch
Step 00009400 L_out=0.019 Acc=0.81 ---50735.45 ms/batch
Step 00009450 L_out=0.009 Acc=0.85 ---90931.46 ms/batch
Step 00009500 L_out=0.026 Acc=0.71 ---128712.99 ms/batch
Step 00009550 L_out=0.025 Acc=0.69 ---168230.20 ms/batch
Step 00009600 L_out=0.028 Acc=0.60 ---208400.33 ms/batch
Step 00009650 L_out=0.012 Acc=0.79 ---247487.99 ms/batch
Step 00009700 L_out=0.021 Acc=0.90 ---288028.79 ms/batch
Step 00009750 L_out=0.016 Acc=0.77 ---327962.33 ms/batch
Step 00009800 L_out=0.045 Acc=0.69 ---368525.72 ms/batch
Step 00009850 L_out=0.013 Acc=0.78 ---410719.31 ms/batch
Step 00009900 L_out=0.041 Acc=0.69 ---453622.41 ms/batch
Step 00009950 L_out=0.100 Acc=0.71 ---492856.51 ms/batch
Step 00010000 L_out=0.021 Acc=0.71 ---531812.51 ms/batch
Round 2 | epoch=14, train costTime=535.5669920444489, | total_activation_sum=1867715
Round 2 | epoch=15, current m_iou=0.6991605870290318
Round 2 | Best m_IoU is: 0.703, OA is: 0.860 | val costTime=90.5507264137268
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.057 Acc=0.63 ---36651.01 ms/batch
Step 00010100 L_out=0.022 Acc=0.87 ---78456.94 ms/batch
Step 00010150 L_out=0.090 Acc=0.66 ---119691.60 ms/batch
Step 00010200 L_out=0.036 Acc=0.76 ---160842.30 ms/batch
Step 00010250 L_out=0.029 Acc=0.74 ---202117.04 ms/batch
Step 00010300 L_out=0.010 Acc=0.70 ---243370.87 ms/batch
Step 00010350 L_out=0.028 Acc=0.90 ---282574.02 ms/batch
Step 00010400 L_out=0.011 Acc=0.87 ---321512.94 ms/batch
Step 00010450 L_out=0.029 Acc=0.71 ---361390.79 ms/batch
Step 00010500 L_out=0.023 Acc=0.83 ---401805.85 ms/batch
Step 00010550 L_out=0.401 Acc=0.56 ---441965.50 ms/batch
Step 00010600 L_out=0.018 Acc=0.79 ---481809.25 ms/batch
Step 00010650 L_out=0.103 Acc=0.66 ---520858.49 ms/batch
Round 2 | epoch=15, train costTime=537.4303081035614, | total_activation_sum=1803833
Round 2 | epoch=16, current m_iou=0.6707146376183925
Round 2 | Best m_IoU is: 0.703, OA is: 0.860 | val costTime=92.34880924224854
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.021 Acc=0.78 ---22482.91 ms/batch
Step 00010750 L_out=0.043 Acc=0.79 ---64505.78 ms/batch
Step 00010800 L_out=0.020 Acc=0.71 ---106470.20 ms/batch
Step 00010850 L_out=0.010 Acc=0.66 ---146848.04 ms/batch
Step 00010900 L_out=0.082 Acc=0.83 ---186001.71 ms/batch
Step 00010950 L_out=0.096 Acc=0.92 ---225555.97 ms/batch
Step 00011000 L_out=0.011 Acc=0.87 ---264628.38 ms/batch
Step 00011050 L_out=0.041 Acc=0.56 ---302163.33 ms/batch
Step 00011100 L_out=0.034 Acc=0.52 ---343991.55 ms/batch
Step 00011150 L_out=0.023 Acc=0.62 ---385503.37 ms/batch
Step 00011200 L_out=0.010 Acc=0.93 ---426000.27 ms/batch
Step 00011250 L_out=0.113 Acc=0.79 ---465584.96 ms/batch
Step 00011300 L_out=0.038 Acc=0.84 ---502738.11 ms/batch
Round 2 | epoch=16, train costTime=532.1921737194061, | total_activation_sum=1882479
Round 2 | epoch=17, current m_iou=0.7313056186486344
Round 2 | Best m_IoU is: 0.731, OA is: 0.901 | val costTime=89.61590957641602
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.004 Acc=0.79 --- 8898.72 ms/batch
Step 00011400 L_out=0.013 Acc=0.82 ---49148.46 ms/batch
Step 00011450 L_out=0.017 Acc=0.82 ---89990.58 ms/batch
Step 00011500 L_out=0.053 Acc=0.74 ---129787.58 ms/batch
Step 00011550 L_out=0.069 Acc=0.71 ---170340.87 ms/batch
Step 00011600 L_out=0.004 Acc=0.81 ---210536.14 ms/batch
Step 00011650 L_out=0.057 Acc=0.84 ---248770.81 ms/batch
Step 00011700 L_out=0.043 Acc=0.73 ---288255.17 ms/batch
Step 00011750 L_out=0.009 Acc=0.73 ---329078.95 ms/batch
Step 00011800 L_out=0.075 Acc=0.76 ---368939.86 ms/batch
Step 00011850 L_out=0.048 Acc=0.77 ---409046.02 ms/batch
Step 00011900 L_out=0.274 Acc=0.74 ---447001.27 ms/batch
Step 00011950 L_out=0.036 Acc=0.78 ---486233.15 ms/batch
Step 00012000 L_out=0.012 Acc=0.71 ---523734.42 ms/batch
Round 2 | epoch=17, train costTime=528.0760586261749, | total_activation_sum=1811266
Round 2 | epoch=18, current m_iou=0.7257848477849695
Round 2 | Best m_IoU is: 0.731, OA is: 0.901 | val costTime=89.73064279556274
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.026 Acc=0.69 ---36389.80 ms/batch
Step 00012100 L_out=0.011 Acc=0.70 ---78417.12 ms/batch
Step 00012150 L_out=0.008 Acc=0.79 ---119100.09 ms/batch
Step 00012200 L_out=0.020 Acc=0.76 ---159377.32 ms/batch
Step 00012250 L_out=0.059 Acc=0.82 ---200488.16 ms/batch
Step 00012300 L_out=0.017 Acc=0.65 ---241331.08 ms/batch
Step 00012350 L_out=0.011 Acc=0.85 ---281952.11 ms/batch
Step 00012400 L_out=0.018 Acc=0.58 ---321627.36 ms/batch
Step 00012450 L_out=0.037 Acc=0.87 ---363828.85 ms/batch
Step 00012500 L_out=0.007 Acc=0.73 ---406689.60 ms/batch
Step 00012550 L_out=0.004 Acc=0.95 ---447204.90 ms/batch
Step 00012600 L_out=0.101 Acc=0.80 ---488183.25 ms/batch
Step 00012650 L_out=0.044 Acc=0.81 ---525797.80 ms/batch
Round 2 | epoch=18, train costTime=543.5481598377228, | total_activation_sum=1863439
Round 2 | epoch=19, current m_iou=0.7115503273704542
Round 2 | Best m_IoU is: 0.731, OA is: 0.901 | val costTime=88.98770213127136
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.040 Acc=0.77 ---22448.66 ms/batch
Step 00012750 L_out=0.017 Acc=0.87 ---61734.88 ms/batch
Step 00012800 L_out=0.036 Acc=0.73 ---103722.81 ms/batch
Step 00012850 L_out=0.042 Acc=0.74 ---144036.37 ms/batch
Step 00012900 L_out=0.013 Acc=0.88 ---185285.51 ms/batch
Step 00012950 L_out=0.007 Acc=0.82 ---226806.76 ms/batch
Step 00013000 L_out=0.109 Acc=0.79 ---268724.60 ms/batch
Step 00013050 L_out=0.075 Acc=0.84 ---309242.58 ms/batch
Step 00013100 L_out=0.011 Acc=0.88 ---348736.50 ms/batch
Step 00013150 L_out=0.130 Acc=0.76 ---389704.48 ms/batch
Step 00013200 L_out=0.023 Acc=0.70 ---431217.54 ms/batch
Step 00013250 L_out=0.011 Acc=0.84 ---471979.63 ms/batch
Step 00013300 L_out=0.006 Acc=0.82 ---511269.84 ms/batch
Round 2 | epoch=19, train costTime=541.9433829784393, | total_activation_sum=1870467
Round 2 | epoch=20, current m_iou=0.7216208147451801
Round 2 | Best m_IoU is: 0.731, OA is: 0.901 | val costTime=88.35141921043396
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.022 Acc=0.73 --- 8576.07 ms/batch
Step 00013400 L_out=0.004 Acc=0.86 ---50247.47 ms/batch
Step 00013450 L_out=0.016 Acc=0.72 ---91258.76 ms/batch
Step 00013500 L_out=0.010 Acc=0.83 ---130746.56 ms/batch
Step 00013550 L_out=0.005 Acc=0.93 ---171540.41 ms/batch
Step 00013600 L_out=0.244 Acc=0.77 ---210120.52 ms/batch
Step 00013650 L_out=0.022 Acc=0.62 ---248921.70 ms/batch
Step 00013700 L_out=0.024 Acc=0.67 ---289616.70 ms/batch
Step 00013750 L_out=0.015 Acc=0.77 ---330834.64 ms/batch
Step 00013800 L_out=0.004 Acc=0.81 ---371641.57 ms/batch
Step 00013850 L_out=0.007 Acc=0.87 ---411592.93 ms/batch
Step 00013900 L_out=0.019 Acc=0.82 ---451850.43 ms/batch
Step 00013950 L_out=0.008 Acc=0.71 ---492773.45 ms/batch
Step 00014000 L_out=0.007 Acc=0.71 ---530955.32 ms/batch
Round 2 | epoch=20, train costTime=536.4501485824585, | total_activation_sum=1927540
Round 2 | epoch=21, current m_iou=0.7132122857782253
Round 2 | Best m_IoU is: 0.731, OA is: 0.901 | val costTime=90.15097308158875
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.012 Acc=0.80 ---35335.99 ms/batch
Step 00014100 L_out=0.013 Acc=0.74 ---77690.67 ms/batch
Step 00014150 L_out=0.026 Acc=0.80 ---117212.58 ms/batch
Step 00014200 L_out=0.015 Acc=0.84 ---157458.89 ms/batch
Step 00014250 L_out=0.017 Acc=0.85 ---198899.99 ms/batch
Step 00014300 L_out=0.018 Acc=0.74 ---240084.05 ms/batch
Step 00014350 L_out=0.028 Acc=0.76 ---281249.48 ms/batch
Step 00014400 L_out=0.012 Acc=0.84 ---321919.30 ms/batch
Step 00014450 L_out=0.018 Acc=0.84 ---363326.15 ms/batch
Step 00014500 L_out=0.012 Acc=0.80 ---404231.72 ms/batch
Step 00014550 L_out=0.001 Acc=0.77 ---447041.80 ms/batch
Step 00014600 L_out=0.021 Acc=0.80 ---488286.44 ms/batch
Step 00014650 L_out=0.024 Acc=0.77 ---526538.04 ms/batch
Round 2 | epoch=21, train costTime=544.4766552448273, | total_activation_sum=1827947
Round 2 | epoch=22, current m_iou=0.727209870284452
Round 2 | Best m_IoU is: 0.731, OA is: 0.901 | val costTime=88.71149587631226
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.013 Acc=0.77 ---21034.93 ms/batch
Step 00014750 L_out=0.014 Acc=0.92 ---61632.82 ms/batch
Step 00014800 L_out=0.011 Acc=0.80 ---102697.29 ms/batch
Step 00014850 L_out=0.025 Acc=0.81 ---144396.97 ms/batch
Step 00014900 L_out=0.005 Acc=0.76 ---187191.67 ms/batch
Step 00014950 L_out=0.017 Acc=0.64 ---227272.72 ms/batch
Step 00015000 L_out=0.048 Acc=0.69 ---268336.09 ms/batch
Step 00015050 L_out=0.020 Acc=0.85 ---309520.30 ms/batch
Step 00015100 L_out=0.008 Acc=0.86 ---350348.90 ms/batch
Step 00015150 L_out=0.074 Acc=0.68 ---392260.49 ms/batch
Step 00015200 L_out=0.103 Acc=0.81 ---433299.42 ms/batch
Step 00015250 L_out=0.019 Acc=0.80 ---474841.34 ms/batch
Step 00015300 L_out=0.015 Acc=0.90 ---515031.17 ms/batch
Round 2 | epoch=22, train costTime=545.4590337276459, | total_activation_sum=1804631
Round 2 | epoch=23, current m_iou=0.7289616988098986
Round 2 | Best m_IoU is: 0.731, OA is: 0.901 | val costTime=88.00859475135803
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.119 Acc=0.74 --- 8049.87 ms/batch
Step 00015400 L_out=0.031 Acc=0.84 ---47557.06 ms/batch
Step 00015450 L_out=0.045 Acc=0.52 ---89250.31 ms/batch
Step 00015500 L_out=0.030 Acc=0.62 ---130917.57 ms/batch
Step 00015550 L_out=0.030 Acc=0.78 ---172424.68 ms/batch
Step 00015600 L_out=0.055 Acc=0.82 ---213911.19 ms/batch
Step 00015650 L_out=0.002 Acc=0.87 ---253941.19 ms/batch
Step 00015700 L_out=0.026 Acc=0.81 ---295916.55 ms/batch
Step 00015750 L_out=0.056 Acc=0.86 ---336004.79 ms/batch
Step 00015800 L_out=0.040 Acc=0.82 ---377184.53 ms/batch
Step 00015850 L_out=0.014 Acc=0.89 ---417046.80 ms/batch
Step 00015900 L_out=0.014 Acc=0.79 ---458394.47 ms/batch
Step 00015950 L_out=0.125 Acc=0.81 ---497664.56 ms/batch
Step 00016000 L_out=0.012 Acc=0.80 ---534882.31 ms/batch
Round 2 | epoch=23, train costTime=541.1514067649841, | total_activation_sum=1824028
Round 2 | epoch=24, current m_iou=0.7324501058905594
Round 2 | Best m_IoU is: 0.732, OA is: 0.889 | val costTime=86.63060212135315
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.023 Acc=0.75 ---33464.65 ms/batch
Step 00016100 L_out=0.026 Acc=0.72 ---74945.61 ms/batch
Step 00016150 L_out=0.027 Acc=0.84 ---115001.31 ms/batch
Step 00016200 L_out=0.047 Acc=0.81 ---154773.84 ms/batch
Step 00016250 L_out=0.054 Acc=0.78 ---195193.18 ms/batch
Step 00016300 L_out=0.020 Acc=0.83 ---235541.30 ms/batch
Step 00016350 L_out=0.019 Acc=0.81 ---276343.51 ms/batch
Step 00016400 L_out=0.095 Acc=0.81 ---317633.48 ms/batch
Step 00016450 L_out=0.071 Acc=0.66 ---360358.46 ms/batch
Step 00016500 L_out=0.140 Acc=0.73 ---401553.42 ms/batch
Step 00016550 L_out=0.004 Acc=0.82 ---443045.76 ms/batch
Step 00016600 L_out=0.016 Acc=0.62 ---484521.46 ms/batch
Step 00016650 L_out=0.004 Acc=0.75 ---521473.56 ms/batch
Round 2 | epoch=24, train costTime=540.1637206077576, | total_activation_sum=1860253
Round 2 | epoch=25, current m_iou=0.7160569768615176
Round 2 | Best m_IoU is: 0.732, OA is: 0.889 | val costTime=90.7173969745636
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.078 Acc=0.79 ---20271.99 ms/batch
Step 00016750 L_out=0.013 Acc=0.83 ---61278.43 ms/batch
Step 00016800 L_out=0.021 Acc=0.83 ---100699.46 ms/batch
Step 00016850 L_out=0.081 Acc=0.84 ---140641.35 ms/batch
Step 00016900 L_out=0.010 Acc=0.78 ---180093.29 ms/batch
Step 00016950 L_out=0.003 Acc=0.73 ---221272.29 ms/batch
Step 00017000 L_out=0.014 Acc=0.85 ---262657.51 ms/batch
Step 00017050 L_out=0.030 Acc=0.71 ---303850.21 ms/batch
Step 00017100 L_out=0.017 Acc=0.79 ---346532.42 ms/batch
Step 00017150 L_out=0.036 Acc=0.72 ---389809.50 ms/batch
Step 00017200 L_out=0.014 Acc=0.87 ---431972.61 ms/batch
Step 00017250 L_out=0.010 Acc=0.78 ---474261.01 ms/batch
Step 00017300 L_out=0.024 Acc=0.81 ---514654.04 ms/batch
Round 2 | epoch=25, train costTime=545.1854557991028, | total_activation_sum=1842849
Round 2 | epoch=26, current m_iou=0.7209020099151604
Round 2 | Best m_IoU is: 0.732, OA is: 0.889 | val costTime=85.46113777160645
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.107 Acc=0.93 --- 6652.42 ms/batch
Step 00017400 L_out=0.003 Acc=0.74 ---48113.62 ms/batch
Step 00017450 L_out=0.111 Acc=0.82 ---89978.93 ms/batch
Step 00017500 L_out=0.014 Acc=0.81 ---131682.91 ms/batch
Step 00017550 L_out=0.011 Acc=0.79 ---172383.15 ms/batch
Step 00017600 L_out=0.040 Acc=0.87 ---215737.88 ms/batch
Step 00017650 L_out=0.008 Acc=0.64 ---256838.72 ms/batch
Step 00017700 L_out=0.036 Acc=0.75 ---298865.29 ms/batch
Step 00017750 L_out=0.002 Acc=0.87 ---338192.55 ms/batch
Step 00017800 L_out=0.013 Acc=0.84 ---378401.91 ms/batch
Step 00017850 L_out=0.008 Acc=0.86 ---420106.57 ms/batch
Step 00017900 L_out=0.038 Acc=0.79 ---462747.96 ms/batch
Step 00017950 L_out=0.033 Acc=0.75 ---502252.48 ms/batch
Step 00018000 L_out=0.016 Acc=0.88 ---541179.80 ms/batch
Round 2 | epoch=26, train costTime=548.0769391059875, | total_activation_sum=1840474
Round 2 | epoch=27, current m_iou=0.7407896179833102
Round 2 | Best m_IoU is: 0.741, OA is: 0.896 | val costTime=87.7936463356018
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.010 Acc=0.60 ---32300.60 ms/batch
Step 00018100 L_out=0.006 Acc=0.77 ---73569.02 ms/batch
Step 00018150 L_out=0.010 Acc=0.82 ---114389.56 ms/batch
Step 00018200 L_out=0.012 Acc=0.84 ---156115.27 ms/batch
Step 00018250 L_out=0.011 Acc=0.86 ---197023.92 ms/batch
Step 00018300 L_out=0.004 Acc=0.86 ---237433.65 ms/batch
Step 00018350 L_out=0.023 Acc=0.67 ---277059.03 ms/batch
Step 00018400 L_out=0.008 Acc=0.80 ---318711.90 ms/batch
Step 00018450 L_out=0.002 Acc=0.73 ---358246.53 ms/batch
Step 00018500 L_out=0.012 Acc=0.87 ---399993.66 ms/batch
Step 00018550 L_out=0.025 Acc=0.85 ---440717.38 ms/batch
Step 00018600 L_out=0.005 Acc=0.95 ---481025.11 ms/batch
Step 00018650 L_out=0.002 Acc=0.72 ---519116.82 ms/batch
Round 2 | epoch=27, train costTime=538.8630883693695, | total_activation_sum=1939245
Round 2 | epoch=28, current m_iou=0.7477241762186377
Round 2 | Best m_IoU is: 0.748, OA is: 0.898 | val costTime=89.89561057090759
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.007 Acc=0.68 ---20870.16 ms/batch
Step 00018750 L_out=0.010 Acc=0.75 ---60782.32 ms/batch
Step 00018800 L_out=0.006 Acc=0.89 ---101089.96 ms/batch
Step 00018850 L_out=0.022 Acc=0.84 ---140708.55 ms/batch
Step 00018900 L_out=0.010 Acc=0.75 ---181451.52 ms/batch
Step 00018950 L_out=0.006 Acc=0.81 ---223223.07 ms/batch
Step 00019000 L_out=0.023 Acc=0.86 ---264918.34 ms/batch
Step 00019050 L_out=0.012 Acc=0.80 ---306450.37 ms/batch
Step 00019100 L_out=0.089 Acc=0.92 ---347193.22 ms/batch
Step 00019150 L_out=0.011 Acc=0.81 ---388727.47 ms/batch
Step 00019200 L_out=0.044 Acc=0.68 ---429418.72 ms/batch
Step 00019250 L_out=0.013 Acc=0.78 ---468374.00 ms/batch
Step 00019300 L_out=0.006 Acc=0.80 ---508082.40 ms/batch
Round 2 | epoch=28, train costTime=539.7677681446075, | total_activation_sum=1788858
Round 2 | epoch=29, current m_iou=0.7480295099752513
Round 2 | Best m_IoU is: 0.748, OA is: 0.896 | val costTime=90.12491250038147
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.006 Acc=0.87 --- 5639.34 ms/batch
Step 00019400 L_out=0.006 Acc=0.73 ---45495.57 ms/batch
Step 00019450 L_out=0.012 Acc=0.72 ---85980.39 ms/batch
Step 00019500 L_out=0.007 Acc=0.81 ---126751.79 ms/batch
Step 00019550 L_out=0.022 Acc=0.80 ---166688.65 ms/batch
Step 00019600 L_out=0.035 Acc=0.73 ---208690.26 ms/batch
Step 00019650 L_out=0.025 Acc=0.81 ---250234.89 ms/batch
Step 00019700 L_out=0.003 Acc=0.88 ---290938.93 ms/batch
Step 00019750 L_out=0.090 Acc=0.81 ---332569.10 ms/batch
Step 00019800 L_out=0.024 Acc=0.82 ---372786.77 ms/batch
Step 00019850 L_out=0.004 Acc=0.85 ---412854.27 ms/batch
Step 00019900 L_out=0.005 Acc=0.77 ---454120.82 ms/batch
Step 00019950 L_out=0.041 Acc=0.90 ---495604.98 ms/batch
Step 00020000 L_out=0.008 Acc=0.85 ---533307.62 ms/batch
Round 2 | epoch=29, train costTime=541.1521816253662, | total_activation_sum=1822141
Round 2 | epoch=30, current m_iou=0.7434730657735871
Round 2 | Best m_IoU is: 0.748, OA is: 0.896 | val costTime=86.09942960739136
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=0.763 Acc=0.55 ---32840.41 ms/batch
Step 00020100 L_out=0.745 Acc=0.67 ---73554.69 ms/batch
Step 00020150 L_out=0.909 Acc=0.55 ---113086.63 ms/batch
Step 00020200 L_out=2.807 Acc=0.13 ---154158.69 ms/batch
Step 00020250 L_out=0.919 Acc=0.74 ---195306.63 ms/batch
Step 00020300 L_out=0.468 Acc=0.72 ---236323.11 ms/batch
Step 00020350 L_out=1.074 Acc=0.72 ---277531.73 ms/batch
Step 00020400 L_out=0.506 Acc=0.56 ---316210.84 ms/batch
Step 00020450 L_out=0.665 Acc=0.66 ---353785.88 ms/batch
Step 00020500 L_out=0.703 Acc=0.78 ---393119.66 ms/batch
Step 00020550 L_out=0.920 Acc=0.72 ---432232.56 ms/batch
Step 00020600 L_out=0.455 Acc=0.61 ---470519.49 ms/batch
Step 00020650 L_out=1.004 Acc=0.69 ---507364.61 ms/batch
Round 3 | epoch=0, train costTime=528.1392531394958, | total_activation_sum=16360519
Round 3 | epoch=1, current m_iou=0.2995367388312259
Round 3 | Best m_IoU is: 0.300, OA is: 0.613 | val costTime=86.02500081062317
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.446 Acc=0.74 ---19337.23 ms/batch
Step 00020750 L_out=0.545 Acc=0.55 ---61239.59 ms/batch
Step 00020800 L_out=0.990 Acc=0.52 ---102665.86 ms/batch
Step 00020850 L_out=0.335 Acc=0.77 ---141303.28 ms/batch
Step 00020900 L_out=0.227 Acc=0.74 ---181752.74 ms/batch
Step 00020950 L_out=0.138 Acc=0.85 ---223405.35 ms/batch
Step 00021000 L_out=0.369 Acc=0.79 ---265656.11 ms/batch
Step 00021050 L_out=0.421 Acc=0.86 ---305808.13 ms/batch
Step 00021100 L_out=0.319 Acc=0.73 ---346398.08 ms/batch
Step 00021150 L_out=0.459 Acc=0.72 ---385996.87 ms/batch
Step 00021200 L_out=0.476 Acc=0.79 ---425348.60 ms/batch
Step 00021250 L_out=1.147 Acc=0.82 ---464161.52 ms/batch
Step 00021300 L_out=0.660 Acc=0.43 ---501020.92 ms/batch
Round 3 | epoch=1, train costTime=533.1100203990936, | total_activation_sum=15619071
Round 3 | epoch=2, current m_iou=0.5717453345730015
Round 3 | Best m_IoU is: 0.572, OA is: 0.788 | val costTime=82.77916169166565
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.354 Acc=0.77 --- 4787.44 ms/batch
Step 00021400 L_out=0.659 Acc=0.72 ---45934.81 ms/batch
Step 00021450 L_out=0.910 Acc=0.64 ---87733.22 ms/batch
Step 00021500 L_out=0.315 Acc=0.83 ---128137.14 ms/batch
Step 00021550 L_out=0.689 Acc=0.82 ---168762.89 ms/batch
Step 00021600 L_out=0.224 Acc=0.55 ---210997.38 ms/batch
Step 00021650 L_out=0.466 Acc=0.90 ---250865.93 ms/batch
Step 00021700 L_out=0.363 Acc=0.74 ---290654.92 ms/batch
Step 00021750 L_out=0.770 Acc=0.80 ---330637.89 ms/batch
Step 00021800 L_out=0.685 Acc=0.70 ---370169.83 ms/batch
Step 00021850 L_out=0.722 Acc=0.89 ---409949.93 ms/batch
Step 00021900 L_out=0.377 Acc=0.68 ---449332.50 ms/batch
Step 00021950 L_out=0.718 Acc=0.66 ---488527.70 ms/batch
Step 00022000 L_out=0.353 Acc=0.76 ---526257.66 ms/batch
Round 3 | epoch=2, train costTime=534.8802034854889, | total_activation_sum=15446572
Round 3 | epoch=3, current m_iou=0.6435771876649272
Round 3 | Best m_IoU is: 0.644, OA is: 0.813 | val costTime=80.66807770729065
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.690 Acc=0.62 ---31045.06 ms/batch
Step 00022100 L_out=0.683 Acc=0.78 ---73637.87 ms/batch
Step 00022150 L_out=0.422 Acc=0.64 ---114662.25 ms/batch
Step 00022200 L_out=0.278 Acc=0.89 ---156675.83 ms/batch
Step 00022250 L_out=0.349 Acc=0.77 ---197560.19 ms/batch
Step 00022300 L_out=0.473 Acc=0.74 ---238941.34 ms/batch
Step 00022350 L_out=0.486 Acc=0.83 ---279274.06 ms/batch
Step 00022400 L_out=0.668 Acc=0.81 ---318833.69 ms/batch
Step 00022450 L_out=0.357 Acc=0.87 ---360536.07 ms/batch
Step 00022500 L_out=0.587 Acc=0.85 ---402910.85 ms/batch
Step 00022550 L_out=0.283 Acc=0.88 ---444107.86 ms/batch
Step 00022600 L_out=0.331 Acc=0.77 ---481935.19 ms/batch
Step 00022650 L_out=0.090 Acc=0.83 ---519776.43 ms/batch
Round 3 | epoch=3, train costTime=541.6686117649078, | total_activation_sum=15546347
Round 3 | epoch=4, current m_iou=0.6359034662884354
Round 3 | Best m_IoU is: 0.644, OA is: 0.813 | val costTime=80.61148023605347
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.301 Acc=0.75 ---17142.78 ms/batch
Step 00022750 L_out=0.254 Acc=0.78 ---58298.69 ms/batch
Step 00022800 L_out=0.665 Acc=0.78 ---100171.34 ms/batch
Step 00022850 L_out=0.559 Acc=0.78 ---141671.63 ms/batch
Step 00022900 L_out=0.354 Acc=0.74 ---182209.93 ms/batch
Step 00022950 L_out=0.389 Acc=0.84 ---224572.97 ms/batch
Step 00023000 L_out=0.358 Acc=0.72 ---264734.04 ms/batch
Step 00023050 L_out=0.199 Acc=0.82 ---307699.68 ms/batch
Step 00023100 L_out=0.126 Acc=0.77 ---347740.76 ms/batch
Step 00023150 L_out=0.306 Acc=0.77 ---389013.94 ms/batch
Step 00023200 L_out=0.644 Acc=0.71 ---429852.72 ms/batch
Step 00023250 L_out=0.416 Acc=0.73 ---469926.55 ms/batch
Step 00023300 L_out=0.433 Acc=0.80 ---507687.00 ms/batch
Round 3 | epoch=4, train costTime=542.2155528068542, | total_activation_sum=15608940
Round 3 | epoch=5, current m_iou=0.61792853962832
Round 3 | Best m_IoU is: 0.644, OA is: 0.813 | val costTime=84.83029699325562
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.613 Acc=0.78 --- 4128.25 ms/batch
Step 00023400 L_out=0.232 Acc=0.89 ---45044.77 ms/batch
Step 00023450 L_out=0.348 Acc=0.86 ---84730.08 ms/batch
Step 00023500 L_out=0.396 Acc=0.75 ---126555.69 ms/batch
Step 00023550 L_out=0.180 Acc=0.93 ---167698.93 ms/batch
Step 00023600 L_out=0.215 Acc=0.81 ---208240.81 ms/batch
Step 00023650 L_out=0.267 Acc=0.61 ---249999.15 ms/batch
Step 00023700 L_out=0.297 Acc=0.86 ---291010.04 ms/batch
Step 00023750 L_out=0.271 Acc=0.73 ---331433.03 ms/batch
Step 00023800 L_out=0.131 Acc=0.95 ---370468.15 ms/batch
Step 00023850 L_out=0.312 Acc=0.67 ---411310.37 ms/batch
Step 00023900 L_out=1.357 Acc=0.73 ---450936.65 ms/batch
Step 00023950 L_out=0.111 Acc=0.79 ---489385.17 ms/batch
Step 00024000 L_out=0.618 Acc=0.74 ---527052.27 ms/batch
Round 3 | epoch=5, train costTime=535.9265904426575, | total_activation_sum=15557401
Round 3 | epoch=6, current m_iou=0.672764480468188
Round 3 | Best m_IoU is: 0.673, OA is: 0.852 | val costTime=83.9377224445343
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.549 Acc=0.77 ---30719.35 ms/batch
Step 00024100 L_out=0.549 Acc=0.76 ---71324.47 ms/batch
Step 00024150 L_out=0.178 Acc=0.52 ---114088.54 ms/batch
Step 00024200 L_out=0.345 Acc=0.87 ---155501.24 ms/batch
Step 00024250 L_out=0.444 Acc=0.78 ---196347.89 ms/batch
Step 00024300 L_out=0.233 Acc=0.85 ---237797.25 ms/batch
Step 00024350 L_out=0.107 Acc=0.86 ---278578.95 ms/batch
Step 00024400 L_out=0.196 Acc=0.85 ---318347.52 ms/batch
Step 00024450 L_out=0.402 Acc=0.88 ---359670.53 ms/batch
Step 00024500 L_out=0.180 Acc=0.92 ---400416.69 ms/batch
Step 00024550 L_out=0.605 Acc=0.80 ---441386.97 ms/batch
Step 00024600 L_out=0.536 Acc=0.87 ---481144.06 ms/batch
Step 00024650 L_out=0.316 Acc=0.82 ---518847.46 ms/batch
Round 3 | epoch=6, train costTime=540.4913477897644, | total_activation_sum=15351936
Round 3 | epoch=7, current m_iou=0.7022143735156432
Round 3 | Best m_IoU is: 0.702, OA is: 0.873 | val costTime=83.10855603218079
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.680 Acc=0.80 ---18063.26 ms/batch
Step 00024750 L_out=0.175 Acc=0.79 ---60299.82 ms/batch
Step 00024800 L_out=0.263 Acc=0.85 ---99985.08 ms/batch
Step 00024850 L_out=0.114 Acc=0.84 ---140969.67 ms/batch
Step 00024900 L_out=0.457 Acc=0.70 ---182274.89 ms/batch
Step 00024950 L_out=0.246 Acc=0.86 ---221609.81 ms/batch
Step 00025000 L_out=0.211 Acc=0.83 ---262130.20 ms/batch
Step 00025050 L_out=0.151 Acc=0.88 ---302681.86 ms/batch
Step 00025100 L_out=0.135 Acc=0.90 ---343699.51 ms/batch
Step 00025150 L_out=0.116 Acc=0.87 ---384227.22 ms/batch
Step 00025200 L_out=0.433 Acc=0.84 ---424597.57 ms/batch
Step 00025250 L_out=0.268 Acc=0.91 ---463388.07 ms/batch
Step 00025300 L_out=0.655 Acc=0.84 ---501008.90 ms/batch
Round 3 | epoch=7, train costTime=536.3541421890259, | total_activation_sum=15603518
Round 3 | epoch=8, current m_iou=0.6792398490956693
Round 3 | Best m_IoU is: 0.702, OA is: 0.873 | val costTime=81.92103266716003
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.157 Acc=0.67 --- 2983.71 ms/batch
Step 00025400 L_out=0.090 Acc=0.82 ---42028.79 ms/batch
Step 00025450 L_out=0.361 Acc=0.83 ---81870.72 ms/batch
Step 00025500 L_out=0.194 Acc=0.94 ---121905.29 ms/batch
Step 00025550 L_out=0.165 Acc=0.90 ---164244.01 ms/batch
Step 00025600 L_out=0.273 Acc=0.86 ---206460.79 ms/batch
Step 00025650 L_out=0.440 Acc=0.81 ---247662.64 ms/batch
Step 00025700 L_out=0.271 Acc=0.87 ---288863.03 ms/batch
Step 00025750 L_out=0.182 Acc=0.89 ---331296.37 ms/batch
Step 00025800 L_out=0.346 Acc=0.83 ---372180.72 ms/batch
Step 00025850 L_out=0.410 Acc=0.78 ---414599.16 ms/batch
Step 00025900 L_out=0.381 Acc=0.81 ---455447.21 ms/batch
Step 00025950 L_out=0.301 Acc=0.83 ---493272.92 ms/batch
Step 00026000 L_out=0.675 Acc=0.83 ---530469.83 ms/batch
Round 3 | epoch=8, train costTime=539.4444744586945, | total_activation_sum=15606811
Round 3 | epoch=9, current m_iou=0.669431937106928
Round 3 | Best m_IoU is: 0.702, OA is: 0.873 | val costTime=71.92621445655823
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.256 Acc=0.78 ---22229.97 ms/batch
Step 00026100 L_out=0.535 Acc=0.83 ---51953.82 ms/batch
Step 00026150 L_out=0.162 Acc=0.81 ---81518.50 ms/batch
Step 00026200 L_out=0.116 Acc=0.89 ---114138.73 ms/batch
Step 00026250 L_out=0.082 Acc=0.76 ---146280.32 ms/batch
Step 00026300 L_out=0.303 Acc=0.89 ---178478.23 ms/batch
Step 00026350 L_out=0.501 Acc=0.75 ---211154.65 ms/batch
Step 00026400 L_out=0.231 Acc=0.81 ---244052.77 ms/batch
Step 00026450 L_out=0.471 Acc=0.77 ---275729.43 ms/batch
Step 00026500 L_out=0.198 Acc=0.86 ---307663.43 ms/batch
Step 00026550 L_out=0.329 Acc=0.88 ---339296.59 ms/batch
Step 00026600 L_out=0.111 Acc=0.83 ---369998.56 ms/batch
Step 00026650 L_out=0.197 Acc=0.81 ---400089.70 ms/batch
Round 3 | epoch=9, train costTime=417.9107801914215, | total_activation_sum=15620680
Round 3 | epoch=10, current m_iou=0.656663504346154
Round 3 | Best m_IoU is: 0.702, OA is: 0.873 | val costTime=76.63343334197998
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.041 Acc=0.86 ---12685.33 ms/batch
Step 00026750 L_out=0.256 Acc=0.92 ---43928.06 ms/batch
Step 00026800 L_out=0.345 Acc=0.90 ---75590.22 ms/batch
Step 00026850 L_out=0.359 Acc=0.82 ---107184.61 ms/batch
Step 00026900 L_out=0.288 Acc=0.75 ---139591.95 ms/batch
Step 00026950 L_out=0.248 Acc=0.89 ---171938.12 ms/batch
Step 00027000 L_out=0.344 Acc=0.85 ---204684.52 ms/batch
Step 00027050 L_out=0.355 Acc=0.81 ---237450.11 ms/batch
Step 00027100 L_out=0.191 Acc=0.86 ---268316.39 ms/batch
Step 00027150 L_out=0.106 Acc=0.87 ---299007.32 ms/batch
Step 00027200 L_out=0.053 Acc=0.88 ---329787.07 ms/batch
Step 00027250 L_out=0.196 Acc=0.88 ---363269.83 ms/batch
Step 00027300 L_out=0.204 Acc=0.92 ---404800.72 ms/batch
Round 3 | epoch=10, train costTime=443.5885646343231, | total_activation_sum=15557054
Round 3 | epoch=11, current m_iou=0.6923910662675063
Round 3 | Best m_IoU is: 0.702, OA is: 0.873 | val costTime=82.42796659469604
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.074 Acc=0.85 --- 2568.60 ms/batch
Step 00027400 L_out=0.145 Acc=0.90 ---43068.77 ms/batch
Step 00027450 L_out=0.621 Acc=0.86 ---84730.36 ms/batch
Step 00027500 L_out=0.297 Acc=0.84 ---125843.77 ms/batch
Step 00027550 L_out=0.141 Acc=0.89 ---166423.99 ms/batch
Step 00027600 L_out=0.119 Acc=0.90 ---207031.03 ms/batch
Step 00027650 L_out=0.525 Acc=0.76 ---246858.47 ms/batch
Step 00027700 L_out=0.409 Acc=0.83 ---287045.46 ms/batch
Step 00027750 L_out=0.202 Acc=0.83 ---328199.88 ms/batch
Step 00027800 L_out=0.152 Acc=0.85 ---369072.11 ms/batch
Step 00027850 L_out=0.310 Acc=0.82 ---407538.34 ms/batch
Step 00027900 L_out=0.187 Acc=0.85 ---444566.08 ms/batch
Step 00027950 L_out=0.302 Acc=0.78 ---483978.61 ms/batch
Step 00028000 L_out=0.619 Acc=0.91 ---524715.07 ms/batch
Round 3 | epoch=11, train costTime=536.7437031269073, | total_activation_sum=15590384
Round 3 | epoch=12, current m_iou=0.7023661438976916
Round 3 | Best m_IoU is: 0.702, OA is: 0.875 | val costTime=81.9197518825531
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.306 Acc=0.93 ---30116.84 ms/batch
Step 00028100 L_out=0.183 Acc=0.90 ---71006.61 ms/batch
Step 00028150 L_out=0.073 Acc=0.89 ---112782.70 ms/batch
Step 00028200 L_out=1.148 Acc=0.67 ---154132.17 ms/batch
Step 00028250 L_out=0.248 Acc=0.68 ---195475.21 ms/batch
Step 00028300 L_out=0.588 Acc=0.68 ---236525.97 ms/batch
Step 00028350 L_out=0.386 Acc=0.83 ---277508.42 ms/batch
Step 00028400 L_out=0.228 Acc=0.88 ---318486.29 ms/batch
Step 00028450 L_out=0.207 Acc=0.87 ---359336.25 ms/batch
Step 00028500 L_out=0.135 Acc=0.91 ---396640.92 ms/batch
Step 00028550 L_out=0.150 Acc=0.86 ---434674.12 ms/batch
Step 00028600 L_out=0.243 Acc=0.87 ---473937.02 ms/batch
Step 00028650 L_out=0.769 Acc=0.69 ---512954.66 ms/batch
Round 3 | epoch=12, train costTime=537.3358407020569, | total_activation_sum=15589202
Round 3 | epoch=13, current m_iou=0.7174403849831104
Round 3 | Best m_IoU is: 0.717, OA is: 0.891 | val costTime=83.67412972450256
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.149 Acc=0.92 ---16074.91 ms/batch
Step 00028750 L_out=0.055 Acc=0.83 ---55166.56 ms/batch
Step 00028800 L_out=0.231 Acc=0.94 ---95345.46 ms/batch
Step 00028850 L_out=0.175 Acc=0.88 ---134620.89 ms/batch
Step 00028900 L_out=0.084 Acc=0.85 ---175220.71 ms/batch
Step 00028950 L_out=0.248 Acc=0.82 ---215786.26 ms/batch
Step 00029000 L_out=0.338 Acc=0.88 ---256038.78 ms/batch
Step 00029050 L_out=0.183 Acc=0.89 ---297918.16 ms/batch
Step 00029100 L_out=0.581 Acc=0.84 ---339108.01 ms/batch
Step 00029150 L_out=0.227 Acc=0.87 ---378209.80 ms/batch
Step 00029200 L_out=0.131 Acc=0.83 ---415773.32 ms/batch
Step 00029250 L_out=0.172 Acc=0.83 ---454095.13 ms/batch
Step 00029300 L_out=0.063 Acc=0.82 ---494114.64 ms/batch
Round 3 | epoch=13, train costTime=534.1360054016113, | total_activation_sum=15547342
Round 3 | epoch=14, current m_iou=0.7103355148295567
Round 3 | Best m_IoU is: 0.717, OA is: 0.891 | val costTime=83.08644604682922
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.027 Acc=0.88 --- 1750.86 ms/batch
Step 00029400 L_out=0.280 Acc=0.87 ---43121.86 ms/batch
Step 00029450 L_out=0.073 Acc=0.91 ---85402.16 ms/batch
Step 00029500 L_out=0.030 Acc=0.96 ---127087.25 ms/batch
Step 00029550 L_out=0.149 Acc=0.84 ---167764.64 ms/batch
Step 00029600 L_out=0.604 Acc=0.87 ---208916.49 ms/batch
Step 00029650 L_out=0.347 Acc=0.93 ---248521.67 ms/batch
Step 00029700 L_out=0.087 Acc=0.94 ---290023.97 ms/batch
Step 00029750 L_out=0.192 Acc=0.87 ---330532.74 ms/batch
Step 00029800 L_out=0.105 Acc=0.94 ---371260.75 ms/batch
Step 00029850 L_out=0.149 Acc=0.83 ---408009.30 ms/batch
Step 00029900 L_out=0.130 Acc=0.89 ---445896.72 ms/batch
Step 00029950 L_out=0.232 Acc=0.86 ---485240.41 ms/batch
Step 00030000 L_out=0.159 Acc=0.95 ---527079.16 ms/batch
Round 3 | epoch=14, train costTime=539.7747864723206, | total_activation_sum=15475483
Round 3 | epoch=15, current m_iou=0.7238755661252994
Round 3 | Best m_IoU is: 0.724, OA is: 0.893 | val costTime=83.56584882736206
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.172 Acc=0.81 ---28228.60 ms/batch
Step 00030100 L_out=0.234 Acc=0.89 ---68851.65 ms/batch
Step 00030150 L_out=0.057 Acc=0.92 ---109931.67 ms/batch
Step 00030200 L_out=0.289 Acc=0.82 ---149352.75 ms/batch
Step 00030250 L_out=0.442 Acc=0.73 ---189924.50 ms/batch
Step 00030300 L_out=0.253 Acc=0.88 ---231084.39 ms/batch
Step 00030350 L_out=0.070 Acc=0.85 ---272278.08 ms/batch
Step 00030400 L_out=0.097 Acc=0.94 ---313949.23 ms/batch
Step 00030450 L_out=0.130 Acc=0.84 ---354252.03 ms/batch
Step 00030500 L_out=0.266 Acc=0.88 ---392286.84 ms/batch
Step 00030550 L_out=0.103 Acc=0.86 ---430354.99 ms/batch
Step 00030600 L_out=0.046 Acc=0.86 ---468621.27 ms/batch
Step 00030650 L_out=0.204 Acc=0.93 ---510605.59 ms/batch
Round 3 | epoch=15, train costTime=537.3031287193298, | total_activation_sum=15488187
Round 3 | epoch=16, current m_iou=0.7445799204677261
Round 3 | Best m_IoU is: 0.745, OA is: 0.911 | val costTime=83.50073742866516
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.121 Acc=0.86 ---15238.83 ms/batch
Step 00030750 L_out=0.055 Acc=0.87 ---54281.49 ms/batch
Step 00030800 L_out=0.150 Acc=0.86 ---96350.00 ms/batch
Step 00030850 L_out=0.079 Acc=0.93 ---136289.66 ms/batch
Step 00030900 L_out=0.226 Acc=0.91 ---177647.62 ms/batch
Step 00030950 L_out=0.182 Acc=0.90 ---218645.47 ms/batch
Step 00031000 L_out=0.210 Acc=0.93 ---259305.01 ms/batch
Step 00031050 L_out=0.212 Acc=0.84 ---300397.99 ms/batch
Step 00031100 L_out=0.217 Acc=0.89 ---341880.09 ms/batch
Step 00031150 L_out=0.046 Acc=0.92 ---380834.91 ms/batch
Step 00031200 L_out=0.247 Acc=0.88 ---418156.31 ms/batch
Step 00031250 L_out=0.130 Acc=0.86 ---457575.39 ms/batch
Step 00031300 L_out=0.143 Acc=0.87 ---498093.23 ms/batch
Round 3 | epoch=16, train costTime=536.6925671100616, | total_activation_sum=15578469
Round 3 | epoch=17, current m_iou=0.7171289300832572
Round 3 | Best m_IoU is: 0.745, OA is: 0.911 | val costTime=78.74249720573425
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.215 Acc=0.82 ---  781.18 ms/batch
Step 00031400 L_out=0.132 Acc=0.84 ---42404.73 ms/batch
Step 00031450 L_out=0.206 Acc=0.89 ---82572.63 ms/batch
Step 00031500 L_out=0.170 Acc=0.87 ---120989.87 ms/batch
Step 00031550 L_out=0.205 Acc=0.83 ---158769.61 ms/batch
Step 00031600 L_out=0.149 Acc=0.93 ---199356.20 ms/batch
Step 00031650 L_out=0.127 Acc=0.87 ---240320.83 ms/batch
Step 00031700 L_out=0.106 Acc=0.86 ---278653.19 ms/batch
Step 00031750 L_out=0.298 Acc=0.90 ---318645.33 ms/batch
Step 00031800 L_out=0.269 Acc=0.49 ---357694.29 ms/batch
Step 00031850 L_out=0.068 Acc=0.82 ---396342.23 ms/batch
Step 00031900 L_out=0.337 Acc=0.84 ---434459.56 ms/batch
Step 00031950 L_out=0.094 Acc=0.92 ---475903.78 ms/batch
Step 00032000 L_out=0.175 Acc=0.91 ---517512.91 ms/batch
Round 3 | epoch=17, train costTime=530.3835892677307, | total_activation_sum=15506116
Round 3 | epoch=18, current m_iou=0.7303968873019694
Round 3 | Best m_IoU is: 0.745, OA is: 0.911 | val costTime=79.40881943702698
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.214 Acc=0.87 ---27697.78 ms/batch
Step 00032100 L_out=0.216 Acc=0.88 ---68762.82 ms/batch
Step 00032150 L_out=0.345 Acc=0.94 ---110545.04 ms/batch
Step 00032200 L_out=0.150 Acc=0.90 ---151848.95 ms/batch
Step 00032250 L_out=0.281 Acc=0.80 ---192562.35 ms/batch
Step 00032300 L_out=0.181 Acc=0.91 ---232324.29 ms/batch
Step 00032350 L_out=0.082 Acc=0.90 ---272471.95 ms/batch
Step 00032400 L_out=0.120 Acc=0.88 ---312689.52 ms/batch
Step 00032450 L_out=0.236 Acc=0.81 ---352127.16 ms/batch
Step 00032500 L_out=0.256 Acc=0.90 ---390988.88 ms/batch
Step 00032550 L_out=0.266 Acc=0.94 ---428387.71 ms/batch
Step 00032600 L_out=0.124 Acc=0.86 ---468491.69 ms/batch
Step 00032650 L_out=0.047 Acc=0.96 ---511831.76 ms/batch
Round 3 | epoch=18, train costTime=539.8023188114166, | total_activation_sum=15711074
Round 3 | epoch=19, current m_iou=0.7362540751495287
Round 3 | Best m_IoU is: 0.745, OA is: 0.911 | val costTime=84.95658731460571
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.221 Acc=0.89 ---14228.67 ms/batch
Step 00032750 L_out=0.145 Acc=0.93 ---54955.72 ms/batch
Step 00032800 L_out=0.459 Acc=0.88 ---95491.04 ms/batch
Step 00032850 L_out=0.219 Acc=0.79 ---135675.20 ms/batch
Step 00032900 L_out=0.508 Acc=0.84 ---176861.47 ms/batch
Step 00032950 L_out=0.129 Acc=0.91 ---217685.08 ms/batch
Step 00033000 L_out=0.232 Acc=0.89 ---257755.45 ms/batch
Step 00033050 L_out=0.145 Acc=0.90 ---298809.66 ms/batch
Step 00033100 L_out=0.120 Acc=0.88 ---340652.36 ms/batch
Step 00033150 L_out=0.148 Acc=0.83 ---381343.81 ms/batch
Step 00033200 L_out=0.209 Acc=0.87 ---419195.73 ms/batch
Step 00033250 L_out=0.062 Acc=0.87 ---458120.36 ms/batch
Step 00033300 L_out=0.316 Acc=0.86 ---499901.87 ms/batch
Step 00033350 L_out=0.205 Acc=0.93 ---541740.36 ms/batch
Round 3 | epoch=19, train costTime=541.740490436554, | total_activation_sum=15623344
Round 3 | epoch=20, current m_iou=0.7392533743805594
Round 3 | Best m_IoU is: 0.745, OA is: 0.911 | val costTime=82.92526006698608
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.223 Acc=0.82 ---39520.00 ms/batch
Step 00033450 L_out=0.055 Acc=0.89 ---79166.11 ms/batch
Step 00033500 L_out=0.201 Acc=0.90 ---117910.84 ms/batch
Step 00033550 L_out=0.125 Acc=0.88 ---158511.05 ms/batch
Step 00033600 L_out=0.206 Acc=0.88 ---198093.36 ms/batch
Step 00033650 L_out=0.088 Acc=0.87 ---239630.04 ms/batch
Step 00033700 L_out=0.133 Acc=0.78 ---281047.61 ms/batch
Step 00033750 L_out=0.052 Acc=0.92 ---322113.26 ms/batch
Step 00033800 L_out=0.131 Acc=0.90 ---362910.38 ms/batch
Step 00033850 L_out=0.101 Acc=0.91 ---400986.59 ms/batch
Step 00033900 L_out=0.055 Acc=0.90 ---438370.49 ms/batch
Step 00033950 L_out=0.260 Acc=0.89 ---476926.96 ms/batch
Step 00034000 L_out=0.051 Acc=0.94 ---518754.91 ms/batch
Round 3 | epoch=20, train costTime=532.9034614562988, | total_activation_sum=15601964
Round 3 | epoch=21, current m_iou=0.7400507024208838
Round 3 | Best m_IoU is: 0.745, OA is: 0.911 | val costTime=84.25278949737549
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.172 Acc=0.84 ---26276.71 ms/batch
Step 00034100 L_out=0.086 Acc=0.90 ---67128.11 ms/batch
Step 00034150 L_out=0.380 Acc=0.87 ---107385.31 ms/batch
Step 00034200 L_out=0.166 Acc=0.90 ---148936.99 ms/batch
Step 00034250 L_out=0.121 Acc=0.88 ---191269.70 ms/batch
Step 00034300 L_out=0.097 Acc=0.96 ---232608.98 ms/batch
Step 00034350 L_out=0.129 Acc=0.90 ---273161.93 ms/batch
Step 00034400 L_out=0.120 Acc=0.90 ---312915.79 ms/batch
Step 00034450 L_out=0.354 Acc=0.85 ---351714.77 ms/batch
Step 00034500 L_out=0.060 Acc=0.88 ---391421.64 ms/batch
Step 00034550 L_out=0.146 Acc=0.89 ---430069.33 ms/batch
Step 00034600 L_out=0.408 Acc=0.89 ---469498.19 ms/batch
Step 00034650 L_out=0.259 Acc=0.92 ---510300.88 ms/batch
Round 3 | epoch=21, train costTime=538.7154805660248, | total_activation_sum=15367014
Round 3 | epoch=22, current m_iou=0.7320794900026608
Round 3 | Best m_IoU is: 0.745, OA is: 0.911 | val costTime=84.0716872215271
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.117 Acc=0.96 ---12814.38 ms/batch
Step 00034750 L_out=0.538 Acc=0.91 ---52373.66 ms/batch
Step 00034800 L_out=0.076 Acc=0.88 ---92417.90 ms/batch
Step 00034850 L_out=0.052 Acc=0.85 ---132834.32 ms/batch
Step 00034900 L_out=0.152 Acc=0.90 ---172363.73 ms/batch
Step 00034950 L_out=0.138 Acc=0.91 ---212107.77 ms/batch
Step 00035000 L_out=0.130 Acc=0.90 ---250969.01 ms/batch
Step 00035050 L_out=0.077 Acc=0.90 ---293942.20 ms/batch
Step 00035100 L_out=0.117 Acc=0.92 ---335452.01 ms/batch
Step 00035150 L_out=0.293 Acc=0.92 ---376869.31 ms/batch
Step 00035200 L_out=0.131 Acc=0.91 ---414292.65 ms/batch
Step 00035250 L_out=0.341 Acc=0.88 ---452753.34 ms/batch
Step 00035300 L_out=0.112 Acc=0.92 ---493392.82 ms/batch
Step 00035350 L_out=0.130 Acc=0.92 ---534361.25 ms/batch
Round 3 | epoch=22, train costTime=535.2751548290253, | total_activation_sum=15648115
Round 3 | epoch=23, current m_iou=0.7536299238796551
Round 3 | Best m_IoU is: 0.754, OA is: 0.915 | val costTime=87.69552516937256
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.101 Acc=0.93 ---39596.28 ms/batch
Step 00035450 L_out=0.193 Acc=0.92 ---80453.33 ms/batch
Step 00035500 L_out=0.078 Acc=0.90 ---120536.55 ms/batch
Step 00035550 L_out=0.071 Acc=0.91 ---157690.38 ms/batch
Step 00035600 L_out=0.063 Acc=0.89 ---194357.24 ms/batch
Step 00035650 L_out=0.175 Acc=0.90 ---229237.98 ms/batch
Step 00035700 L_out=0.071 Acc=0.97 ---267613.24 ms/batch
Step 00035750 L_out=0.022 Acc=0.91 ---306540.97 ms/batch
Step 00035800 L_out=0.275 Acc=0.94 ---343715.20 ms/batch
Step 00035850 L_out=0.304 Acc=0.87 ---379912.38 ms/batch
Step 00035900 L_out=0.272 Acc=0.89 ---416308.18 ms/batch
Step 00035950 L_out=0.087 Acc=0.93 ---452482.86 ms/batch
Step 00036000 L_out=0.133 Acc=0.88 ---491134.28 ms/batch
Round 3 | epoch=23, train costTime=505.01368618011475, | total_activation_sum=15444818
Round 3 | epoch=24, current m_iou=0.7593089339195236
Round 3 | Best m_IoU is: 0.759, OA is: 0.920 | val costTime=89.61502623558044
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.102 Acc=0.82 ---24903.39 ms/batch
Step 00036100 L_out=0.166 Acc=0.82 ---62873.66 ms/batch
Step 00036150 L_out=0.127 Acc=0.89 ---102024.26 ms/batch
Step 00036200 L_out=0.160 Acc=0.87 ---141029.76 ms/batch
Step 00036250 L_out=0.195 Acc=0.74 ---178926.06 ms/batch
Step 00036300 L_out=0.185 Acc=0.93 ---215912.50 ms/batch
Step 00036350 L_out=0.192 Acc=0.90 ---246018.74 ms/batch
Step 00036400 L_out=0.052 Acc=0.89 ---278292.48 ms/batch
Step 00036450 L_out=0.427 Acc=0.76 ---309911.01 ms/batch
Step 00036500 L_out=0.099 Acc=0.92 ---338662.61 ms/batch
Step 00036550 L_out=0.025 Acc=0.90 ---367134.22 ms/batch
Step 00036600 L_out=0.084 Acc=0.88 ---394329.90 ms/batch
Step 00036650 L_out=0.177 Acc=0.89 ---421385.26 ms/batch
Round 3 | epoch=24, train costTime=441.05337500572205, | total_activation_sum=15708798
Round 3 | epoch=25, current m_iou=0.7491125550669195
Round 3 | Best m_IoU is: 0.759, OA is: 0.920 | val costTime=74.96128988265991
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.098 Acc=0.82 --- 7814.28 ms/batch
Step 00036750 L_out=0.197 Acc=0.90 ---34928.14 ms/batch
Step 00036800 L_out=0.187 Acc=0.87 ---72040.13 ms/batch
Step 00036850 L_out=0.076 Acc=0.93 ---111076.44 ms/batch
Step 00036900 L_out=0.178 Acc=0.90 ---143381.58 ms/batch
Step 00036950 L_out=0.070 Acc=0.95 ---178753.67 ms/batch
Step 00037000 L_out=0.130 Acc=0.89 ---205355.13 ms/batch
Step 00037050 L_out=0.142 Acc=0.91 ---234606.40 ms/batch
Step 00037100 L_out=0.057 Acc=0.96 ---260957.08 ms/batch
Step 00037150 L_out=0.238 Acc=0.89 ---299780.07 ms/batch
Step 00037200 L_out=0.089 Acc=0.91 ---339286.71 ms/batch
Step 00037250 L_out=0.372 Acc=0.83 ---378340.09 ms/batch
Step 00037300 L_out=0.078 Acc=0.87 ---417449.86 ms/batch
Step 00037350 L_out=0.105 Acc=0.89 ---456913.67 ms/batch
Round 3 | epoch=25, train costTime=458.5709960460663, | total_activation_sum=15534340
Round 3 | epoch=26, current m_iou=0.7483199995971419
Round 3 | Best m_IoU is: 0.759, OA is: 0.920 | val costTime=85.28709959983826
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.123 Acc=0.84 ---30528.79 ms/batch
Step 00037450 L_out=0.147 Acc=0.91 ---62670.11 ms/batch
Step 00037500 L_out=0.086 Acc=0.91 ---94926.50 ms/batch
Step 00037550 L_out=0.104 Acc=0.87 ---126661.14 ms/batch
Step 00037600 L_out=0.167 Acc=0.93 ---156603.32 ms/batch
Step 00037650 L_out=0.323 Acc=0.90 ---187505.66 ms/batch
Step 00037700 L_out=0.085 Acc=0.89 ---219837.19 ms/batch
Step 00037750 L_out=0.093 Acc=0.91 ---252307.86 ms/batch
Step 00037800 L_out=0.213 Acc=0.89 ---284180.25 ms/batch
Step 00037850 L_out=0.078 Acc=0.81 ---314137.79 ms/batch
Step 00037900 L_out=0.037 Acc=0.92 ---349450.11 ms/batch
Step 00037950 L_out=0.266 Acc=0.88 ---388663.09 ms/batch
Step 00038000 L_out=0.151 Acc=0.93 ---428326.30 ms/batch
Round 3 | epoch=26, train costTime=443.4851698875427, | total_activation_sum=15614706
Round 3 | epoch=27, current m_iou=0.7494949373019687
Round 3 | Best m_IoU is: 0.759, OA is: 0.920 | val costTime=96.20856928825378
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.157 Acc=0.85 ---27368.77 ms/batch
Step 00038100 L_out=0.085 Acc=0.87 ---71133.53 ms/batch
Step 00038150 L_out=0.073 Acc=0.93 ---116205.35 ms/batch
Step 00038200 L_out=0.056 Acc=0.96 ---161146.95 ms/batch
Step 00038250 L_out=0.162 Acc=0.86 ---205872.46 ms/batch
Step 00038300 L_out=0.049 Acc=0.95 ---250858.26 ms/batch
Step 00038350 L_out=0.233 Acc=0.91 ---293907.42 ms/batch
Step 00038400 L_out=0.386 Acc=0.76 ---338276.56 ms/batch
Step 00038450 L_out=0.073 Acc=0.87 ---382113.65 ms/batch
Step 00038500 L_out=0.145 Acc=0.89 ---428245.90 ms/batch
Step 00038550 L_out=0.179 Acc=0.95 ---473900.05 ms/batch
Step 00038600 L_out=0.039 Acc=0.94 ---516980.30 ms/batch
Step 00038650 L_out=0.241 Acc=0.88 ---562520.87 ms/batch
Round 3 | epoch=27, train costTime=594.415509223938, | total_activation_sum=15563945
Round 3 | epoch=28, current m_iou=0.7472851812386472
Round 3 | Best m_IoU is: 0.759, OA is: 0.920 | val costTime=113.3801257610321
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.133 Acc=0.91 ---12515.66 ms/batch
Step 00038750 L_out=0.050 Acc=0.96 ---57373.40 ms/batch
Step 00038800 L_out=0.114 Acc=0.89 ---102461.86 ms/batch
Step 00038850 L_out=0.025 Acc=0.88 ---147975.63 ms/batch
Step 00038900 L_out=0.175 Acc=0.83 ---192173.39 ms/batch
Step 00038950 L_out=0.312 Acc=0.82 ---236377.92 ms/batch
Step 00039000 L_out=0.104 Acc=0.91 ---281741.51 ms/batch
Step 00039050 L_out=0.048 Acc=0.84 ---326165.68 ms/batch
Step 00039100 L_out=0.119 Acc=0.90 ---368993.12 ms/batch
Step 00039150 L_out=0.077 Acc=0.92 ---411989.89 ms/batch
Step 00039200 L_out=0.032 Acc=0.84 ---454798.10 ms/batch
Step 00039250 L_out=0.548 Acc=0.69 ---496896.78 ms/batch
Step 00039300 L_out=0.132 Acc=0.91 ---541766.21 ms/batch
Step 00039350 L_out=0.219 Acc=0.90 ---585337.82 ms/batch
Round 3 | epoch=28, train costTime=588.036096572876, | total_activation_sum=15583592
Round 3 | epoch=29, current m_iou=0.759553668901806
Round 3 | Best m_IoU is: 0.760, OA is: 0.919 | val costTime=115.63959860801697
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.059 Acc=0.88 ---42522.12 ms/batch
Step 00039450 L_out=0.243 Acc=0.92 ---85084.21 ms/batch
Step 00039500 L_out=0.750 Acc=0.73 ---126584.42 ms/batch
Step 00039550 L_out=0.144 Acc=0.91 ---169367.66 ms/batch
Step 00039600 L_out=0.394 Acc=0.82 ---213188.58 ms/batch
Step 00039650 L_out=0.279 Acc=0.89 ---257075.71 ms/batch
Step 00039700 L_out=0.037 Acc=0.96 ---300068.37 ms/batch
Step 00039750 L_out=0.078 Acc=0.90 ---344982.41 ms/batch
Step 00039800 L_out=0.178 Acc=0.88 ---386969.66 ms/batch
Step 00039850 L_out=0.176 Acc=0.87 ---428854.44 ms/batch
Step 00039900 L_out=0.115 Acc=0.90 ---471208.46 ms/batch
Step 00039950 L_out=0.059 Acc=0.82 ---516199.31 ms/batch
Step 00040000 L_out=0.149 Acc=0.96 ---560633.59 ms/batch
Round 3 | epoch=29, train costTime=577.8372144699097, | total_activation_sum=15540089
Round 3 | epoch=30, current m_iou=0.7638120390225429
Round 3 | Best m_IoU is: 0.764, OA is: 0.920 | val costTime=114.53846883773804
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=0.465 Acc=0.73 ---27220.60 ms/batch
Step 00040100 L_out=0.593 Acc=0.64 ---71882.61 ms/batch
Step 00040150 L_out=0.380 Acc=0.90 ---119009.10 ms/batch
Step 00040200 L_out=0.489 Acc=0.73 ---167443.69 ms/batch
Step 00040250 L_out=0.715 Acc=0.83 ---217028.61 ms/batch
Step 00040300 L_out=0.560 Acc=0.76 ---265267.60 ms/batch
Step 00040350 L_out=0.380 Acc=0.85 ---312969.77 ms/batch
Step 00040400 L_out=0.863 Acc=0.80 ---359165.53 ms/batch
Step 00040450 L_out=1.453 Acc=0.84 ---402885.06 ms/batch
Step 00040500 L_out=1.039 Acc=0.81 ---446377.16 ms/batch
Step 00040550 L_out=0.607 Acc=0.87 ---490160.51 ms/batch
Step 00040600 L_out=0.444 Acc=0.81 ---535372.60 ms/batch
Step 00040650 L_out=0.692 Acc=0.87 ---580439.97 ms/batch
Round 4 | epoch=0, train costTime=613.596337556839, | total_activation_sum=26134787
Round 4 | epoch=1, current m_iou=0.68347980360096
Round 4 | Best m_IoU is: 0.683, OA is: 0.917 | val costTime=97.08956146240234
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.606 Acc=0.88 ---11380.88 ms/batch
Step 00040750 L_out=0.802 Acc=0.72 ---53557.95 ms/batch
Step 00040800 L_out=0.975 Acc=0.85 ---98038.95 ms/batch
Step 00040850 L_out=0.540 Acc=0.88 ---142811.21 ms/batch
Step 00040900 L_out=0.930 Acc=0.82 ---188147.59 ms/batch
Step 00040950 L_out=0.820 Acc=0.84 ---233335.66 ms/batch
Step 00041000 L_out=0.578 Acc=0.80 ---278691.84 ms/batch
Step 00041050 L_out=1.666 Acc=0.79 ---322092.87 ms/batch
Step 00041100 L_out=0.292 Acc=0.86 ---364423.11 ms/batch
Step 00041150 L_out=0.724 Acc=0.77 ---407525.52 ms/batch
Step 00041200 L_out=0.366 Acc=0.87 ---450900.44 ms/batch
Step 00041250 L_out=0.445 Acc=0.84 ---494015.75 ms/batch
Step 00041300 L_out=0.438 Acc=0.90 ---535908.71 ms/batch
Step 00041350 L_out=1.337 Acc=0.81 ---580579.14 ms/batch
Round 4 | epoch=1, train costTime=583.8648159503937, | total_activation_sum=25846262
Round 4 | epoch=2, current m_iou=0.7712181267667877
Round 4 | Best m_IoU is: 0.771, OA is: 0.928 | val costTime=101.16367650032043
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.692 Acc=0.91 ---40062.99 ms/batch
Step 00041450 L_out=0.719 Acc=0.86 ---85109.62 ms/batch
Step 00041500 L_out=0.936 Acc=0.81 ---128507.47 ms/batch
Step 00041550 L_out=1.496 Acc=0.83 ---172150.78 ms/batch
Step 00041600 L_out=0.492 Acc=0.88 ---217109.34 ms/batch
Step 00041650 L_out=0.520 Acc=0.87 ---263831.96 ms/batch
Step 00041700 L_out=0.390 Acc=0.79 ---306406.62 ms/batch
Step 00041750 L_out=0.412 Acc=0.76 ---348370.91 ms/batch
Step 00041800 L_out=0.358 Acc=0.87 ---389752.19 ms/batch
Step 00041850 L_out=0.521 Acc=0.85 ---433180.72 ms/batch
Step 00041900 L_out=0.422 Acc=0.91 ---476199.65 ms/batch
Step 00041950 L_out=0.605 Acc=0.92 ---519522.62 ms/batch
Step 00042000 L_out=0.245 Acc=0.91 ---564125.52 ms/batch
Round 4 | epoch=2, train costTime=582.2074763774872, | total_activation_sum=25967284
Round 4 | epoch=3, current m_iou=0.7583200553644516
Round 4 | Best m_IoU is: 0.771, OA is: 0.928 | val costTime=116.73791313171387
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.386 Acc=0.70 ---25841.94 ms/batch
Step 00042100 L_out=0.198 Acc=0.92 ---68951.11 ms/batch
Step 00042150 L_out=0.606 Acc=0.93 ---112674.56 ms/batch
Step 00042200 L_out=0.534 Acc=0.82 ---155591.22 ms/batch
Step 00042250 L_out=0.362 Acc=0.88 ---200670.28 ms/batch
Step 00042300 L_out=0.564 Acc=0.77 ---241043.11 ms/batch
Step 00042350 L_out=0.791 Acc=0.84 ---275386.35 ms/batch
Step 00042400 L_out=0.465 Acc=0.92 ---308559.34 ms/batch
Step 00042450 L_out=0.237 Acc=0.88 ---342564.00 ms/batch
Step 00042500 L_out=0.733 Acc=0.84 ---374855.31 ms/batch
Step 00042550 L_out=0.325 Acc=0.94 ---409604.50 ms/batch
Step 00042600 L_out=0.196 Acc=0.96 ---447373.93 ms/batch
Step 00042650 L_out=1.106 Acc=0.76 ---490543.34 ms/batch
Round 4 | epoch=3, train costTime=522.3534636497498, | total_activation_sum=25726445
Round 4 | epoch=4, current m_iou=0.6930901935912122
Round 4 | Best m_IoU is: 0.771, OA is: 0.928 | val costTime=97.59833145141602
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.410 Acc=0.84 ---11220.88 ms/batch
Step 00042750 L_out=0.297 Acc=0.77 ---57422.53 ms/batch
Step 00042800 L_out=0.212 Acc=0.92 ---101201.65 ms/batch
Step 00042850 L_out=0.691 Acc=0.83 ---144684.32 ms/batch
Step 00042900 L_out=0.544 Acc=0.85 ---191057.24 ms/batch
Step 00042950 L_out=0.226 Acc=0.95 ---236630.34 ms/batch
Step 00043000 L_out=0.207 Acc=0.91 ---282938.76 ms/batch
Step 00043050 L_out=0.582 Acc=0.92 ---327568.84 ms/batch
Step 00043100 L_out=0.680 Acc=0.82 ---370286.01 ms/batch
Step 00043150 L_out=0.666 Acc=0.77 ---413495.41 ms/batch
Step 00043200 L_out=0.348 Acc=0.79 ---457088.95 ms/batch
Step 00043250 L_out=1.240 Acc=0.84 ---497811.82 ms/batch
Step 00043300 L_out=0.792 Acc=0.89 ---542146.91 ms/batch
Step 00043350 L_out=0.461 Acc=0.87 ---584907.30 ms/batch
Round 4 | epoch=4, train costTime=589.4730596542358, | total_activation_sum=25684235
Round 4 | epoch=5, current m_iou=0.7239785782207034
Round 4 | Best m_IoU is: 0.771, OA is: 0.928 | val costTime=98.21477127075195
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.632 Acc=0.81 ---40218.11 ms/batch
Step 00043450 L_out=0.744 Acc=0.86 ---84485.24 ms/batch
Step 00043500 L_out=0.220 Acc=0.94 ---128881.11 ms/batch
Step 00043550 L_out=0.598 Acc=0.91 ---170022.65 ms/batch
Step 00043600 L_out=0.112 Acc=0.94 ---208333.41 ms/batch
Step 00043650 L_out=0.382 Acc=0.91 ---246672.08 ms/batch
Step 00043700 L_out=0.528 Acc=0.79 ---286973.02 ms/batch
Step 00043750 L_out=0.169 Acc=0.89 ---328342.11 ms/batch
Step 00043800 L_out=1.007 Acc=0.90 ---367517.35 ms/batch
Step 00043850 L_out=0.613 Acc=0.85 ---407540.62 ms/batch
Step 00043900 L_out=0.320 Acc=0.90 ---448557.41 ms/batch
Step 00043950 L_out=0.603 Acc=0.67 ---487961.35 ms/batch
Step 00044000 L_out=1.025 Acc=0.83 ---527609.48 ms/batch
Round 4 | epoch=5, train costTime=545.7326035499573, | total_activation_sum=25989540
Round 4 | epoch=6, current m_iou=0.7496837406425377
Round 4 | Best m_IoU is: 0.771, OA is: 0.928 | val costTime=92.7550699710846
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.417 Acc=0.86 ---22578.01 ms/batch
Step 00044100 L_out=0.800 Acc=0.90 ---62031.93 ms/batch
Step 00044150 L_out=0.401 Acc=0.93 ---98827.51 ms/batch
Step 00044200 L_out=0.419 Acc=0.92 ---136130.48 ms/batch
Step 00044250 L_out=0.540 Acc=0.84 ---176157.94 ms/batch
Step 00044300 L_out=0.626 Acc=0.86 ---220554.02 ms/batch
Step 00044350 L_out=0.439 Acc=0.89 ---261032.28 ms/batch
Step 00044400 L_out=0.281 Acc=0.94 ---300141.65 ms/batch
Step 00044450 L_out=0.129 Acc=0.92 ---339895.08 ms/batch
Step 00044500 L_out=0.241 Acc=0.92 ---379113.03 ms/batch
Step 00044550 L_out=0.287 Acc=0.90 ---419743.36 ms/batch
Step 00044600 L_out=0.195 Acc=0.95 ---458623.05 ms/batch
Step 00044650 L_out=1.065 Acc=0.83 ---497745.32 ms/batch
Round 4 | epoch=6, train costTime=529.1539535522461, | total_activation_sum=25756707
Round 4 | epoch=7, current m_iou=0.766799963899959
Round 4 | Best m_IoU is: 0.771, OA is: 0.928 | val costTime=90.80068945884705
Round 4 | ****EPOCH 7****
Step 00044700 L_out=0.207 Acc=0.87 --- 9353.20 ms/batch
Step 00044750 L_out=0.425 Acc=0.89 ---49413.72 ms/batch
Step 00044800 L_out=0.308 Acc=0.96 ---89474.29 ms/batch
Step 00044850 L_out=0.252 Acc=0.90 ---129671.75 ms/batch
Step 00044900 L_out=0.593 Acc=0.81 ---170834.46 ms/batch
Step 00044950 L_out=0.661 Acc=0.72 ---212423.29 ms/batch
Step 00045000 L_out=0.228 Acc=0.89 ---252102.27 ms/batch
Step 00045050 L_out=0.216 Acc=0.88 ---293993.26 ms/batch
Step 00045100 L_out=0.598 Acc=0.84 ---334088.06 ms/batch
Step 00045150 L_out=0.353 Acc=0.89 ---373187.53 ms/batch
Step 00045200 L_out=0.968 Acc=0.90 ---412836.16 ms/batch
Step 00045250 L_out=0.190 Acc=0.93 ---453783.71 ms/batch
Step 00045300 L_out=0.443 Acc=0.84 ---496011.16 ms/batch
Step 00045350 L_out=0.685 Acc=0.89 ---536179.97 ms/batch
Round 4 | epoch=7, train costTime=540.5202617645264, | total_activation_sum=25927365
Round 4 | epoch=8, current m_iou=0.7592237035494378
Round 4 | Best m_IoU is: 0.771, OA is: 0.928 | val costTime=93.93471217155457
Round 4 | ****EPOCH 8****
Step 00045400 L_out=0.068 Acc=0.84 ---37195.81 ms/batch
Step 00045450 L_out=0.464 Acc=0.90 ---78948.81 ms/batch
Step 00045500 L_out=0.286 Acc=0.89 ---118973.72 ms/batch
Step 00045550 L_out=0.158 Acc=0.85 ---159209.23 ms/batch
Step 00045600 L_out=0.539 Acc=0.92 ---200779.71 ms/batch
Step 00045650 L_out=0.443 Acc=0.89 ---244179.91 ms/batch
Step 00045700 L_out=0.422 Acc=0.93 ---286859.89 ms/batch
Step 00045750 L_out=0.318 Acc=0.73 ---328497.39 ms/batch
Step 00045800 L_out=0.386 Acc=0.79 ---367569.30 ms/batch
Step 00045850 L_out=0.241 Acc=0.94 ---408250.71 ms/batch
Step 00045900 L_out=0.321 Acc=0.87 ---449445.94 ms/batch
Step 00045950 L_out=0.335 Acc=0.93 ---490984.05 ms/batch
Step 00046000 L_out=0.635 Acc=0.83 ---532602.18 ms/batch
Round 4 | epoch=8, train costTime=551.5262131690979, | total_activation_sum=25837578
Round 4 | epoch=9, current m_iou=0.7737927488147222
Round 4 | Best m_IoU is: 0.774, OA is: 0.927 | val costTime=99.0069465637207
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.571 Acc=0.86 ---20977.54 ms/batch
Step 00046100 L_out=0.236 Acc=0.90 ---64338.94 ms/batch
Step 00046150 L_out=0.579 Acc=0.89 ---106098.70 ms/batch
Step 00046200 L_out=0.392 Acc=0.94 ---152720.57 ms/batch
Step 00046250 L_out=0.242 Acc=0.90 ---195173.73 ms/batch
Step 00046300 L_out=0.549 Acc=0.91 ---238695.60 ms/batch
Step 00046350 L_out=0.771 Acc=0.89 ---281283.81 ms/batch
Step 00046400 L_out=0.099 Acc=0.96 ---322111.89 ms/batch
Step 00046450 L_out=0.281 Acc=0.91 ---362495.85 ms/batch
Step 00046500 L_out=0.786 Acc=0.81 ---402318.60 ms/batch
Step 00046550 L_out=0.110 Acc=0.94 ---445467.59 ms/batch
Step 00046600 L_out=0.604 Acc=0.87 ---486450.33 ms/batch
Step 00046650 L_out=0.412 Acc=0.87 ---526990.21 ms/batch
Round 4 | epoch=9, train costTime=560.8092122077942, | total_activation_sum=25884212
Round 4 | epoch=10, current m_iou=0.778542815502039
Round 4 | Best m_IoU is: 0.779, OA is: 0.930 | val costTime=87.99900889396667
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.378 Acc=0.93 --- 9099.85 ms/batch
Step 00046750 L_out=0.282 Acc=0.92 ---50740.22 ms/batch
Step 00046800 L_out=0.289 Acc=0.91 ---91339.55 ms/batch
Step 00046850 L_out=0.250 Acc=0.89 ---130891.67 ms/batch
Step 00046900 L_out=0.296 Acc=0.76 ---172294.71 ms/batch
Step 00046950 L_out=0.557 Acc=0.86 ---213362.61 ms/batch
Step 00047000 L_out=0.220 Acc=0.93 ---252804.76 ms/batch
Step 00047050 L_out=0.307 Acc=0.89 ---292836.94 ms/batch
Step 00047100 L_out=0.522 Acc=0.91 ---332391.40 ms/batch
Step 00047150 L_out=0.273 Acc=0.88 ---371003.17 ms/batch
Step 00047200 L_out=0.530 Acc=0.92 ---403890.49 ms/batch
Step 00047250 L_out=0.111 Acc=0.90 ---437338.38 ms/batch
Step 00047300 L_out=0.337 Acc=0.94 ---470229.35 ms/batch
Step 00047350 L_out=0.290 Acc=0.94 ---503294.93 ms/batch
Round 4 | epoch=10, train costTime=507.69567608833313, | total_activation_sum=25885613
Round 4 | epoch=11, current m_iou=0.7772716052814421
Round 4 | Best m_IoU is: 0.779, OA is: 0.930 | val costTime=74.15484929084778
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.223 Acc=0.92 ---28772.76 ms/batch
Step 00047450 L_out=0.491 Acc=0.89 ---61333.49 ms/batch
Step 00047500 L_out=0.507 Acc=0.82 ---94595.62 ms/batch
Step 00047550 L_out=0.174 Acc=0.89 ---127101.55 ms/batch
Step 00047600 L_out=0.348 Acc=0.89 ---161897.11 ms/batch
Step 00047650 L_out=0.199 Acc=0.90 ---195136.64 ms/batch
Step 00047700 L_out=0.242 Acc=0.93 ---227603.59 ms/batch
Step 00047750 L_out=0.100 Acc=0.96 ---259532.10 ms/batch
Step 00047800 L_out=0.113 Acc=0.92 ---293055.89 ms/batch
Step 00047850 L_out=0.395 Acc=0.93 ---326775.05 ms/batch
Step 00047900 L_out=0.264 Acc=0.85 ---359918.80 ms/batch
Step 00047950 L_out=0.216 Acc=0.89 ---393163.69 ms/batch
Step 00048000 L_out=0.197 Acc=0.93 ---426277.76 ms/batch
Round 4 | epoch=11, train costTime=442.05565905570984, | total_activation_sum=25783837
Round 4 | epoch=12, current m_iou=0.7875580921007512
Round 4 | Best m_IoU is: 0.788, OA is: 0.929 | val costTime=80.42422199249268
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.212 Acc=0.90 ---17463.53 ms/batch
Step 00048100 L_out=0.217 Acc=0.92 ---50821.25 ms/batch
Step 00048150 L_out=0.436 Acc=0.88 ---83690.41 ms/batch
Step 00048200 L_out=0.318 Acc=0.94 ---116962.96 ms/batch
Step 00048250 L_out=0.737 Acc=0.90 ---151378.52 ms/batch
Step 00048300 L_out=0.279 Acc=0.93 ---184241.59 ms/batch
Step 00048350 L_out=0.243 Acc=0.91 ---217634.32 ms/batch
Step 00048400 L_out=0.144 Acc=0.95 ---252927.37 ms/batch
Step 00048450 L_out=1.371 Acc=0.72 ---294976.53 ms/batch
Step 00048500 L_out=0.736 Acc=0.90 ---337265.34 ms/batch
Step 00048550 L_out=0.490 Acc=0.89 ---376931.89 ms/batch
Step 00048600 L_out=0.339 Acc=0.87 ---418769.19 ms/batch
Step 00048650 L_out=0.533 Acc=0.82 ---459241.78 ms/batch
Round 4 | epoch=12, train costTime=493.4826853275299, | total_activation_sum=25854256
Round 4 | epoch=13, current m_iou=0.7980993062774174
Round 4 | Best m_IoU is: 0.798, OA is: 0.937 | val costTime=92.38868951797485
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.502 Acc=0.89 --- 7403.20 ms/batch
Step 00048750 L_out=0.417 Acc=0.76 ---49185.44 ms/batch
Step 00048800 L_out=0.097 Acc=0.94 ---87587.99 ms/batch
Step 00048850 L_out=0.607 Acc=0.88 ---128213.01 ms/batch
Step 00048900 L_out=0.287 Acc=0.91 ---169906.35 ms/batch
Step 00048950 L_out=0.677 Acc=0.70 ---211079.87 ms/batch
Step 00049000 L_out=0.278 Acc=0.90 ---250741.21 ms/batch
Step 00049050 L_out=0.243 Acc=0.95 ---290380.52 ms/batch
Step 00049100 L_out=0.225 Acc=0.96 ---332369.86 ms/batch
Step 00049150 L_out=0.116 Acc=0.92 ---371561.44 ms/batch
Step 00049200 L_out=0.319 Acc=0.94 ---410793.33 ms/batch
Step 00049250 L_out=0.321 Acc=0.77 ---456697.14 ms/batch
Step 00049300 L_out=0.331 Acc=0.93 ---499239.82 ms/batch
Step 00049350 L_out=0.087 Acc=0.92 ---539048.32 ms/batch
Round 4 | epoch=13, train costTime=545.6331593990326, | total_activation_sum=25889078
Round 4 | epoch=14, current m_iou=0.7885577631539259
Round 4 | Best m_IoU is: 0.798, OA is: 0.937 | val costTime=97.04996919631958
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.573 Acc=0.80 ---35530.72 ms/batch
Step 00049450 L_out=0.124 Acc=0.93 ---77804.06 ms/batch
Step 00049500 L_out=0.130 Acc=0.94 ---119223.85 ms/batch
Step 00049550 L_out=0.286 Acc=0.85 ---159465.28 ms/batch
Step 00049600 L_out=0.406 Acc=0.94 ---200960.94 ms/batch
Step 00049650 L_out=0.251 Acc=0.91 ---241009.84 ms/batch
Step 00049700 L_out=0.433 Acc=0.92 ---279337.22 ms/batch
Step 00049750 L_out=0.284 Acc=0.91 ---319644.72 ms/batch
Step 00049800 L_out=0.484 Acc=0.85 ---365816.08 ms/batch
Step 00049850 L_out=0.265 Acc=0.89 ---407918.32 ms/batch
Step 00049900 L_out=0.181 Acc=0.92 ---449042.38 ms/batch
Step 00049950 L_out=0.271 Acc=0.87 ---489500.81 ms/batch
Step 00050000 L_out=0.352 Acc=0.92 ---532400.86 ms/batch
Round 4 | epoch=14, train costTime=551.6020152568817, | total_activation_sum=25682695
Round 4 | epoch=15, current m_iou=0.8081441093640344
Round 4 | Best m_IoU is: 0.808, OA is: 0.943 | val costTime=90.60621643066406
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.924 Acc=0.83 ---19656.27 ms/batch
Step 00050100 L_out=0.307 Acc=0.96 ---59594.84 ms/batch
Step 00050150 L_out=0.134 Acc=0.85 ---101730.35 ms/batch
Step 00050200 L_out=0.337 Acc=0.94 ---140913.92 ms/batch
Step 00050250 L_out=0.159 Acc=0.93 ---181035.09 ms/batch
Step 00050300 L_out=0.542 Acc=0.91 ---220639.31 ms/batch
Step 00050350 L_out=0.098 Acc=0.96 ---260146.49 ms/batch
Step 00050400 L_out=0.325 Acc=0.82 ---300796.04 ms/batch
Step 00050450 L_out=0.354 Acc=0.91 ---344860.94 ms/batch
Step 00050500 L_out=0.234 Acc=0.93 ---388254.96 ms/batch
Step 00050550 L_out=0.366 Acc=0.82 ---430902.09 ms/batch
Step 00050600 L_out=0.181 Acc=0.92 ---473943.36 ms/batch
Step 00050650 L_out=0.513 Acc=0.90 ---515907.92 ms/batch
Round 4 | epoch=15, train costTime=551.2431428432465, | total_activation_sum=25921744
Round 4 | epoch=16, current m_iou=0.7917946464890614
Round 4 | Best m_IoU is: 0.808, OA is: 0.943 | val costTime=97.14958643913269
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.238 Acc=0.92 --- 6987.48 ms/batch
Step 00050750 L_out=0.110 Acc=0.89 ---50850.14 ms/batch
Step 00050800 L_out=0.437 Acc=0.92 ---93949.87 ms/batch
Step 00050850 L_out=0.099 Acc=0.94 ---133482.86 ms/batch
Step 00050900 L_out=0.118 Acc=0.86 ---177085.39 ms/batch
Step 00050950 L_out=0.334 Acc=0.93 ---222687.12 ms/batch
Step 00051000 L_out=0.193 Acc=0.93 ---264110.87 ms/batch
Step 00051050 L_out=0.586 Acc=0.87 ---304904.36 ms/batch
Step 00051100 L_out=0.129 Acc=0.90 ---347735.36 ms/batch
Step 00051150 L_out=0.119 Acc=0.86 ---390779.37 ms/batch
Step 00051200 L_out=0.437 Acc=0.90 ---431274.10 ms/batch
Step 00051250 L_out=0.412 Acc=0.88 ---471781.33 ms/batch
Step 00051300 L_out=0.187 Acc=0.92 ---513594.12 ms/batch
Step 00051350 L_out=0.207 Acc=0.94 ---551917.53 ms/batch
Round 4 | epoch=16, train costTime=559.5046546459198, | total_activation_sum=25953011
Round 4 | epoch=17, current m_iou=0.7911493194604207
Round 4 | Best m_IoU is: 0.808, OA is: 0.943 | val costTime=92.35481429100037
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.751 Acc=0.89 ---34001.72 ms/batch
Step 00051450 L_out=0.360 Acc=0.91 ---74888.03 ms/batch
Step 00051500 L_out=0.468 Acc=0.94 ---113989.16 ms/batch
Step 00051550 L_out=0.138 Acc=0.91 ---153978.50 ms/batch
Step 00051600 L_out=0.486 Acc=0.85 ---194073.48 ms/batch
Step 00051650 L_out=0.513 Acc=0.89 ---234591.22 ms/batch
Step 00051700 L_out=0.079 Acc=0.95 ---275629.86 ms/batch
Step 00051750 L_out=0.225 Acc=0.95 ---315767.43 ms/batch
Step 00051800 L_out=0.251 Acc=0.94 ---356893.82 ms/batch
Step 00051850 L_out=0.249 Acc=0.90 ---398567.95 ms/batch
Step 00051900 L_out=1.122 Acc=0.88 ---439781.94 ms/batch
Step 00051950 L_out=0.223 Acc=0.90 ---481636.77 ms/batch
Step 00052000 L_out=0.144 Acc=0.96 ---521781.77 ms/batch
Round 4 | epoch=17, train costTime=542.3250246047974, | total_activation_sum=25775969
Round 4 | epoch=18, current m_iou=0.8107867640274685
Round 4 | Best m_IoU is: 0.811, OA is: 0.945 | val costTime=92.78614473342896
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.604 Acc=0.85 ---18626.84 ms/batch
Step 00052100 L_out=0.203 Acc=0.92 ---61685.56 ms/batch
Step 00052150 L_out=0.200 Acc=0.92 ---102903.21 ms/batch
Step 00052200 L_out=0.107 Acc=0.93 ---144161.63 ms/batch
Step 00052250 L_out=0.361 Acc=0.79 ---185012.42 ms/batch
Step 00052300 L_out=0.311 Acc=0.89 ---223914.75 ms/batch
Step 00052350 L_out=0.291 Acc=0.91 ---266180.44 ms/batch
Step 00052400 L_out=0.452 Acc=0.86 ---306592.06 ms/batch
Step 00052450 L_out=0.189 Acc=0.93 ---346629.88 ms/batch
Step 00052500 L_out=0.220 Acc=0.86 ---387968.44 ms/batch
Step 00052550 L_out=0.169 Acc=0.92 ---430312.99 ms/batch
Step 00052600 L_out=0.311 Acc=0.94 ---470707.96 ms/batch
Step 00052650 L_out=0.197 Acc=0.90 ---510771.76 ms/batch
Round 4 | epoch=18, train costTime=545.7949120998383, | total_activation_sum=25741701
Round 4 | epoch=19, current m_iou=0.8037090735455912
Round 4 | Best m_IoU is: 0.811, OA is: 0.945 | val costTime=94.17410039901733
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.232 Acc=0.93 --- 6008.68 ms/batch
Step 00052750 L_out=0.267 Acc=0.96 ---46647.40 ms/batch
Step 00052800 L_out=0.441 Acc=0.93 ---86622.97 ms/batch
Step 00052850 L_out=0.265 Acc=0.89 ---128741.37 ms/batch
Step 00052900 L_out=0.471 Acc=0.90 ---169805.66 ms/batch
Step 00052950 L_out=0.148 Acc=0.92 ---209345.03 ms/batch
Step 00053000 L_out=0.232 Acc=0.94 ---248546.88 ms/batch
Step 00053050 L_out=0.248 Acc=0.96 ---291199.00 ms/batch
Step 00053100 L_out=0.425 Acc=0.78 ---330334.22 ms/batch
Step 00053150 L_out=0.217 Acc=0.96 ---371300.97 ms/batch
Step 00053200 L_out=0.224 Acc=0.86 ---412747.00 ms/batch
Step 00053250 L_out=0.416 Acc=0.83 ---454700.19 ms/batch
Step 00053300 L_out=0.296 Acc=0.91 ---494602.96 ms/batch
Step 00053350 L_out=0.585 Acc=0.94 ---538134.09 ms/batch
Round 4 | epoch=19, train costTime=546.1961827278137, | total_activation_sum=25897462
Round 4 | epoch=20, current m_iou=0.7765179078943354
Round 4 | Best m_IoU is: 0.811, OA is: 0.945 | val costTime=96.7796483039856
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.378 Acc=0.92 ---33485.24 ms/batch
Step 00053450 L_out=0.252 Acc=0.93 ---74287.21 ms/batch
Step 00053500 L_out=0.149 Acc=0.91 ---115666.18 ms/batch
Step 00053550 L_out=0.513 Acc=0.88 ---156850.47 ms/batch
Step 00053600 L_out=0.232 Acc=0.93 ---199417.99 ms/batch
Step 00053650 L_out=0.409 Acc=0.83 ---238509.08 ms/batch
Step 00053700 L_out=0.071 Acc=0.91 ---280571.77 ms/batch
Step 00053750 L_out=0.383 Acc=0.94 ---320469.98 ms/batch
Step 00053800 L_out=0.295 Acc=0.93 ---361349.20 ms/batch
Step 00053850 L_out=0.249 Acc=0.88 ---402317.79 ms/batch
Step 00053900 L_out=0.351 Acc=0.95 ---441560.88 ms/batch
Step 00053950 L_out=0.108 Acc=0.91 ---482618.50 ms/batch
Step 00054000 L_out=0.149 Acc=0.94 ---523026.87 ms/batch
Round 4 | epoch=20, train costTime=544.4031453132629, | total_activation_sum=25842003
Round 4 | epoch=21, current m_iou=0.7981235469250536
Round 4 | Best m_IoU is: 0.811, OA is: 0.945 | val costTime=93.02703857421875
Round 4 | ****EPOCH 21****
Step 00054050 L_out=0.100 Acc=0.92 ---18199.57 ms/batch
Step 00054100 L_out=0.285 Acc=0.94 ---58694.60 ms/batch
Step 00054150 L_out=0.063 Acc=0.91 ---100926.11 ms/batch
Step 00054200 L_out=0.079 Acc=0.94 ---139029.37 ms/batch
Step 00054250 L_out=0.229 Acc=0.95 ---178002.30 ms/batch
Step 00054300 L_out=0.442 Acc=0.86 ---218277.36 ms/batch
Step 00054350 L_out=0.223 Acc=0.96 ---258275.48 ms/batch
Step 00054400 L_out=0.174 Acc=0.94 ---299467.38 ms/batch
Step 00054450 L_out=0.185 Acc=0.91 ---340433.38 ms/batch
Step 00054500 L_out=0.285 Acc=0.94 ---381268.52 ms/batch
Step 00054550 L_out=0.276 Acc=0.94 ---422241.75 ms/batch
Step 00054600 L_out=0.283 Acc=0.79 ---461740.66 ms/batch
Step 00054650 L_out=0.166 Acc=0.90 ---503676.02 ms/batch
Round 4 | epoch=21, train costTime=539.4090218544006, | total_activation_sum=25851579
Round 4 | epoch=22, current m_iou=0.8083452031957601
Round 4 | Best m_IoU is: 0.811, OA is: 0.945 | val costTime=94.34607219696045
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.358 Acc=0.93 --- 5195.79 ms/batch
Step 00054750 L_out=0.120 Acc=0.90 ---49107.90 ms/batch
Step 00054800 L_out=0.172 Acc=0.96 ---91455.53 ms/batch
Step 00054850 L_out=0.739 Acc=0.80 ---134420.39 ms/batch
Step 00054900 L_out=0.071 Acc=0.83 ---180021.93 ms/batch
Step 00054950 L_out=0.241 Acc=0.93 ---221534.76 ms/batch
Step 00055000 L_out=0.337 Acc=0.89 ---262726.13 ms/batch
Step 00055050 L_out=0.159 Acc=0.89 ---303381.88 ms/batch
Step 00055100 L_out=0.246 Acc=0.93 ---344527.75 ms/batch
Step 00055150 L_out=0.454 Acc=0.84 ---386078.69 ms/batch
Step 00055200 L_out=0.252 Acc=0.97 ---428289.06 ms/batch
Step 00055250 L_out=0.232 Acc=0.95 ---472237.81 ms/batch
Step 00055300 L_out=0.527 Acc=0.89 ---515257.78 ms/batch
Step 00055350 L_out=0.215 Acc=0.95 ---559567.57 ms/batch
Round 4 | epoch=22, train costTime=569.1912295818329, | total_activation_sum=25915292
Round 4 | epoch=23, current m_iou=0.8171379681858566
Round 4 | Best m_IoU is: 0.817, OA is: 0.950 | val costTime=96.49889898300171
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.344 Acc=0.94 ---33350.92 ms/batch
Step 00055450 L_out=0.156 Acc=0.91 ---77869.85 ms/batch
Step 00055500 L_out=0.174 Acc=0.93 ---118327.12 ms/batch
Step 00055550 L_out=0.262 Acc=0.93 ---159218.69 ms/batch
Step 00055600 L_out=0.091 Acc=0.94 ---199061.96 ms/batch
Step 00055650 L_out=0.244 Acc=0.95 ---239124.88 ms/batch
Step 00055700 L_out=0.209 Acc=0.89 ---278518.71 ms/batch
Step 00055750 L_out=0.243 Acc=0.91 ---319692.68 ms/batch
Step 00055800 L_out=0.162 Acc=0.86 ---360831.10 ms/batch
Step 00055850 L_out=0.236 Acc=0.93 ---404077.11 ms/batch
Step 00055900 L_out=0.230 Acc=0.94 ---445676.73 ms/batch
Step 00055950 L_out=0.225 Acc=0.93 ---485381.01 ms/batch
Step 00056000 L_out=0.145 Acc=0.87 ---525579.02 ms/batch
Round 4 | epoch=23, train costTime=549.9019067287445, | total_activation_sum=25819106
Round 4 | epoch=24, current m_iou=0.8331064321803167
Round 4 | Best m_IoU is: 0.833, OA is: 0.957 | val costTime=96.24135494232178
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.228 Acc=0.94 ---18383.98 ms/batch
Step 00056100 L_out=0.191 Acc=0.94 ---58837.41 ms/batch
Step 00056150 L_out=0.136 Acc=0.95 ---100411.16 ms/batch
Step 00056200 L_out=0.180 Acc=0.94 ---143909.49 ms/batch
Step 00056250 L_out=0.211 Acc=0.91 ---183749.56 ms/batch
Step 00056300 L_out=0.180 Acc=0.94 ---223423.58 ms/batch
Step 00056350 L_out=0.245 Acc=0.79 ---264217.43 ms/batch
Step 00056400 L_out=0.214 Acc=0.94 ---306305.22 ms/batch
Step 00056450 L_out=0.589 Acc=0.89 ---347396.57 ms/batch
Step 00056500 L_out=0.136 Acc=0.95 ---389354.24 ms/batch
Step 00056550 L_out=0.417 Acc=0.87 ---430468.48 ms/batch
Step 00056600 L_out=0.465 Acc=0.77 ---471973.82 ms/batch
Step 00056650 L_out=0.136 Acc=0.93 ---513536.66 ms/batch
Round 4 | epoch=24, train costTime=548.4439659118652, | total_activation_sum=25842560
Round 4 | epoch=25, current m_iou=0.821394231079915
Round 4 | Best m_IoU is: 0.833, OA is: 0.957 | val costTime=95.64643979072571
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.470 Acc=0.90 --- 4084.52 ms/batch
Step 00056750 L_out=0.219 Acc=0.95 ---44499.79 ms/batch
Step 00056800 L_out=0.346 Acc=0.94 ---87719.48 ms/batch
Step 00056850 L_out=0.312 Acc=0.90 ---129209.72 ms/batch
Step 00056900 L_out=0.341 Acc=0.88 ---168490.25 ms/batch
Step 00056950 L_out=0.275 Acc=0.93 ---210122.08 ms/batch
Step 00057000 L_out=0.284 Acc=0.92 ---250387.06 ms/batch
Step 00057050 L_out=0.112 Acc=0.97 ---291876.31 ms/batch
Step 00057100 L_out=0.254 Acc=0.89 ---334560.20 ms/batch
Step 00057150 L_out=0.050 Acc=0.95 ---375568.81 ms/batch
Step 00057200 L_out=0.115 Acc=0.94 ---416850.24 ms/batch
Step 00057250 L_out=0.250 Acc=0.93 ---457678.51 ms/batch
Step 00057300 L_out=0.330 Acc=0.91 ---500153.91 ms/batch
Step 00057350 L_out=0.067 Acc=0.95 ---541796.14 ms/batch
Round 4 | epoch=25, train costTime=550.756068944931, | total_activation_sum=25914081
Round 4 | epoch=26, current m_iou=0.8117207223786161
Round 4 | Best m_IoU is: 0.833, OA is: 0.957 | val costTime=99.18670916557312
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.458 Acc=0.85 ---30855.03 ms/batch
Step 00057450 L_out=0.359 Acc=0.95 ---72527.66 ms/batch
Step 00057500 L_out=0.139 Acc=0.95 ---113833.27 ms/batch
Step 00057550 L_out=0.203 Acc=0.93 ---153036.38 ms/batch
Step 00057600 L_out=0.141 Acc=0.90 ---192785.93 ms/batch
Step 00057650 L_out=0.108 Acc=0.96 ---232950.43 ms/batch
Step 00057700 L_out=0.182 Acc=0.93 ---274107.37 ms/batch
Step 00057750 L_out=0.114 Acc=0.93 ---315296.29 ms/batch
Step 00057800 L_out=0.126 Acc=0.95 ---355714.86 ms/batch
Step 00057850 L_out=0.199 Acc=0.96 ---395998.73 ms/batch
Step 00057900 L_out=0.121 Acc=0.91 ---434944.11 ms/batch
Step 00057950 L_out=0.112 Acc=0.91 ---476190.63 ms/batch
Step 00058000 L_out=0.341 Acc=0.89 ---517076.43 ms/batch
Round 4 | epoch=26, train costTime=541.2926156520844, | total_activation_sum=25839006
Round 4 | epoch=27, current m_iou=0.821418757698791
Round 4 | Best m_IoU is: 0.833, OA is: 0.957 | val costTime=85.21639370918274
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.165 Acc=0.94 ---16054.03 ms/batch
Step 00058100 L_out=0.356 Acc=0.90 ---58068.68 ms/batch
Step 00058150 L_out=0.328 Acc=0.89 ---98879.24 ms/batch
Step 00058200 L_out=0.287 Acc=0.85 ---139783.93 ms/batch
Step 00058250 L_out=0.276 Acc=0.93 ---179256.04 ms/batch
Step 00058300 L_out=0.458 Acc=0.93 ---219310.05 ms/batch
Step 00058350 L_out=0.519 Acc=0.90 ---259054.07 ms/batch
Step 00058400 L_out=0.210 Acc=0.94 ---299251.01 ms/batch
Step 00058450 L_out=0.080 Acc=0.93 ---338893.37 ms/batch
Step 00058500 L_out=0.182 Acc=0.93 ---376921.63 ms/batch
Step 00058550 L_out=0.305 Acc=0.91 ---416478.05 ms/batch
Step 00058600 L_out=0.300 Acc=0.91 ---457924.44 ms/batch
Step 00058650 L_out=0.282 Acc=0.94 ---498321.53 ms/batch
Round 4 | epoch=27, train costTime=537.0266070365906, | total_activation_sum=25738231
Round 4 | epoch=28, current m_iou=0.8198941577264841
Round 4 | Best m_IoU is: 0.833, OA is: 0.957 | val costTime=89.7653136253357
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.225 Acc=0.92 --- 2960.15 ms/batch
Step 00058750 L_out=0.158 Acc=0.87 ---41871.13 ms/batch
Step 00058800 L_out=0.274 Acc=0.93 ---84353.35 ms/batch
Step 00058850 L_out=0.115 Acc=0.96 ---126971.26 ms/batch
Step 00058900 L_out=0.281 Acc=0.88 ---169244.82 ms/batch
Step 00058950 L_out=0.244 Acc=0.91 ---210595.71 ms/batch
Step 00059000 L_out=0.155 Acc=0.94 ---251781.69 ms/batch
Step 00059050 L_out=0.138 Acc=0.93 ---293012.69 ms/batch
Step 00059100 L_out=0.280 Acc=0.94 ---334483.84 ms/batch
Step 00059150 L_out=0.165 Acc=0.88 ---375754.64 ms/batch
Step 00059200 L_out=0.303 Acc=0.92 ---419127.94 ms/batch
Step 00059250 L_out=0.307 Acc=0.91 ---461073.07 ms/batch
Step 00059300 L_out=0.144 Acc=0.95 ---504934.93 ms/batch
Step 00059350 L_out=0.155 Acc=0.96 ---548728.90 ms/batch
Round 4 | epoch=28, train costTime=560.020500421524, | total_activation_sum=25893554
Round 4 | epoch=29, current m_iou=0.8147307525076618
Round 4 | Best m_IoU is: 0.833, OA is: 0.957 | val costTime=98.27852320671082
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.177 Acc=0.94 ---30455.23 ms/batch
Step 00059450 L_out=0.532 Acc=0.90 ---73017.32 ms/batch
Step 00059500 L_out=0.175 Acc=0.90 ---115223.72 ms/batch
Step 00059550 L_out=0.182 Acc=0.94 ---157705.03 ms/batch
Step 00059600 L_out=0.171 Acc=0.93 ---196519.94 ms/batch
Step 00059650 L_out=0.252 Acc=0.90 ---235880.06 ms/batch
Step 00059700 L_out=0.197 Acc=0.94 ---276720.59 ms/batch
Step 00059750 L_out=0.343 Acc=0.87 ---316601.40 ms/batch
Step 00059800 L_out=0.232 Acc=0.96 ---359077.84 ms/batch
Step 00059850 L_out=0.180 Acc=0.95 ---400395.72 ms/batch
Step 00059900 L_out=0.085 Acc=0.94 ---442140.24 ms/batch
Step 00059950 L_out=0.098 Acc=0.90 ---482924.54 ms/batch
Step 00060000 L_out=0.234 Acc=0.91 ---524346.10 ms/batch
Round 4 | epoch=29, train costTime=549.9101214408875, | total_activation_sum=25861096
Round 4 | epoch=30, current m_iou=0.8284250128026793
Round 4 | Best m_IoU is: 0.833, OA is: 0.957 | val costTime=94.56995010375977
Round 4 | ****EPOCH 30****
Round 5 | ****EPOCH 0****
Step 00060050 L_out=1.017 Acc=0.90 ---15543.15 ms/batch
Step 00060100 L_out=1.579 Acc=0.71 ---56282.70 ms/batch
Step 00060150 L_out=0.736 Acc=0.52 ---97183.28 ms/batch
Step 00060200 L_out=1.182 Acc=0.74 ---137161.04 ms/batch
Step 00060250 L_out=0.548 Acc=0.79 ---175897.69 ms/batch
Step 00060300 L_out=0.367 Acc=0.91 ---217260.37 ms/batch
Step 00060350 L_out=0.704 Acc=0.83 ---258340.08 ms/batch
Step 00060400 L_out=1.110 Acc=0.85 ---298193.64 ms/batch
Step 00060450 L_out=1.434 Acc=0.61 ---340095.77 ms/batch
Step 00060500 L_out=0.378 Acc=0.88 ---381210.42 ms/batch
Step 00060550 L_out=0.444 Acc=0.91 ---422311.29 ms/batch
Step 00060600 L_out=1.029 Acc=0.85 ---462315.84 ms/batch
Step 00060650 L_out=0.304 Acc=0.94 ---503329.11 ms/batch
Round 5 | epoch=0, train costTime=544.2630138397217, | total_activation_sum=33676766
Round 5 | epoch=1, current m_iou=0.8089061342664141
Round 5 | Best m_IoU is: 0.809, OA is: 0.947 | val costTime=97.10893726348877
Round 5 | ****EPOCH 1****
Step 00060700 L_out=1.995 Acc=0.81 --- 2462.15 ms/batch
Step 00060750 L_out=0.453 Acc=0.92 ---44036.47 ms/batch
Step 00060800 L_out=0.364 Acc=0.85 ---85253.22 ms/batch
Step 00060850 L_out=0.569 Acc=0.90 ---124088.58 ms/batch
Step 00060900 L_out=0.587 Acc=0.89 ---162804.95 ms/batch
Step 00060950 L_out=0.682 Acc=0.77 ---203645.21 ms/batch
Step 00061000 L_out=1.265 Acc=0.89 ---243670.61 ms/batch
Step 00061050 L_out=1.234 Acc=0.88 ---283630.40 ms/batch
Step 00061100 L_out=0.294 Acc=0.91 ---324973.95 ms/batch
Step 00061150 L_out=0.408 Acc=0.75 ---365672.25 ms/batch
Step 00061200 L_out=0.446 Acc=0.83 ---406856.47 ms/batch
Step 00061250 L_out=0.776 Acc=0.89 ---449007.17 ms/batch
Step 00061300 L_out=0.272 Acc=0.91 ---490061.43 ms/batch
Step 00061350 L_out=0.702 Acc=0.91 ---531262.76 ms/batch
Round 5 | epoch=1, train costTime=542.5980024337769, | total_activation_sum=33682310
Round 5 | epoch=2, current m_iou=0.7611356808354215
Round 5 | Best m_IoU is: 0.809, OA is: 0.947 | val costTime=85.21167826652527
Round 5 | ****EPOCH 2****
Step 00061400 L_out=0.721 Acc=0.85 ---28974.76 ms/batch
Step 00061450 L_out=0.469 Acc=0.80 ---66928.56 ms/batch
Step 00061500 L_out=0.612 Acc=0.84 ---105814.79 ms/batch
Step 00061550 L_out=0.469 Acc=0.93 ---144309.90 ms/batch
Step 00061600 L_out=0.412 Acc=0.92 ---184017.51 ms/batch
Step 00061650 L_out=0.428 Acc=0.89 ---225297.50 ms/batch
Step 00061700 L_out=0.441 Acc=0.79 ---265785.61 ms/batch
Step 00061750 L_out=0.530 Acc=0.85 ---305730.76 ms/batch
Step 00061800 L_out=0.262 Acc=0.82 ---345019.85 ms/batch
Step 00061850 L_out=0.456 Acc=0.86 ---386191.53 ms/batch
Step 00061900 L_out=0.162 Acc=0.96 ---426665.26 ms/batch
Step 00061950 L_out=0.639 Acc=0.76 ---466299.35 ms/batch
Step 00062000 L_out=0.805 Acc=0.92 ---509126.17 ms/batch
Round 5 | epoch=2, train costTime=534.7611420154572, | total_activation_sum=33700313
Round 5 | epoch=3, current m_iou=0.716778102754635
Round 5 | Best m_IoU is: 0.809, OA is: 0.947 | val costTime=81.67076659202576
Round 5 | ****EPOCH 3****
Step 00062050 L_out=0.294 Acc=0.91 ---15710.74 ms/batch
Step 00062100 L_out=0.505 Acc=0.75 ---57672.94 ms/batch
Step 00062150 L_out=0.728 Acc=0.84 ---100132.07 ms/batch
Step 00062200 L_out=0.576 Acc=0.91 ---140565.71 ms/batch
Step 00062250 L_out=0.488 Acc=0.81 ---180851.06 ms/batch
Step 00062300 L_out=0.640 Acc=0.89 ---222165.44 ms/batch
Step 00062350 L_out=0.406 Acc=0.91 ---261374.14 ms/batch
Step 00062400 L_out=0.978 Acc=0.75 ---303397.04 ms/batch
Step 00062450 L_out=1.577 Acc=0.70 ---344229.58 ms/batch
Step 00062500 L_out=1.147 Acc=0.84 ---382878.91 ms/batch
Step 00062550 L_out=0.398 Acc=0.94 ---423192.91 ms/batch
Step 00062600 L_out=0.313 Acc=0.91 ---462542.34 ms/batch
Step 00062650 L_out=0.436 Acc=0.93 ---503529.10 ms/batch
Round 5 | epoch=3, train costTime=542.0451018810272, | total_activation_sum=33899466
Round 5 | epoch=4, current m_iou=0.7683188098050198
Round 5 | Best m_IoU is: 0.809, OA is: 0.947 | val costTime=93.6506724357605
Round 5 | ****EPOCH 4****
Step 00062700 L_out=0.322 Acc=0.92 --- 1292.23 ms/batch
Step 00062750 L_out=0.518 Acc=0.82 ---41711.02 ms/batch
Step 00062800 L_out=0.474 Acc=0.91 ---82377.97 ms/batch
Step 00062850 L_out=0.429 Acc=0.93 ---123615.97 ms/batch
Step 00062900 L_out=0.287 Acc=0.96 ---165348.77 ms/batch
Step 00062950 L_out=0.483 Acc=0.90 ---204010.25 ms/batch
Step 00063000 L_out=0.626 Acc=0.90 ---245012.66 ms/batch
Step 00063050 L_out=0.479 Acc=0.77 ---285118.33 ms/batch
Step 00063100 L_out=0.577 Acc=0.81 ---328309.78 ms/batch
Step 00063150 L_out=0.706 Acc=0.88 ---371236.10 ms/batch
Step 00063200 L_out=0.565 Acc=0.87 ---412139.88 ms/batch
Step 00063250 L_out=0.413 Acc=0.90 ---454691.27 ms/batch
Step 00063300 L_out=0.425 Acc=0.95 ---497471.25 ms/batch
Step 00063350 L_out=0.383 Acc=0.94 ---540102.03 ms/batch
Round 5 | epoch=4, train costTime=553.3460643291473, | total_activation_sum=33570377
Round 5 | epoch=5, current m_iou=0.7583835356485176
Round 5 | Best m_IoU is: 0.809, OA is: 0.947 | val costTime=90.48906230926514
Round 5 | ****EPOCH 5****
Step 00063400 L_out=0.707 Acc=0.81 ---30323.64 ms/batch
Step 00063450 L_out=0.340 Acc=0.94 ---73272.31 ms/batch
Step 00063500 L_out=0.883 Acc=0.87 ---115627.27 ms/batch
Step 00063550 L_out=0.483 Acc=0.72 ---156217.38 ms/batch
Step 00063600 L_out=0.731 Acc=0.93 ---196943.65 ms/batch
Step 00063650 L_out=0.237 Acc=0.94 ---239633.68 ms/batch
Step 00063700 L_out=0.247 Acc=0.92 ---279638.73 ms/batch
Step 00063750 L_out=0.257 Acc=0.94 ---322664.48 ms/batch
Step 00063800 L_out=0.308 Acc=0.91 ---364502.35 ms/batch
Step 00063850 L_out=0.675 Acc=0.87 ---407640.63 ms/batch
Step 00063900 L_out=0.161 Acc=0.96 ---450468.90 ms/batch
Step 00063950 L_out=0.642 Acc=0.90 ---492492.05 ms/batch
Step 00064000 L_out=0.454 Acc=0.96 ---533045.20 ms/batch
Round 5 | epoch=5, train costTime=560.5404653549194, | total_activation_sum=33867261
Round 5 | epoch=6, current m_iou=0.7523582983631092
Round 5 | Best m_IoU is: 0.809, OA is: 0.947 | val costTime=89.08057999610901
Round 5 | ****EPOCH 6****
Step 00064050 L_out=0.254 Acc=0.96 ---14631.08 ms/batch
Step 00064100 L_out=0.399 Acc=0.91 ---54802.13 ms/batch
Step 00064150 L_out=0.418 Acc=0.94 ---96214.82 ms/batch
Step 00064200 L_out=0.511 Acc=0.88 ---135639.81 ms/batch
Step 00064250 L_out=0.409 Acc=0.93 ---176134.01 ms/batch
Step 00064300 L_out=0.424 Acc=0.94 ---215179.45 ms/batch
Step 00064350 L_out=0.258 Acc=0.88 ---257255.86 ms/batch
Step 00064400 L_out=1.181 Acc=0.87 ---298662.85 ms/batch
Step 00064450 L_out=0.727 Acc=0.90 ---337525.10 ms/batch
Step 00064500 L_out=0.213 Acc=0.96 ---379723.08 ms/batch
Step 00064550 L_out=0.309 Acc=0.92 ---420989.02 ms/batch
Step 00064600 L_out=0.399 Acc=0.76 ---463350.47 ms/batch
Step 00064650 L_out=0.509 Acc=0.91 ---504052.23 ms/batch
Round 5 | epoch=6, train costTime=545.1724669933319, | total_activation_sum=33750721
Round 5 | epoch=7, current m_iou=0.804577400175386
Round 5 | Best m_IoU is: 0.809, OA is: 0.947 | val costTime=88.84318709373474
Round 5 | ****EPOCH 7****
Step 00064700 L_out=0.222 Acc=0.92 ---  905.27 ms/batch
Step 00064750 L_out=0.369 Acc=0.96 ---42907.91 ms/batch
Step 00064800 L_out=0.318 Acc=0.95 ---83260.52 ms/batch
Step 00064850 L_out=0.533 Acc=0.97 ---122104.78 ms/batch
Step 00064900 L_out=0.324 Acc=0.93 ---161527.12 ms/batch
Step 00064950 L_out=0.250 Acc=0.93 ---200640.48 ms/batch
Step 00065000 L_out=0.170 Acc=0.92 ---241260.98 ms/batch
Step 00065050 L_out=1.027 Acc=0.80 ---281405.29 ms/batch
Step 00065100 L_out=0.157 Acc=0.83 ---324059.72 ms/batch
Step 00065150 L_out=0.470 Acc=0.93 ---364762.31 ms/batch
Step 00065200 L_out=0.834 Acc=0.88 ---405917.89 ms/batch
Step 00065250 L_out=0.463 Acc=0.92 ---446649.95 ms/batch
Step 00065300 L_out=0.344 Acc=0.90 ---484174.34 ms/batch
Step 00065350 L_out=0.888 Acc=0.87 ---524438.86 ms/batch
Round 5 | epoch=7, train costTime=538.5747566223145, | total_activation_sum=33799237
Round 5 | epoch=8, current m_iou=0.8040865089466027
Round 5 | Best m_IoU is: 0.809, OA is: 0.947 | val costTime=90.01040577888489
Round 5 | ****EPOCH 8****
Step 00065400 L_out=0.221 Acc=0.94 ---28993.38 ms/batch
Step 00065450 L_out=0.441 Acc=0.93 ---69939.41 ms/batch
Step 00065500 L_out=0.436 Acc=0.88 ---109402.47 ms/batch
Step 00065550 L_out=0.339 Acc=0.91 ---149980.19 ms/batch
Step 00065600 L_out=0.420 Acc=0.90 ---190433.92 ms/batch
Step 00065650 L_out=0.283 Acc=0.94 ---231414.23 ms/batch
Step 00065700 L_out=0.391 Acc=0.93 ---271601.52 ms/batch
Step 00065750 L_out=0.147 Acc=0.94 ---311486.25 ms/batch
Step 00065800 L_out=0.469 Acc=0.91 ---351876.30 ms/batch
Step 00065850 L_out=0.347 Acc=0.91 ---394582.91 ms/batch
Step 00065900 L_out=0.724 Acc=0.74 ---435950.89 ms/batch
Step 00065950 L_out=0.229 Acc=0.91 ---475715.10 ms/batch
Step 00066000 L_out=0.416 Acc=0.93 ---517684.22 ms/batch
Round 5 | epoch=8, train costTime=545.0633955001831, | total_activation_sum=33756137
Round 5 | epoch=9, current m_iou=0.8006516775229677
Round 5 | Best m_IoU is: 0.809, OA is: 0.947 | val costTime=82.93327927589417
Round 5 | ****EPOCH 9****
Step 00066050 L_out=0.399 Acc=0.93 ---12987.74 ms/batch
Step 00066100 L_out=0.124 Acc=0.95 ---53823.63 ms/batch
Step 00066150 L_out=0.085 Acc=0.94 ---92335.04 ms/batch
Step 00066200 L_out=0.570 Acc=0.88 ---133070.51 ms/batch
Step 00066250 L_out=0.222 Acc=0.91 ---172237.20 ms/batch
Step 00066300 L_out=0.384 Acc=0.95 ---212638.10 ms/batch
Step 00066350 L_out=0.148 Acc=0.95 ---254911.00 ms/batch
Step 00066400 L_out=0.104 Acc=0.95 ---295328.37 ms/batch
Step 00066450 L_out=0.299 Acc=0.87 ---334916.90 ms/batch
Step 00066500 L_out=0.425 Acc=0.94 ---373980.45 ms/batch
Step 00066550 L_out=0.219 Acc=0.95 ---414807.09 ms/batch
Step 00066600 L_out=0.244 Acc=0.96 ---458616.45 ms/batch
Step 00066650 L_out=0.436 Acc=0.93 ---500264.49 ms/batch
Step 00066700 L_out=0.417 Acc=0.92 ---540213.29 ms/batch
Round 5 | epoch=9, train costTime=540.2134158611298, | total_activation_sum=33686956
Round 5 | epoch=10, current m_iou=0.807115107011552
Round 5 | Best m_IoU is: 0.809, OA is: 0.947 | val costTime=83.58304262161255
Round 5 | ****EPOCH 10****
Step 00066750 L_out=0.527 Acc=0.94 ---40303.62 ms/batch
Step 00066800 L_out=0.271 Acc=0.95 ---80383.18 ms/batch
Step 00066850 L_out=0.157 Acc=0.95 ---120063.79 ms/batch
Step 00066900 L_out=0.615 Acc=0.94 ---160245.36 ms/batch
Step 00066950 L_out=0.212 Acc=0.94 ---198824.09 ms/batch
Step 00067000 L_out=0.700 Acc=0.92 ---238425.33 ms/batch
Step 00067050 L_out=0.336 Acc=0.93 ---280155.37 ms/batch
Step 00067100 L_out=0.318 Acc=0.84 ---320599.03 ms/batch
Step 00067150 L_out=0.371 Acc=0.96 ---361385.84 ms/batch
Step 00067200 L_out=0.722 Acc=0.91 ---401681.73 ms/batch
Step 00067250 L_out=0.207 Acc=0.93 ---442807.94 ms/batch
Step 00067300 L_out=0.375 Acc=0.88 ---483137.92 ms/batch
Step 00067350 L_out=0.583 Acc=0.92 ---523450.33 ms/batch
Round 5 | epoch=10, train costTime=537.458749294281, | total_activation_sum=33944909
Round 5 | epoch=11, current m_iou=0.8209102787616925
Round 5 | Best m_IoU is: 0.821, OA is: 0.953 | val costTime=86.03992581367493
Round 5 | ****EPOCH 11****
Step 00067400 L_out=0.273 Acc=0.93 ---27393.96 ms/batch
Step 00067450 L_out=0.686 Acc=0.91 ---69693.91 ms/batch
Step 00067500 L_out=0.169 Acc=0.94 ---112995.09 ms/batch
Step 00067550 L_out=0.383 Acc=0.97 ---155684.73 ms/batch
Step 00067600 L_out=0.096 Acc=0.94 ---196973.58 ms/batch
Step 00067650 L_out=0.355 Acc=0.94 ---237977.48 ms/batch
Step 00067700 L_out=0.272 Acc=0.96 ---278096.01 ms/batch
Step 00067750 L_out=0.626 Acc=0.91 ---321863.71 ms/batch
Step 00067800 L_out=0.249 Acc=0.92 ---363875.99 ms/batch
Step 00067850 L_out=0.423 Acc=0.95 ---406577.66 ms/batch
Step 00067900 L_out=0.298 Acc=0.93 ---452316.43 ms/batch
Step 00067950 L_out=0.133 Acc=0.96 ---493826.54 ms/batch
Step 00068000 L_out=0.329 Acc=0.97 ---538119.41 ms/batch
Round 5 | epoch=11, train costTime=566.9944772720337, | total_activation_sum=33754801
Round 5 | epoch=12, current m_iou=0.855830807405674
Round 5 | Best m_IoU is: 0.856, OA is: 0.964 | val costTime=85.27342820167542
Round 5 | ****EPOCH 12****
Step 00068050 L_out=0.618 Acc=0.87 ---13840.25 ms/batch
Step 00068100 L_out=0.649 Acc=0.90 ---53189.73 ms/batch
Step 00068150 L_out=0.521 Acc=0.92 ---95045.97 ms/batch
Step 00068200 L_out=1.250 Acc=0.81 ---135655.20 ms/batch
Step 00068250 L_out=0.322 Acc=0.91 ---174571.29 ms/batch
Step 00068300 L_out=0.304 Acc=0.91 ---213908.57 ms/batch
Step 00068350 L_out=0.200 Acc=0.93 ---254004.65 ms/batch
Step 00068400 L_out=0.422 Acc=0.93 ---289258.45 ms/batch
Step 00068450 L_out=0.648 Acc=0.88 ---321455.70 ms/batch
Step 00068500 L_out=0.427 Acc=0.90 ---353620.13 ms/batch
Step 00068550 L_out=0.562 Acc=0.91 ---385891.57 ms/batch
Step 00068600 L_out=0.515 Acc=0.93 ---417914.21 ms/batch
Step 00068650 L_out=0.300 Acc=0.97 ---451886.70 ms/batch
Step 00068700 L_out=0.360 Acc=0.89 ---484367.97 ms/batch
Round 5 | epoch=12, train costTime=484.9223942756653, | total_activation_sum=33782267
Round 5 | epoch=13, current m_iou=0.8302918131772457
Round 5 | Best m_IoU is: 0.856, OA is: 0.964 | val costTime=74.8616669178009
Round 5 | ****EPOCH 13****
Step 00068750 L_out=0.297 Acc=0.89 ---32261.17 ms/batch
Step 00068800 L_out=0.699 Acc=0.94 ---66332.73 ms/batch
Step 00068850 L_out=0.194 Acc=0.97 ---99851.32 ms/batch
Step 00068900 L_out=0.116 Acc=0.97 ---132619.48 ms/batch
Step 00068950 L_out=0.299 Acc=0.93 ---165459.92 ms/batch
Step 00069000 L_out=0.344 Acc=0.92 ---198319.52 ms/batch
Step 00069050 L_out=0.176 Acc=0.92 ---231463.21 ms/batch
Step 00069100 L_out=0.599 Acc=0.78 ---263798.13 ms/batch
Step 00069150 L_out=0.300 Acc=0.93 ---297287.16 ms/batch
Step 00069200 L_out=0.369 Acc=0.93 ---331168.80 ms/batch
Step 00069250 L_out=0.179 Acc=0.94 ---365654.46 ms/batch
Step 00069300 L_out=0.360 Acc=0.94 ---398979.26 ms/batch
Step 00069350 L_out=0.297 Acc=0.95 ---432075.43 ms/batch
Round 5 | epoch=13, train costTime=443.8273985385895, | total_activation_sum=33723074
Round 5 | epoch=14, current m_iou=0.8341122780593229
Round 5 | Best m_IoU is: 0.856, OA is: 0.964 | val costTime=77.07185125350952
Round 5 | ****EPOCH 14****
Step 00069400 L_out=0.114 Acc=0.96 ---21603.66 ms/batch
Step 00069450 L_out=0.657 Acc=0.92 ---54798.42 ms/batch
Step 00069500 L_out=0.278 Acc=0.95 ---86996.64 ms/batch
Step 00069550 L_out=0.272 Acc=0.95 ---120217.25 ms/batch
Step 00069600 L_out=0.556 Acc=0.85 ---152751.65 ms/batch
Step 00069650 L_out=0.503 Acc=0.88 ---191971.20 ms/batch
Step 00069700 L_out=0.383 Acc=0.92 ---231524.23 ms/batch
Step 00069750 L_out=0.227 Acc=0.92 ---271933.48 ms/batch
Step 00069800 L_out=0.331 Acc=0.86 ---311902.08 ms/batch
Step 00069850 L_out=0.706 Acc=0.84 ---351466.48 ms/batch
Step 00069900 L_out=2.502 Acc=0.87 ---390552.53 ms/batch
Step 00069950 L_out=0.560 Acc=0.93 ---430882.33 ms/batch
Step 00070000 L_out=0.323 Acc=0.96 ---471529.33 ms/batch
Round 5 | epoch=14, train costTime=501.98806619644165, | total_activation_sum=33652422
Round 5 | epoch=15, current m_iou=0.8256570783319266
Round 5 | Best m_IoU is: 0.856, OA is: 0.964 | val costTime=90.68738508224487
Round 5 | ****EPOCH 15****
Step 00070050 L_out=0.522 Acc=0.94 ---12286.22 ms/batch
Step 00070100 L_out=0.241 Acc=0.94 ---51882.02 ms/batch
Step 00070150 L_out=0.355 Acc=0.91 ---91080.54 ms/batch
Step 00070200 L_out=0.430 Acc=0.93 ---130592.28 ms/batch
Step 00070250 L_out=0.226 Acc=0.93 ---170556.52 ms/batch
Step 00070300 L_out=0.399 Acc=0.90 ---209669.26 ms/batch
Step 00070350 L_out=0.264 Acc=0.92 ---248923.36 ms/batch
Step 00070400 L_out=0.174 Acc=0.94 ---289174.98 ms/batch
Step 00070450 L_out=0.251 Acc=0.93 ---327522.30 ms/batch
Step 00070500 L_out=0.361 Acc=0.92 ---369345.12 ms/batch
Step 00070550 L_out=0.370 Acc=0.92 ---410013.76 ms/batch
Step 00070600 L_out=0.283 Acc=0.91 ---451395.09 ms/batch
Step 00070650 L_out=0.474 Acc=0.88 ---493920.65 ms/batch
Step 00070700 L_out=0.560 Acc=0.94 ---533790.88 ms/batch
Round 5 | epoch=15, train costTime=535.2486975193024, | total_activation_sum=33878325
Round 5 | epoch=16, current m_iou=0.8514918789693635
Round 5 | Best m_IoU is: 0.856, OA is: 0.964 | val costTime=87.14813756942749
Round 5 | ****EPOCH 16****
Step 00070750 L_out=0.555 Acc=0.84 ---37791.25 ms/batch
Step 00070800 L_out=0.167 Acc=0.92 ---76400.26 ms/batch
Step 00070850 L_out=0.147 Acc=0.91 ---114950.59 ms/batch
Step 00070900 L_out=0.305 Acc=0.89 ---153206.06 ms/batch
Step 00070950 L_out=0.241 Acc=0.95 ---193691.47 ms/batch
Step 00071000 L_out=0.144 Acc=0.96 ---232914.74 ms/batch
Step 00071050 L_out=0.221 Acc=0.92 ---274127.89 ms/batch
Step 00071100 L_out=0.392 Acc=0.89 ---315317.03 ms/batch
Step 00071150 L_out=0.368 Acc=0.90 ---354564.30 ms/batch
Step 00071200 L_out=0.669 Acc=0.90 ---395175.53 ms/batch
Step 00071250 L_out=0.217 Acc=0.96 ---435390.64 ms/batch
Step 00071300 L_out=0.283 Acc=0.90 ---476981.63 ms/batch
Step 00071350 L_out=0.092 Acc=0.94 ---517602.62 ms/batch
Round 5 | epoch=16, train costTime=533.2772448062897, | total_activation_sum=33622745
Round 5 | epoch=17, current m_iou=0.8434020327150893
Round 5 | Best m_IoU is: 0.856, OA is: 0.964 | val costTime=89.21604537963867
Round 5 | ****EPOCH 17****
Step 00071400 L_out=0.390 Acc=0.96 ---26597.16 ms/batch
Step 00071450 L_out=0.257 Acc=0.94 ---68106.96 ms/batch
Step 00071500 L_out=0.303 Acc=0.93 ---109973.16 ms/batch
Step 00071550 L_out=0.296 Acc=0.95 ---152517.07 ms/batch
Step 00071600 L_out=0.379 Acc=0.85 ---190914.88 ms/batch
Step 00071650 L_out=0.128 Acc=0.95 ---232554.37 ms/batch
Step 00071700 L_out=0.331 Acc=0.85 ---274135.52 ms/batch
Step 00071750 L_out=0.512 Acc=0.94 ---316083.01 ms/batch
Step 00071800 L_out=0.480 Acc=0.95 ---358514.62 ms/batch
Step 00071850 L_out=0.104 Acc=0.93 ---399353.69 ms/batch
Step 00071900 L_out=0.268 Acc=0.97 ---443302.44 ms/batch
Step 00071950 L_out=0.377 Acc=0.94 ---486164.74 ms/batch
Step 00072000 L_out=0.454 Acc=0.77 ---528844.52 ms/batch
Round 5 | epoch=17, train costTime=558.8453032970428, | total_activation_sum=33837029
Round 5 | epoch=18, current m_iou=0.840297421687394
Round 5 | Best m_IoU is: 0.856, OA is: 0.964 | val costTime=95.4795835018158
Round 5 | ****EPOCH 18****
Step 00072050 L_out=0.398 Acc=0.94 ---12279.99 ms/batch
Step 00072100 L_out=0.167 Acc=0.93 ---52927.03 ms/batch
Step 00072150 L_out=0.383 Acc=0.91 ---97217.42 ms/batch
Step 00072200 L_out=0.276 Acc=0.94 ---141262.16 ms/batch
Step 00072250 L_out=0.318 Acc=0.94 ---183031.84 ms/batch
Step 00072300 L_out=0.223 Acc=0.92 ---225404.19 ms/batch
Step 00072350 L_out=0.555 Acc=0.91 ---268484.22 ms/batch
Step 00072400 L_out=0.453 Acc=0.88 ---310600.17 ms/batch
Step 00072450 L_out=0.226 Acc=0.96 ---351291.38 ms/batch
Step 00072500 L_out=0.216 Acc=0.93 ---391316.28 ms/batch
Step 00072550 L_out=0.186 Acc=0.96 ---435872.43 ms/batch
Step 00072600 L_out=0.229 Acc=0.87 ---475646.97 ms/batch
Step 00072650 L_out=0.256 Acc=0.89 ---515949.89 ms/batch
Step 00072700 L_out=0.211 Acc=0.93 ---556743.69 ms/batch
Round 5 | epoch=18, train costTime=558.9396381378174, | total_activation_sum=33598738
Round 5 | epoch=19, current m_iou=0.8364308619045434
Round 5 | Best m_IoU is: 0.856, OA is: 0.964 | val costTime=80.35869264602661
Round 5 | ****EPOCH 19****
Step 00072750 L_out=0.443 Acc=0.93 ---38633.16 ms/batch
Step 00072800 L_out=0.231 Acc=0.97 ---80029.88 ms/batch
Step 00072850 L_out=0.276 Acc=0.95 ---119908.28 ms/batch
Step 00072900 L_out=0.515 Acc=0.93 ---159713.04 ms/batch
Step 00072950 L_out=0.305 Acc=0.86 ---198902.38 ms/batch
Step 00073000 L_out=0.773 Acc=0.86 ---237846.00 ms/batch
Step 00073050 L_out=0.311 Acc=0.95 ---278417.81 ms/batch
Step 00073100 L_out=0.306 Acc=0.94 ---318931.24 ms/batch
Step 00073150 L_out=1.048 Acc=0.65 ---360426.16 ms/batch
Step 00073200 L_out=0.213 Acc=0.95 ---400656.23 ms/batch
Step 00073250 L_out=0.122 Acc=0.96 ---442150.21 ms/batch
Step 00073300 L_out=0.262 Acc=0.94 ---485895.04 ms/batch
Step 00073350 L_out=0.380 Acc=0.92 ---526820.46 ms/batch
Round 5 | epoch=19, train costTime=541.895425081253, | total_activation_sum=33841076
Round 5 | epoch=20, current m_iou=0.8512037665706002
Round 5 | Best m_IoU is: 0.856, OA is: 0.964 | val costTime=86.9364161491394
Round 5 | ****EPOCH 20****
Step 00073400 L_out=0.515 Acc=0.95 ---23562.37 ms/batch
Step 00073450 L_out=0.176 Acc=0.97 ---62949.50 ms/batch
Step 00073500 L_out=0.249 Acc=0.92 ---102870.67 ms/batch
Step 00073550 L_out=0.349 Acc=0.95 ---143884.83 ms/batch
Step 00073600 L_out=0.328 Acc=0.94 ---183126.94 ms/batch
Step 00073650 L_out=0.431 Acc=0.92 ---222480.76 ms/batch
Step 00073700 L_out=0.512 Acc=0.92 ---262161.57 ms/batch
Step 00073750 L_out=0.311 Acc=0.93 ---301382.01 ms/batch
Step 00073800 L_out=0.144 Acc=0.96 ---342771.66 ms/batch
Step 00073850 L_out=0.385 Acc=0.93 ---384692.89 ms/batch
Step 00073900 L_out=0.325 Acc=0.97 ---424515.38 ms/batch
Step 00073950 L_out=0.765 Acc=0.88 ---463816.90 ms/batch
Step 00074000 L_out=0.407 Acc=0.92 ---504531.01 ms/batch
Round 5 | epoch=20, train costTime=535.3634467124939, | total_activation_sum=33725424
Round 5 | epoch=21, current m_iou=0.8432602266396371
Round 5 | Best m_IoU is: 0.856, OA is: 0.964 | val costTime=85.91328239440918
Round 5 | ****EPOCH 21****
Step 00074050 L_out=0.259 Acc=0.94 ---11415.91 ms/batch
Step 00074100 L_out=0.467 Acc=0.95 ---50649.19 ms/batch
Step 00074150 L_out=0.184 Acc=0.92 ---89412.64 ms/batch
Step 00074200 L_out=0.202 Acc=0.94 ---128868.31 ms/batch
Step 00074250 L_out=0.434 Acc=0.89 ---168072.73 ms/batch
Step 00074300 L_out=0.346 Acc=0.92 ---208472.45 ms/batch
Step 00074350 L_out=0.378 Acc=0.94 ---247275.89 ms/batch
Step 00074400 L_out=0.293 Acc=0.96 ---287952.43 ms/batch
Step 00074450 L_out=0.248 Acc=0.94 ---327376.97 ms/batch
Step 00074500 L_out=0.189 Acc=0.96 ---366351.45 ms/batch
Step 00074550 L_out=0.417 Acc=0.92 ---405643.38 ms/batch
Step 00074600 L_out=0.352 Acc=0.83 ---447452.14 ms/batch
Step 00074650 L_out=0.191 Acc=0.94 ---485699.69 ms/batch
Step 00074700 L_out=0.258 Acc=0.95 ---527555.99 ms/batch
Round 5 | epoch=21, train costTime=531.1273124217987, | total_activation_sum=33810443
Round 5 | epoch=22, current m_iou=0.8535966619170062
Round 5 | Best m_IoU is: 0.856, OA is: 0.964 | val costTime=89.91502404212952
Round 5 | ****EPOCH 22****
Step 00074750 L_out=0.386 Acc=0.91 ---37142.10 ms/batch
Step 00074800 L_out=0.654 Acc=0.87 ---76770.09 ms/batch
Step 00074850 L_out=0.428 Acc=0.92 ---116925.23 ms/batch
Step 00074900 L_out=0.249 Acc=0.92 ---158848.14 ms/batch
Step 00074950 L_out=0.293 Acc=0.96 ---198489.10 ms/batch
Step 00075000 L_out=0.087 Acc=0.95 ---237169.59 ms/batch
Step 00075050 L_out=0.166 Acc=0.92 ---279236.32 ms/batch
Step 00075100 L_out=0.250 Acc=0.87 ---317792.46 ms/batch
Step 00075150 L_out=0.147 Acc=0.95 ---357685.94 ms/batch
Step 00075200 L_out=0.746 Acc=0.93 ---400373.04 ms/batch
Step 00075250 L_out=0.326 Acc=0.96 ---442039.24 ms/batch
Step 00075300 L_out=0.382 Acc=0.93 ---483759.04 ms/batch
Step 00075350 L_out=0.144 Acc=0.97 ---524971.06 ms/batch
Round 5 | epoch=22, train costTime=541.5306777954102, | total_activation_sum=33717193
Round 5 | epoch=23, current m_iou=0.8365045660748436
Round 5 | Best m_IoU is: 0.856, OA is: 0.964 | val costTime=87.1239972114563
Round 5 | ****EPOCH 23****
Step 00075400 L_out=0.198 Acc=0.96 ---23265.58 ms/batch
Step 00075450 L_out=0.210 Acc=0.93 ---65697.41 ms/batch
Step 00075500 L_out=0.325 Acc=0.93 ---106497.95 ms/batch
Step 00075550 L_out=0.350 Acc=0.95 ---146254.49 ms/batch
Step 00075600 L_out=0.242 Acc=0.93 ---186059.39 ms/batch
Step 00075650 L_out=0.108 Acc=0.96 ---224265.27 ms/batch
Step 00075700 L_out=0.139 Acc=0.93 ---263671.39 ms/batch
Step 00075750 L_out=0.373 Acc=0.95 ---304856.28 ms/batch
Step 00075800 L_out=0.443 Acc=0.92 ---345477.67 ms/batch
Step 00075850 L_out=0.090 Acc=0.97 ---386603.90 ms/batch
Step 00075900 L_out=0.429 Acc=0.96 ---426846.78 ms/batch
Step 00075950 L_out=0.098 Acc=0.97 ---469871.59 ms/batch
Step 00076000 L_out=0.234 Acc=0.97 ---511317.11 ms/batch
Round 5 | epoch=23, train costTime=542.9389367103577, | total_activation_sum=33925445
Round 5 | epoch=24, current m_iou=0.8554988303969351
Round 5 | Best m_IoU is: 0.856, OA is: 0.964 | val costTime=94.97768640518188
Round 5 | ****EPOCH 24****
Step 00076050 L_out=0.104 Acc=0.93 ---11380.98 ms/batch
Step 00076100 L_out=0.191 Acc=0.94 ---53866.01 ms/batch
Step 00076150 L_out=0.644 Acc=0.88 ---99137.68 ms/batch
Step 00076200 L_out=0.252 Acc=0.92 ---140895.98 ms/batch
Step 00076250 L_out=0.224 Acc=0.88 ---182852.90 ms/batch
Step 00076300 L_out=0.268 Acc=0.89 ---226103.80 ms/batch
Step 00076350 L_out=0.326 Acc=0.88 ---266793.47 ms/batch
Step 00076400 L_out=0.239 Acc=0.95 ---308037.98 ms/batch
Step 00076450 L_out=0.275 Acc=0.87 ---349358.53 ms/batch
Step 00076500 L_out=0.658 Acc=0.93 ---391133.08 ms/batch
Step 00076550 L_out=0.064 Acc=0.97 ---433674.15 ms/batch
Step 00076600 L_out=0.393 Acc=0.94 ---478561.02 ms/batch
Step 00076650 L_out=0.475 Acc=0.89 ---523342.19 ms/batch
Step 00076700 L_out=0.382 Acc=0.90 ---565368.93 ms/batch
Round 5 | epoch=24, train costTime=570.0313720703125, | total_activation_sum=33718821
Round 5 | epoch=25, current m_iou=0.8573280866663682
Round 5 | Best m_IoU is: 0.857, OA is: 0.966 | val costTime=93.48348355293274
Round 5 | ****EPOCH 25****
Step 00076750 L_out=0.324 Acc=0.90 ---37925.29 ms/batch
Step 00076800 L_out=0.127 Acc=0.96 ---83716.00 ms/batch
Step 00076850 L_out=0.294 Acc=0.97 ---127423.16 ms/batch
Step 00076900 L_out=0.142 Acc=0.93 ---171286.94 ms/batch
Step 00076950 L_out=0.373 Acc=0.95 ---214242.61 ms/batch
Step 00077000 L_out=0.236 Acc=0.94 ---257141.40 ms/batch
Step 00077050 L_out=0.558 Acc=0.90 ---300506.91 ms/batch
Step 00077100 L_out=0.234 Acc=0.93 ---344309.89 ms/batch
Step 00077150 L_out=0.358 Acc=0.91 ---387443.43 ms/batch
Step 00077200 L_out=0.302 Acc=0.95 ---429677.36 ms/batch
Step 00077250 L_out=0.269 Acc=0.94 ---473106.81 ms/batch
Step 00077300 L_out=0.170 Acc=0.94 ---516265.51 ms/batch
Step 00077350 L_out=0.222 Acc=0.93 ---558984.16 ms/batch
Round 5 | epoch=25, train costTime=578.0129890441895, | total_activation_sum=33769632
Round 5 | epoch=26, current m_iou=0.85575410316456
Round 5 | Best m_IoU is: 0.857, OA is: 0.966 | val costTime=94.57710099220276
Round 5 | ****EPOCH 26****
Step 00077400 L_out=0.166 Acc=0.89 ---23928.71 ms/batch
Step 00077450 L_out=0.106 Acc=0.96 ---68344.25 ms/batch
Step 00077500 L_out=0.200 Acc=0.96 ---111788.38 ms/batch
Step 00077550 L_out=0.060 Acc=0.97 ---155565.59 ms/batch
Step 00077600 L_out=0.343 Acc=0.94 ---200090.64 ms/batch
Step 00077650 L_out=0.221 Acc=0.96 ---241672.36 ms/batch
Step 00077700 L_out=0.419 Acc=0.95 ---285522.25 ms/batch
Step 00077750 L_out=0.227 Acc=0.95 ---327672.94 ms/batch
Step 00077800 L_out=0.240 Acc=0.94 ---371792.64 ms/batch
Step 00077850 L_out=0.292 Acc=0.97 ---415284.88 ms/batch
Step 00077900 L_out=0.361 Acc=0.94 ---459453.47 ms/batch
Step 00077950 L_out=0.554 Acc=0.92 ---504061.17 ms/batch
Step 00078000 L_out=0.170 Acc=0.96 ---548001.32 ms/batch
Round 5 | epoch=26, train costTime=582.8889670372009, | total_activation_sum=33755735
Round 5 | epoch=27, current m_iou=0.8611082312151459
Round 5 | Best m_IoU is: 0.861, OA is: 0.965 | val costTime=99.64523839950562
Round 5 | ****EPOCH 27****
Step 00078050 L_out=0.417 Acc=0.93 --- 9204.80 ms/batch
Step 00078100 L_out=0.154 Acc=0.93 ---54274.11 ms/batch
Step 00078150 L_out=0.338 Acc=0.95 ---97185.11 ms/batch
Step 00078200 L_out=0.188 Acc=0.92 ---140929.12 ms/batch
Step 00078250 L_out=0.278 Acc=0.92 ---185883.90 ms/batch
Step 00078300 L_out=0.243 Acc=0.96 ---230061.75 ms/batch
Step 00078350 L_out=0.228 Acc=0.94 ---271496.70 ms/batch
Step 00078400 L_out=0.297 Acc=0.93 ---311367.19 ms/batch
Step 00078450 L_out=0.320 Acc=0.94 ---352148.41 ms/batch
Step 00078500 L_out=0.419 Acc=0.91 ---393768.93 ms/batch
Step 00078550 L_out=0.197 Acc=0.92 ---433000.48 ms/batch
Step 00078600 L_out=0.502 Acc=0.92 ---474874.85 ms/batch
Step 00078650 L_out=0.187 Acc=0.97 ---517081.71 ms/batch
Step 00078700 L_out=0.286 Acc=0.94 ---557480.68 ms/batch
Round 5 | epoch=27, train costTime=562.8445825576782, | total_activation_sum=33704773
Round 5 | epoch=28, current m_iou=0.8382027928763478
Round 5 | Best m_IoU is: 0.861, OA is: 0.965 | val costTime=94.94516468048096
Round 5 | ****EPOCH 28****
Step 00078750 L_out=0.163 Acc=0.89 ---35537.25 ms/batch
Step 00078800 L_out=0.245 Acc=0.96 ---73047.68 ms/batch
Step 00078850 L_out=0.305 Acc=0.94 ---114969.74 ms/batch
Step 00078900 L_out=0.262 Acc=0.93 ---157324.12 ms/batch
Step 00078950 L_out=0.188 Acc=0.95 ---197058.34 ms/batch
Step 00079000 L_out=0.203 Acc=0.93 ---235022.65 ms/batch
Step 00079050 L_out=0.251 Acc=0.96 ---275970.11 ms/batch
Step 00079100 L_out=0.236 Acc=0.92 ---319923.22 ms/batch
Step 00079150 L_out=0.215 Acc=0.95 ---363066.77 ms/batch
Step 00079200 L_out=0.818 Acc=0.81 ---408211.58 ms/batch
Step 00079250 L_out=0.325 Acc=0.93 ---450041.29 ms/batch
Step 00079300 L_out=0.189 Acc=0.96 ---493254.01 ms/batch
Step 00079350 L_out=0.274 Acc=0.90 ---537184.08 ms/batch
Round 5 | epoch=28, train costTime=557.7837698459625, | total_activation_sum=33631879
Round 5 | epoch=29, current m_iou=0.8390507747139165
Round 5 | Best m_IoU is: 0.861, OA is: 0.965 | val costTime=93.65529775619507
Round 5 | ****EPOCH 29****
Step 00079400 L_out=0.069 Acc=0.96 ---23588.58 ms/batch
Step 00079450 L_out=0.366 Acc=0.91 ---66357.45 ms/batch
Step 00079500 L_out=0.376 Acc=0.92 ---107451.18 ms/batch
Step 00079550 L_out=0.519 Acc=0.87 ---150706.38 ms/batch
Step 00079600 L_out=0.165 Acc=0.92 ---194840.44 ms/batch
Step 00079650 L_out=0.109 Acc=0.96 ---239117.75 ms/batch
Step 00079700 L_out=0.156 Acc=0.94 ---282156.16 ms/batch
Step 00079750 L_out=0.048 Acc=0.95 ---325242.62 ms/batch
Step 00079800 L_out=0.305 Acc=0.95 ---368845.87 ms/batch
Step 00079850 L_out=0.362 Acc=0.89 ---410487.89 ms/batch
Step 00079900 L_out=0.239 Acc=0.94 ---453991.16 ms/batch
Step 00079950 L_out=0.150 Acc=0.95 ---498531.01 ms/batch
Step 00080000 L_out=0.306 Acc=0.94 ---540296.02 ms/batch
Round 5 | epoch=29, train costTime=576.5005090236664, | total_activation_sum=33733983
Round 5 | epoch=30, current m_iou=0.8568443605550549
Round 5 | Best m_IoU is: 0.861, OA is: 0.965 | val costTime=96.95243811607361
Round 5 | ****EPOCH 30****
Round 6 | ****EPOCH 0****
Step 00080050 L_out=0.977 Acc=0.70 --- 8312.58 ms/batch
Step 00080100 L_out=2.603 Acc=0.54 ---52430.85 ms/batch
Step 00080150 L_out=1.546 Acc=0.53 ---95940.12 ms/batch
Step 00080200 L_out=1.870 Acc=0.69 ---139000.46 ms/batch
Step 00080250 L_out=0.285 Acc=0.95 ---182786.14 ms/batch
Step 00080300 L_out=0.438 Acc=0.88 ---225671.14 ms/batch
Step 00080350 L_out=0.545 Acc=0.87 ---271283.74 ms/batch
Step 00080400 L_out=0.257 Acc=0.91 ---315951.21 ms/batch
Step 00080450 L_out=0.797 Acc=0.90 ---358392.05 ms/batch
Step 00080500 L_out=0.306 Acc=0.96 ---402206.81 ms/batch
Step 00080550 L_out=0.423 Acc=0.92 ---446955.38 ms/batch
Step 00080600 L_out=0.619 Acc=0.84 ---490880.38 ms/batch
Step 00080650 L_out=0.384 Acc=0.89 ---534216.67 ms/batch
Step 00080700 L_out=0.426 Acc=0.90 ---578869.47 ms/batch
Round 6 | epoch=0, train costTime=585.1352515220642, | total_activation_sum=39185135
Round 6 | epoch=1, current m_iou=0.7814213153174886
Round 6 | Best m_IoU is: 0.781, OA is: 0.930 | val costTime=99.51318669319153
Round 6 | ****EPOCH 1****
Step 00080750 L_out=0.509 Acc=0.89 ---39099.86 ms/batch
Step 00080800 L_out=0.571 Acc=0.92 ---85685.11 ms/batch
Step 00080850 L_out=0.204 Acc=0.96 ---132012.15 ms/batch
Step 00080900 L_out=0.223 Acc=0.92 ---176473.79 ms/batch
Step 00080950 L_out=0.559 Acc=0.90 ---221384.91 ms/batch
Step 00081000 L_out=0.258 Acc=0.93 ---264396.48 ms/batch
Step 00081050 L_out=0.594 Acc=0.93 ---306843.26 ms/batch
Step 00081100 L_out=0.606 Acc=0.91 ---352173.38 ms/batch
Step 00081150 L_out=0.318 Acc=0.94 ---399917.74 ms/batch
Step 00081200 L_out=0.587 Acc=0.91 ---446754.71 ms/batch
Step 00081250 L_out=0.653 Acc=0.86 ---494042.90 ms/batch
Step 00081300 L_out=0.339 Acc=0.91 ---542458.84 ms/batch
Step 00081350 L_out=0.857 Acc=0.82 ---590289.59 ms/batch
Round 6 | epoch=1, train costTime=613.7278831005096, | total_activation_sum=39175318
Round 6 | epoch=2, current m_iou=0.8141622948683829
Round 6 | Best m_IoU is: 0.814, OA is: 0.947 | val costTime=99.52387762069702
Round 6 | ****EPOCH 2****
Step 00081400 L_out=0.656 Acc=0.92 ---22936.62 ms/batch
Step 00081450 L_out=0.462 Acc=0.88 ---67928.97 ms/batch
Step 00081500 L_out=0.283 Acc=0.96 ---111596.46 ms/batch
Step 00081550 L_out=0.232 Acc=0.96 ---155399.27 ms/batch
Step 00081600 L_out=0.233 Acc=0.93 ---200249.83 ms/batch
Step 00081650 L_out=0.380 Acc=0.89 ---243172.54 ms/batch
Step 00081700 L_out=0.726 Acc=0.92 ---287680.21 ms/batch
Step 00081750 L_out=0.482 Acc=0.91 ---329146.14 ms/batch
Step 00081800 L_out=0.714 Acc=0.87 ---373630.68 ms/batch
Step 00081850 L_out=0.360 Acc=0.90 ---417958.86 ms/batch
Step 00081900 L_out=0.785 Acc=0.88 ---462147.84 ms/batch
Step 00081950 L_out=0.380 Acc=0.90 ---506796.86 ms/batch
Step 00082000 L_out=0.679 Acc=0.93 ---551343.61 ms/batch
Round 6 | epoch=2, train costTime=585.6997156143188, | total_activation_sum=39138490
Round 6 | epoch=3, current m_iou=0.8043183055162949
Round 6 | Best m_IoU is: 0.814, OA is: 0.947 | val costTime=97.52007031440735
Round 6 | ****EPOCH 3****
Step 00082050 L_out=0.383 Acc=0.92 --- 7984.16 ms/batch
Step 00082100 L_out=0.176 Acc=0.96 ---52319.70 ms/batch
Step 00082150 L_out=0.633 Acc=0.92 ---94853.94 ms/batch
Step 00082200 L_out=0.330 Acc=0.92 ---137614.59 ms/batch
Step 00082250 L_out=0.501 Acc=0.93 ---182255.69 ms/batch
Step 00082300 L_out=0.491 Acc=0.89 ---225221.53 ms/batch
Step 00082350 L_out=0.346 Acc=0.85 ---267792.64 ms/batch
Step 00082400 L_out=0.103 Acc=0.95 ---311205.66 ms/batch
Step 00082450 L_out=0.441 Acc=0.95 ---354912.41 ms/batch
Step 00082500 L_out=0.194 Acc=0.97 ---398151.00 ms/batch
Step 00082550 L_out=0.243 Acc=0.92 ---441266.15 ms/batch
Step 00082600 L_out=0.383 Acc=0.91 ---485951.52 ms/batch
Step 00082650 L_out=1.110 Acc=0.92 ---530755.21 ms/batch
Step 00082700 L_out=0.183 Acc=0.98 ---574568.34 ms/batch
Round 6 | epoch=3, train costTime=581.9228501319885, | total_activation_sum=39107630
Round 6 | epoch=4, current m_iou=0.7693507550760399
Round 6 | Best m_IoU is: 0.814, OA is: 0.947 | val costTime=95.38916397094727
Round 6 | ****EPOCH 4****
Step 00082750 L_out=0.682 Acc=0.90 ---37602.61 ms/batch
Step 00082800 L_out=0.371 Acc=0.91 ---82413.71 ms/batch
Step 00082850 L_out=0.402 Acc=0.84 ---129015.91 ms/batch
Step 00082900 L_out=0.471 Acc=0.90 ---176313.00 ms/batch
Step 00082950 L_out=0.254 Acc=0.93 ---221381.67 ms/batch
Step 00083000 L_out=0.347 Acc=0.93 ---266290.10 ms/batch
Step 00083050 L_out=0.670 Acc=0.94 ---310525.09 ms/batch
Step 00083100 L_out=0.567 Acc=0.93 ---352563.46 ms/batch
Step 00083150 L_out=0.460 Acc=0.89 ---396657.65 ms/batch
Step 00083200 L_out=0.187 Acc=0.90 ---441964.36 ms/batch
Step 00083250 L_out=0.800 Acc=0.90 ---487570.48 ms/batch
Step 00083300 L_out=0.186 Acc=0.93 ---531556.82 ms/batch
Step 00083350 L_out=0.343 Acc=0.96 ---576788.94 ms/batch
Round 6 | epoch=4, train costTime=600.829598903656, | total_activation_sum=39192109
Round 6 | epoch=5, current m_iou=0.7899621281705588
Round 6 | Best m_IoU is: 0.814, OA is: 0.947 | val costTime=102.17966985702515
Round 6 | ****EPOCH 5****
Step 00083400 L_out=0.452 Acc=0.94 ---24069.86 ms/batch
Step 00083450 L_out=0.340 Acc=0.97 ---71330.11 ms/batch
Step 00083500 L_out=0.281 Acc=0.92 ---118216.30 ms/batch
Step 00083550 L_out=0.285 Acc=0.91 ---165256.10 ms/batch
Step 00083600 L_out=0.193 Acc=0.95 ---208450.96 ms/batch
Step 00083650 L_out=0.221 Acc=0.92 ---251543.33 ms/batch
Step 00083700 L_out=0.336 Acc=0.87 ---294874.39 ms/batch
Step 00083750 L_out=0.494 Acc=0.89 ---338615.69 ms/batch
Step 00083800 L_out=0.504 Acc=0.94 ---383363.57 ms/batch
Step 00083850 L_out=0.331 Acc=0.94 ---427632.81 ms/batch
Step 00083900 L_out=0.865 Acc=0.90 ---470053.31 ms/batch
Step 00083950 L_out=0.586 Acc=0.93 ---513432.58 ms/batch
Step 00084000 L_out=0.753 Acc=0.94 ---558060.23 ms/batch
Round 6 | epoch=5, train costTime=596.4224121570587, | total_activation_sum=39195008
Round 6 | epoch=6, current m_iou=0.775277198336344
Round 6 | Best m_IoU is: 0.814, OA is: 0.947 | val costTime=94.4662697315216
Round 6 | ****EPOCH 6****
Step 00084050 L_out=0.318 Acc=0.95 --- 6518.00 ms/batch
Step 00084100 L_out=0.514 Acc=0.90 ---50502.03 ms/batch
Step 00084150 L_out=0.413 Acc=0.94 ---94543.36 ms/batch
Step 00084200 L_out=0.669 Acc=0.95 ---137624.84 ms/batch
Step 00084250 L_out=0.818 Acc=0.94 ---179819.97 ms/batch
Step 00084300 L_out=0.231 Acc=0.92 ---221974.33 ms/batch
Step 00084350 L_out=0.343 Acc=0.97 ---264750.70 ms/batch
Step 00084400 L_out=0.463 Acc=0.92 ---307228.57 ms/batch
Step 00084450 L_out=0.299 Acc=0.94 ---350139.74 ms/batch
Step 00084500 L_out=0.962 Acc=0.90 ---394472.22 ms/batch
Step 00084550 L_out=0.346 Acc=0.85 ---437457.25 ms/batch
Step 00084600 L_out=0.399 Acc=0.95 ---482069.55 ms/batch
Step 00084650 L_out=0.403 Acc=0.91 ---526023.30 ms/batch
Step 00084700 L_out=0.215 Acc=0.93 ---569003.30 ms/batch
Round 6 | epoch=6, train costTime=577.1351118087769, | total_activation_sum=39261851
Round 6 | epoch=7, current m_iou=0.8133678146370431
Round 6 | Best m_IoU is: 0.814, OA is: 0.947 | val costTime=96.77601528167725
Round 6 | ****EPOCH 7****
Step 00084750 L_out=0.518 Acc=0.92 ---37603.97 ms/batch
Step 00084800 L_out=1.106 Acc=0.89 ---78492.53 ms/batch
Step 00084850 L_out=0.396 Acc=0.96 ---120294.01 ms/batch
Step 00084900 L_out=0.468 Acc=0.94 ---162192.20 ms/batch
Step 00084950 L_out=0.353 Acc=0.85 ---201646.17 ms/batch
Step 00085000 L_out=0.352 Acc=0.95 ---239168.30 ms/batch
Step 00085050 L_out=0.415 Acc=0.90 ---277890.98 ms/batch
Step 00085100 L_out=0.208 Acc=0.90 ---316698.07 ms/batch
Step 00085150 L_out=0.331 Acc=0.93 ---356935.52 ms/batch
Step 00085200 L_out=0.265 Acc=0.90 ---402313.39 ms/batch
Step 00085250 L_out=0.232 Acc=0.92 ---443134.47 ms/batch
Step 00085300 L_out=0.535 Acc=0.93 ---484956.29 ms/batch
Step 00085350 L_out=0.474 Acc=0.95 ---521554.09 ms/batch
Round 6 | epoch=7, train costTime=541.5444602966309, | total_activation_sum=39157376
Round 6 | epoch=8, current m_iou=0.8345730811361654
Round 6 | Best m_IoU is: 0.835, OA is: 0.962 | val costTime=81.46317219734192
Round 6 | ****EPOCH 8****
Step 00085400 L_out=0.321 Acc=0.94 ---15996.38 ms/batch
Step 00085450 L_out=0.498 Acc=0.92 ---49785.89 ms/batch
Step 00085500 L_out=0.285 Acc=0.96 ---84742.81 ms/batch
Step 00085550 L_out=1.013 Acc=0.81 ---121892.83 ms/batch
Step 00085600 L_out=0.841 Acc=0.76 ---159557.71 ms/batch
Step 00085650 L_out=0.162 Acc=0.94 ---196828.61 ms/batch
Step 00085700 L_out=0.509 Acc=0.93 ---234987.56 ms/batch
Step 00085750 L_out=0.185 Acc=0.85 ---273268.69 ms/batch
Step 00085800 L_out=0.560 Acc=0.93 ---311656.33 ms/batch
Step 00085850 L_out=0.520 Acc=0.94 ---351482.20 ms/batch
Step 00085900 L_out=0.327 Acc=0.94 ---395891.94 ms/batch
Step 00085950 L_out=0.335 Acc=0.97 ---436562.54 ms/batch
Step 00086000 L_out=0.267 Acc=0.96 ---476278.47 ms/batch
Round 6 | epoch=8, train costTime=511.24838876724243, | total_activation_sum=38979459
Round 6 | epoch=9, current m_iou=0.8364901043504364
Round 6 | Best m_IoU is: 0.836, OA is: 0.964 | val costTime=86.12009239196777
Round 6 | ****EPOCH 9****
Step 00086050 L_out=1.698 Acc=0.81 --- 4894.35 ms/batch
Step 00086100 L_out=0.144 Acc=0.98 ---44193.85 ms/batch
Step 00086150 L_out=0.397 Acc=0.92 ---82153.30 ms/batch
Step 00086200 L_out=0.233 Acc=0.92 ---121031.47 ms/batch
Step 00086250 L_out=0.946 Acc=0.83 ---161016.86 ms/batch
Step 00086300 L_out=0.264 Acc=0.95 ---199205.88 ms/batch
Step 00086350 L_out=0.514 Acc=0.95 ---236300.47 ms/batch
Step 00086400 L_out=0.262 Acc=0.96 ---274706.23 ms/batch
Step 00086450 L_out=0.328 Acc=0.94 ---312995.93 ms/batch
Step 00086500 L_out=0.367 Acc=0.94 ---352436.58 ms/batch
Step 00086550 L_out=0.314 Acc=0.96 ---391985.25 ms/batch
Step 00086600 L_out=0.473 Acc=0.90 ---430388.87 ms/batch
Step 00086650 L_out=0.368 Acc=0.93 ---466686.38 ms/batch
Step 00086700 L_out=0.203 Acc=0.93 ---503745.13 ms/batch
Round 6 | epoch=9, train costTime=511.1029098033905, | total_activation_sum=39168613
Round 6 | epoch=10, current m_iou=0.8439705797483477
Round 6 | Best m_IoU is: 0.844, OA is: 0.963 | val costTime=85.9680860042572
Round 6 | ****EPOCH 10****
Step 00086750 L_out=0.412 Acc=0.94 ---30039.97 ms/batch
Step 00086800 L_out=0.382 Acc=0.90 ---68088.75 ms/batch
Step 00086850 L_out=0.418 Acc=0.91 ---106269.22 ms/batch
Step 00086900 L_out=0.730 Acc=0.91 ---146272.54 ms/batch
Step 00086950 L_out=0.351 Acc=0.95 ---182653.00 ms/batch
Step 00087000 L_out=0.092 Acc=0.96 ---220662.11 ms/batch
Step 00087050 L_out=0.408 Acc=0.93 ---258025.59 ms/batch
Step 00087100 L_out=0.386 Acc=0.94 ---295992.43 ms/batch
Step 00087150 L_out=0.198 Acc=0.96 ---332764.07 ms/batch
Step 00087200 L_out=0.594 Acc=0.92 ---370710.84 ms/batch
Step 00087250 L_out=0.507 Acc=0.94 ---409288.81 ms/batch
Step 00087300 L_out=0.349 Acc=0.89 ---448775.97 ms/batch
Step 00087350 L_out=0.505 Acc=0.95 ---487767.86 ms/batch
Round 6 | epoch=10, train costTime=507.8130702972412, | total_activation_sum=39249567
Round 6 | epoch=11, current m_iou=0.8612186772003498
Round 6 | Best m_IoU is: 0.861, OA is: 0.966 | val costTime=86.65277791023254
Round 6 | ****EPOCH 11****
Step 00087400 L_out=0.396 Acc=0.89 ---19994.00 ms/batch
Step 00087450 L_out=0.448 Acc=0.93 ---64033.69 ms/batch
Step 00087500 L_out=0.371 Acc=0.94 ---91161.15 ms/batch
Step 00087550 L_out=0.416 Acc=0.91 ---117671.63 ms/batch
Step 00087600 L_out=0.426 Acc=0.91 ---143785.97 ms/batch
Step 00087650 L_out=0.644 Acc=0.85 ---170843.73 ms/batch
Step 00087700 L_out=0.411 Acc=0.94 ---198060.11 ms/batch
Step 00087750 L_out=0.558 Acc=0.91 ---224681.48 ms/batch
Step 00087800 L_out=0.419 Acc=0.95 ---251019.38 ms/batch
Step 00087850 L_out=0.747 Acc=0.95 ---279117.26 ms/batch
Step 00087900 L_out=0.352 Acc=0.82 ---306681.59 ms/batch
Step 00087950 L_out=0.531 Acc=0.95 ---332946.16 ms/batch
Step 00088000 L_out=0.149 Acc=0.91 ---359875.43 ms/batch
Round 6 | epoch=11, train costTime=383.37867999076843, | total_activation_sum=39107327
Round 6 | epoch=12, current m_iou=0.8469376283404368
Round 6 | Best m_IoU is: 0.861, OA is: 0.966 | val costTime=60.08987069129944
Round 6 | ****EPOCH 12****
Step 00088050 L_out=0.316 Acc=0.92 --- 3332.71 ms/batch
Step 00088100 L_out=0.117 Acc=0.96 ---31002.23 ms/batch
Step 00088150 L_out=0.288 Acc=0.96 ---57972.08 ms/batch
Step 00088200 L_out=0.489 Acc=0.95 ---86787.85 ms/batch
Step 00088250 L_out=0.568 Acc=0.84 ---113665.11 ms/batch
Step 00088300 L_out=0.103 Acc=0.92 ---141106.37 ms/batch
Step 00088350 L_out=0.447 Acc=0.94 ---168861.88 ms/batch
Step 00088400 L_out=0.103 Acc=0.95 ---196168.06 ms/batch
Step 00088450 L_out=0.282 Acc=0.95 ---222434.83 ms/batch
Step 00088500 L_out=0.243 Acc=0.97 ---248992.58 ms/batch
Step 00088550 L_out=0.448 Acc=0.93 ---276826.48 ms/batch
Step 00088600 L_out=0.319 Acc=0.93 ---305264.71 ms/batch
Step 00088650 L_out=0.479 Acc=0.91 ---331942.66 ms/batch
Step 00088700 L_out=0.451 Acc=0.91 ---358898.20 ms/batch
Round 6 | epoch=12, train costTime=364.61457657814026, | total_activation_sum=39170009
Round 6 | epoch=13, current m_iou=0.847984481483331
Round 6 | Best m_IoU is: 0.861, OA is: 0.966 | val costTime=59.92605805397034
Round 6 | ****EPOCH 13****
Step 00088750 L_out=0.175 Acc=0.95 ---20258.85 ms/batch
Step 00088800 L_out=0.904 Acc=0.82 ---47629.74 ms/batch
Step 00088850 L_out=0.441 Acc=0.95 ---73769.27 ms/batch
Step 00088900 L_out=0.323 Acc=0.93 ---100332.59 ms/batch
Step 00088950 L_out=0.436 Acc=0.92 ---127818.45 ms/batch
Step 00089000 L_out=0.259 Acc=0.92 ---155965.66 ms/batch
Step 00089050 L_out=0.419 Acc=0.95 ---182962.45 ms/batch
Step 00089100 L_out=0.251 Acc=0.96 ---210122.47 ms/batch
Step 00089150 L_out=0.433 Acc=0.90 ---236889.80 ms/batch
Step 00089200 L_out=0.285 Acc=0.86 ---263603.78 ms/batch
Step 00089250 L_out=0.533 Acc=0.87 ---291682.49 ms/batch
Step 00089300 L_out=0.414 Acc=0.94 ---320377.60 ms/batch
Step 00089350 L_out=0.187 Acc=0.96 ---346763.25 ms/batch
Round 6 | epoch=13, train costTime=361.76644492149353, | total_activation_sum=39139301
Round 6 | epoch=14, current m_iou=0.8476804095475048
Round 6 | Best m_IoU is: 0.861, OA is: 0.966 | val costTime=66.87217712402344
Round 6 | ****EPOCH 14****
Step 00089400 L_out=0.289 Acc=0.96 ---11726.03 ms/batch
Step 00089450 L_out=0.624 Acc=0.86 ---38584.09 ms/batch
Step 00089500 L_out=0.665 Acc=0.94 ---65456.66 ms/batch
Step 00089550 L_out=0.507 Acc=0.91 ---92292.49 ms/batch
Step 00089600 L_out=0.653 Acc=0.91 ---120345.02 ms/batch
Step 00089650 L_out=0.233 Acc=0.97 ---147678.82 ms/batch
Step 00089700 L_out=0.459 Acc=0.90 ---175450.00 ms/batch
Step 00089750 L_out=0.402 Acc=0.91 ---200928.02 ms/batch
Step 00089800 L_out=0.508 Acc=0.92 ---223647.66 ms/batch
Step 00089850 L_out=0.361 Acc=0.92 ---246295.55 ms/batch
Step 00089900 L_out=0.229 Acc=0.95 ---268871.57 ms/batch
Step 00089950 L_out=0.282 Acc=0.92 ---291034.29 ms/batch
Step 00090000 L_out=0.425 Acc=0.89 ---313099.49 ms/batch
Round 6 | epoch=14, train costTime=333.06616401672363, | total_activation_sum=39122461
Round 6 | epoch=15, current m_iou=0.8573926231954099
Round 6 | Best m_IoU is: 0.861, OA is: 0.966 | val costTime=51.40447187423706
Round 6 | ****EPOCH 15****
Step 00090050 L_out=0.312 Acc=0.94 --- 2190.57 ms/batch
Step 00090100 L_out=0.112 Acc=0.98 ---24295.55 ms/batch
Step 00090150 L_out=0.317 Acc=0.89 ---46388.05 ms/batch
Step 00090200 L_out=0.547 Acc=0.91 ---68458.66 ms/batch
Step 00090250 L_out=0.259 Acc=0.95 ---90524.16 ms/batch
Step 00090300 L_out=0.285 Acc=0.96 ---113094.14 ms/batch
Step 00090350 L_out=0.254 Acc=0.95 ---135148.76 ms/batch
Step 00090400 L_out=1.223 Acc=0.91 ---157320.91 ms/batch
Step 00090450 L_out=0.392 Acc=0.95 ---179338.14 ms/batch
Step 00090500 L_out=0.424 Acc=0.95 ---201327.30 ms/batch
Step 00090550 L_out=0.177 Acc=0.97 ---223502.42 ms/batch
Step 00090600 L_out=0.168 Acc=0.95 ---245811.78 ms/batch
Step 00090650 L_out=0.410 Acc=0.91 ---267854.24 ms/batch
Step 00090700 L_out=0.046 Acc=0.97 ---289948.04 ms/batch
Round 6 | epoch=15, train costTime=295.2602331638336, | total_activation_sum=39188598
Round 6 | epoch=16, current m_iou=0.8577193103083327
Round 6 | Best m_IoU is: 0.861, OA is: 0.966 | val costTime=51.15958094596863
Round 6 | ****EPOCH 16****
Step 00090750 L_out=0.232 Acc=0.93 ---17479.87 ms/batch
Step 00090800 L_out=0.501 Acc=0.95 ---39589.18 ms/batch
Step 00090850 L_out=0.299 Acc=0.93 ---61668.57 ms/batch
Step 00090900 L_out=0.209 Acc=0.94 ---84610.72 ms/batch
Step 00090950 L_out=0.184 Acc=0.96 ---106707.78 ms/batch
Step 00091000 L_out=0.549 Acc=0.92 ---128986.37 ms/batch
Step 00091050 L_out=0.110 Acc=0.95 ---152471.69 ms/batch
Step 00091100 L_out=0.486 Acc=0.93 ---175383.65 ms/batch
Step 00091150 L_out=0.287 Acc=0.94 ---198072.51 ms/batch
Step 00091200 L_out=0.270 Acc=0.95 ---221141.64 ms/batch
Step 00091250 L_out=0.215 Acc=0.93 ---244088.28 ms/batch
Step 00091300 L_out=0.367 Acc=0.95 ---268219.42 ms/batch
Step 00091350 L_out=0.480 Acc=0.91 ---296482.27 ms/batch
Round 6 | epoch=16, train costTime=312.5114674568176, | total_activation_sum=39206138
Round 6 | epoch=17, current m_iou=0.8519003444319166
Round 6 | Best m_IoU is: 0.861, OA is: 0.966 | val costTime=75.57988977432251
Round 6 | ****EPOCH 17****
Step 00091400 L_out=0.348 Acc=0.94 ---11738.53 ms/batch
Step 00091450 L_out=0.448 Acc=0.92 ---38796.43 ms/batch
Step 00091500 L_out=0.372 Acc=0.94 ---66261.66 ms/batch
Step 00091550 L_out=0.096 Acc=0.92 ---92522.32 ms/batch
Step 00091600 L_out=0.352 Acc=0.94 ---118866.50 ms/batch
Step 00091650 L_out=0.375 Acc=0.93 ---145279.58 ms/batch
Step 00091700 L_out=0.376 Acc=0.91 ---171789.16 ms/batch
Step 00091750 L_out=0.126 Acc=0.90 ---199031.46 ms/batch
Step 00091800 L_out=0.443 Acc=0.90 ---226975.22 ms/batch
Step 00091850 L_out=0.646 Acc=0.91 ---254566.20 ms/batch
Step 00091900 L_out=0.218 Acc=0.94 ---281660.68 ms/batch
Step 00091950 L_out=0.168 Acc=0.98 ---310297.75 ms/batch
Step 00092000 L_out=0.440 Acc=0.90 ---338289.72 ms/batch
Round 6 | epoch=17, train costTime=364.9358787536621, | total_activation_sum=39026885
Round 6 | epoch=18, current m_iou=0.8622586729326764
Round 6 | Best m_IoU is: 0.862, OA is: 0.967 | val costTime=74.52898049354553
Round 6 | ****EPOCH 18****
Step 00092050 L_out=0.231 Acc=0.96 --- 2275.65 ms/batch
Step 00092100 L_out=0.288 Acc=0.95 ---30899.03 ms/batch
Step 00092150 L_out=0.329 Acc=0.94 ---59308.90 ms/batch
Step 00092200 L_out=0.424 Acc=0.92 ---86597.29 ms/batch
Step 00092250 L_out=0.462 Acc=0.92 ---114259.80 ms/batch
Step 00092300 L_out=0.209 Acc=0.97 ---141017.35 ms/batch
Step 00092350 L_out=0.474 Acc=0.95 ---168597.85 ms/batch
Step 00092400 L_out=0.158 Acc=0.98 ---195752.10 ms/batch
Step 00092450 L_out=0.404 Acc=0.94 ---223741.90 ms/batch
Step 00092500 L_out=0.177 Acc=0.93 ---250874.33 ms/batch
Step 00092550 L_out=0.221 Acc=0.96 ---277714.53 ms/batch
Step 00092600 L_out=0.749 Acc=0.82 ---305769.77 ms/batch
Step 00092650 L_out=0.328 Acc=0.95 ---333821.93 ms/batch
Step 00092700 L_out=0.819 Acc=0.94 ---360689.95 ms/batch
Round 6 | epoch=18, train costTime=367.64089179039, | total_activation_sum=39227362
Round 6 | epoch=19, current m_iou=0.8651182238541816
Round 6 | Best m_IoU is: 0.865, OA is: 0.966 | val costTime=63.88243317604065
Round 6 | ****EPOCH 19****
Step 00092750 L_out=0.503 Acc=0.93 ---20169.67 ms/batch
Step 00092800 L_out=0.318 Acc=0.97 ---47787.76 ms/batch
Step 00092850 L_out=0.129 Acc=0.97 ---75081.64 ms/batch
Step 00092900 L_out=0.355 Acc=0.94 ---102261.60 ms/batch
Step 00092950 L_out=0.482 Acc=0.90 ---129620.37 ms/batch
Step 00093000 L_out=0.828 Acc=0.89 ---156972.00 ms/batch
Step 00093050 L_out=0.144 Acc=0.96 ---183898.71 ms/batch
Step 00093100 L_out=0.308 Acc=0.96 ---210887.56 ms/batch
Step 00093150 L_out=0.312 Acc=0.97 ---238067.65 ms/batch
Step 00093200 L_out=0.267 Acc=0.96 ---265175.60 ms/batch
Step 00093250 L_out=0.324 Acc=0.95 ---293666.44 ms/batch
Step 00093300 L_out=0.143 Acc=0.96 ---320581.40 ms/batch
Step 00093350 L_out=0.195 Acc=0.95 ---348649.84 ms/batch
Round 6 | epoch=19, train costTime=366.18858456611633, | total_activation_sum=39247199
Round 6 | epoch=20, current m_iou=0.8613525064505851
Round 6 | Best m_IoU is: 0.865, OA is: 0.966 | val costTime=63.28140687942505
Round 6 | ****EPOCH 20****
Step 00093400 L_out=0.652 Acc=0.93 ---11015.08 ms/batch
Step 00093450 L_out=0.244 Acc=0.96 ---38606.67 ms/batch
Step 00093500 L_out=0.460 Acc=0.94 ---66292.26 ms/batch
Step 00093550 L_out=0.408 Acc=0.94 ---93398.42 ms/batch
Step 00093600 L_out=0.242 Acc=0.94 ---121938.61 ms/batch
Step 00093650 L_out=0.156 Acc=0.95 ---148812.90 ms/batch
Step 00093700 L_out=0.291 Acc=0.97 ---175978.34 ms/batch
Step 00093750 L_out=0.336 Acc=0.93 ---202903.91 ms/batch
Step 00093800 L_out=1.749 Acc=0.49 ---230011.14 ms/batch
Step 00093850 L_out=0.296 Acc=0.93 ---257012.78 ms/batch
Step 00093900 L_out=0.326 Acc=0.92 ---283769.48 ms/batch
Step 00093950 L_out=0.645 Acc=0.90 ---310217.17 ms/batch
Step 00094000 L_out=0.133 Acc=0.97 ---337645.49 ms/batch
Round 6 | epoch=20, train costTime=363.78465247154236, | total_activation_sum=39258826
Round 6 | epoch=21, current m_iou=0.8646918664806759
Round 6 | Best m_IoU is: 0.865, OA is: 0.966 | val costTime=73.28476119041443
Round 6 | ****EPOCH 21****
Step 00094050 L_out=0.138 Acc=0.96 --- 1890.15 ms/batch
Step 00094100 L_out=0.367 Acc=0.93 ---29015.73 ms/batch
Step 00094150 L_out=0.383 Acc=0.96 ---56707.91 ms/batch
Step 00094200 L_out=0.164 Acc=0.95 ---84063.43 ms/batch
Step 00094250 L_out=0.101 Acc=0.99 ---111655.86 ms/batch
Step 00094300 L_out=0.276 Acc=0.96 ---139173.78 ms/batch
Step 00094350 L_out=0.314 Acc=0.95 ---166660.84 ms/batch
Step 00094400 L_out=0.294 Acc=0.94 ---193704.11 ms/batch
Step 00094450 L_out=0.229 Acc=0.96 ---221145.07 ms/batch
Step 00094500 L_out=0.188 Acc=0.95 ---249165.57 ms/batch
Step 00094550 L_out=0.181 Acc=0.97 ---276123.95 ms/batch
Step 00094600 L_out=0.364 Acc=0.95 ---303631.34 ms/batch
Step 00094650 L_out=0.340 Acc=0.90 ---332495.74 ms/batch
Step 00094700 L_out=0.246 Acc=0.96 ---360119.94 ms/batch
Round 6 | epoch=21, train costTime=367.6911520957947, | total_activation_sum=39079616
Round 6 | epoch=22, current m_iou=0.8654426965677824
Round 6 | Best m_IoU is: 0.865, OA is: 0.967 | val costTime=90.89871335029602
Round 6 | ****EPOCH 22****
Step 00094750 L_out=0.586 Acc=0.91 ---19747.44 ms/batch
Step 00094800 L_out=0.340 Acc=0.97 ---47011.78 ms/batch
Step 00094850 L_out=0.221 Acc=0.94 ---74447.34 ms/batch
Step 00094900 L_out=0.324 Acc=0.97 ---101582.10 ms/batch
Step 00094950 L_out=0.099 Acc=0.97 ---129643.34 ms/batch
Step 00095000 L_out=0.234 Acc=0.97 ---156831.93 ms/batch
Step 00095050 L_out=0.389 Acc=0.94 ---185054.05 ms/batch
Step 00095100 L_out=0.254 Acc=0.93 ---213072.47 ms/batch
Step 00095150 L_out=0.308 Acc=0.93 ---242084.70 ms/batch
Step 00095200 L_out=0.597 Acc=0.92 ---269833.60 ms/batch
Step 00095250 L_out=0.349 Acc=0.97 ---298466.46 ms/batch
Step 00095300 L_out=0.404 Acc=0.94 ---325874.65 ms/batch
Step 00095350 L_out=0.256 Acc=0.97 ---353466.89 ms/batch
Round 6 | epoch=22, train costTime=370.4531180858612, | total_activation_sum=39087323
Round 6 | epoch=23, current m_iou=0.8698489606402517
Round 6 | Best m_IoU is: 0.870, OA is: 0.968 | val costTime=68.48230528831482
Round 6 | ****EPOCH 23****
Step 00095400 L_out=0.462 Acc=0.95 ---10367.97 ms/batch
Step 00095450 L_out=0.272 Acc=0.88 ---38188.40 ms/batch
Step 00095500 L_out=0.250 Acc=0.93 ---65714.01 ms/batch
Step 00095550 L_out=0.168 Acc=0.98 ---92935.37 ms/batch
Step 00095600 L_out=2.057 Acc=0.89 ---120266.19 ms/batch
Step 00095650 L_out=0.175 Acc=0.97 ---147891.00 ms/batch
Step 00095700 L_out=0.303 Acc=0.92 ---175427.25 ms/batch
Step 00095750 L_out=0.386 Acc=0.94 ---202343.34 ms/batch
Step 00095800 L_out=0.203 Acc=0.95 ---229220.17 ms/batch
Step 00095850 L_out=0.717 Acc=0.84 ---257294.21 ms/batch
Step 00095900 L_out=0.357 Acc=0.94 ---285234.28 ms/batch
Step 00095950 L_out=0.154 Acc=0.96 ---312729.51 ms/batch
Step 00096000 L_out=0.432 Acc=0.95 ---340398.07 ms/batch
Round 6 | epoch=23, train costTime=367.0666859149933, | total_activation_sum=39232883
Round 6 | epoch=24, current m_iou=0.8683200932311502
Round 6 | Best m_IoU is: 0.870, OA is: 0.968 | val costTime=65.87021112442017
Round 6 | ****EPOCH 24****
Step 00096050 L_out=0.303 Acc=0.96 --- 1046.51 ms/batch
Step 00096100 L_out=0.184 Acc=0.95 ---29134.05 ms/batch
Step 00096150 L_out=0.089 Acc=0.97 ---56409.48 ms/batch
Step 00096200 L_out=0.299 Acc=0.96 ---83577.49 ms/batch
Step 00096250 L_out=0.340 Acc=0.95 ---111553.76 ms/batch
Step 00096300 L_out=0.137 Acc=0.95 ---139052.76 ms/batch
Step 00096350 L_out=0.513 Acc=0.96 ---166294.69 ms/batch
Step 00096400 L_out=0.135 Acc=0.95 ---194111.42 ms/batch
Step 00096450 L_out=0.452 Acc=0.93 ---221680.64 ms/batch
Step 00096500 L_out=0.534 Acc=0.96 ---249401.55 ms/batch
Step 00096550 L_out=0.191 Acc=0.94 ---277618.47 ms/batch
Step 00096600 L_out=0.230 Acc=0.96 ---305246.17 ms/batch
Step 00096650 L_out=0.125 Acc=0.95 ---332281.73 ms/batch
Step 00096700 L_out=0.272 Acc=0.95 ---359622.71 ms/batch
Round 6 | epoch=24, train costTime=367.87895131111145, | total_activation_sum=38964100
Round 6 | epoch=25, current m_iou=0.8462890306100462
Round 6 | Best m_IoU is: 0.870, OA is: 0.968 | val costTime=67.2660539150238
Round 6 | ****EPOCH 25****
Step 00096750 L_out=0.245 Acc=0.95 ---19556.80 ms/batch
Step 00096800 L_out=0.260 Acc=0.97 ---47052.50 ms/batch
Step 00096850 L_out=0.279 Acc=0.95 ---74457.50 ms/batch
Step 00096900 L_out=0.174 Acc=0.97 ---102116.23 ms/batch
Step 00096950 L_out=0.543 Acc=0.92 ---130170.23 ms/batch
Step 00097000 L_out=0.177 Acc=0.98 ---158254.81 ms/batch
Step 00097050 L_out=0.342 Acc=0.92 ---185994.48 ms/batch
Step 00097100 L_out=0.155 Acc=0.97 ---213622.35 ms/batch
Step 00097150 L_out=0.212 Acc=0.96 ---244190.02 ms/batch
Step 00097200 L_out=0.376 Acc=0.91 ---272488.82 ms/batch
Step 00097250 L_out=0.122 Acc=0.99 ---300462.21 ms/batch
Step 00097300 L_out=0.327 Acc=0.95 ---328122.98 ms/batch
Step 00097350 L_out=0.105 Acc=0.97 ---356258.65 ms/batch
Round 6 | epoch=25, train costTime=373.93394589424133, | total_activation_sum=39346865
Round 6 | epoch=26, current m_iou=0.8700252107797103
Round 6 | Best m_IoU is: 0.870, OA is: 0.968 | val costTime=72.61910605430603
Round 6 | ****EPOCH 26****
Step 00097400 L_out=0.199 Acc=0.96 --- 9717.30 ms/batch
Step 00097450 L_out=0.234 Acc=0.95 ---37994.35 ms/batch
Step 00097500 L_out=0.265 Acc=0.92 ---65770.09 ms/batch
Step 00097550 L_out=0.350 Acc=0.92 ---93788.39 ms/batch
Step 00097600 L_out=0.402 Acc=0.94 ---121241.16 ms/batch
Step 00097650 L_out=0.184 Acc=0.96 ---148285.78 ms/batch
Step 00097700 L_out=0.318 Acc=0.94 ---175876.36 ms/batch
Step 00097750 L_out=0.180 Acc=0.97 ---203493.83 ms/batch
Step 00097800 L_out=0.279 Acc=0.93 ---230922.87 ms/batch
Step 00097850 L_out=0.328 Acc=0.96 ---258663.60 ms/batch
Step 00097900 L_out=0.421 Acc=0.94 ---285414.78 ms/batch
Step 00097950 L_out=0.262 Acc=0.95 ---312824.90 ms/batch
Step 00098000 L_out=0.288 Acc=0.95 ---339798.45 ms/batch
Round 6 | epoch=26, train costTime=366.7465705871582, | total_activation_sum=39079265
Round 6 | epoch=27, current m_iou=0.8503980376543712
Round 6 | Best m_IoU is: 0.870, OA is: 0.968 | val costTime=73.24181652069092
Round 6 | ****EPOCH 27****
Step 00098050 L_out=0.334 Acc=0.94 ---  535.78 ms/batch
Step 00098100 L_out=0.352 Acc=0.96 ---28549.93 ms/batch
Step 00098150 L_out=0.222 Acc=0.95 ---55608.91 ms/batch
Step 00098200 L_out=0.375 Acc=0.94 ---83618.75 ms/batch
Step 00098250 L_out=0.217 Acc=0.97 ---110942.94 ms/batch
Step 00098300 L_out=0.299 Acc=0.89 ---138587.81 ms/batch
Step 00098350 L_out=0.310 Acc=0.94 ---165710.35 ms/batch
Step 00098400 L_out=0.242 Acc=0.97 ---193880.10 ms/batch
Step 00098450 L_out=0.241 Acc=0.95 ---221566.60 ms/batch
Step 00098500 L_out=0.156 Acc=0.97 ---249483.66 ms/batch
Step 00098550 L_out=0.243 Acc=0.92 ---277094.89 ms/batch
Step 00098600 L_out=0.184 Acc=0.96 ---304320.54 ms/batch
Step 00098650 L_out=0.208 Acc=0.96 ---331522.21 ms/batch
Step 00098700 L_out=0.319 Acc=0.97 ---359169.66 ms/batch
Round 6 | epoch=27, train costTime=368.47164487838745, | total_activation_sum=39170237
Round 6 | epoch=28, current m_iou=0.8473265160972064
Round 6 | Best m_IoU is: 0.870, OA is: 0.968 | val costTime=73.47272515296936
Round 6 | ****EPOCH 28****
Step 00098750 L_out=0.143 Acc=0.94 ---18628.02 ms/batch
Step 00098800 L_out=0.172 Acc=0.95 ---46213.12 ms/batch
Step 00098850 L_out=0.250 Acc=0.92 ---73969.06 ms/batch
Step 00098900 L_out=0.225 Acc=0.97 ---101816.13 ms/batch
Step 00098950 L_out=0.103 Acc=0.97 ---129074.78 ms/batch
Step 00099000 L_out=0.404 Acc=0.95 ---156801.57 ms/batch
Step 00099050 L_out=0.307 Acc=0.95 ---184608.81 ms/batch
Step 00099100 L_out=0.161 Acc=0.96 ---211970.67 ms/batch
Step 00099150 L_out=0.221 Acc=0.95 ---239779.64 ms/batch
Step 00099200 L_out=0.675 Acc=0.91 ---268466.77 ms/batch
Step 00099250 L_out=0.367 Acc=0.92 ---296102.55 ms/batch
Step 00099300 L_out=0.252 Acc=0.96 ---324116.26 ms/batch
Step 00099350 L_out=0.327 Acc=0.92 ---351743.55 ms/batch
Round 6 | epoch=28, train costTime=369.9592478275299, | total_activation_sum=39091545
Round 6 | epoch=29, current m_iou=0.8702085593357887
Round 6 | Best m_IoU is: 0.870, OA is: 0.967 | val costTime=73.85023975372314
Round 6 | ****EPOCH 29****
Step 00099400 L_out=0.188 Acc=0.97 --- 9327.91 ms/batch
Step 00099450 L_out=0.104 Acc=0.98 ---36939.41 ms/batch
Step 00099500 L_out=0.506 Acc=0.95 ---64505.16 ms/batch
Step 00099550 L_out=0.216 Acc=0.95 ---91653.47 ms/batch
Step 00099600 L_out=0.099 Acc=0.98 ---119246.64 ms/batch
Step 00099650 L_out=0.229 Acc=0.94 ---146743.36 ms/batch
Step 00099700 L_out=0.451 Acc=0.93 ---174017.63 ms/batch
Step 00099750 L_out=0.215 Acc=0.94 ---201293.87 ms/batch
Step 00099800 L_out=0.209 Acc=0.95 ---229378.61 ms/batch
Step 00099850 L_out=0.060 Acc=0.96 ---257235.96 ms/batch
Step 00099900 L_out=0.546 Acc=0.91 ---284624.67 ms/batch
Step 00099950 L_out=0.168 Acc=0.89 ---311670.78 ms/batch
Step 00100000 L_out=0.326 Acc=0.97 ---339603.32 ms/batch
Step 00100050 L_out=0.086 Acc=0.97 ---366996.77 ms/batch
Round 6 | epoch=29, train costTime=366.9969410896301, | total_activation_sum=38999623
Round 6 | epoch=30, current m_iou=0.8771594726361525
Round 6 | Best m_IoU is: 0.877, OA is: 0.971 | val costTime=73.56349039077759
Round 6 | ****EPOCH 30****
Round 7 | ****EPOCH 0****
Step 00100100 L_out=2.052 Acc=0.72 ---26676.88 ms/batch
Step 00100150 L_out=1.960 Acc=0.78 ---54041.06 ms/batch
Step 00100200 L_out=1.763 Acc=0.73 ---81196.52 ms/batch
Step 00100250 L_out=1.206 Acc=0.81 ---108057.24 ms/batch
Step 00100300 L_out=0.521 Acc=0.77 ---135626.20 ms/batch
Step 00100350 L_out=0.679 Acc=0.92 ---162999.71 ms/batch
Step 00100400 L_out=1.044 Acc=0.87 ---190350.72 ms/batch
Step 00100450 L_out=0.728 Acc=0.91 ---217345.71 ms/batch
Step 00100500 L_out=0.479 Acc=0.90 ---244863.04 ms/batch
Step 00100550 L_out=0.920 Acc=0.88 ---272662.76 ms/batch
Step 00100600 L_out=0.622 Acc=0.91 ---300277.31 ms/batch
Step 00100650 L_out=0.579 Acc=0.87 ---328215.51 ms/batch
Step 00100700 L_out=0.442 Acc=0.94 ---356399.53 ms/batch
Round 7 | epoch=0, train costTime=366.26059007644653, | total_activation_sum=43571619
Round 7 | epoch=1, current m_iou=0.8233765381467572
Round 7 | Best m_IoU is: 0.823, OA is: 0.950 | val costTime=67.09181523323059
Round 7 | ****EPOCH 1****
Step 00100750 L_out=0.805 Acc=0.89 ---18082.73 ms/batch
Step 00100800 L_out=0.589 Acc=0.94 ---46158.58 ms/batch
Step 00100850 L_out=0.505 Acc=0.93 ---73650.30 ms/batch
Step 00100900 L_out=1.691 Acc=0.87 ---100940.72 ms/batch
Step 00100950 L_out=0.477 Acc=0.94 ---128803.44 ms/batch
Step 00101000 L_out=0.691 Acc=0.95 ---156421.94 ms/batch
Step 00101050 L_out=0.565 Acc=0.87 ---183882.19 ms/batch
Step 00101100 L_out=0.385 Acc=0.96 ---211423.68 ms/batch
Step 00101150 L_out=0.608 Acc=0.91 ---238551.26 ms/batch
Step 00101200 L_out=0.383 Acc=0.89 ---266007.67 ms/batch
Step 00101250 L_out=0.354 Acc=0.92 ---293584.22 ms/batch
Step 00101300 L_out=0.554 Acc=0.93 ---321099.71 ms/batch
Step 00101350 L_out=0.402 Acc=0.91 ---349029.92 ms/batch
Round 7 | epoch=1, train costTime=367.8507812023163, | total_activation_sum=43982179
Round 7 | epoch=2, current m_iou=0.8117344313087776
Round 7 | Best m_IoU is: 0.823, OA is: 0.950 | val costTime=67.29835033416748
Round 7 | ****EPOCH 2****
Step 00101400 L_out=0.578 Acc=0.90 --- 8962.83 ms/batch
Step 00101450 L_out=0.707 Acc=0.87 ---37119.28 ms/batch
Step 00101500 L_out=0.153 Acc=0.96 ---64621.46 ms/batch
Step 00101550 L_out=0.267 Acc=0.95 ---92183.51 ms/batch
Step 00101600 L_out=0.476 Acc=0.97 ---119845.67 ms/batch
Step 00101650 L_out=0.539 Acc=0.94 ---147632.03 ms/batch
Step 00101700 L_out=0.848 Acc=0.84 ---175575.09 ms/batch
Step 00101750 L_out=0.649 Acc=0.96 ---202957.02 ms/batch
Step 00101800 L_out=1.618 Acc=0.83 ---230145.59 ms/batch
Step 00101850 L_out=1.108 Acc=0.86 ---258007.82 ms/batch
Step 00101900 L_out=0.416 Acc=0.91 ---285210.03 ms/batch
Step 00101950 L_out=0.477 Acc=0.94 ---312767.88 ms/batch
Step 00102000 L_out=0.352 Acc=0.94 ---340632.75 ms/batch
Step 00102050 L_out=0.497 Acc=0.95 ---368373.55 ms/batch
Round 7 | epoch=2, train costTime=368.9632511138916, | total_activation_sum=43701424
Round 7 | epoch=3, current m_iou=0.7538871614557299
Round 7 | Best m_IoU is: 0.823, OA is: 0.950 | val costTime=69.7656557559967
Round 7 | ****EPOCH 3****
Step 00102100 L_out=0.428 Acc=0.96 ---26819.99 ms/batch
Step 00102150 L_out=0.899 Acc=0.90 ---54319.25 ms/batch
Step 00102200 L_out=0.279 Acc=0.91 ---81516.56 ms/batch
Step 00102250 L_out=0.508 Acc=0.96 ---108655.27 ms/batch
Step 00102300 L_out=0.296 Acc=0.93 ---135683.07 ms/batch
Step 00102350 L_out=0.388 Acc=0.91 ---162832.88 ms/batch
Step 00102400 L_out=0.365 Acc=0.88 ---189754.45 ms/batch
Step 00102450 L_out=0.856 Acc=0.92 ---217076.13 ms/batch
Step 00102500 L_out=0.477 Acc=0.95 ---244645.99 ms/batch
Step 00102550 L_out=0.686 Acc=0.94 ---271856.01 ms/batch
Step 00102600 L_out=0.367 Acc=0.93 ---298833.19 ms/batch
Step 00102650 L_out=0.690 Acc=0.92 ---325919.32 ms/batch
Step 00102700 L_out=0.415 Acc=0.91 ---353504.51 ms/batch
Round 7 | epoch=3, train costTime=363.48009276390076, | total_activation_sum=43843668
Round 7 | epoch=4, current m_iou=0.8298111394079362
Round 7 | Best m_IoU is: 0.830, OA is: 0.955 | val costTime=73.82973217964172
Round 7 | ****EPOCH 4****
Step 00102750 L_out=0.445 Acc=0.93 ---17790.32 ms/batch
Step 00102800 L_out=0.351 Acc=0.94 ---45117.26 ms/batch
Step 00102850 L_out=1.148 Acc=0.84 ---72465.13 ms/batch
Step 00102900 L_out=0.724 Acc=0.86 ---99477.38 ms/batch
Step 00102950 L_out=0.509 Acc=0.90 ---127265.10 ms/batch
Step 00103000 L_out=0.500 Acc=0.94 ---155553.90 ms/batch
Step 00103050 L_out=0.187 Acc=0.92 ---182934.29 ms/batch
Step 00103100 L_out=0.386 Acc=0.95 ---210041.65 ms/batch
Step 00103150 L_out=0.297 Acc=0.96 ---238024.98 ms/batch
Step 00103200 L_out=0.317 Acc=0.92 ---265673.69 ms/batch
Step 00103250 L_out=0.511 Acc=0.90 ---293462.58 ms/batch
Step 00103300 L_out=0.412 Acc=0.94 ---321053.22 ms/batch
Step 00103350 L_out=0.421 Acc=0.92 ---348497.82 ms/batch
Round 7 | epoch=4, train costTime=368.379949092865, | total_activation_sum=43791828
Round 7 | epoch=5, current m_iou=0.8112112023675786
Round 7 | Best m_IoU is: 0.830, OA is: 0.955 | val costTime=73.97001528739929
Round 7 | ****EPOCH 5****
Step 00103400 L_out=0.464 Acc=0.96 --- 8050.31 ms/batch
Step 00103450 L_out=0.253 Acc=0.96 ---35501.28 ms/batch
Step 00103500 L_out=0.245 Acc=0.95 ---63460.64 ms/batch
Step 00103550 L_out=0.233 Acc=0.91 ---90459.85 ms/batch
Step 00103600 L_out=0.489 Acc=0.91 ---117699.28 ms/batch
Step 00103650 L_out=0.240 Acc=0.94 ---145453.54 ms/batch
Step 00103700 L_out=0.368 Acc=0.96 ---172701.77 ms/batch
Step 00103750 L_out=0.407 Acc=0.96 ---199918.21 ms/batch
Step 00103800 L_out=0.241 Acc=0.91 ---227348.13 ms/batch
Step 00103850 L_out=0.889 Acc=0.91 ---255072.15 ms/batch
Step 00103900 L_out=0.350 Acc=0.96 ---282381.79 ms/batch
Step 00103950 L_out=0.229 Acc=0.96 ---310811.91 ms/batch
Step 00104000 L_out=0.677 Acc=0.93 ---338666.62 ms/batch
Step 00104050 L_out=0.229 Acc=0.93 ---366776.08 ms/batch
Round 7 | epoch=5, train costTime=367.83389472961426, | total_activation_sum=43793671
Round 7 | epoch=6, current m_iou=0.8562353963674495
Round 7 | Best m_IoU is: 0.856, OA is: 0.959 | val costTime=76.30742526054382
Round 7 | ****EPOCH 6****
Step 00104100 L_out=0.770 Acc=0.85 ---26296.29 ms/batch
Step 00104150 L_out=0.493 Acc=0.94 ---53892.31 ms/batch
Step 00104200 L_out=0.555 Acc=0.93 ---81453.56 ms/batch
Step 00104250 L_out=0.470 Acc=0.97 ---109379.63 ms/batch
Step 00104300 L_out=0.752 Acc=0.94 ---136903.86 ms/batch
Step 00104350 L_out=1.285 Acc=0.79 ---163982.12 ms/batch
Step 00104400 L_out=0.906 Acc=0.90 ---191399.73 ms/batch
Step 00104450 L_out=0.668 Acc=0.89 ---218447.98 ms/batch
Step 00104500 L_out=0.448 Acc=0.92 ---246779.46 ms/batch
Step 00104550 L_out=0.211 Acc=0.96 ---274290.08 ms/batch
Step 00104600 L_out=0.238 Acc=0.97 ---301463.56 ms/batch
Step 00104650 L_out=0.271 Acc=0.89 ---328152.85 ms/batch
Step 00104700 L_out=1.451 Acc=0.91 ---355559.07 ms/batch
Round 7 | epoch=6, train costTime=366.0576539039612, | total_activation_sum=43718902
Round 7 | epoch=7, current m_iou=0.7793126530266656
Round 7 | Best m_IoU is: 0.856, OA is: 0.959 | val costTime=72.55812406539917
Round 7 | ****EPOCH 7****
Step 00104750 L_out=0.937 Acc=0.86 ---16345.48 ms/batch
Step 00104800 L_out=0.694 Acc=0.94 ---43372.59 ms/batch
Step 00104850 L_out=0.584 Acc=0.96 ---70907.68 ms/batch
Step 00104900 L_out=0.408 Acc=0.94 ---98447.56 ms/batch
Step 00104950 L_out=1.205 Acc=0.82 ---126189.46 ms/batch
Step 00105000 L_out=0.390 Acc=0.94 ---152884.22 ms/batch
Step 00105050 L_out=0.722 Acc=0.89 ---179956.21 ms/batch
Step 00105100 L_out=0.314 Acc=0.96 ---207289.19 ms/batch
Step 00105150 L_out=0.810 Acc=0.94 ---234613.41 ms/batch
Step 00105200 L_out=0.392 Acc=0.95 ---261933.87 ms/batch
Step 00105250 L_out=0.262 Acc=0.97 ---289108.16 ms/batch
Step 00105300 L_out=0.341 Acc=0.92 ---316218.67 ms/batch
Step 00105350 L_out=0.591 Acc=0.91 ---343567.15 ms/batch
Round 7 | epoch=7, train costTime=363.7574691772461, | total_activation_sum=43594999
Round 7 | epoch=8, current m_iou=0.8257175244125464
Round 7 | Best m_IoU is: 0.856, OA is: 0.959 | val costTime=74.19134998321533
Round 7 | ****EPOCH 8****
Step 00105400 L_out=0.410 Acc=0.94 --- 8180.42 ms/batch
Step 00105450 L_out=0.393 Acc=0.93 ---35802.97 ms/batch
Step 00105500 L_out=0.507 Acc=0.91 ---63065.95 ms/batch
Step 00105550 L_out=0.636 Acc=0.92 ---90621.32 ms/batch
Step 00105600 L_out=0.793 Acc=0.91 ---117742.50 ms/batch
Step 00105650 L_out=0.304 Acc=0.94 ---145222.54 ms/batch
Step 00105700 L_out=0.591 Acc=0.95 ---173232.44 ms/batch
Step 00105750 L_out=0.587 Acc=0.91 ---200608.90 ms/batch
Step 00105800 L_out=0.595 Acc=0.86 ---228281.31 ms/batch
Step 00105850 L_out=0.682 Acc=0.92 ---256222.03 ms/batch
Step 00105900 L_out=0.452 Acc=0.94 ---283667.93 ms/batch
Step 00105950 L_out=0.315 Acc=0.92 ---311169.91 ms/batch
Step 00106000 L_out=0.632 Acc=0.88 ---338935.12 ms/batch
Step 00106050 L_out=0.600 Acc=0.90 ---366513.93 ms/batch
Round 7 | epoch=8, train costTime=368.20012855529785, | total_activation_sum=44157188
Round 7 | epoch=9, current m_iou=0.8254197633025935
Round 7 | Best m_IoU is: 0.856, OA is: 0.959 | val costTime=73.14081335067749
Round 7 | ****EPOCH 9****
Step 00106100 L_out=0.840 Acc=0.92 ---25837.77 ms/batch
Step 00106150 L_out=0.431 Acc=0.94 ---53607.26 ms/batch
Step 00106200 L_out=0.157 Acc=0.97 ---81367.61 ms/batch
Step 00106250 L_out=0.253 Acc=0.96 ---108215.38 ms/batch
Step 00106300 L_out=0.271 Acc=0.95 ---135950.25 ms/batch
Step 00106350 L_out=0.727 Acc=0.92 ---163096.86 ms/batch
Step 00106400 L_out=0.120 Acc=0.98 ---190391.80 ms/batch
Step 00106450 L_out=0.491 Acc=0.90 ---217607.31 ms/batch
Step 00106500 L_out=0.243 Acc=0.97 ---244845.07 ms/batch
Step 00106550 L_out=0.236 Acc=0.98 ---272011.86 ms/batch
Step 00106600 L_out=0.260 Acc=0.96 ---299073.72 ms/batch
Step 00106650 L_out=0.730 Acc=0.88 ---326184.98 ms/batch
Step 00106700 L_out=0.368 Acc=0.94 ---353628.78 ms/batch
Round 7 | epoch=9, train costTime=364.5953047275543, | total_activation_sum=43674062
Round 7 | epoch=10, current m_iou=0.8563292037781247
Round 7 | Best m_IoU is: 0.856, OA is: 0.960 | val costTime=77.41336488723755
Round 7 | ****EPOCH 10****
Step 00106750 L_out=0.421 Acc=0.91 ---16686.90 ms/batch
Step 00106800 L_out=0.177 Acc=0.93 ---44140.12 ms/batch
Step 00106850 L_out=0.344 Acc=0.94 ---71899.33 ms/batch
Step 00106900 L_out=0.332 Acc=0.86 ---99313.05 ms/batch
Step 00106950 L_out=0.229 Acc=0.97 ---127377.01 ms/batch
Step 00107000 L_out=0.346 Acc=0.93 ---154833.87 ms/batch
Step 00107050 L_out=0.561 Acc=0.92 ---181898.75 ms/batch
Step 00107100 L_out=0.411 Acc=0.96 ---209305.01 ms/batch
Step 00107150 L_out=0.316 Acc=0.94 ---236592.64 ms/batch
Step 00107200 L_out=0.404 Acc=0.97 ---263843.00 ms/batch
Step 00107250 L_out=0.203 Acc=0.96 ---291174.93 ms/batch
Step 00107300 L_out=0.249 Acc=0.97 ---318109.35 ms/batch
Step 00107350 L_out=0.220 Acc=0.97 ---345273.12 ms/batch
Round 7 | epoch=10, train costTime=365.55174803733826, | total_activation_sum=43795781
Round 7 | epoch=11, current m_iou=0.892052240347815
Round 7 | Best m_IoU is: 0.892, OA is: 0.970 | val costTime=76.52663350105286
Round 7 | ****EPOCH 11****
Step 00107400 L_out=0.143 Acc=0.94 --- 7437.14 ms/batch
Step 00107450 L_out=0.296 Acc=0.92 ---35105.70 ms/batch
Step 00107500 L_out=0.408 Acc=0.94 ---62908.14 ms/batch
Step 00107550 L_out=0.535 Acc=0.94 ---90715.48 ms/batch
Step 00107600 L_out=0.291 Acc=0.97 ---118799.91 ms/batch
Step 00107650 L_out=0.297 Acc=0.95 ---145814.17 ms/batch
Step 00107700 L_out=0.796 Acc=0.90 ---173486.70 ms/batch
Step 00107750 L_out=0.412 Acc=0.95 ---201423.13 ms/batch
Step 00107800 L_out=0.269 Acc=0.94 ---229103.57 ms/batch
Step 00107850 L_out=0.573 Acc=0.89 ---256651.05 ms/batch
Step 00107900 L_out=0.643 Acc=0.93 ---284603.39 ms/batch
Step 00107950 L_out=0.165 Acc=0.94 ---311586.39 ms/batch
Step 00108000 L_out=0.371 Acc=0.94 ---339475.54 ms/batch
Step 00108050 L_out=0.406 Acc=0.91 ---367100.19 ms/batch
Round 7 | epoch=11, train costTime=369.2392828464508, | total_activation_sum=43784827
Round 7 | epoch=12, current m_iou=0.8888313611032128
Round 7 | Best m_IoU is: 0.892, OA is: 0.970 | val costTime=74.51285290718079
Round 7 | ****EPOCH 12****
Step 00108100 L_out=0.170 Acc=0.95 ---26224.34 ms/batch
Step 00108150 L_out=0.240 Acc=0.98 ---54068.14 ms/batch
Step 00108200 L_out=0.173 Acc=0.96 ---81543.62 ms/batch
Step 00108250 L_out=0.361 Acc=0.96 ---109002.27 ms/batch
Step 00108300 L_out=0.163 Acc=0.97 ---136409.89 ms/batch
Step 00108350 L_out=0.626 Acc=0.94 ---163625.58 ms/batch
Step 00108400 L_out=0.268 Acc=0.95 ---190877.62 ms/batch
Step 00108450 L_out=0.346 Acc=0.93 ---219015.93 ms/batch
Step 00108500 L_out=0.330 Acc=0.96 ---246571.93 ms/batch
Step 00108550 L_out=0.447 Acc=0.96 ---274519.18 ms/batch
Step 00108600 L_out=0.299 Acc=0.95 ---302586.95 ms/batch
Step 00108650 L_out=0.227 Acc=0.98 ---330592.55 ms/batch
Step 00108700 L_out=0.367 Acc=0.97 ---358828.96 ms/batch
Round 7 | epoch=12, train costTime=370.2141761779785, | total_activation_sum=43761956
Round 7 | epoch=13, current m_iou=0.8886161686494309
Round 7 | Best m_IoU is: 0.892, OA is: 0.970 | val costTime=72.15283155441284
Round 7 | ****EPOCH 13****
Step 00108750 L_out=0.209 Acc=0.98 ---16107.53 ms/batch
Step 00108800 L_out=0.487 Acc=0.96 ---43580.67 ms/batch
Step 00108850 L_out=0.448 Acc=0.95 ---71078.90 ms/batch
Step 00108900 L_out=3.543 Acc=0.82 ---98594.61 ms/batch
Step 00108950 L_out=0.437 Acc=0.94 ---125827.85 ms/batch
Step 00109000 L_out=0.241 Acc=0.93 ---153369.14 ms/batch
Step 00109050 L_out=0.417 Acc=0.94 ---180501.02 ms/batch
Step 00109100 L_out=0.509 Acc=0.95 ---207036.75 ms/batch
Step 00109150 L_out=0.095 Acc=0.96 ---234231.32 ms/batch
Step 00109200 L_out=0.291 Acc=0.94 ---261245.09 ms/batch
Step 00109250 L_out=0.274 Acc=0.95 ---288555.34 ms/batch
Step 00109300 L_out=0.515 Acc=0.96 ---316301.72 ms/batch
Step 00109350 L_out=0.128 Acc=0.95 ---343774.44 ms/batch
Round 7 | epoch=13, train costTime=364.7068819999695, | total_activation_sum=43862016
Round 7 | epoch=14, current m_iou=0.884973332333511
Round 7 | Best m_IoU is: 0.892, OA is: 0.970 | val costTime=73.90794110298157
Round 7 | ****EPOCH 14****
Step 00109400 L_out=0.450 Acc=0.92 --- 6970.44 ms/batch
Step 00109450 L_out=0.972 Acc=0.90 ---34887.20 ms/batch
Step 00109500 L_out=0.283 Acc=0.93 ---62042.98 ms/batch
Step 00109550 L_out=0.261 Acc=0.95 ---88921.67 ms/batch
Step 00109600 L_out=0.271 Acc=0.94 ---116575.62 ms/batch
Step 00109650 L_out=0.540 Acc=0.95 ---143623.84 ms/batch
Step 00109700 L_out=0.370 Acc=0.91 ---171018.85 ms/batch
Step 00109750 L_out=0.553 Acc=0.92 ---198687.40 ms/batch
Step 00109800 L_out=0.125 Acc=0.96 ---225865.07 ms/batch
Step 00109850 L_out=0.200 Acc=0.97 ---253152.45 ms/batch
Step 00109900 L_out=0.326 Acc=0.96 ---280304.48 ms/batch
Step 00109950 L_out=0.350 Acc=0.95 ---307610.32 ms/batch
Step 00110000 L_out=0.304 Acc=0.94 ---335104.11 ms/batch
Step 00110050 L_out=0.269 Acc=0.97 ---362946.60 ms/batch
Round 7 | epoch=14, train costTime=365.7032241821289, | total_activation_sum=43745382
Round 7 | epoch=15, current m_iou=0.8885043629182088
Round 7 | Best m_IoU is: 0.892, OA is: 0.970 | val costTime=74.11139416694641
Round 7 | ****EPOCH 15****
Step 00110100 L_out=0.399 Acc=0.96 ---25615.83 ms/batch
Step 00110150 L_out=0.325 Acc=0.96 ---53137.97 ms/batch
Step 00110200 L_out=0.256 Acc=0.97 ---80248.20 ms/batch
Step 00110250 L_out=0.342 Acc=0.95 ---107810.58 ms/batch
Step 00110300 L_out=0.090 Acc=0.97 ---135470.22 ms/batch
Step 00110350 L_out=0.483 Acc=0.90 ---162959.20 ms/batch
Step 00110400 L_out=0.411 Acc=0.91 ---190424.60 ms/batch
Step 00110450 L_out=0.450 Acc=0.93 ---217536.94 ms/batch
Step 00110500 L_out=0.283 Acc=0.94 ---244652.55 ms/batch
Step 00110550 L_out=0.120 Acc=0.97 ---271946.02 ms/batch
Step 00110600 L_out=0.196 Acc=0.96 ---298988.70 ms/batch
Step 00110650 L_out=0.207 Acc=0.95 ---326216.77 ms/batch
Step 00110700 L_out=0.597 Acc=0.92 ---353384.32 ms/batch
Round 7 | epoch=15, train costTime=365.5793125629425, | total_activation_sum=43625682
Round 7 | epoch=16, current m_iou=0.8793268677495003
Round 7 | Best m_IoU is: 0.892, OA is: 0.970 | val costTime=71.1874418258667
Round 7 | ****EPOCH 16****
Step 00110750 L_out=0.324 Acc=0.95 ---15485.73 ms/batch
Step 00110800 L_out=0.540 Acc=0.95 ---42873.72 ms/batch
Step 00110850 L_out=0.165 Acc=0.98 ---70717.34 ms/batch
Step 00110900 L_out=0.240 Acc=0.93 ---99076.47 ms/batch
Step 00110950 L_out=0.240 Acc=0.96 ---126350.06 ms/batch
Step 00111000 L_out=0.142 Acc=0.97 ---154557.73 ms/batch
Step 00111050 L_out=0.336 Acc=0.91 ---181496.14 ms/batch
Step 00111100 L_out=0.385 Acc=0.97 ---209093.92 ms/batch
Step 00111150 L_out=0.179 Acc=0.95 ---236772.04 ms/batch
Step 00111200 L_out=0.338 Acc=0.96 ---264345.45 ms/batch
Step 00111250 L_out=0.477 Acc=0.93 ---291496.35 ms/batch
Step 00111300 L_out=0.299 Acc=0.91 ---319198.50 ms/batch
Step 00111350 L_out=0.361 Acc=0.96 ---346942.22 ms/batch
Round 7 | epoch=16, train costTime=367.8416314125061, | total_activation_sum=43780445
Round 7 | epoch=17, current m_iou=0.8929858920566243
Round 7 | Best m_IoU is: 0.893, OA is: 0.971 | val costTime=72.12917852401733
Round 7 | ****EPOCH 17****
Step 00111400 L_out=0.219 Acc=0.97 --- 6221.36 ms/batch
Step 00111450 L_out=0.305 Acc=0.92 ---34376.23 ms/batch
Step 00111500 L_out=0.197 Acc=0.97 ---57533.11 ms/batch
Step 00111550 L_out=0.267 Acc=0.93 ---80761.38 ms/batch
Step 00111600 L_out=0.349 Acc=0.97 ---103979.28 ms/batch
Step 00111650 L_out=0.275 Acc=0.97 ---126963.70 ms/batch
Step 00111700 L_out=0.295 Acc=0.96 ---149833.08 ms/batch
Step 00111750 L_out=0.248 Acc=0.96 ---172546.09 ms/batch
Step 00111800 L_out=0.263 Acc=0.96 ---196396.74 ms/batch
Step 00111850 L_out=0.104 Acc=0.93 ---219222.71 ms/batch
Step 00111900 L_out=0.645 Acc=0.91 ---242135.44 ms/batch
Step 00111950 L_out=0.123 Acc=0.98 ---264804.87 ms/batch
Step 00112000 L_out=0.248 Acc=0.93 ---287821.80 ms/batch
Step 00112050 L_out=0.281 Acc=0.95 ---310696.78 ms/batch
Round 7 | epoch=17, train costTime=313.4260959625244, | total_activation_sum=43779647
Round 7 | epoch=18, current m_iou=0.8850008961446307
Round 7 | Best m_IoU is: 0.893, OA is: 0.971 | val costTime=61.01423120498657
Round 7 | ****EPOCH 18****
Step 00112100 L_out=0.372 Acc=0.94 ---20110.71 ms/batch
Step 00112150 L_out=0.287 Acc=0.96 ---42843.13 ms/batch
Step 00112200 L_out=0.479 Acc=0.90 ---65720.31 ms/batch
Step 00112250 L_out=0.219 Acc=0.96 ---88386.38 ms/batch
Step 00112300 L_out=0.265 Acc=0.93 ---111306.18 ms/batch
Step 00112350 L_out=0.762 Acc=0.90 ---134307.19 ms/batch
Step 00112400 L_out=0.235 Acc=0.94 ---157241.31 ms/batch
Step 00112450 L_out=0.441 Acc=0.90 ---180040.14 ms/batch
Step 00112500 L_out=0.167 Acc=0.97 ---203416.36 ms/batch
Step 00112550 L_out=0.433 Acc=0.93 ---226427.28 ms/batch
Step 00112600 L_out=0.271 Acc=0.95 ---249232.82 ms/batch
Step 00112650 L_out=0.306 Acc=0.95 ---272048.89 ms/batch
Step 00112700 L_out=0.419 Acc=0.91 ---295440.59 ms/batch
Round 7 | epoch=18, train costTime=305.9725618362427, | total_activation_sum=43711342
Round 7 | epoch=19, current m_iou=0.8766558267551017
Round 7 | Best m_IoU is: 0.893, OA is: 0.971 | val costTime=62.99209904670715
Round 7 | ****EPOCH 19****
Step 00112750 L_out=0.208 Acc=0.92 ---12335.37 ms/batch
Step 00112800 L_out=0.357 Acc=0.95 ---35070.39 ms/batch
Step 00112850 L_out=0.571 Acc=0.92 ---58122.42 ms/batch
Step 00112900 L_out=0.362 Acc=0.97 ---81384.76 ms/batch
Step 00112950 L_out=0.114 Acc=0.97 ---107342.54 ms/batch
Step 00113000 L_out=0.331 Acc=0.95 ---134572.77 ms/batch
Step 00113050 L_out=0.306 Acc=0.96 ---161794.77 ms/batch
Step 00113100 L_out=0.187 Acc=0.94 ---189025.73 ms/batch
Step 00113150 L_out=0.358 Acc=0.96 ---216540.52 ms/batch
Step 00113200 L_out=0.429 Acc=0.95 ---244226.55 ms/batch
Step 00113250 L_out=0.328 Acc=0.92 ---273247.44 ms/batch
Step 00113300 L_out=0.380 Acc=0.94 ---302397.43 ms/batch
Step 00113350 L_out=0.391 Acc=0.92 ---331776.25 ms/batch
Round 7 | epoch=19, train costTime=353.0503935813904, | total_activation_sum=43974944
Round 7 | epoch=20, current m_iou=0.8895228385093483
Round 7 | Best m_IoU is: 0.893, OA is: 0.971 | val costTime=59.853601694107056
Round 7 | ****EPOCH 20****
Step 00113400 L_out=0.211 Acc=0.98 --- 5891.91 ms/batch
Step 00113450 L_out=0.266 Acc=0.97 ---33231.82 ms/batch
Step 00113500 L_out=0.547 Acc=0.93 ---60689.74 ms/batch
Step 00113550 L_out=0.264 Acc=0.94 ---88456.78 ms/batch
Step 00113600 L_out=0.208 Acc=0.96 ---115789.44 ms/batch
Step 00113650 L_out=0.266 Acc=0.95 ---141784.88 ms/batch
Step 00113700 L_out=0.377 Acc=0.94 ---167856.55 ms/batch
Step 00113750 L_out=0.173 Acc=0.92 ---194929.88 ms/batch
Step 00113800 L_out=0.230 Acc=0.96 ---221302.89 ms/batch
Step 00113850 L_out=0.271 Acc=0.93 ---248316.06 ms/batch
Step 00113900 L_out=0.414 Acc=0.94 ---275675.67 ms/batch
Step 00113950 L_out=0.352 Acc=0.94 ---304559.67 ms/batch
Step 00114000 L_out=0.272 Acc=0.98 ---331393.04 ms/batch
Step 00114050 L_out=0.204 Acc=0.93 ---358141.23 ms/batch
Round 7 | epoch=20, train costTime=362.1265115737915, | total_activation_sum=43816966
Round 7 | epoch=21, current m_iou=0.8922448569575965
Round 7 | Best m_IoU is: 0.893, OA is: 0.971 | val costTime=60.564805030822754
Round 7 | ****EPOCH 21****
Step 00114100 L_out=0.145 Acc=0.95 ---25527.10 ms/batch
Step 00114150 L_out=0.304 Acc=0.95 ---52928.76 ms/batch
Step 00114200 L_out=0.283 Acc=0.96 ---81343.53 ms/batch
Step 00114250 L_out=0.441 Acc=0.95 ---108851.89 ms/batch
Step 00114300 L_out=0.249 Acc=0.93 ---136021.41 ms/batch
Step 00114350 L_out=0.534 Acc=0.92 ---164911.08 ms/batch
Step 00114400 L_out=0.187 Acc=0.95 ---191603.97 ms/batch
Step 00114450 L_out=0.140 Acc=0.96 ---219447.09 ms/batch
Step 00114500 L_out=0.571 Acc=0.91 ---245486.58 ms/batch
Step 00114550 L_out=0.212 Acc=0.95 ---273508.82 ms/batch
Step 00114600 L_out=0.355 Acc=0.97 ---300595.38 ms/batch
Step 00114650 L_out=0.299 Acc=0.95 ---326958.45 ms/batch
Step 00114700 L_out=0.244 Acc=0.95 ---352977.91 ms/batch
Round 7 | epoch=21, train costTime=365.9907052516937, | total_activation_sum=43770533
Round 7 | epoch=22, current m_iou=0.8866396164871013
Round 7 | Best m_IoU is: 0.893, OA is: 0.971 | val costTime=60.10648202896118
Round 7 | ****EPOCH 22****
Step 00114750 L_out=0.232 Acc=0.97 ---13581.29 ms/batch
Step 00114800 L_out=0.340 Acc=0.96 ---41844.23 ms/batch
Step 00114850 L_out=0.144 Acc=0.98 ---68671.65 ms/batch
Step 00114900 L_out=0.427 Acc=0.90 ---96604.10 ms/batch
Step 00114950 L_out=0.189 Acc=0.95 ---123993.27 ms/batch
Step 00115000 L_out=0.542 Acc=0.94 ---150553.07 ms/batch
Step 00115050 L_out=0.406 Acc=0.89 ---176704.17 ms/batch
Step 00115100 L_out=0.329 Acc=0.94 ---202940.06 ms/batch
Step 00115150 L_out=0.246 Acc=0.93 ---229487.56 ms/batch
Step 00115200 L_out=0.550 Acc=0.90 ---255714.22 ms/batch
Step 00115250 L_out=0.183 Acc=0.94 ---283425.61 ms/batch
Step 00115300 L_out=0.312 Acc=0.93 ---310530.25 ms/batch
Step 00115350 L_out=0.201 Acc=0.95 ---336794.08 ms/batch
Round 7 | epoch=22, train costTime=359.1985819339752, | total_activation_sum=43810454
Round 7 | epoch=23, current m_iou=0.887650079500405
Round 7 | Best m_IoU is: 0.893, OA is: 0.971 | val costTime=59.258543491363525
Round 7 | ****EPOCH 23****
Step 00115400 L_out=0.264 Acc=0.96 --- 5012.72 ms/batch
Step 00115450 L_out=0.577 Acc=0.94 ---32606.75 ms/batch
Step 00115500 L_out=0.221 Acc=0.94 ---58992.39 ms/batch
Step 00115550 L_out=0.191 Acc=0.96 ---86661.19 ms/batch
Step 00115600 L_out=0.232 Acc=0.96 ---114555.82 ms/batch
Step 00115650 L_out=0.426 Acc=0.95 ---140727.81 ms/batch
Step 00115700 L_out=0.494 Acc=0.92 ---167469.65 ms/batch
Step 00115750 L_out=0.314 Acc=0.96 ---194642.26 ms/batch
Step 00115800 L_out=0.367 Acc=0.95 ---221095.58 ms/batch
Step 00115850 L_out=0.237 Acc=0.94 ---247548.06 ms/batch
Step 00115900 L_out=0.703 Acc=0.94 ---276326.74 ms/batch
Step 00115950 L_out=0.316 Acc=0.97 ---303362.20 ms/batch
Step 00116000 L_out=0.271 Acc=0.96 ---329745.50 ms/batch
Step 00116050 L_out=0.241 Acc=0.94 ---356634.95 ms/batch
Round 7 | epoch=23, train costTime=360.79718542099, | total_activation_sum=43690298
Round 7 | epoch=24, current m_iou=0.886359069682678
Round 7 | Best m_IoU is: 0.893, OA is: 0.971 | val costTime=60.414949893951416
Round 7 | ****EPOCH 24****
Step 00116100 L_out=0.172 Acc=0.96 ---23360.79 ms/batch
Step 00116150 L_out=0.277 Acc=0.96 ---50627.53 ms/batch
Step 00116200 L_out=0.591 Acc=0.89 ---78193.67 ms/batch
Step 00116250 L_out=0.478 Acc=0.95 ---106568.52 ms/batch
Step 00116300 L_out=0.425 Acc=0.95 ---133312.34 ms/batch
Step 00116350 L_out=0.275 Acc=0.95 ---161380.13 ms/batch
Step 00116400 L_out=0.551 Acc=0.92 ---188835.71 ms/batch
Step 00116450 L_out=0.293 Acc=0.96 ---215412.84 ms/batch
Step 00116500 L_out=0.403 Acc=0.91 ---242263.96 ms/batch
Step 00116550 L_out=0.279 Acc=0.91 ---269770.98 ms/batch
Step 00116600 L_out=0.341 Acc=0.96 ---298204.68 ms/batch
Step 00116650 L_out=0.635 Acc=0.81 ---327894.51 ms/batch
Step 00116700 L_out=0.181 Acc=0.96 ---355259.64 ms/batch
Round 7 | epoch=24, train costTime=368.79031562805176, | total_activation_sum=43879973
Round 7 | epoch=25, current m_iou=0.8883356381385832
Round 7 | Best m_IoU is: 0.893, OA is: 0.971 | val costTime=60.21996736526489
Round 7 | ****EPOCH 25****
Step 00116750 L_out=0.236 Acc=0.97 ---12839.13 ms/batch
Step 00116800 L_out=0.192 Acc=0.97 ---41710.34 ms/batch
Step 00116850 L_out=0.303 Acc=0.97 ---68669.92 ms/batch
Step 00116900 L_out=0.233 Acc=0.94 ---96288.37 ms/batch
Step 00116950 L_out=0.163 Acc=0.95 ---124309.03 ms/batch
Step 00117000 L_out=0.187 Acc=0.97 ---152236.02 ms/batch
Step 00117050 L_out=0.359 Acc=0.97 ---179010.84 ms/batch
Step 00117100 L_out=0.343 Acc=0.95 ---206235.55 ms/batch
Step 00117150 L_out=0.345 Acc=0.96 ---233887.39 ms/batch
Step 00117200 L_out=0.570 Acc=0.92 ---260440.80 ms/batch
Step 00117250 L_out=0.252 Acc=0.93 ---287723.01 ms/batch
Step 00117300 L_out=0.640 Acc=0.93 ---314566.81 ms/batch
Step 00117350 L_out=0.234 Acc=0.96 ---342625.01 ms/batch
Round 7 | epoch=25, train costTime=366.4095401763916, | total_activation_sum=43691553
Round 7 | epoch=26, current m_iou=0.8899829508341011
Round 7 | Best m_IoU is: 0.893, OA is: 0.971 | val costTime=61.06688117980957
Round 7 | ****EPOCH 26****
Step 00117400 L_out=0.317 Acc=0.95 --- 4355.94 ms/batch
Step 00117450 L_out=0.583 Acc=0.91 ---31669.60 ms/batch
Step 00117500 L_out=0.163 Acc=0.96 ---59199.96 ms/batch
Step 00117550 L_out=0.091 Acc=0.97 ---87203.62 ms/batch
Step 00117600 L_out=0.173 Acc=0.96 ---114686.84 ms/batch
Step 00117650 L_out=0.124 Acc=0.99 ---140930.32 ms/batch
Step 00117700 L_out=0.404 Acc=0.97 ---168881.93 ms/batch
Step 00117750 L_out=0.339 Acc=0.95 ---196626.89 ms/batch
Step 00117800 L_out=0.232 Acc=0.97 ---223632.48 ms/batch
Step 00117850 L_out=0.362 Acc=0.95 ---253094.81 ms/batch
Step 00117900 L_out=0.233 Acc=0.96 ---281829.72 ms/batch
Step 00117950 L_out=0.190 Acc=0.97 ---309833.79 ms/batch
Step 00118000 L_out=0.307 Acc=0.94 ---337750.85 ms/batch
Step 00118050 L_out=0.257 Acc=0.97 ---365473.69 ms/batch
Round 7 | epoch=26, train costTime=370.1274781227112, | total_activation_sum=43930028
Round 7 | epoch=27, current m_iou=0.8847275729738033
Round 7 | Best m_IoU is: 0.893, OA is: 0.971 | val costTime=60.25608015060425
Round 7 | ****EPOCH 27****
Step 00118100 L_out=0.109 Acc=0.96 ---21694.55 ms/batch
Step 00118150 L_out=0.180 Acc=0.97 ---48037.76 ms/batch
Step 00118200 L_out=0.421 Acc=0.94 ---75376.29 ms/batch
Step 00118250 L_out=0.239 Acc=0.96 ---103834.14 ms/batch
Step 00118300 L_out=0.239 Acc=0.95 ---131719.91 ms/batch
Step 00118350 L_out=0.465 Acc=0.93 ---158304.69 ms/batch
Step 00118400 L_out=0.293 Acc=0.93 ---184834.40 ms/batch
Step 00118450 L_out=0.172 Acc=0.95 ---210982.53 ms/batch
Step 00118500 L_out=0.172 Acc=0.96 ---237325.86 ms/batch
Step 00118550 L_out=0.216 Acc=0.96 ---263810.28 ms/batch
Step 00118600 L_out=0.440 Acc=0.93 ---290824.99 ms/batch
Step 00118650 L_out=0.228 Acc=0.97 ---318559.35 ms/batch
Step 00118700 L_out=0.311 Acc=0.96 ---346142.20 ms/batch
Round 7 | epoch=27, train costTime=360.3600854873657, | total_activation_sum=43669440
Round 7 | epoch=28, current m_iou=0.8913332371325853
Round 7 | Best m_IoU is: 0.893, OA is: 0.971 | val costTime=59.98431372642517
Round 7 | ****EPOCH 28****
Step 00118750 L_out=0.407 Acc=0.97 ---14419.60 ms/batch
Step 00118800 L_out=0.271 Acc=0.94 ---41185.45 ms/batch
Step 00118850 L_out=0.071 Acc=0.98 ---67883.42 ms/batch
Step 00118900 L_out=0.234 Acc=0.96 ---95258.69 ms/batch
Step 00118950 L_out=0.560 Acc=0.95 ---122681.90 ms/batch
Step 00119000 L_out=0.399 Acc=0.95 ---148998.24 ms/batch
Step 00119050 L_out=0.191 Acc=0.93 ---175471.75 ms/batch
Step 00119100 L_out=0.305 Acc=0.92 ---202477.99 ms/batch
Step 00119150 L_out=0.409 Acc=0.96 ---229249.22 ms/batch
Step 00119200 L_out=0.323 Acc=0.90 ---255680.04 ms/batch
Step 00119250 L_out=0.362 Acc=0.95 ---281911.90 ms/batch
Step 00119300 L_out=0.234 Acc=0.97 ---308116.77 ms/batch
Step 00119350 L_out=0.808 Acc=0.90 ---334738.96 ms/batch
Round 7 | epoch=28, train costTime=357.2006528377533, | total_activation_sum=43680793
Round 7 | epoch=29, current m_iou=0.8944693334816403
Round 7 | Best m_IoU is: 0.894, OA is: 0.973 | val costTime=60.507837772369385
Round 7 | ****EPOCH 29****
Step 00119400 L_out=0.381 Acc=0.95 --- 3404.83 ms/batch
Step 00119450 L_out=0.141 Acc=0.98 ---30570.27 ms/batch
Step 00119500 L_out=0.281 Acc=0.96 ---57146.34 ms/batch
Step 00119550 L_out=0.218 Acc=0.96 ---84775.30 ms/batch
Step 00119600 L_out=0.291 Acc=0.97 ---112802.98 ms/batch
Step 00119650 L_out=0.304 Acc=0.95 ---139267.68 ms/batch
Step 00119700 L_out=0.111 Acc=0.97 ---165324.97 ms/batch
Step 00119750 L_out=2.269 Acc=0.88 ---191430.45 ms/batch
Step 00119800 L_out=1.049 Acc=0.93 ---217896.37 ms/batch
Step 00119850 L_out=0.213 Acc=0.93 ---244066.06 ms/batch
Step 00119900 L_out=0.146 Acc=0.95 ---270400.53 ms/batch
Step 00119950 L_out=0.322 Acc=0.94 ---297843.63 ms/batch
Step 00120000 L_out=0.350 Acc=0.94 ---326014.74 ms/batch
Step 00120050 L_out=0.642 Acc=0.89 ---352535.26 ms/batch
Round 7 | epoch=29, train costTime=357.761102437973, | total_activation_sum=43992544
Round 7 | epoch=30, current m_iou=0.8944649973996164
Round 7 | Best m_IoU is: 0.894, OA is: 0.973 | val costTime=60.03331899642944
Round 7 | ****EPOCH 30****
Round 8 | ****EPOCH 0****
Step 00120100 L_out=0.965 Acc=0.86 ---21031.43 ms/batch
Step 00120150 L_out=0.546 Acc=0.86 ---47706.42 ms/batch
Step 00120200 L_out=1.011 Acc=0.83 ---75394.23 ms/batch
Step 00120250 L_out=0.431 Acc=0.91 ---103480.79 ms/batch
Step 00120300 L_out=1.216 Acc=0.84 ---130446.92 ms/batch
Step 00120350 L_out=1.967 Acc=0.88 ---157723.36 ms/batch
Step 00120400 L_out=2.753 Acc=0.72 ---183979.92 ms/batch
Step 00120450 L_out=0.355 Acc=0.88 ---211342.82 ms/batch
Step 00120500 L_out=0.230 Acc=0.91 ---237900.75 ms/batch
Step 00120550 L_out=0.703 Acc=0.84 ---264124.84 ms/batch
Step 00120600 L_out=0.420 Acc=0.89 ---290407.81 ms/batch
Step 00120650 L_out=0.842 Acc=0.87 ---317953.95 ms/batch
Step 00120700 L_out=0.801 Acc=0.92 ---344552.65 ms/batch
Round 8 | epoch=0, train costTime=359.7959215641022, | total_activation_sum=47524662
Round 8 | epoch=1, current m_iou=0.799246602817886
Round 8 | Best m_IoU is: 0.799, OA is: 0.944 | val costTime=60.702094078063965
Round 8 | ****EPOCH 1****
Step 00120750 L_out=0.484 Acc=0.95 ---12502.85 ms/batch
Step 00120800 L_out=0.090 Acc=0.97 ---39141.02 ms/batch
Step 00120850 L_out=0.699 Acc=0.88 ---66188.79 ms/batch
Step 00120900 L_out=0.429 Acc=0.94 ---93530.89 ms/batch
Step 00120950 L_out=0.287 Acc=0.97 ---121319.08 ms/batch
Step 00121000 L_out=0.437 Acc=0.91 ---148136.64 ms/batch
Step 00121050 L_out=0.375 Acc=0.85 ---175714.77 ms/batch
Step 00121100 L_out=0.621 Acc=0.95 ---203524.96 ms/batch
Step 00121150 L_out=0.163 Acc=0.95 ---230849.02 ms/batch
Step 00121200 L_out=0.237 Acc=0.95 ---258736.61 ms/batch
Step 00121250 L_out=0.456 Acc=0.95 ---285890.52 ms/batch
Step 00121300 L_out=0.427 Acc=0.97 ---315248.61 ms/batch
Step 00121350 L_out=0.465 Acc=0.96 ---345214.60 ms/batch
Round 8 | epoch=1, train costTime=369.92413568496704, | total_activation_sum=47715969
Round 8 | epoch=2, current m_iou=0.8537827332239492
Round 8 | Best m_IoU is: 0.854, OA is: 0.956 | val costTime=61.18529677391052
Round 8 | ****EPOCH 2****
Step 00121400 L_out=0.957 Acc=0.89 --- 3027.20 ms/batch
Step 00121450 L_out=0.814 Acc=0.92 ---30561.56 ms/batch
Step 00121500 L_out=0.542 Acc=0.86 ---58405.98 ms/batch
Step 00121550 L_out=0.498 Acc=0.95 ---86121.01 ms/batch
Step 00121600 L_out=0.291 Acc=0.94 ---113483.99 ms/batch
Step 00121650 L_out=0.150 Acc=0.97 ---139704.75 ms/batch
Step 00121700 L_out=0.728 Acc=0.91 ---166859.87 ms/batch
Step 00121750 L_out=0.327 Acc=0.93 ---194116.24 ms/batch
Step 00121800 L_out=0.451 Acc=0.94 ---222009.23 ms/batch
Step 00121850 L_out=0.366 Acc=0.95 ---249782.19 ms/batch
Step 00121900 L_out=0.876 Acc=0.88 ---276304.17 ms/batch
Step 00121950 L_out=0.420 Acc=0.92 ---303001.34 ms/batch
Step 00122000 L_out=0.473 Acc=0.93 ---329291.04 ms/batch
Step 00122050 L_out=0.374 Acc=0.95 ---355605.96 ms/batch
Round 8 | epoch=2, train costTime=361.34771752357483, | total_activation_sum=47930051
Round 8 | epoch=3, current m_iou=0.8498301811405129
Round 8 | Best m_IoU is: 0.854, OA is: 0.956 | val costTime=60.11970090866089
Round 8 | ****EPOCH 3****
Step 00122100 L_out=0.271 Acc=0.96 ---20169.69 ms/batch
Step 00122150 L_out=0.615 Acc=0.94 ---46736.91 ms/batch
Step 00122200 L_out=0.604 Acc=0.95 ---73895.23 ms/batch
Step 00122250 L_out=0.561 Acc=0.96 ---101834.18 ms/batch
Step 00122300 L_out=0.261 Acc=0.98 ---129157.72 ms/batch
Step 00122350 L_out=0.420 Acc=0.95 ---158226.88 ms/batch
Step 00122400 L_out=0.759 Acc=0.91 ---185548.91 ms/batch
Step 00122450 L_out=0.855 Acc=0.94 ---213375.65 ms/batch
Step 00122500 L_out=0.514 Acc=0.94 ---239641.73 ms/batch
Step 00122550 L_out=0.651 Acc=0.92 ---266673.32 ms/batch
Step 00122600 L_out=0.812 Acc=0.94 ---292879.69 ms/batch
Step 00122650 L_out=0.433 Acc=0.93 ---319222.67 ms/batch
Step 00122700 L_out=0.327 Acc=0.95 ---346063.38 ms/batch
Round 8 | epoch=3, train costTime=361.10339641571045, | total_activation_sum=47896320
Round 8 | epoch=4, current m_iou=0.8341656399778627
Round 8 | Best m_IoU is: 0.854, OA is: 0.956 | val costTime=59.45387125015259
Round 8 | ****EPOCH 4****
Step 00122750 L_out=0.554 Acc=0.90 ---11866.16 ms/batch
Step 00122800 L_out=0.347 Acc=0.94 ---38607.36 ms/batch
Step 00122850 L_out=0.825 Acc=0.90 ---66247.38 ms/batch
Step 00122900 L_out=0.285 Acc=0.90 ---94387.92 ms/batch
Step 00122950 L_out=0.731 Acc=0.95 ---121251.93 ms/batch
Step 00123000 L_out=0.510 Acc=0.95 ---147721.95 ms/batch
Step 00123050 L_out=0.539 Acc=0.95 ---174458.41 ms/batch
Step 00123100 L_out=0.700 Acc=0.88 ---201046.45 ms/batch
Step 00123150 L_out=0.917 Acc=0.84 ---227507.13 ms/batch
Step 00123200 L_out=1.023 Acc=0.92 ---254572.14 ms/batch
Step 00123250 L_out=0.448 Acc=0.91 ---280859.36 ms/batch
Step 00123300 L_out=0.720 Acc=0.94 ---307714.86 ms/batch
Step 00123350 L_out=1.500 Acc=0.74 ---334997.79 ms/batch
Round 8 | epoch=4, train costTime=358.51797580718994, | total_activation_sum=47779674
Round 8 | epoch=5, current m_iou=0.8579100292832151
Round 8 | Best m_IoU is: 0.858, OA is: 0.964 | val costTime=60.1893835067749
Round 8 | ****EPOCH 5****
Step 00123400 L_out=0.516 Acc=0.91 --- 2863.91 ms/batch
Step 00123450 L_out=0.217 Acc=0.97 ---29899.37 ms/batch
Step 00123500 L_out=0.799 Acc=0.92 ---56430.86 ms/batch
Step 00123550 L_out=0.388 Acc=0.95 ---84535.05 ms/batch
Step 00123600 L_out=0.916 Acc=0.94 ---112761.78 ms/batch
Step 00123650 L_out=0.423 Acc=0.92 ---139034.56 ms/batch
Step 00123700 L_out=0.433 Acc=0.94 ---166138.14 ms/batch
Step 00123750 L_out=0.475 Acc=0.95 ---193498.08 ms/batch
Step 00123800 L_out=0.348 Acc=0.93 ---221939.19 ms/batch
Step 00123850 L_out=0.209 Acc=0.96 ---250279.76 ms/batch
Step 00123900 L_out=0.336 Acc=0.93 ---276926.34 ms/batch
Step 00123950 L_out=0.396 Acc=0.95 ---303319.44 ms/batch
Step 00124000 L_out=0.461 Acc=0.96 ---329803.61 ms/batch
Step 00124050 L_out=0.234 Acc=0.94 ---356138.98 ms/batch
Round 8 | epoch=5, train costTime=362.45389223098755, | total_activation_sum=47730640
Round 8 | epoch=6, current m_iou=0.883108147619528
Round 8 | Best m_IoU is: 0.883, OA is: 0.967 | val costTime=60.828107833862305
Round 8 | ****EPOCH 6****
Step 00124100 L_out=0.259 Acc=0.92 ---21274.69 ms/batch
Step 00124150 L_out=0.319 Acc=0.95 ---49042.77 ms/batch
Step 00124200 L_out=0.171 Acc=0.97 ---76694.15 ms/batch
Step 00124250 L_out=0.412 Acc=0.94 ---104653.24 ms/batch
Step 00124300 L_out=0.628 Acc=0.93 ---131964.29 ms/batch
Step 00124350 L_out=0.524 Acc=0.93 ---160387.83 ms/batch
Step 00124400 L_out=0.425 Acc=0.89 ---189208.12 ms/batch
Step 00124450 L_out=0.643 Acc=0.95 ---215500.99 ms/batch
Step 00124500 L_out=0.329 Acc=0.92 ---241851.67 ms/batch
Step 00124550 L_out=0.665 Acc=0.95 ---268163.33 ms/batch
Step 00124600 L_out=0.550 Acc=0.92 ---294225.29 ms/batch
Step 00124650 L_out=0.384 Acc=0.90 ---320418.84 ms/batch
Step 00124700 L_out=0.620 Acc=0.92 ---347520.78 ms/batch
Round 8 | epoch=6, train costTime=363.9192135334015, | total_activation_sum=47657271
Round 8 | epoch=7, current m_iou=0.8968647024276885
Round 8 | Best m_IoU is: 0.897, OA is: 0.972 | val costTime=60.68932747840881
Round 8 | ****EPOCH 7****
Step 00124750 L_out=0.790 Acc=0.90 ---11301.93 ms/batch
Step 00124800 L_out=0.245 Acc=0.96 ---38372.50 ms/batch
Step 00124850 L_out=0.345 Acc=0.94 ---66232.13 ms/batch
Step 00124900 L_out=0.447 Acc=0.95 ---94226.31 ms/batch
Step 00124950 L_out=0.441 Acc=0.94 ---121505.80 ms/batch
Step 00125000 L_out=0.325 Acc=0.94 ---148290.81 ms/batch
Step 00125050 L_out=0.701 Acc=0.92 ---174559.34 ms/batch
Step 00125100 L_out=0.276 Acc=0.91 ---201049.96 ms/batch
Step 00125150 L_out=0.409 Acc=0.95 ---227635.75 ms/batch
Step 00125200 L_out=0.448 Acc=0.94 ---254572.88 ms/batch
Step 00125250 L_out=0.345 Acc=0.93 ---281192.51 ms/batch
Step 00125300 L_out=0.717 Acc=0.90 ---308193.27 ms/batch
Step 00125350 L_out=0.285 Acc=0.94 ---339545.23 ms/batch
Round 8 | epoch=7, train costTime=364.7109730243683, | total_activation_sum=47929123
Round 8 | epoch=8, current m_iou=0.8816684173691586
Round 8 | Best m_IoU is: 0.897, OA is: 0.972 | val costTime=60.31584358215332
Round 8 | ****EPOCH 8****
Step 00125400 L_out=0.484 Acc=0.96 --- 2385.04 ms/batch
Step 00125450 L_out=0.725 Acc=0.87 ---30521.49 ms/batch
Step 00125500 L_out=0.391 Acc=0.97 ---58058.88 ms/batch
Step 00125550 L_out=0.471 Acc=0.96 ---85801.65 ms/batch
Step 00125600 L_out=0.351 Acc=0.96 ---113581.47 ms/batch
Step 00125650 L_out=0.560 Acc=0.88 ---140485.10 ms/batch
Step 00125700 L_out=0.432 Acc=0.92 ---168199.13 ms/batch
Step 00125750 L_out=0.563 Acc=0.96 ---196203.75 ms/batch
Step 00125800 L_out=0.454 Acc=0.96 ---223089.13 ms/batch
Step 00125850 L_out=0.474 Acc=0.95 ---251866.87 ms/batch
Step 00125900 L_out=0.434 Acc=0.94 ---279844.40 ms/batch
Step 00125950 L_out=0.211 Acc=0.95 ---306586.41 ms/batch
Step 00126000 L_out=0.311 Acc=0.97 ---333031.04 ms/batch
Step 00126050 L_out=0.366 Acc=0.95 ---359336.13 ms/batch
Round 8 | epoch=8, train costTime=366.1041977405548, | total_activation_sum=47792770
Round 8 | epoch=9, current m_iou=0.8639589186123284
Round 8 | Best m_IoU is: 0.897, OA is: 0.972 | val costTime=60.20488452911377
Round 8 | ****EPOCH 9****
Step 00126100 L_out=0.307 Acc=0.96 ---19665.63 ms/batch
Step 00126150 L_out=0.272 Acc=0.97 ---46991.08 ms/batch
Step 00126200 L_out=0.225 Acc=0.97 ---75216.54 ms/batch
Step 00126250 L_out=0.233 Acc=0.92 ---102619.24 ms/batch
Step 00126300 L_out=0.430 Acc=0.92 ---129779.14 ms/batch
Step 00126350 L_out=2.845 Acc=0.85 ---156801.99 ms/batch
Step 00126400 L_out=0.278 Acc=0.97 ---184807.98 ms/batch
Step 00126450 L_out=0.635 Acc=0.93 ---211518.12 ms/batch
Step 00126500 L_out=0.286 Acc=0.93 ---237940.77 ms/batch
Step 00126550 L_out=0.399 Acc=0.92 ---264366.72 ms/batch
Step 00126600 L_out=0.444 Acc=0.95 ---291045.72 ms/batch
Step 00126650 L_out=0.343 Acc=0.94 ---317262.50 ms/batch
Step 00126700 L_out=0.262 Acc=0.96 ---345550.49 ms/batch
Round 8 | epoch=9, train costTime=364.23829770088196, | total_activation_sum=47728164
Round 8 | epoch=10, current m_iou=0.9033777774484414
Round 8 | Best m_IoU is: 0.903, OA is: 0.971 | val costTime=60.7617347240448
Round 8 | ****EPOCH 10****
Step 00126750 L_out=0.658 Acc=0.89 ---11158.08 ms/batch
Step 00126800 L_out=0.287 Acc=0.95 ---38077.51 ms/batch
Step 00126850 L_out=0.683 Acc=0.95 ---66297.30 ms/batch
Step 00126900 L_out=0.313 Acc=0.94 ---94253.17 ms/batch
Step 00126950 L_out=0.300 Acc=0.95 ---121382.96 ms/batch
Step 00127000 L_out=0.343 Acc=0.94 ---148264.44 ms/batch
Step 00127050 L_out=0.326 Acc=0.94 ---174832.74 ms/batch
Step 00127100 L_out=0.536 Acc=0.95 ---202548.37 ms/batch
Step 00127150 L_out=0.449 Acc=0.95 ---230099.08 ms/batch
Step 00127200 L_out=0.603 Acc=0.91 ---259090.96 ms/batch
Step 00127250 L_out=0.260 Acc=0.94 ---286696.09 ms/batch
Step 00127300 L_out=0.186 Acc=0.94 ---313526.45 ms/batch
Step 00127350 L_out=0.165 Acc=0.97 ---339954.58 ms/batch
Round 8 | epoch=10, train costTime=364.8586881160736, | total_activation_sum=47867034
Round 8 | epoch=11, current m_iou=0.9082937872814097
Round 8 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=60.97070860862732
Round 8 | ****EPOCH 11****
Step 00127400 L_out=0.706 Acc=0.87 --- 1805.52 ms/batch
Step 00127450 L_out=0.637 Acc=0.93 ---29436.77 ms/batch
Step 00127500 L_out=0.239 Acc=0.96 ---56596.63 ms/batch
Step 00127550 L_out=0.273 Acc=0.91 ---84276.48 ms/batch
Step 00127600 L_out=0.176 Acc=0.98 ---112007.48 ms/batch
Step 00127650 L_out=0.560 Acc=0.92 ---138907.17 ms/batch
Step 00127700 L_out=0.272 Acc=0.97 ---165870.12 ms/batch
Step 00127750 L_out=0.250 Acc=0.96 ---192866.61 ms/batch
Step 00127800 L_out=0.644 Acc=0.94 ---220611.94 ms/batch
Step 00127850 L_out=0.502 Acc=0.93 ---248361.90 ms/batch
Step 00127900 L_out=0.314 Acc=0.96 ---275044.10 ms/batch
Step 00127950 L_out=0.421 Acc=0.94 ---302484.46 ms/batch
Step 00128000 L_out=0.476 Acc=0.93 ---329985.16 ms/batch
Step 00128050 L_out=0.520 Acc=0.96 ---356713.79 ms/batch
Round 8 | epoch=11, train costTime=364.82170963287354, | total_activation_sum=47788600
Round 8 | epoch=12, current m_iou=0.9038830693893418
Round 8 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=59.6647732257843
Round 8 | ****EPOCH 12****
Step 00128100 L_out=0.130 Acc=0.97 ---18952.85 ms/batch
Step 00128150 L_out=0.493 Acc=0.94 ---45782.06 ms/batch
Step 00128200 L_out=0.374 Acc=0.92 ---73547.63 ms/batch
Step 00128250 L_out=0.218 Acc=0.97 ---101019.31 ms/batch
Step 00128300 L_out=0.099 Acc=0.93 ---127644.13 ms/batch
Step 00128350 L_out=0.176 Acc=0.95 ---153887.86 ms/batch
Step 00128400 L_out=0.398 Acc=0.93 ---179956.58 ms/batch
Step 00128450 L_out=0.263 Acc=0.95 ---207989.81 ms/batch
Step 00128500 L_out=0.212 Acc=0.97 ---234274.48 ms/batch
Step 00128550 L_out=0.353 Acc=0.97 ---261113.16 ms/batch
Step 00128600 L_out=0.467 Acc=0.96 ---287865.64 ms/batch
Step 00128650 L_out=0.234 Acc=0.96 ---314172.57 ms/batch
Step 00128700 L_out=0.440 Acc=0.96 ---340958.38 ms/batch
Round 8 | epoch=12, train costTime=357.38210558891296, | total_activation_sum=47893860
Round 8 | epoch=13, current m_iou=0.8874892468080688
Round 8 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=60.716299295425415
Round 8 | ****EPOCH 13****
Step 00128750 L_out=0.419 Acc=0.95 ---10289.01 ms/batch
Step 00128800 L_out=0.301 Acc=0.96 ---37643.76 ms/batch
Step 00128850 L_out=0.366 Acc=0.92 ---64582.56 ms/batch
Step 00128900 L_out=0.382 Acc=0.95 ---92190.18 ms/batch
Step 00128950 L_out=0.444 Acc=0.96 ---119049.81 ms/batch
Step 00129000 L_out=0.466 Acc=0.94 ---145654.77 ms/batch
Step 00129050 L_out=0.238 Acc=0.98 ---172179.22 ms/batch
Step 00129100 L_out=0.134 Acc=0.98 ---199522.15 ms/batch
Step 00129150 L_out=0.208 Acc=0.97 ---228056.76 ms/batch
Step 00129200 L_out=0.269 Acc=0.96 ---254363.05 ms/batch
Step 00129250 L_out=0.675 Acc=0.93 ---280791.22 ms/batch
Step 00129300 L_out=0.398 Acc=0.94 ---306715.61 ms/batch
Step 00129350 L_out=0.273 Acc=0.97 ---332968.15 ms/batch
Round 8 | epoch=13, train costTime=358.28016686439514, | total_activation_sum=47745451
Round 8 | epoch=14, current m_iou=0.8998718519967797
Round 8 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=60.16370129585266
Round 8 | ****EPOCH 14****
Step 00129400 L_out=0.696 Acc=0.92 --- 1215.64 ms/batch
Step 00129450 L_out=0.415 Acc=0.94 ---27788.15 ms/batch
Step 00129500 L_out=0.551 Acc=0.91 ---53947.66 ms/batch
Step 00129550 L_out=0.581 Acc=0.94 ---81843.69 ms/batch
Step 00129600 L_out=0.267 Acc=0.98 ---109551.47 ms/batch
Step 00129650 L_out=0.417 Acc=0.95 ---137158.99 ms/batch
Step 00129700 L_out=0.360 Acc=0.96 ---163709.82 ms/batch
Step 00129750 L_out=0.635 Acc=0.92 ---190445.70 ms/batch
Step 00129800 L_out=0.594 Acc=0.93 ---216894.77 ms/batch
Step 00129850 L_out=0.558 Acc=0.92 ---243219.61 ms/batch
Step 00129900 L_out=0.202 Acc=0.96 ---269495.54 ms/batch
Step 00129950 L_out=0.449 Acc=0.95 ---297510.37 ms/batch
Step 00130000 L_out=0.267 Acc=0.95 ---324088.05 ms/batch
Step 00130050 L_out=0.127 Acc=0.98 ---350958.66 ms/batch
Round 8 | epoch=14, train costTime=359.15272521972656, | total_activation_sum=47636185
Round 8 | epoch=15, current m_iou=0.8970596821296749
Round 8 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=60.82171893119812
Round 8 | ****EPOCH 15****
Step 00130100 L_out=0.417 Acc=0.96 ---18479.70 ms/batch
Step 00130150 L_out=0.380 Acc=0.95 ---44781.43 ms/batch
Step 00130200 L_out=0.178 Acc=0.98 ---72822.72 ms/batch
Step 00130250 L_out=0.256 Acc=0.95 ---100509.99 ms/batch
Step 00130300 L_out=0.672 Acc=0.92 ---128255.67 ms/batch
Step 00130350 L_out=0.438 Acc=0.96 ---155040.79 ms/batch
Step 00130400 L_out=0.416 Acc=0.96 ---181493.06 ms/batch
Step 00130450 L_out=0.411 Acc=0.96 ---207796.33 ms/batch
Step 00130500 L_out=0.575 Acc=0.94 ---234230.13 ms/batch
Step 00130550 L_out=0.350 Acc=0.95 ---261392.32 ms/batch
Step 00130600 L_out=0.297 Acc=0.91 ---290255.57 ms/batch
Step 00130650 L_out=0.418 Acc=0.94 ---318804.77 ms/batch
Step 00130700 L_out=0.341 Acc=0.95 ---346082.55 ms/batch
Round 8 | epoch=15, train costTime=363.10607385635376, | total_activation_sum=47802219
Round 8 | epoch=16, current m_iou=0.8889395716975207
Round 8 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=60.396684646606445
Round 8 | ****EPOCH 16****
Step 00130750 L_out=0.279 Acc=0.94 ---10612.44 ms/batch
Step 00130800 L_out=0.560 Acc=0.92 ---38387.25 ms/batch
Step 00130850 L_out=0.359 Acc=0.98 ---65539.27 ms/batch
Step 00130900 L_out=0.185 Acc=0.98 ---93574.86 ms/batch
Step 00130950 L_out=0.381 Acc=0.97 ---121173.04 ms/batch
Step 00131000 L_out=0.204 Acc=0.95 ---149904.31 ms/batch
Step 00131050 L_out=0.475 Acc=0.95 ---177166.86 ms/batch
Step 00131100 L_out=0.209 Acc=0.97 ---203920.66 ms/batch
Step 00131150 L_out=0.450 Acc=0.96 ---231386.24 ms/batch
Step 00131200 L_out=0.246 Acc=0.97 ---257749.92 ms/batch
Step 00131250 L_out=0.122 Acc=0.98 ---283984.26 ms/batch
Step 00131300 L_out=0.207 Acc=0.97 ---310249.08 ms/batch
Step 00131350 L_out=0.375 Acc=0.95 ---336624.15 ms/batch
Round 8 | epoch=16, train costTime=363.0866951942444, | total_activation_sum=47727771
Round 8 | epoch=17, current m_iou=0.9010559721476712
Round 8 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=61.21475076675415
Round 8 | ****EPOCH 17****
Step 00131400 L_out=0.508 Acc=0.94 ---  657.79 ms/batch
Step 00131450 L_out=0.412 Acc=0.95 ---27195.90 ms/batch
Step 00131500 L_out=0.361 Acc=0.96 ---53466.65 ms/batch
Step 00131550 L_out=0.156 Acc=0.94 ---81064.91 ms/batch
Step 00131600 L_out=0.145 Acc=0.95 ---109388.62 ms/batch
Step 00131650 L_out=0.234 Acc=0.98 ---136782.75 ms/batch
Step 00131700 L_out=0.362 Acc=0.98 ---163965.64 ms/batch
Step 00131750 L_out=0.488 Acc=0.92 ---191358.49 ms/batch
Step 00131800 L_out=0.302 Acc=0.89 ---218053.27 ms/batch
Step 00131850 L_out=0.271 Acc=0.97 ---245211.66 ms/batch
Step 00131900 L_out=0.655 Acc=0.96 ---272408.80 ms/batch
Step 00131950 L_out=0.378 Acc=0.95 ---299525.66 ms/batch
Step 00132000 L_out=0.363 Acc=0.97 ---326144.04 ms/batch
Step 00132050 L_out=0.222 Acc=0.95 ---355357.14 ms/batch
Round 8 | epoch=17, train costTime=363.87258434295654, | total_activation_sum=47884492
Round 8 | epoch=18, current m_iou=0.887382478597692
Round 8 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=60.128111124038696
Round 8 | ****EPOCH 18****
Step 00132100 L_out=0.515 Acc=0.93 ---17294.43 ms/batch
Step 00132150 L_out=0.416 Acc=0.93 ---43212.03 ms/batch
Step 00132200 L_out=0.348 Acc=0.97 ---70181.34 ms/batch
Step 00132250 L_out=0.261 Acc=0.95 ---98217.85 ms/batch
Step 00132300 L_out=0.539 Acc=0.90 ---127255.12 ms/batch
Step 00132350 L_out=0.450 Acc=0.96 ---153993.47 ms/batch
Step 00132400 L_out=0.359 Acc=0.93 ---180488.43 ms/batch
Step 00132450 L_out=0.307 Acc=0.96 ---207060.05 ms/batch
Step 00132500 L_out=0.494 Acc=0.93 ---235075.48 ms/batch
Step 00132550 L_out=0.509 Acc=0.94 ---263593.59 ms/batch
Step 00132600 L_out=0.603 Acc=0.92 ---289788.95 ms/batch
Step 00132650 L_out=0.216 Acc=0.97 ---316024.15 ms/batch
Step 00132700 L_out=0.426 Acc=0.93 ---342272.20 ms/batch
Round 8 | epoch=18, train costTime=359.98903131484985, | total_activation_sum=47799232
Round 8 | epoch=19, current m_iou=0.8884611091786944
Round 8 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=60.227948904037476
Round 8 | ****EPOCH 19****
Step 00132750 L_out=0.479 Acc=0.95 --- 9004.80 ms/batch
Step 00132800 L_out=0.268 Acc=0.97 ---36373.00 ms/batch
Step 00132850 L_out=0.323 Acc=0.97 ---63493.93 ms/batch
Step 00132900 L_out=0.642 Acc=0.93 ---91241.12 ms/batch
Step 00132950 L_out=0.474 Acc=0.91 ---118720.98 ms/batch
Step 00133000 L_out=0.125 Acc=0.98 ---141423.77 ms/batch
Step 00133050 L_out=0.287 Acc=0.94 ---163959.00 ms/batch
Step 00133100 L_out=0.398 Acc=0.95 ---186698.68 ms/batch
Step 00133150 L_out=0.255 Acc=0.96 ---208782.34 ms/batch
Step 00133200 L_out=0.374 Acc=0.96 ---230898.69 ms/batch
Step 00133250 L_out=0.215 Acc=0.98 ---252841.00 ms/batch
Step 00133300 L_out=0.246 Acc=0.96 ---275995.07 ms/batch
Step 00133350 L_out=0.487 Acc=0.95 ---298086.55 ms/batch
Step 00133400 L_out=0.395 Acc=0.95 ---320244.36 ms/batch
Round 8 | epoch=19, train costTime=320.2444660663605, | total_activation_sum=47679612
Round 8 | epoch=20, current m_iou=0.8911947797352172
Round 8 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=50.2860472202301
Round 8 | ****EPOCH 20****
Step 00133450 L_out=0.175 Acc=0.96 ---22313.89 ms/batch
Step 00133500 L_out=0.264 Acc=0.94 ---44874.45 ms/batch
Step 00133550 L_out=0.258 Acc=0.95 ---66771.26 ms/batch
Step 00133600 L_out=0.353 Acc=0.95 ---88973.35 ms/batch
Step 00133650 L_out=0.117 Acc=0.97 ---111001.50 ms/batch
Step 00133700 L_out=0.416 Acc=0.95 ---133048.15 ms/batch
Step 00133750 L_out=0.249 Acc=0.96 ---155182.48 ms/batch
Step 00133800 L_out=0.536 Acc=0.90 ---177264.29 ms/batch
Step 00133850 L_out=0.600 Acc=0.91 ---199168.28 ms/batch
Step 00133900 L_out=0.204 Acc=0.96 ---221281.24 ms/batch
Step 00133950 L_out=0.650 Acc=0.95 ---243297.01 ms/batch
Step 00134000 L_out=0.138 Acc=0.95 ---265513.06 ms/batch
Step 00134050 L_out=0.575 Acc=0.91 ---288179.06 ms/batch
Round 8 | epoch=20, train costTime=295.6193392276764, | total_activation_sum=48015894
Round 8 | epoch=21, current m_iou=0.8945255642559933
Round 8 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=51.03724408149719
Round 8 | ****EPOCH 21****
Step 00134100 L_out=0.228 Acc=0.96 ---14906.35 ms/batch
Step 00134150 L_out=0.361 Acc=0.92 ---37032.17 ms/batch
Step 00134200 L_out=0.323 Acc=0.97 ---59356.96 ms/batch
Step 00134250 L_out=0.334 Acc=0.95 ---81787.58 ms/batch
Step 00134300 L_out=0.390 Acc=0.93 ---103806.31 ms/batch
Step 00134350 L_out=0.179 Acc=0.97 ---126250.55 ms/batch
Step 00134400 L_out=0.071 Acc=0.97 ---148449.78 ms/batch
Step 00134450 L_out=0.163 Acc=0.98 ---175120.24 ms/batch
Step 00134500 L_out=0.424 Acc=0.95 ---201845.31 ms/batch
Step 00134550 L_out=0.225 Acc=0.98 ---228793.31 ms/batch
Step 00134600 L_out=0.227 Acc=0.95 ---256797.53 ms/batch
Step 00134650 L_out=0.214 Acc=0.95 ---283510.45 ms/batch
Step 00134700 L_out=0.312 Acc=0.95 ---310340.70 ms/batch
Round 8 | epoch=21, train costTime=328.63927841186523, | total_activation_sum=47870246
Round 8 | epoch=22, current m_iou=0.8989956992725081
Round 8 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=60.38071632385254
Round 8 | ****EPOCH 22****
Step 00134750 L_out=0.198 Acc=0.96 ---10226.20 ms/batch
Step 00134800 L_out=0.245 Acc=0.96 ---37846.42 ms/batch
Step 00134850 L_out=0.549 Acc=0.93 ---65282.91 ms/batch
Step 00134900 L_out=0.230 Acc=0.98 ---92130.97 ms/batch
Step 00134950 L_out=0.734 Acc=0.91 ---119171.09 ms/batch
Step 00135000 L_out=0.272 Acc=0.97 ---146940.83 ms/batch
Step 00135050 L_out=0.426 Acc=0.95 ---174432.30 ms/batch
Step 00135100 L_out=0.323 Acc=0.97 ---202384.78 ms/batch
Step 00135150 L_out=0.156 Acc=0.97 ---229713.51 ms/batch
Step 00135200 L_out=0.549 Acc=0.94 ---255888.29 ms/batch
Step 00135250 L_out=0.204 Acc=0.95 ---283213.11 ms/batch
Step 00135300 L_out=0.351 Acc=0.97 ---309683.05 ms/batch
Step 00135350 L_out=0.389 Acc=0.95 ---336996.36 ms/batch
Step 00135400 L_out=0.258 Acc=0.94 ---363366.53 ms/batch
Round 8 | epoch=22, train costTime=363.91374683380127, | total_activation_sum=47658147
Round 8 | epoch=23, current m_iou=0.8965559063155831
Round 8 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=60.65241098403931
Round 8 | ****EPOCH 23****
Step 00135450 L_out=0.309 Acc=0.96 ---27225.61 ms/batch
Step 00135500 L_out=0.253 Acc=0.95 ---54769.75 ms/batch
Step 00135550 L_out=0.250 Acc=0.96 ---81124.70 ms/batch
Step 00135600 L_out=0.388 Acc=0.95 ---107522.59 ms/batch
Step 00135650 L_out=0.375 Acc=0.96 ---133905.73 ms/batch
Step 00135700 L_out=0.364 Acc=0.97 ---161357.71 ms/batch
Step 00135750 L_out=0.255 Acc=0.94 ---189257.10 ms/batch
Step 00135800 L_out=0.262 Acc=0.95 ---215793.08 ms/batch
Step 00135850 L_out=0.277 Acc=0.95 ---242405.13 ms/batch
Step 00135900 L_out=0.303 Acc=0.97 ---269719.82 ms/batch
Step 00135950 L_out=0.264 Acc=0.96 ---297624.72 ms/batch
Step 00136000 L_out=0.378 Acc=0.92 ---324384.47 ms/batch
Step 00136050 L_out=0.214 Acc=0.98 ---350775.31 ms/batch
Round 8 | epoch=23, train costTime=360.40567421913147, | total_activation_sum=47768108
Round 8 | epoch=24, current m_iou=0.8955512576004837
Round 8 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=59.00672221183777
Round 8 | ****EPOCH 24****
Step 00136100 L_out=2.283 Acc=0.84 ---17425.58 ms/batch
Step 00136150 L_out=0.251 Acc=0.97 ---44812.94 ms/batch
Step 00136200 L_out=0.374 Acc=0.93 ---72327.67 ms/batch
Step 00136250 L_out=0.314 Acc=0.93 ---98678.75 ms/batch
Step 00136300 L_out=0.214 Acc=0.98 ---126531.59 ms/batch
Step 00136350 L_out=0.217 Acc=0.97 ---154121.55 ms/batch
Step 00136400 L_out=0.572 Acc=0.94 ---181492.78 ms/batch
Step 00136450 L_out=0.309 Acc=0.96 ---207742.82 ms/batch
Step 00136500 L_out=0.279 Acc=0.97 ---233881.92 ms/batch
Step 00136550 L_out=0.323 Acc=0.95 ---259963.83 ms/batch
Step 00136600 L_out=0.162 Acc=0.94 ---286465.72 ms/batch
Step 00136650 L_out=0.272 Acc=0.95 ---314443.17 ms/batch
Step 00136700 L_out=0.733 Acc=0.96 ---343605.81 ms/batch
Round 8 | epoch=24, train costTime=363.9708333015442, | total_activation_sum=47853396
Round 8 | epoch=25, current m_iou=0.8993340839937509
Round 8 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=60.304423809051514
Round 8 | ****EPOCH 25****
Step 00136750 L_out=0.167 Acc=0.97 --- 8498.41 ms/batch
Step 00136800 L_out=0.147 Acc=0.96 ---34789.59 ms/batch
Step 00136850 L_out=0.143 Acc=0.97 ---61739.21 ms/batch
Step 00136900 L_out=0.307 Acc=0.94 ---88509.50 ms/batch
Step 00136950 L_out=0.331 Acc=0.97 ---114885.20 ms/batch
Step 00137000 L_out=0.234 Acc=0.96 ---142742.38 ms/batch
Step 00137050 L_out=0.342 Acc=0.93 ---170386.63 ms/batch
Step 00137100 L_out=0.539 Acc=0.94 ---198771.80 ms/batch
Step 00137150 L_out=0.189 Acc=0.98 ---226638.92 ms/batch
Step 00137200 L_out=0.117 Acc=0.98 ---253265.76 ms/batch
Step 00137250 L_out=0.288 Acc=0.94 ---279685.97 ms/batch
Step 00137300 L_out=0.171 Acc=0.96 ---306252.16 ms/batch
Step 00137350 L_out=0.326 Acc=0.94 ---333737.18 ms/batch
Step 00137400 L_out=0.146 Acc=0.96 ---361994.90 ms/batch
Round 8 | epoch=25, train costTime=363.219774723053, | total_activation_sum=47643918
Round 8 | epoch=26, current m_iou=0.8994335988051927
Round 8 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=60.39168095588684
Round 8 | ****EPOCH 26****
Step 00137450 L_out=0.296 Acc=0.96 ---27072.78 ms/batch
Step 00137500 L_out=0.125 Acc=0.95 ---53879.88 ms/batch
Step 00137550 L_out=0.468 Acc=0.96 ---84567.29 ms/batch
Step 00137600 L_out=0.403 Acc=0.92 ---112107.77 ms/batch
Step 00137650 L_out=0.230 Acc=0.98 ---139521.01 ms/batch
Step 00137700 L_out=0.108 Acc=0.96 ---166850.27 ms/batch
Step 00137750 L_out=0.491 Acc=0.93 ---194570.44 ms/batch
Step 00137800 L_out=0.545 Acc=0.93 ---221915.57 ms/batch
Step 00137850 L_out=0.203 Acc=0.97 ---248921.94 ms/batch
Step 00137900 L_out=0.342 Acc=0.95 ---276189.59 ms/batch
Step 00137950 L_out=0.112 Acc=0.98 ---303039.89 ms/batch
Step 00138000 L_out=0.517 Acc=0.94 ---329252.55 ms/batch
Step 00138050 L_out=0.277 Acc=0.91 ---356075.73 ms/batch
Round 8 | epoch=26, train costTime=366.10053062438965, | total_activation_sum=47805391
Round 8 | epoch=27, current m_iou=0.8946271309727161
Round 8 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=60.12813687324524
Round 8 | ****EPOCH 27****
Step 00138100 L_out=0.403 Acc=0.94 ---16571.73 ms/batch
Step 00138150 L_out=0.366 Acc=0.93 ---44457.20 ms/batch
Step 00138200 L_out=0.195 Acc=0.97 ---71215.44 ms/batch
Step 00138250 L_out=0.238 Acc=0.95 ---98231.95 ms/batch
Step 00138300 L_out=0.227 Acc=0.98 ---124898.76 ms/batch
Step 00138350 L_out=0.277 Acc=0.97 ---152425.97 ms/batch
Step 00138400 L_out=0.176 Acc=0.91 ---179906.05 ms/batch
Step 00138450 L_out=0.182 Acc=0.96 ---207113.64 ms/batch
Step 00138500 L_out=0.234 Acc=0.96 ---234889.70 ms/batch
Step 00138550 L_out=0.261 Acc=0.96 ---262037.04 ms/batch
Step 00138600 L_out=0.076 Acc=0.97 ---290646.54 ms/batch
Step 00138650 L_out=0.426 Acc=0.93 ---319894.58 ms/batch
Step 00138700 L_out=0.250 Acc=0.96 ---349706.70 ms/batch
Round 8 | epoch=27, train costTime=369.94457936286926, | total_activation_sum=47737550
Round 8 | epoch=28, current m_iou=0.898676434521009
Round 8 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=60.42306351661682
Round 8 | ****EPOCH 28****
Step 00138750 L_out=0.196 Acc=0.97 --- 7416.58 ms/batch
Step 00138800 L_out=0.374 Acc=0.95 ---33819.44 ms/batch
Step 00138850 L_out=0.366 Acc=0.95 ---60372.33 ms/batch
Step 00138900 L_out=0.393 Acc=0.96 ---86634.76 ms/batch
Step 00138950 L_out=0.292 Acc=0.96 ---113568.84 ms/batch
Step 00139000 L_out=0.299 Acc=0.96 ---141831.12 ms/batch
Step 00139050 L_out=0.238 Acc=0.97 ---169489.95 ms/batch
Step 00139100 L_out=0.434 Acc=0.94 ---196644.44 ms/batch
Step 00139150 L_out=0.131 Acc=0.96 ---223752.44 ms/batch
Step 00139200 L_out=0.614 Acc=0.94 ---250090.58 ms/batch
Step 00139250 L_out=0.177 Acc=0.98 ---276571.60 ms/batch
Step 00139300 L_out=0.295 Acc=0.94 ---302784.37 ms/batch
Step 00139350 L_out=0.307 Acc=0.93 ---329076.48 ms/batch
Step 00139400 L_out=0.286 Acc=0.96 ---355611.75 ms/batch
Round 8 | epoch=28, train costTime=357.24353790283203, | total_activation_sum=47660733
Round 8 | epoch=29, current m_iou=0.9000259106066125
Round 8 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=60.99879169464111
Round 8 | ****EPOCH 29****
Step 00139450 L_out=0.341 Acc=0.92 ---25043.70 ms/batch
Step 00139500 L_out=0.402 Acc=0.94 ---51981.87 ms/batch
Step 00139550 L_out=0.657 Acc=0.95 ---79839.57 ms/batch
Step 00139600 L_out=0.141 Acc=0.98 ---106503.38 ms/batch
Step 00139650 L_out=0.149 Acc=0.97 ---133207.69 ms/batch
Step 00139700 L_out=0.664 Acc=0.94 ---160622.53 ms/batch
Step 00139750 L_out=0.318 Acc=0.93 ---188462.87 ms/batch
Step 00139800 L_out=0.392 Acc=0.94 ---214676.11 ms/batch
Step 00139850 L_out=0.376 Acc=0.96 ---242636.57 ms/batch
Step 00139900 L_out=0.302 Acc=0.95 ---269654.33 ms/batch
Step 00139950 L_out=0.278 Acc=0.93 ---296101.96 ms/batch
Step 00140000 L_out=0.410 Acc=0.97 ---322946.84 ms/batch
Step 00140050 L_out=0.223 Acc=0.95 ---350804.81 ms/batch
Round 8 | epoch=29, train costTime=361.4607288837433, | total_activation_sum=47934457
Round 8 | epoch=30, current m_iou=0.899364061535938
Round 8 | Best m_IoU is: 0.908, OA is: 0.975 | val costTime=59.89462924003601
Round 8 | ****EPOCH 30****
Round 9 | ****EPOCH 0****
Step 00140100 L_out=0.602 Acc=0.93 ---15717.70 ms/batch
Step 00140150 L_out=6.748 Acc=0.62 ---42176.53 ms/batch
Step 00140200 L_out=1.545 Acc=0.88 ---68311.54 ms/batch
Step 00140250 L_out=1.367 Acc=0.92 ---95779.03 ms/batch
Step 00140300 L_out=1.689 Acc=0.79 ---122219.48 ms/batch
Step 00140350 L_out=1.962 Acc=0.68 ---149878.98 ms/batch
Step 00140400 L_out=1.007 Acc=0.92 ---177300.35 ms/batch
Step 00140450 L_out=1.280 Acc=0.87 ---204787.00 ms/batch
Step 00140500 L_out=0.911 Acc=0.94 ---232223.76 ms/batch
Step 00140550 L_out=0.392 Acc=0.93 ---258938.47 ms/batch
Step 00140600 L_out=0.284 Acc=0.96 ---285775.20 ms/batch
Step 00140650 L_out=0.468 Acc=0.95 ---312803.23 ms/batch
Step 00140700 L_out=0.375 Acc=0.97 ---340073.55 ms/batch
Round 9 | epoch=0, train costTime=360.624666929245, | total_activation_sum=50880776
Round 9 | epoch=1, current m_iou=0.7962830494491934
Round 9 | Best m_IoU is: 0.796, OA is: 0.943 | val costTime=61.144405364990234
Round 9 | ****EPOCH 1****
Step 00140750 L_out=0.621 Acc=0.92 --- 7550.52 ms/batch
Step 00140800 L_out=0.943 Acc=0.88 ---36322.26 ms/batch
Step 00140850 L_out=0.875 Acc=0.96 ---63163.33 ms/batch
Step 00140900 L_out=0.530 Acc=0.85 ---90238.17 ms/batch
Step 00140950 L_out=0.977 Acc=0.92 ---117822.15 ms/batch
Step 00141000 L_out=0.486 Acc=0.93 ---145610.09 ms/batch
Step 00141050 L_out=1.110 Acc=0.91 ---173353.35 ms/batch
Step 00141100 L_out=0.761 Acc=0.95 ---202145.67 ms/batch
Step 00141150 L_out=0.804 Acc=0.92 ---228479.99 ms/batch
Step 00141200 L_out=0.284 Acc=0.96 ---254900.59 ms/batch
Step 00141250 L_out=0.421 Acc=0.96 ---281158.44 ms/batch
Step 00141300 L_out=1.140 Acc=0.88 ---308910.14 ms/batch
Step 00141350 L_out=0.564 Acc=0.95 ---335223.80 ms/batch
Step 00141400 L_out=0.373 Acc=0.97 ---361652.42 ms/batch
Round 9 | epoch=1, train costTime=363.7192325592041, | total_activation_sum=51216807
Round 9 | epoch=2, current m_iou=0.8407103098845958
Round 9 | Best m_IoU is: 0.841, OA is: 0.951 | val costTime=60.56972789764404
Round 9 | ****EPOCH 2****
Step 00141450 L_out=0.858 Acc=0.93 ---25617.29 ms/batch
Step 00141500 L_out=0.198 Acc=0.95 ---52012.60 ms/batch
Step 00141550 L_out=0.820 Acc=0.93 ---78324.05 ms/batch
Step 00141600 L_out=0.653 Acc=0.88 ---105352.54 ms/batch
Step 00141650 L_out=0.451 Acc=0.94 ---132566.29 ms/batch
Step 00141700 L_out=0.322 Acc=0.96 ---159925.40 ms/batch
Step 00141750 L_out=0.657 Acc=0.94 ---187504.12 ms/batch
Step 00141800 L_out=0.873 Acc=0.88 ---213204.85 ms/batch
Step 00141850 L_out=0.907 Acc=0.90 ---239764.09 ms/batch
Step 00141900 L_out=0.734 Acc=0.93 ---266228.29 ms/batch
Step 00141950 L_out=0.269 Acc=0.97 ---292518.90 ms/batch
Step 00142000 L_out=0.390 Acc=0.88 ---319628.59 ms/batch
Step 00142050 L_out=0.289 Acc=0.95 ---347518.76 ms/batch
Round 9 | epoch=2, train costTime=358.648779630661, | total_activation_sum=51101162
Round 9 | epoch=3, current m_iou=0.8643348114258285
Round 9 | Best m_IoU is: 0.864, OA is: 0.966 | val costTime=60.74085474014282
Round 9 | ****EPOCH 3****
Step 00142100 L_out=0.663 Acc=0.95 ---15273.02 ms/batch
Step 00142150 L_out=0.224 Acc=0.96 ---41278.53 ms/batch
Step 00142200 L_out=0.633 Acc=0.91 ---68654.49 ms/batch
Step 00142250 L_out=0.246 Acc=0.97 ---97114.01 ms/batch
Step 00142300 L_out=0.724 Acc=0.93 ---124855.69 ms/batch
Step 00142350 L_out=0.280 Acc=0.94 ---152737.55 ms/batch
Step 00142400 L_out=0.224 Acc=0.97 ---180383.50 ms/batch
Step 00142450 L_out=0.792 Acc=0.84 ---206975.26 ms/batch
Step 00142500 L_out=0.404 Acc=0.92 ---233632.73 ms/batch
Step 00142550 L_out=0.689 Acc=0.94 ---261003.67 ms/batch
Step 00142600 L_out=0.548 Acc=0.88 ---288606.45 ms/batch
Step 00142650 L_out=0.614 Acc=0.93 ---315475.28 ms/batch
Step 00142700 L_out=0.205 Acc=0.97 ---343137.02 ms/batch
Round 9 | epoch=3, train costTime=362.93650126457214, | total_activation_sum=51236179
Round 9 | epoch=4, current m_iou=0.8732739519276307
Round 9 | Best m_IoU is: 0.873, OA is: 0.970 | val costTime=60.328370332717896
Round 9 | ****EPOCH 4****
Step 00142750 L_out=1.024 Acc=0.88 --- 6485.54 ms/batch
Step 00142800 L_out=0.470 Acc=0.94 ---33904.45 ms/batch
Step 00142850 L_out=0.251 Acc=0.96 ---63125.02 ms/batch
Step 00142900 L_out=0.622 Acc=0.92 ---89367.54 ms/batch
Step 00142950 L_out=0.238 Acc=0.97 ---115507.56 ms/batch
Step 00143000 L_out=0.403 Acc=0.89 ---143042.66 ms/batch
Step 00143050 L_out=0.147 Acc=0.94 ---170641.18 ms/batch
Step 00143100 L_out=0.297 Acc=0.93 ---198019.22 ms/batch
Step 00143150 L_out=0.372 Acc=0.93 ---226567.68 ms/batch
Step 00143200 L_out=0.344 Acc=0.96 ---253863.16 ms/batch
Step 00143250 L_out=0.201 Acc=0.95 ---282571.47 ms/batch
Step 00143300 L_out=0.333 Acc=0.94 ---309374.37 ms/batch
Step 00143350 L_out=0.730 Acc=0.87 ---336017.72 ms/batch
Step 00143400 L_out=0.463 Acc=0.96 ---362146.38 ms/batch
Round 9 | epoch=4, train costTime=364.84215259552, | total_activation_sum=51158895
Round 9 | epoch=5, current m_iou=0.8368201224605534
Round 9 | Best m_IoU is: 0.873, OA is: 0.970 | val costTime=60.711368560791016
Round 9 | ****EPOCH 5****
Step 00143450 L_out=0.376 Acc=0.94 ---23769.10 ms/batch
Step 00143500 L_out=0.293 Acc=0.96 ---53457.00 ms/batch
Step 00143550 L_out=0.663 Acc=0.95 ---80949.39 ms/batch
Step 00143600 L_out=0.303 Acc=0.97 ---107708.70 ms/batch
Step 00143650 L_out=0.570 Acc=0.94 ---134126.89 ms/batch
Step 00143700 L_out=0.083 Acc=0.98 ---162289.45 ms/batch
Step 00143750 L_out=0.890 Acc=0.91 ---190153.80 ms/batch
Step 00143800 L_out=0.272 Acc=0.97 ---217068.60 ms/batch
Step 00143850 L_out=0.412 Acc=0.90 ---243400.83 ms/batch
Step 00143900 L_out=1.527 Acc=0.90 ---270154.46 ms/batch
Step 00143950 L_out=0.466 Acc=0.91 ---298521.23 ms/batch
Step 00144000 L_out=0.295 Acc=0.96 ---324944.81 ms/batch
Step 00144050 L_out=0.632 Acc=0.93 ---351291.12 ms/batch
Round 9 | epoch=5, train costTime=363.29552841186523, | total_activation_sum=50970275
Round 9 | epoch=6, current m_iou=0.8435402836847554
Round 9 | Best m_IoU is: 0.873, OA is: 0.970 | val costTime=59.96418213844299
Round 9 | ****EPOCH 6****
Step 00144100 L_out=0.656 Acc=0.93 ---15493.40 ms/batch
Step 00144150 L_out=0.531 Acc=0.92 ---43262.88 ms/batch
Step 00144200 L_out=0.553 Acc=0.93 ---71262.28 ms/batch
Step 00144250 L_out=0.345 Acc=0.93 ---99434.65 ms/batch
Step 00144300 L_out=0.500 Acc=0.97 ---127028.51 ms/batch
Step 00144350 L_out=0.555 Acc=0.92 ---155603.53 ms/batch
Step 00144400 L_out=0.237 Acc=0.97 ---183181.70 ms/batch
Step 00144450 L_out=0.166 Acc=0.96 ---210667.07 ms/batch
Step 00144500 L_out=0.488 Acc=0.92 ---239358.33 ms/batch
Step 00144550 L_out=0.403 Acc=0.95 ---266736.17 ms/batch
Step 00144600 L_out=1.229 Acc=0.87 ---294253.88 ms/batch
Step 00144650 L_out=0.222 Acc=0.98 ---320806.07 ms/batch
Step 00144700 L_out=0.141 Acc=0.96 ---349365.23 ms/batch
Round 9 | epoch=6, train costTime=369.8426926136017, | total_activation_sum=51059929
Round 9 | epoch=7, current m_iou=0.8645312667773053
Round 9 | Best m_IoU is: 0.873, OA is: 0.970 | val costTime=60.27097415924072
Round 9 | ****EPOCH 7****
Step 00144750 L_out=0.233 Acc=0.96 --- 5850.77 ms/batch
Step 00144800 L_out=0.264 Acc=0.95 ---33374.48 ms/batch
Step 00144850 L_out=0.281 Acc=0.96 ---60069.58 ms/batch
Step 00144900 L_out=0.354 Acc=0.94 ---88977.25 ms/batch
Step 00144950 L_out=0.511 Acc=0.96 ---115959.77 ms/batch
Step 00145000 L_out=0.284 Acc=0.95 ---142491.14 ms/batch
Step 00145050 L_out=0.765 Acc=0.95 ---170704.87 ms/batch
Step 00145100 L_out=0.270 Acc=0.94 ---197977.90 ms/batch
Step 00145150 L_out=0.311 Acc=0.97 ---224883.98 ms/batch
Step 00145200 L_out=0.236 Acc=0.95 ---252717.27 ms/batch
Step 00145250 L_out=0.476 Acc=0.94 ---278703.65 ms/batch
Step 00145300 L_out=0.329 Acc=0.93 ---305490.63 ms/batch
Step 00145350 L_out=0.307 Acc=0.95 ---332558.14 ms/batch
Step 00145400 L_out=0.916 Acc=0.87 ---359512.69 ms/batch
Round 9 | epoch=7, train costTime=362.77470684051514, | total_activation_sum=51187727
Round 9 | epoch=8, current m_iou=0.8212008147922014
Round 9 | Best m_IoU is: 0.873, OA is: 0.970 | val costTime=59.5051155090332
Round 9 | ****EPOCH 8****
Step 00145450 L_out=0.264 Acc=0.94 ---24075.68 ms/batch
Step 00145500 L_out=0.446 Acc=0.94 ---51837.99 ms/batch
Step 00145550 L_out=0.750 Acc=0.87 ---79230.94 ms/batch
Step 00145600 L_out=0.220 Acc=0.97 ---105562.17 ms/batch
Step 00145650 L_out=0.476 Acc=0.97 ---131818.22 ms/batch
Step 00145700 L_out=0.297 Acc=0.96 ---159481.57 ms/batch
Step 00145750 L_out=0.278 Acc=0.97 ---186722.59 ms/batch
Step 00145800 L_out=0.516 Acc=0.93 ---213163.01 ms/batch
Step 00145850 L_out=0.386 Acc=0.96 ---239283.22 ms/batch
Step 00145900 L_out=0.788 Acc=0.89 ---266981.91 ms/batch
Step 00145950 L_out=0.649 Acc=0.92 ---295131.57 ms/batch
Step 00146000 L_out=0.467 Acc=0.93 ---321770.64 ms/batch
Step 00146050 L_out=0.209 Acc=0.97 ---349422.30 ms/batch
Round 9 | epoch=8, train costTime=362.1138677597046, | total_activation_sum=51104305
Round 9 | epoch=9, current m_iou=0.8648956123866707
Round 9 | Best m_IoU is: 0.873, OA is: 0.970 | val costTime=60.2353675365448
Round 9 | ****EPOCH 9****
Step 00146100 L_out=0.410 Acc=0.96 ---14885.10 ms/batch
Step 00146150 L_out=0.163 Acc=0.97 ---41993.00 ms/batch
Step 00146200 L_out=0.718 Acc=0.92 ---68645.56 ms/batch
Step 00146250 L_out=0.660 Acc=0.90 ---95906.26 ms/batch
Step 00146300 L_out=0.296 Acc=0.95 ---123067.40 ms/batch
Step 00146350 L_out=0.366 Acc=0.96 ---150001.47 ms/batch
Step 00146400 L_out=0.309 Acc=0.97 ---175884.55 ms/batch
Step 00146450 L_out=0.634 Acc=0.93 ---204445.03 ms/batch
Step 00146500 L_out=0.533 Acc=0.96 ---231915.50 ms/batch
Step 00146550 L_out=0.117 Acc=0.99 ---259584.10 ms/batch
Step 00146600 L_out=0.151 Acc=0.96 ---287571.93 ms/batch
Step 00146650 L_out=0.563 Acc=0.95 ---315162.50 ms/batch
Step 00146700 L_out=0.247 Acc=0.94 ---342236.76 ms/batch
Round 9 | epoch=9, train costTime=363.9366340637207, | total_activation_sum=51311705
Round 9 | epoch=10, current m_iou=0.8814615385198312
Round 9 | Best m_IoU is: 0.881, OA is: 0.969 | val costTime=64.68806862831116
Round 9 | ****EPOCH 10****
Step 00146750 L_out=0.388 Acc=0.94 --- 5571.91 ms/batch
Step 00146800 L_out=0.459 Acc=0.94 ---33167.30 ms/batch
Step 00146850 L_out=0.418 Acc=0.95 ---61348.20 ms/batch
Step 00146900 L_out=0.532 Acc=0.93 ---89375.94 ms/batch
Step 00146950 L_out=0.421 Acc=0.96 ---116840.99 ms/batch
Step 00147000 L_out=0.242 Acc=0.95 ---144766.54 ms/batch
Step 00147050 L_out=0.455 Acc=0.97 ---172368.28 ms/batch
Step 00147100 L_out=0.156 Acc=0.94 ---200947.84 ms/batch
Step 00147150 L_out=0.225 Acc=0.95 ---228960.89 ms/batch
Step 00147200 L_out=0.360 Acc=0.93 ---255856.98 ms/batch
Step 00147250 L_out=0.218 Acc=0.95 ---282832.78 ms/batch
Step 00147300 L_out=0.595 Acc=0.94 ---310119.70 ms/batch
Step 00147350 L_out=0.290 Acc=0.97 ---337301.95 ms/batch
Step 00147400 L_out=0.313 Acc=0.97 ---364474.57 ms/batch
Round 9 | epoch=10, train costTime=368.26566886901855, | total_activation_sum=51008028
Round 9 | epoch=11, current m_iou=0.8926507679607478
Round 9 | Best m_IoU is: 0.893, OA is: 0.974 | val costTime=68.74272465705872
Round 9 | ****EPOCH 11****
Step 00147450 L_out=0.811 Acc=0.90 ---23279.77 ms/batch
Step 00147500 L_out=0.193 Acc=0.97 ---51327.27 ms/batch
Step 00147550 L_out=0.529 Acc=0.92 ---78586.04 ms/batch
Step 00147600 L_out=0.390 Acc=0.94 ---105673.36 ms/batch
Step 00147650 L_out=0.215 Acc=0.95 ---132805.57 ms/batch
Step 00147700 L_out=0.183 Acc=0.96 ---160307.50 ms/batch
Step 00147750 L_out=0.608 Acc=0.93 ---188411.32 ms/batch
Step 00147800 L_out=0.291 Acc=0.96 ---216107.07 ms/batch
Step 00147850 L_out=0.321 Acc=0.97 ---242650.33 ms/batch
Step 00147900 L_out=0.597 Acc=0.91 ---270215.29 ms/batch
Step 00147950 L_out=0.748 Acc=0.89 ---297681.77 ms/batch
Step 00148000 L_out=0.317 Acc=0.96 ---325431.00 ms/batch
Step 00148050 L_out=2.726 Acc=0.88 ---352405.10 ms/batch
Round 9 | epoch=11, train costTime=365.5164234638214, | total_activation_sum=51064720
Round 9 | epoch=12, current m_iou=0.8992098106026069
Round 9 | Best m_IoU is: 0.899, OA is: 0.975 | val costTime=70.15477657318115
Round 9 | ****EPOCH 12****
Step 00148100 L_out=0.948 Acc=0.92 ---14310.83 ms/batch
Step 00148150 L_out=0.363 Acc=0.98 ---42055.29 ms/batch
Step 00148200 L_out=0.344 Acc=0.97 ---69023.05 ms/batch
Step 00148250 L_out=0.338 Acc=0.97 ---97831.08 ms/batch
Step 00148300 L_out=0.379 Acc=0.96 ---125034.00 ms/batch
Step 00148350 L_out=0.202 Acc=0.97 ---152115.72 ms/batch
Step 00148400 L_out=0.151 Acc=0.98 ---179392.35 ms/batch
Step 00148450 L_out=0.320 Acc=0.97 ---206412.58 ms/batch
Step 00148500 L_out=0.290 Acc=0.90 ---234000.14 ms/batch
Step 00148550 L_out=0.630 Acc=0.92 ---261248.00 ms/batch
Step 00148600 L_out=0.429 Acc=0.96 ---288755.32 ms/batch
Step 00148650 L_out=0.360 Acc=0.96 ---316606.54 ms/batch
Step 00148700 L_out=0.269 Acc=0.98 ---345309.92 ms/batch
Round 9 | epoch=12, train costTime=367.9286732673645, | total_activation_sum=51102833
Round 9 | epoch=13, current m_iou=0.8967503986820322
Round 9 | Best m_IoU is: 0.899, OA is: 0.975 | val costTime=64.17846775054932
Round 9 | ****EPOCH 13****
Step 00148750 L_out=0.660 Acc=0.94 --- 4939.59 ms/batch
Step 00148800 L_out=0.363 Acc=0.96 ---32009.32 ms/batch
Step 00148850 L_out=0.564 Acc=0.96 ---59997.55 ms/batch
Step 00148900 L_out=0.322 Acc=0.93 ---87596.92 ms/batch
Step 00148950 L_out=0.604 Acc=0.93 ---115026.49 ms/batch
Step 00149000 L_out=0.266 Acc=0.95 ---142317.86 ms/batch
Step 00149050 L_out=0.323 Acc=0.95 ---169668.46 ms/batch
Step 00149100 L_out=0.200 Acc=0.96 ---197401.64 ms/batch
Step 00149150 L_out=0.131 Acc=0.97 ---224909.66 ms/batch
Step 00149200 L_out=0.208 Acc=0.96 ---252138.93 ms/batch
Step 00149250 L_out=0.297 Acc=0.96 ---278819.85 ms/batch
Step 00149300 L_out=0.140 Acc=0.98 ---305254.59 ms/batch
Step 00149350 L_out=0.386 Acc=0.95 ---332558.30 ms/batch
Step 00149400 L_out=0.329 Acc=0.97 ---359896.72 ms/batch
Round 9 | epoch=13, train costTime=364.292368888855, | total_activation_sum=51255893
Round 9 | epoch=14, current m_iou=0.8991823502618375
Round 9 | Best m_IoU is: 0.899, OA is: 0.975 | val costTime=72.41660404205322
Round 9 | ****EPOCH 14****
Step 00149450 L_out=0.372 Acc=0.95 ---22998.45 ms/batch
Step 00149500 L_out=0.159 Acc=0.96 ---50096.77 ms/batch
Step 00149550 L_out=0.556 Acc=0.93 ---77704.85 ms/batch
Step 00149600 L_out=0.799 Acc=0.87 ---105121.77 ms/batch
Step 00149650 L_out=0.396 Acc=0.97 ---132597.81 ms/batch
Step 00149700 L_out=0.075 Acc=0.98 ---160323.23 ms/batch
Step 00149750 L_out=0.175 Acc=0.92 ---188018.74 ms/batch
Step 00149800 L_out=0.463 Acc=0.95 ---215163.90 ms/batch
Step 00149850 L_out=0.202 Acc=0.97 ---242751.58 ms/batch
Step 00149900 L_out=0.313 Acc=0.95 ---270463.02 ms/batch
Step 00149950 L_out=0.125 Acc=0.97 ---296997.00 ms/batch
Step 00150000 L_out=0.306 Acc=0.92 ---324369.83 ms/batch
Step 00150050 L_out=0.153 Acc=0.97 ---351471.52 ms/batch
Round 9 | epoch=14, train costTime=365.2829909324646, | total_activation_sum=51129641
Round 9 | epoch=15, current m_iou=0.8926302799366947
Round 9 | Best m_IoU is: 0.899, OA is: 0.975 | val costTime=70.41416120529175
Round 9 | ****EPOCH 15****
Step 00150100 L_out=0.519 Acc=0.95 ---13803.35 ms/batch
Step 00150150 L_out=0.415 Acc=0.96 ---41519.45 ms/batch
Step 00150200 L_out=0.436 Acc=0.95 ---68597.31 ms/batch
Step 00150250 L_out=0.189 Acc=0.96 ---95927.05 ms/batch
Step 00150300 L_out=0.291 Acc=0.96 ---123447.86 ms/batch
Step 00150350 L_out=0.385 Acc=0.87 ---151312.68 ms/batch
Step 00150400 L_out=0.564 Acc=0.95 ---178349.36 ms/batch
Step 00150450 L_out=0.141 Acc=0.99 ---205747.87 ms/batch
Step 00150500 L_out=0.418 Acc=0.95 ---233002.26 ms/batch
Step 00150550 L_out=0.567 Acc=0.94 ---260882.92 ms/batch
Step 00150600 L_out=0.665 Acc=0.93 ---287685.78 ms/batch
Step 00150650 L_out=0.282 Acc=0.97 ---313928.61 ms/batch
Step 00150700 L_out=0.279 Acc=0.96 ---340662.56 ms/batch
Round 9 | epoch=15, train costTime=363.43910908699036, | total_activation_sum=50902809
Round 9 | epoch=16, current m_iou=0.8976493398441144
Round 9 | Best m_IoU is: 0.899, OA is: 0.975 | val costTime=78.33789277076721
Round 9 | ****EPOCH 16****
Step 00150750 L_out=0.344 Acc=0.96 --- 4292.79 ms/batch
Step 00150800 L_out=0.360 Acc=0.95 ---31303.54 ms/batch
Step 00150850 L_out=0.687 Acc=0.91 ---59467.98 ms/batch
Step 00150900 L_out=0.481 Acc=0.93 ---87132.66 ms/batch
Step 00150950 L_out=0.308 Acc=0.94 ---114385.67 ms/batch
Step 00151000 L_out=0.394 Acc=0.97 ---141736.76 ms/batch
Step 00151050 L_out=0.507 Acc=0.95 ---169320.28 ms/batch
Step 00151100 L_out=0.150 Acc=0.98 ---196611.62 ms/batch
Step 00151150 L_out=0.448 Acc=0.95 ---223818.01 ms/batch
Step 00151200 L_out=0.163 Acc=0.94 ---251331.96 ms/batch
Step 00151250 L_out=0.394 Acc=0.94 ---278769.72 ms/batch
Step 00151300 L_out=0.329 Acc=0.97 ---305134.52 ms/batch
Step 00151350 L_out=0.765 Acc=0.94 ---332797.13 ms/batch
Step 00151400 L_out=0.379 Acc=0.95 ---359820.91 ms/batch
Round 9 | epoch=16, train costTime=364.7404146194458, | total_activation_sum=51296743
Round 9 | epoch=17, current m_iou=0.8908191751096197
Round 9 | Best m_IoU is: 0.899, OA is: 0.975 | val costTime=62.549360513687134
Round 9 | ****EPOCH 17****
Step 00151450 L_out=0.170 Acc=0.94 ---23177.52 ms/batch
Step 00151500 L_out=0.281 Acc=0.96 ---51668.53 ms/batch
Step 00151550 L_out=0.603 Acc=0.93 ---78977.03 ms/batch
Step 00151600 L_out=0.070 Acc=0.97 ---106463.46 ms/batch
Step 00151650 L_out=0.171 Acc=0.95 ---134740.13 ms/batch
Step 00151700 L_out=0.588 Acc=0.92 ---161958.12 ms/batch
Step 00151750 L_out=0.348 Acc=0.92 ---189815.96 ms/batch
Step 00151800 L_out=0.300 Acc=0.96 ---217629.37 ms/batch
Step 00151850 L_out=0.149 Acc=0.94 ---244894.49 ms/batch
Step 00151900 L_out=0.241 Acc=0.96 ---272404.08 ms/batch
Step 00151950 L_out=0.353 Acc=0.97 ---300220.94 ms/batch
Step 00152000 L_out=0.387 Acc=0.93 ---327279.85 ms/batch
Step 00152050 L_out=0.502 Acc=0.95 ---355286.02 ms/batch
Round 9 | epoch=17, train costTime=369.5646150112152, | total_activation_sum=50983806
Round 9 | epoch=18, current m_iou=0.8935400595164482
Round 9 | Best m_IoU is: 0.899, OA is: 0.975 | val costTime=63.31336212158203
Round 9 | ****EPOCH 18****
Step 00152100 L_out=0.512 Acc=0.89 ---13300.84 ms/batch
Step 00152150 L_out=0.365 Acc=0.94 ---40412.23 ms/batch
Step 00152200 L_out=0.163 Acc=0.98 ---67866.61 ms/batch
Step 00152250 L_out=0.075 Acc=0.97 ---95803.46 ms/batch
Step 00152300 L_out=0.246 Acc=0.97 ---123043.20 ms/batch
Step 00152350 L_out=0.608 Acc=0.91 ---150413.38 ms/batch
Step 00152400 L_out=0.253 Acc=0.97 ---177885.98 ms/batch
Step 00152450 L_out=0.373 Acc=0.94 ---204972.22 ms/batch
Step 00152500 L_out=0.268 Acc=0.96 ---232411.86 ms/batch
Step 00152550 L_out=0.432 Acc=0.97 ---259720.85 ms/batch
Step 00152600 L_out=0.478 Acc=0.92 ---287157.15 ms/batch
Step 00152650 L_out=0.213 Acc=0.96 ---314691.06 ms/batch
Step 00152700 L_out=0.570 Acc=0.94 ---342048.43 ms/batch
Round 9 | epoch=18, train costTime=364.9929201602936, | total_activation_sum=51141640
Round 9 | epoch=19, current m_iou=0.9029031490775202
Round 9 | Best m_IoU is: 0.903, OA is: 0.975 | val costTime=78.81833720207214
Round 9 | ****EPOCH 19****
Step 00152750 L_out=0.129 Acc=0.95 --- 3991.13 ms/batch
Step 00152800 L_out=0.341 Acc=0.97 ---31735.62 ms/batch
Step 00152850 L_out=0.529 Acc=0.96 ---59002.60 ms/batch
Step 00152900 L_out=0.468 Acc=0.96 ---87150.22 ms/batch
Step 00152950 L_out=0.302 Acc=0.94 ---114898.99 ms/batch
Step 00153000 L_out=0.379 Acc=0.97 ---142674.59 ms/batch
Step 00153050 L_out=0.097 Acc=0.99 ---171105.62 ms/batch
Step 00153100 L_out=0.162 Acc=0.98 ---198849.72 ms/batch
Step 00153150 L_out=0.229 Acc=0.93 ---227262.65 ms/batch
Step 00153200 L_out=0.333 Acc=0.95 ---255128.65 ms/batch
Step 00153250 L_out=0.194 Acc=0.97 ---282842.33 ms/batch
Step 00153300 L_out=0.259 Acc=0.96 ---310051.78 ms/batch
Step 00153350 L_out=0.214 Acc=0.97 ---337245.21 ms/batch
Step 00153400 L_out=0.126 Acc=0.94 ---363518.79 ms/batch
Round 9 | epoch=19, train costTime=368.70910716056824, | total_activation_sum=51198229
Round 9 | epoch=20, current m_iou=0.8974861369729497
Round 9 | Best m_IoU is: 0.903, OA is: 0.975 | val costTime=66.5749945640564
Round 9 | ****EPOCH 20****
Step 00153450 L_out=0.779 Acc=0.90 ---21887.59 ms/batch
Step 00153500 L_out=0.266 Acc=0.95 ---49519.61 ms/batch
Step 00153550 L_out=0.254 Acc=0.95 ---76979.98 ms/batch
Step 00153600 L_out=0.226 Acc=0.96 ---104769.33 ms/batch
Step 00153650 L_out=0.144 Acc=0.94 ---132083.43 ms/batch
Step 00153700 L_out=0.290 Acc=0.98 ---159861.00 ms/batch
Step 00153750 L_out=0.184 Acc=0.96 ---187561.60 ms/batch
Step 00153800 L_out=0.271 Acc=0.97 ---214582.54 ms/batch
Step 00153850 L_out=0.357 Acc=0.95 ---241931.76 ms/batch
Step 00153900 L_out=0.183 Acc=0.97 ---269348.12 ms/batch
Step 00153950 L_out=0.464 Acc=0.96 ---297866.90 ms/batch
Step 00154000 L_out=0.419 Acc=0.96 ---325591.05 ms/batch
Step 00154050 L_out=0.442 Acc=0.94 ---352014.54 ms/batch
Round 9 | epoch=20, train costTime=366.10960388183594, | total_activation_sum=51073613
Round 9 | epoch=21, current m_iou=0.9007977614015098
Round 9 | Best m_IoU is: 0.903, OA is: 0.975 | val costTime=74.64063501358032
Round 9 | ****EPOCH 21****
Step 00154100 L_out=0.349 Acc=0.96 ---12715.43 ms/batch
Step 00154150 L_out=0.249 Acc=0.97 ---41521.48 ms/batch
Step 00154200 L_out=0.585 Acc=0.93 ---70043.74 ms/batch
Step 00154250 L_out=0.373 Acc=0.95 ---98414.09 ms/batch
Step 00154300 L_out=0.596 Acc=0.96 ---127119.19 ms/batch
Step 00154350 L_out=0.173 Acc=0.98 ---154551.48 ms/batch
Step 00154400 L_out=0.278 Acc=0.97 ---182506.50 ms/batch
Step 00154450 L_out=0.471 Acc=0.95 ---209875.77 ms/batch
Step 00154500 L_out=0.880 Acc=0.90 ---237031.56 ms/batch
Step 00154550 L_out=0.231 Acc=0.97 ---264122.78 ms/batch
Step 00154600 L_out=0.462 Acc=0.95 ---291831.55 ms/batch
Step 00154650 L_out=0.403 Acc=0.94 ---319388.05 ms/batch
Step 00154700 L_out=0.370 Acc=0.95 ---346969.01 ms/batch
Round 9 | epoch=21, train costTime=370.841632604599, | total_activation_sum=50865274
Round 9 | epoch=22, current m_iou=0.8962731358983889
Round 9 | Best m_IoU is: 0.903, OA is: 0.975 | val costTime=68.68425273895264
Round 9 | ****EPOCH 22****
Step 00154750 L_out=0.389 Acc=0.95 --- 2795.59 ms/batch
Step 00154800 L_out=0.238 Acc=0.97 ---25932.32 ms/batch
Step 00154850 L_out=0.224 Acc=0.96 ---49018.23 ms/batch
Step 00154900 L_out=0.365 Acc=0.94 ---72135.44 ms/batch
Step 00154950 L_out=0.397 Acc=0.94 ---94967.83 ms/batch
Step 00155000 L_out=0.223 Acc=0.97 ---117951.14 ms/batch
Step 00155050 L_out=0.357 Acc=0.96 ---140792.81 ms/batch
Step 00155100 L_out=0.130 Acc=0.98 ---164361.10 ms/batch
Step 00155150 L_out=0.281 Acc=0.92 ---187465.56 ms/batch
Step 00155200 L_out=0.272 Acc=0.96 ---210058.91 ms/batch
Step 00155250 L_out=0.211 Acc=0.98 ---232972.51 ms/batch
Step 00155300 L_out=0.117 Acc=0.97 ---255814.08 ms/batch
Step 00155350 L_out=0.487 Acc=0.95 ---278408.94 ms/batch
Step 00155400 L_out=0.174 Acc=0.95 ---302112.15 ms/batch
Round 9 | epoch=22, train costTime=307.11627531051636, | total_activation_sum=51200877
Round 9 | epoch=23, current m_iou=0.9013910308030302
Round 9 | Best m_IoU is: 0.903, OA is: 0.975 | val costTime=59.13023042678833
Round 9 | ****EPOCH 23****
Step 00155450 L_out=0.257 Acc=0.95 ---17720.26 ms/batch
Step 00155500 L_out=0.138 Acc=0.98 ---40608.37 ms/batch
Step 00155550 L_out=0.104 Acc=0.97 ---63466.00 ms/batch
Step 00155600 L_out=0.584 Acc=0.93 ---86340.60 ms/batch
Step 00155650 L_out=0.294 Acc=0.95 ---108979.72 ms/batch
Step 00155700 L_out=0.514 Acc=0.94 ---131671.13 ms/batch
Step 00155750 L_out=0.709 Acc=0.94 ---154355.73 ms/batch
Step 00155800 L_out=0.284 Acc=0.94 ---177497.21 ms/batch
Step 00155850 L_out=0.459 Acc=0.95 ---200689.47 ms/batch
Step 00155900 L_out=0.366 Acc=0.95 ---223240.51 ms/batch
Step 00155950 L_out=0.347 Acc=0.97 ---245898.71 ms/batch
Step 00156000 L_out=0.321 Acc=0.96 ---268967.38 ms/batch
Step 00156050 L_out=0.218 Acc=0.96 ---292017.82 ms/batch
Round 9 | epoch=23, train costTime=304.7556965351105, | total_activation_sum=51275115
Round 9 | epoch=24, current m_iou=0.8957399940328434
Round 9 | Best m_IoU is: 0.903, OA is: 0.975 | val costTime=63.113651514053345
Round 9 | ****EPOCH 24****
Step 00156100 L_out=0.623 Acc=0.94 --- 9988.59 ms/batch
Step 00156150 L_out=0.201 Acc=0.97 ---33114.73 ms/batch
Step 00156200 L_out=0.541 Acc=0.90 ---56247.69 ms/batch
Step 00156250 L_out=0.290 Acc=0.96 ---78968.30 ms/batch
Step 00156300 L_out=0.490 Acc=0.93 ---106549.68 ms/batch
Step 00156350 L_out=0.757 Acc=0.95 ---133869.97 ms/batch
Step 00156400 L_out=0.283 Acc=0.93 ---161255.35 ms/batch
Step 00156450 L_out=0.188 Acc=0.97 ---189260.30 ms/batch
Step 00156500 L_out=0.373 Acc=0.94 ---216663.05 ms/batch
Step 00156550 L_out=0.491 Acc=0.95 ---244311.05 ms/batch
Step 00156600 L_out=0.192 Acc=0.98 ---272264.47 ms/batch
Step 00156650 L_out=0.379 Acc=0.96 ---299916.84 ms/batch
Step 00156700 L_out=0.095 Acc=0.95 ---327250.56 ms/batch
Round 9 | epoch=24, train costTime=354.008421421051, | total_activation_sum=51037421
Round 9 | epoch=25, current m_iou=0.8969443086846141
Round 9 | Best m_IoU is: 0.903, OA is: 0.975 | val costTime=62.7763397693634
Round 9 | ****EPOCH 25****
Step 00156750 L_out=0.344 Acc=0.96 --- 2740.95 ms/batch
Step 00156800 L_out=0.180 Acc=0.97 ---29388.03 ms/batch
Step 00156850 L_out=0.240 Acc=0.95 ---57442.58 ms/batch
Step 00156900 L_out=0.269 Acc=0.96 ---85391.10 ms/batch
Step 00156950 L_out=0.365 Acc=0.94 ---112356.50 ms/batch
Step 00157000 L_out=0.118 Acc=0.98 ---139000.73 ms/batch
Step 00157050 L_out=0.532 Acc=0.96 ---165599.14 ms/batch
Step 00157100 L_out=0.157 Acc=0.97 ---192233.47 ms/batch
Step 00157150 L_out=0.331 Acc=0.92 ---218780.85 ms/batch
Step 00157200 L_out=0.713 Acc=0.91 ---245718.87 ms/batch
Step 00157250 L_out=0.057 Acc=0.98 ---272974.26 ms/batch
Step 00157300 L_out=0.399 Acc=0.96 ---300134.16 ms/batch
Step 00157350 L_out=0.333 Acc=0.96 ---326752.41 ms/batch
Step 00157400 L_out=0.397 Acc=0.95 ---353924.85 ms/batch
Round 9 | epoch=25, train costTime=360.33245372772217, | total_activation_sum=51006650
Round 9 | epoch=26, current m_iou=0.8969342077030773
Round 9 | Best m_IoU is: 0.903, OA is: 0.975 | val costTime=69.89145731925964
Round 9 | ****EPOCH 26****
Step 00157450 L_out=0.393 Acc=0.93 ---20374.18 ms/batch
Step 00157500 L_out=0.285 Acc=0.97 ---46889.47 ms/batch
Step 00157550 L_out=0.196 Acc=0.95 ---75218.20 ms/batch
Step 00157600 L_out=0.571 Acc=0.96 ---102386.34 ms/batch
Step 00157650 L_out=0.315 Acc=0.94 ---129621.47 ms/batch
Step 00157700 L_out=0.239 Acc=0.97 ---157181.20 ms/batch
Step 00157750 L_out=0.390 Acc=0.97 ---184044.78 ms/batch
Step 00157800 L_out=0.293 Acc=0.95 ---211103.72 ms/batch
Step 00157850 L_out=0.608 Acc=0.92 ---238279.58 ms/batch
Step 00157900 L_out=0.220 Acc=0.96 ---265293.83 ms/batch
Step 00157950 L_out=0.281 Acc=0.95 ---291724.28 ms/batch
Step 00158000 L_out=0.459 Acc=0.96 ---318551.09 ms/batch
Step 00158050 L_out=0.645 Acc=0.96 ---345493.29 ms/batch
Round 9 | epoch=26, train costTime=361.5141134262085, | total_activation_sum=51160955
Round 9 | epoch=27, current m_iou=0.8986400558396868
Round 9 | Best m_IoU is: 0.903, OA is: 0.975 | val costTime=66.62109017372131
Round 9 | ****EPOCH 27****
Step 00158100 L_out=0.447 Acc=0.96 ---11320.76 ms/batch
Step 00158150 L_out=0.479 Acc=0.94 ---37968.97 ms/batch
Step 00158200 L_out=0.146 Acc=0.96 ---65762.63 ms/batch
Step 00158250 L_out=0.365 Acc=0.92 ---93886.16 ms/batch
Step 00158300 L_out=0.384 Acc=0.96 ---120690.04 ms/batch
Step 00158350 L_out=0.201 Acc=0.96 ---147131.97 ms/batch
Step 00158400 L_out=0.249 Acc=0.97 ---174156.15 ms/batch
Step 00158450 L_out=0.406 Acc=0.96 ---201258.35 ms/batch
Step 00158500 L_out=0.419 Acc=0.94 ---227962.05 ms/batch
Step 00158550 L_out=0.297 Acc=0.95 ---254781.15 ms/batch
Step 00158600 L_out=0.160 Acc=0.96 ---281142.37 ms/batch
Step 00158650 L_out=0.460 Acc=0.92 ---308240.16 ms/batch
Step 00158700 L_out=0.209 Acc=0.96 ---335378.36 ms/batch
Round 9 | epoch=27, train costTime=359.95495223999023, | total_activation_sum=50932131
Round 9 | epoch=28, current m_iou=0.8993181130771857
Round 9 | Best m_IoU is: 0.903, OA is: 0.975 | val costTime=60.727198123931885
Round 9 | ****EPOCH 28****
Step 00158750 L_out=0.090 Acc=0.96 --- 2160.04 ms/batch
Step 00158800 L_out=0.140 Acc=0.97 ---29920.55 ms/batch
Step 00158850 L_out=0.456 Acc=0.94 ---58086.41 ms/batch
Step 00158900 L_out=7.260 Acc=0.63 ---86423.63 ms/batch
Step 00158950 L_out=0.293 Acc=0.98 ---114310.87 ms/batch
Step 00159000 L_out=0.486 Acc=0.94 ---141804.43 ms/batch
Step 00159050 L_out=0.424 Acc=0.95 ---168566.84 ms/batch
Step 00159100 L_out=0.327 Acc=0.95 ---195526.53 ms/batch
Step 00159150 L_out=0.500 Acc=0.96 ---222238.04 ms/batch
Step 00159200 L_out=0.503 Acc=0.95 ---248741.31 ms/batch
Step 00159250 L_out=0.358 Acc=0.94 ---275677.90 ms/batch
Step 00159300 L_out=0.249 Acc=0.96 ---304850.33 ms/batch
Step 00159350 L_out=0.267 Acc=0.96 ---333204.11 ms/batch
Step 00159400 L_out=0.334 Acc=0.93 ---361655.53 ms/batch
Round 9 | epoch=28, train costTime=369.26627707481384, | total_activation_sum=51390734
Round 9 | epoch=29, current m_iou=0.9011555706747266
Round 9 | Best m_IoU is: 0.903, OA is: 0.975 | val costTime=89.8560402393341
Round 9 | ****EPOCH 29****
Step 00159450 L_out=0.208 Acc=0.96 ---20138.28 ms/batch
Step 00159500 L_out=0.205 Acc=0.98 ---47079.80 ms/batch
Step 00159550 L_out=0.208 Acc=0.98 ---75428.26 ms/batch
Step 00159600 L_out=0.318 Acc=0.96 ---103904.41 ms/batch
Step 00159650 L_out=0.209 Acc=0.97 ---132147.77 ms/batch
Step 00159700 L_out=0.201 Acc=0.95 ---160094.69 ms/batch
Step 00159750 L_out=0.311 Acc=0.96 ---188319.76 ms/batch
Step 00159800 L_out=0.395 Acc=0.96 ---216440.13 ms/batch
Step 00159850 L_out=0.294 Acc=0.97 ---244649.22 ms/batch
Step 00159900 L_out=0.291 Acc=0.94 ---272900.87 ms/batch
Step 00159950 L_out=0.311 Acc=0.97 ---300443.25 ms/batch
Step 00160000 L_out=0.416 Acc=0.97 ---328406.09 ms/batch
Step 00160050 L_out=0.154 Acc=0.95 ---356912.77 ms/batch
Round 9 | epoch=29, train costTime=373.7206325531006, | total_activation_sum=50786654
Round 9 | epoch=30, current m_iou=0.9022995760295491
Round 9 | Best m_IoU is: 0.903, OA is: 0.975 | val costTime=66.69187068939209
Round 9 | ****EPOCH 30****
Round 10 | ****EPOCH 0****
Step 00160100 L_out=0.198 Acc=0.97 ---11489.63 ms/batch
Step 00160150 L_out=1.296 Acc=0.88 ---39676.57 ms/batch
Step 00160200 L_out=1.539 Acc=0.76 ---66635.38 ms/batch
Step 00160250 L_out=1.462 Acc=0.81 ---94046.76 ms/batch
Step 00160300 L_out=0.846 Acc=0.88 ---122380.57 ms/batch
Step 00160350 L_out=1.502 Acc=0.85 ---150800.60 ms/batch
Step 00160400 L_out=1.017 Acc=0.94 ---177817.86 ms/batch
Step 00160450 L_out=0.774 Acc=0.92 ---206676.64 ms/batch
Step 00160500 L_out=0.974 Acc=0.93 ---235324.92 ms/batch
Step 00160550 L_out=0.735 Acc=0.88 ---263807.99 ms/batch
Step 00160600 L_out=0.995 Acc=0.89 ---291819.70 ms/batch
Step 00160650 L_out=1.971 Acc=0.79 ---320653.60 ms/batch
Step 00160700 L_out=1.240 Acc=0.91 ---349358.72 ms/batch
Round 10 | epoch=0, train costTime=375.7767176628113, | total_activation_sum=53991985
Round 10 | epoch=1, current m_iou=0.7479544043585629
Round 10 | Best m_IoU is: 0.748, OA is: 0.924 | val costTime=69.0640459060669
Round 10 | ****EPOCH 1****
Step 00160750 L_out=0.795 Acc=0.88 --- 1718.81 ms/batch
Step 00160800 L_out=1.294 Acc=0.79 ---29353.36 ms/batch
Step 00160850 L_out=0.479 Acc=0.92 ---56455.47 ms/batch
Step 00160900 L_out=0.372 Acc=0.95 ---83739.49 ms/batch
Step 00160950 L_out=0.602 Acc=0.95 ---111527.37 ms/batch
Step 00161000 L_out=0.665 Acc=0.93 ---140324.03 ms/batch
Step 00161050 L_out=0.549 Acc=0.91 ---168126.53 ms/batch
Step 00161100 L_out=1.301 Acc=0.92 ---195602.13 ms/batch
Step 00161150 L_out=0.687 Acc=0.92 ---223543.37 ms/batch
Step 00161200 L_out=0.672 Acc=0.93 ---251625.79 ms/batch
Step 00161250 L_out=0.669 Acc=0.89 ---280200.83 ms/batch
Step 00161300 L_out=0.473 Acc=0.96 ---307396.65 ms/batch
Step 00161350 L_out=0.454 Acc=0.94 ---335191.44 ms/batch
Step 00161400 L_out=0.977 Acc=0.87 ---362057.08 ms/batch
Round 10 | epoch=1, train costTime=369.92429661750793, | total_activation_sum=54013933
Round 10 | epoch=2, current m_iou=0.7720338744144439
Round 10 | Best m_IoU is: 0.772, OA is: 0.919 | val costTime=68.59888243675232
Round 10 | ****EPOCH 2****
Step 00161450 L_out=0.504 Acc=0.96 ---19990.12 ms/batch
Step 00161500 L_out=0.355 Acc=0.95 ---47139.67 ms/batch
Step 00161550 L_out=0.495 Acc=0.95 ---74771.80 ms/batch
Step 00161600 L_out=0.490 Acc=0.94 ---102309.10 ms/batch
Step 00161650 L_out=0.285 Acc=0.95 ---130737.49 ms/batch
Step 00161700 L_out=0.558 Acc=0.96 ---158884.12 ms/batch
Step 00161750 L_out=0.505 Acc=0.94 ---187176.61 ms/batch
Step 00161800 L_out=0.855 Acc=0.93 ---215734.32 ms/batch
Step 00161850 L_out=0.321 Acc=0.95 ---244336.03 ms/batch
Step 00161900 L_out=0.335 Acc=0.97 ---272154.94 ms/batch
Step 00161950 L_out=0.611 Acc=0.94 ---300320.10 ms/batch
Step 00162000 L_out=0.349 Acc=0.93 ---329068.71 ms/batch
Step 00162050 L_out=0.547 Acc=0.92 ---357437.53 ms/batch
Round 10 | epoch=2, train costTime=374.67198157310486, | total_activation_sum=54311428
Round 10 | epoch=3, current m_iou=0.8384084234654416
Round 10 | Best m_IoU is: 0.838, OA is: 0.944 | val costTime=80.70516467094421
Round 10 | ****EPOCH 3****
Step 00162100 L_out=0.632 Acc=0.89 ---10502.81 ms/batch
Step 00162150 L_out=0.322 Acc=0.92 ---37527.47 ms/batch
Step 00162200 L_out=0.511 Acc=0.88 ---64254.60 ms/batch
Step 00162250 L_out=0.604 Acc=0.93 ---91617.25 ms/batch
Step 00162300 L_out=0.162 Acc=0.96 ---118510.11 ms/batch
Step 00162350 L_out=0.215 Acc=0.94 ---147905.71 ms/batch
Step 00162400 L_out=0.258 Acc=0.94 ---176073.11 ms/batch
Step 00162450 L_out=0.253 Acc=0.96 ---204936.15 ms/batch
Step 00162500 L_out=0.831 Acc=0.94 ---233296.20 ms/batch
Step 00162550 L_out=0.386 Acc=0.95 ---261226.23 ms/batch
Step 00162600 L_out=0.262 Acc=0.97 ---290187.43 ms/batch
Step 00162650 L_out=0.390 Acc=0.95 ---318663.85 ms/batch
Step 00162700 L_out=0.363 Acc=0.93 ---346649.38 ms/batch
Round 10 | epoch=3, train costTime=373.3458433151245, | total_activation_sum=54054336
Round 10 | epoch=4, current m_iou=0.8799262014219624
Round 10 | Best m_IoU is: 0.880, OA is: 0.965 | val costTime=83.04322791099548
Round 10 | ****EPOCH 4****
Step 00162750 L_out=0.643 Acc=0.94 --- 1350.13 ms/batch
Step 00162800 L_out=0.390 Acc=0.95 ---30092.47 ms/batch
Step 00162850 L_out=0.367 Acc=0.90 ---57587.87 ms/batch
Step 00162900 L_out=0.698 Acc=0.93 ---83549.89 ms/batch
Step 00162950 L_out=0.582 Acc=0.94 ---109362.53 ms/batch
Step 00163000 L_out=0.384 Acc=0.98 ---135478.82 ms/batch
Step 00163050 L_out=0.435 Acc=0.94 ---162527.40 ms/batch
Step 00163100 L_out=0.219 Acc=0.96 ---190487.33 ms/batch
Step 00163150 L_out=0.447 Acc=0.95 ---218600.77 ms/batch
Step 00163200 L_out=0.527 Acc=0.95 ---246252.20 ms/batch
Step 00163250 L_out=0.682 Acc=0.94 ---274776.88 ms/batch
Step 00163300 L_out=0.662 Acc=0.94 ---303840.21 ms/batch
Step 00163350 L_out=0.806 Acc=0.93 ---332199.24 ms/batch
Step 00163400 L_out=0.828 Acc=0.96 ---360454.70 ms/batch
Round 10 | epoch=4, train costTime=369.4870011806488, | total_activation_sum=53939583
Round 10 | epoch=5, current m_iou=0.8689757102581626
Round 10 | Best m_IoU is: 0.880, OA is: 0.965 | val costTime=70.87126588821411
Round 10 | ****EPOCH 5****
Step 00163450 L_out=0.245 Acc=0.98 ---19878.25 ms/batch
Step 00163500 L_out=0.371 Acc=0.95 ---48132.12 ms/batch
Step 00163550 L_out=0.280 Acc=0.96 ---76741.13 ms/batch
Step 00163600 L_out=0.719 Acc=0.91 ---104448.81 ms/batch
Step 00163650 L_out=0.213 Acc=0.94 ---131802.76 ms/batch
Step 00163700 L_out=0.384 Acc=0.98 ---159825.74 ms/batch
Step 00163750 L_out=0.563 Acc=0.95 ---187162.36 ms/batch
Step 00163800 L_out=0.277 Acc=0.97 ---214608.67 ms/batch
Step 00163850 L_out=0.793 Acc=0.91 ---242129.53 ms/batch
Step 00163900 L_out=0.544 Acc=0.90 ---269804.65 ms/batch
Step 00163950 L_out=0.333 Acc=0.97 ---297460.84 ms/batch
Step 00164000 L_out=0.592 Acc=0.96 ---325239.46 ms/batch
Step 00164050 L_out=0.359 Acc=0.97 ---353302.21 ms/batch
Round 10 | epoch=5, train costTime=371.28196954727173, | total_activation_sum=54270230
Round 10 | epoch=6, current m_iou=0.9071873058478177
Round 10 | Best m_IoU is: 0.907, OA is: 0.975 | val costTime=81.31830739974976
Round 10 | ****EPOCH 6****
Step 00164100 L_out=0.526 Acc=0.94 ---10105.70 ms/batch
Step 00164150 L_out=0.180 Acc=0.98 ---38800.94 ms/batch
Step 00164200 L_out=0.376 Acc=0.93 ---67698.62 ms/batch
Step 00164250 L_out=0.177 Acc=0.97 ---95583.54 ms/batch
Step 00164300 L_out=0.422 Acc=0.92 ---122147.13 ms/batch
Step 00164350 L_out=0.252 Acc=0.95 ---148823.45 ms/batch
Step 00164400 L_out=0.851 Acc=0.94 ---175990.51 ms/batch
Step 00164450 L_out=0.810 Acc=0.85 ---202326.17 ms/batch
Step 00164500 L_out=1.008 Acc=0.93 ---230069.88 ms/batch
Step 00164550 L_out=0.404 Acc=0.94 ---257676.23 ms/batch
Step 00164600 L_out=0.429 Acc=0.97 ---286552.04 ms/batch
Step 00164650 L_out=0.233 Acc=0.90 ---314817.51 ms/batch
Step 00164700 L_out=0.516 Acc=0.92 ---342352.83 ms/batch
Round 10 | epoch=6, train costTime=369.6339604854584, | total_activation_sum=53928048
Round 10 | epoch=7, current m_iou=0.9094757818098905
Round 10 | Best m_IoU is: 0.909, OA is: 0.976 | val costTime=85.30911445617676
Round 10 | ****EPOCH 7****
Step 00164750 L_out=0.559 Acc=0.97 ---  657.07 ms/batch
Step 00164800 L_out=0.514 Acc=0.94 ---28535.21 ms/batch
Step 00164850 L_out=0.332 Acc=0.95 ---56316.11 ms/batch
Step 00164900 L_out=0.207 Acc=0.98 ---84097.86 ms/batch
Step 00164950 L_out=0.201 Acc=0.95 ---112167.75 ms/batch
Step 00165000 L_out=0.214 Acc=0.97 ---139390.80 ms/batch
Step 00165050 L_out=0.575 Acc=0.87 ---166829.98 ms/batch
Step 00165100 L_out=0.305 Acc=0.92 ---194141.32 ms/batch
Step 00165150 L_out=0.744 Acc=0.94 ---220609.69 ms/batch
Step 00165200 L_out=0.412 Acc=0.94 ---247100.73 ms/batch
Step 00165250 L_out=0.513 Acc=0.95 ---275681.41 ms/batch
Step 00165300 L_out=0.523 Acc=0.87 ---303885.94 ms/batch
Step 00165350 L_out=0.257 Acc=0.96 ---332589.92 ms/batch
Step 00165400 L_out=0.539 Acc=0.95 ---360815.82 ms/batch
Round 10 | epoch=7, train costTime=369.55476927757263, | total_activation_sum=54116782
Round 10 | epoch=8, current m_iou=0.8949691758017317
Round 10 | Best m_IoU is: 0.909, OA is: 0.976 | val costTime=83.16226482391357
Round 10 | ****EPOCH 8****
Step 00165450 L_out=0.392 Acc=0.97 ---19784.37 ms/batch
Step 00165500 L_out=0.415 Acc=0.96 ---47837.36 ms/batch
Step 00165550 L_out=0.505 Acc=0.98 ---75232.16 ms/batch
Step 00165600 L_out=0.189 Acc=0.95 ---103320.55 ms/batch
Step 00165650 L_out=0.283 Acc=0.96 ---131402.74 ms/batch
Step 00165700 L_out=0.281 Acc=0.97 ---158739.80 ms/batch
Step 00165750 L_out=0.301 Acc=0.96 ---186128.47 ms/batch
Step 00165800 L_out=1.078 Acc=0.89 ---212946.15 ms/batch
Step 00165850 L_out=0.322 Acc=0.97 ---238272.51 ms/batch
Step 00165900 L_out=0.403 Acc=0.95 ---264101.31 ms/batch
Step 00165950 L_out=0.469 Acc=0.94 ---290714.88 ms/batch
Step 00166000 L_out=0.343 Acc=0.96 ---319000.22 ms/batch
Step 00166050 L_out=0.445 Acc=0.97 ---346657.90 ms/batch
Round 10 | epoch=8, train costTime=364.63359475135803, | total_activation_sum=53967228
Round 10 | epoch=9, current m_iou=0.8453207428280962
Round 10 | Best m_IoU is: 0.909, OA is: 0.976 | val costTime=78.40654826164246
Round 10 | ****EPOCH 9****
Step 00166100 L_out=0.275 Acc=0.95 --- 9039.88 ms/batch
Step 00166150 L_out=0.595 Acc=0.92 ---36124.55 ms/batch
Step 00166200 L_out=1.127 Acc=0.87 ---64157.06 ms/batch
Step 00166250 L_out=0.336 Acc=0.96 ---93099.36 ms/batch
Step 00166300 L_out=0.258 Acc=0.98 ---120565.44 ms/batch
Step 00166350 L_out=0.258 Acc=0.95 ---147886.20 ms/batch
Step 00166400 L_out=0.287 Acc=0.96 ---175594.70 ms/batch
Step 00166450 L_out=0.852 Acc=0.88 ---203321.45 ms/batch
Step 00166500 L_out=0.338 Acc=0.97 ---230741.27 ms/batch
Step 00166550 L_out=0.382 Acc=0.94 ---257910.03 ms/batch
Step 00166600 L_out=0.384 Acc=0.92 ---285285.47 ms/batch
Step 00166650 L_out=0.788 Acc=0.94 ---310447.35 ms/batch
Step 00166700 L_out=0.415 Acc=0.93 ---338754.33 ms/batch
Step 00166750 L_out=0.342 Acc=0.95 ---367155.40 ms/batch
Round 10 | epoch=9, train costTime=367.155535697937, | total_activation_sum=54092288
Round 10 | epoch=10, current m_iou=0.8903196917049183
Round 10 | Best m_IoU is: 0.909, OA is: 0.976 | val costTime=93.16452503204346
Round 10 | ****EPOCH 10****
Step 00166800 L_out=0.269 Acc=0.97 ---28062.62 ms/batch
Step 00166850 L_out=0.362 Acc=0.97 ---56718.37 ms/batch
Step 00166900 L_out=0.132 Acc=0.98 ---84380.30 ms/batch
Step 00166950 L_out=0.365 Acc=0.93 ---112791.94 ms/batch
Step 00167000 L_out=0.512 Acc=0.94 ---140665.41 ms/batch
Step 00167050 L_out=0.423 Acc=0.95 ---169295.43 ms/batch
Step 00167100 L_out=0.363 Acc=0.96 ---198339.26 ms/batch
Step 00167150 L_out=0.233 Acc=0.96 ---226301.41 ms/batch
Step 00167200 L_out=0.343 Acc=0.97 ---253515.53 ms/batch
Step 00167250 L_out=0.425 Acc=0.95 ---280386.75 ms/batch
Step 00167300 L_out=0.334 Acc=0.95 ---306770.06 ms/batch
Step 00167350 L_out=0.769 Acc=0.92 ---333924.96 ms/batch
Step 00167400 L_out=0.485 Acc=0.91 ---362395.05 ms/batch
Round 10 | epoch=10, train costTime=371.89952182769775, | total_activation_sum=54312970
Round 10 | epoch=11, current m_iou=0.8840356938659553
Round 10 | Best m_IoU is: 0.909, OA is: 0.976 | val costTime=80.85876035690308
Round 10 | ****EPOCH 11****
Step 00167450 L_out=0.323 Acc=0.97 ---18557.39 ms/batch
Step 00167500 L_out=0.263 Acc=0.96 ---46961.75 ms/batch
Step 00167550 L_out=0.170 Acc=0.97 ---76335.21 ms/batch
Step 00167600 L_out=0.352 Acc=0.95 ---104399.81 ms/batch
Step 00167650 L_out=0.317 Acc=0.95 ---131882.55 ms/batch
Step 00167700 L_out=0.473 Acc=0.93 ---159286.75 ms/batch
Step 00167750 L_out=0.897 Acc=0.94 ---187688.28 ms/batch
Step 00167800 L_out=0.333 Acc=0.96 ---216214.44 ms/batch
Step 00167850 L_out=0.743 Acc=0.90 ---243904.13 ms/batch
Step 00167900 L_out=0.261 Acc=0.96 ---270950.40 ms/batch
Step 00167950 L_out=1.080 Acc=0.91 ---297896.50 ms/batch
Step 00168000 L_out=0.624 Acc=0.95 ---323776.26 ms/batch
Step 00168050 L_out=0.734 Acc=0.92 ---349610.55 ms/batch
Round 10 | epoch=11, train costTime=366.9256238937378, | total_activation_sum=54098462
Round 10 | epoch=12, current m_iou=0.8739208375462438
Round 10 | Best m_IoU is: 0.909, OA is: 0.976 | val costTime=74.17846488952637
Round 10 | ****EPOCH 12****
Step 00168100 L_out=0.259 Acc=0.97 --- 8681.11 ms/batch
Step 00168150 L_out=0.367 Acc=0.97 ---36961.49 ms/batch
Step 00168200 L_out=0.499 Acc=0.92 ---64973.38 ms/batch
Step 00168250 L_out=0.227 Acc=0.96 ---93942.41 ms/batch
Step 00168300 L_out=0.246 Acc=0.97 ---121915.48 ms/batch
Step 00168350 L_out=0.439 Acc=0.96 ---149762.79 ms/batch
Step 00168400 L_out=0.337 Acc=0.94 ---178225.01 ms/batch
Step 00168450 L_out=0.203 Acc=0.96 ---205591.15 ms/batch
Step 00168500 L_out=0.477 Acc=0.95 ---233178.74 ms/batch
Step 00168550 L_out=0.422 Acc=0.95 ---261780.18 ms/batch
Step 00168600 L_out=0.292 Acc=0.96 ---289532.34 ms/batch
Step 00168650 L_out=0.288 Acc=0.98 ---316912.71 ms/batch
Step 00168700 L_out=0.476 Acc=0.94 ---344770.88 ms/batch
Step 00168750 L_out=0.215 Acc=0.98 ---373110.05 ms/batch
Round 10 | epoch=12, train costTime=373.56490087509155, | total_activation_sum=54143370
Round 10 | epoch=13, current m_iou=0.8915226927390133
Round 10 | Best m_IoU is: 0.909, OA is: 0.976 | val costTime=63.01615071296692
Round 10 | ****EPOCH 13****
Step 00168800 L_out=0.313 Acc=0.97 ---27455.85 ms/batch
Step 00168850 L_out=0.192 Acc=0.97 ---55477.98 ms/batch
Step 00168900 L_out=0.370 Acc=0.96 ---83869.82 ms/batch
Step 00168950 L_out=0.416 Acc=0.96 ---111976.53 ms/batch
Step 00169000 L_out=0.521 Acc=0.94 ---141448.34 ms/batch
Step 00169050 L_out=0.241 Acc=0.98 ---170354.96 ms/batch
Step 00169100 L_out=0.278 Acc=0.96 ---198564.17 ms/batch
Step 00169150 L_out=0.595 Acc=0.94 ---226371.10 ms/batch
Step 00169200 L_out=0.353 Acc=0.93 ---254101.02 ms/batch
Step 00169250 L_out=0.360 Acc=0.89 ---282408.90 ms/batch
Step 00169300 L_out=0.184 Acc=0.94 ---310378.37 ms/batch
Step 00169350 L_out=0.610 Acc=0.94 ---338053.75 ms/batch
Step 00169400 L_out=0.420 Acc=0.95 ---364891.47 ms/batch
Round 10 | epoch=13, train costTime=374.3139476776123, | total_activation_sum=54066622
Round 10 | epoch=14, current m_iou=0.9038429620159403
Round 10 | Best m_IoU is: 0.909, OA is: 0.976 | val costTime=72.84336805343628
Round 10 | ****EPOCH 14****
Step 00169450 L_out=0.234 Acc=0.97 ---18005.09 ms/batch
Step 00169500 L_out=0.780 Acc=0.94 ---46270.49 ms/batch
Step 00169550 L_out=0.741 Acc=0.90 ---74036.85 ms/batch
Step 00169600 L_out=0.303 Acc=0.95 ---101965.40 ms/batch
Step 00169650 L_out=0.495 Acc=0.95 ---129985.96 ms/batch
Step 00169700 L_out=0.381 Acc=0.96 ---158320.66 ms/batch
Step 00169750 L_out=0.258 Acc=0.96 ---186445.44 ms/batch
Step 00169800 L_out=0.114 Acc=0.98 ---215125.10 ms/batch
Step 00169850 L_out=0.387 Acc=0.96 ---243106.64 ms/batch
Step 00169900 L_out=0.458 Acc=0.94 ---271077.57 ms/batch
Step 00169950 L_out=0.325 Acc=0.97 ---299008.87 ms/batch
Step 00170000 L_out=0.178 Acc=0.97 ---327838.74 ms/batch
Step 00170050 L_out=0.243 Acc=0.95 ---355819.25 ms/batch
Round 10 | epoch=14, train costTime=374.6633496284485, | total_activation_sum=54000582
Round 10 | epoch=15, current m_iou=0.8740873529062584
Round 10 | Best m_IoU is: 0.909, OA is: 0.976 | val costTime=76.43277311325073
Round 10 | ****EPOCH 15****
Step 00170100 L_out=0.070 Acc=0.95 --- 8059.31 ms/batch
Step 00170150 L_out=0.259 Acc=0.97 ---36807.23 ms/batch
Step 00170200 L_out=0.174 Acc=0.95 ---64507.29 ms/batch
Step 00170250 L_out=0.667 Acc=0.94 ---92103.68 ms/batch
Step 00170300 L_out=0.374 Acc=0.95 ---120397.13 ms/batch
Step 00170350 L_out=0.258 Acc=0.94 ---148515.32 ms/batch
Step 00170400 L_out=0.203 Acc=0.96 ---176075.71 ms/batch
Step 00170450 L_out=0.543 Acc=0.95 ---203610.55 ms/batch
Step 00170500 L_out=0.443 Acc=0.95 ---231454.91 ms/batch
Step 00170550 L_out=0.233 Acc=0.98 ---259254.06 ms/batch
Step 00170600 L_out=0.695 Acc=0.90 ---287998.50 ms/batch
Step 00170650 L_out=0.254 Acc=0.97 ---315849.87 ms/batch
Step 00170700 L_out=0.280 Acc=0.94 ---343929.18 ms/batch
Step 00170750 L_out=0.158 Acc=0.97 ---371565.56 ms/batch
Round 10 | epoch=15, train costTime=372.53683257102966, | total_activation_sum=54061931
Round 10 | epoch=16, current m_iou=0.8659521564227851
Round 10 | Best m_IoU is: 0.909, OA is: 0.976 | val costTime=86.9158456325531
Round 10 | ****EPOCH 16****
Step 00170800 L_out=0.358 Acc=0.96 ---26497.20 ms/batch
Step 00170850 L_out=0.228 Acc=0.96 ---54335.33 ms/batch
Step 00170900 L_out=0.579 Acc=0.95 ---81766.89 ms/batch
Step 00170950 L_out=0.513 Acc=0.96 ---109506.68 ms/batch
Step 00171000 L_out=0.218 Acc=0.97 ---137761.20 ms/batch
Step 00171050 L_out=0.387 Acc=0.95 ---165527.19 ms/batch
Step 00171100 L_out=0.544 Acc=0.94 ---193621.38 ms/batch
Step 00171150 L_out=0.246 Acc=0.96 ---222732.50 ms/batch
Step 00171200 L_out=0.209 Acc=0.96 ---250628.39 ms/batch
Step 00171250 L_out=0.245 Acc=0.97 ---278468.72 ms/batch
Step 00171300 L_out=0.493 Acc=0.95 ---306806.20 ms/batch
Step 00171350 L_out=0.588 Acc=0.95 ---334881.10 ms/batch
Step 00171400 L_out=0.398 Acc=0.96 ---362799.90 ms/batch
Round 10 | epoch=16, train costTime=373.57402873039246, | total_activation_sum=54094277
Round 10 | epoch=17, current m_iou=0.9033926611779384
Round 10 | Best m_IoU is: 0.909, OA is: 0.976 | val costTime=81.04931402206421
Round 10 | ****EPOCH 17****
Step 00171450 L_out=0.576 Acc=0.96 ---16871.67 ms/batch
Step 00171500 L_out=0.236 Acc=0.97 ---44906.30 ms/batch
Step 00171550 L_out=0.496 Acc=0.95 ---73384.45 ms/batch
Step 00171600 L_out=0.219 Acc=0.97 ---101624.71 ms/batch
Step 00171650 L_out=0.202 Acc=0.95 ---129329.62 ms/batch
Step 00171700 L_out=0.261 Acc=0.96 ---157833.14 ms/batch
Step 00171750 L_out=0.351 Acc=0.98 ---185736.83 ms/batch
Step 00171800 L_out=0.482 Acc=0.95 ---214012.97 ms/batch
Step 00171850 L_out=0.207 Acc=0.95 ---241608.23 ms/batch
Step 00171900 L_out=1.030 Acc=0.95 ---269595.56 ms/batch
Step 00171950 L_out=0.373 Acc=0.97 ---297477.98 ms/batch
Step 00172000 L_out=0.305 Acc=0.95 ---325551.62 ms/batch
Step 00172050 L_out=0.146 Acc=0.96 ---352974.60 ms/batch
Round 10 | epoch=17, train costTime=373.0911226272583, | total_activation_sum=54044718
Round 10 | epoch=18, current m_iou=0.887936613934444
Round 10 | Best m_IoU is: 0.909, OA is: 0.976 | val costTime=86.21231341362
Round 10 | ****EPOCH 18****
Step 00172100 L_out=0.504 Acc=0.92 --- 8435.30 ms/batch
Step 00172150 L_out=0.321 Acc=0.95 ---36135.61 ms/batch
Step 00172200 L_out=0.314 Acc=0.97 ---64133.34 ms/batch
Step 00172250 L_out=0.221 Acc=0.97 ---91290.20 ms/batch
Step 00172300 L_out=0.474 Acc=0.94 ---119453.33 ms/batch
Step 00172350 L_out=0.727 Acc=0.86 ---147576.30 ms/batch
Step 00172400 L_out=0.556 Acc=0.94 ---175624.88 ms/batch
Step 00172450 L_out=0.395 Acc=0.95 ---203719.34 ms/batch
Step 00172500 L_out=0.223 Acc=0.96 ---231346.60 ms/batch
Step 00172550 L_out=0.425 Acc=0.96 ---258786.14 ms/batch
Step 00172600 L_out=0.277 Acc=0.97 ---286964.32 ms/batch
Step 00172650 L_out=0.263 Acc=0.96 ---315672.46 ms/batch
Step 00172700 L_out=0.223 Acc=0.97 ---342943.88 ms/batch
Step 00172750 L_out=0.216 Acc=0.95 ---371163.46 ms/batch
Round 10 | epoch=18, train costTime=372.7834839820862, | total_activation_sum=54284609
Round 10 | epoch=19, current m_iou=0.8792084783097708
Round 10 | Best m_IoU is: 0.909, OA is: 0.976 | val costTime=85.47579741477966
Round 10 | ****EPOCH 19****
Step 00172800 L_out=0.322 Acc=0.96 ---26362.29 ms/batch
Step 00172850 L_out=0.579 Acc=0.95 ---54826.59 ms/batch
Step 00172900 L_out=0.134 Acc=0.99 ---83056.40 ms/batch
Step 00172950 L_out=0.591 Acc=0.96 ---110699.09 ms/batch
Step 00173000 L_out=0.158 Acc=0.97 ---137829.98 ms/batch
Step 00173050 L_out=0.172 Acc=0.98 ---164982.40 ms/batch
Step 00173100 L_out=0.290 Acc=0.97 ---193051.33 ms/batch
Step 00173150 L_out=0.358 Acc=0.98 ---220980.35 ms/batch
Step 00173200 L_out=0.613 Acc=0.95 ---248909.48 ms/batch
Step 00173250 L_out=0.276 Acc=0.97 ---276995.32 ms/batch
Step 00173300 L_out=0.416 Acc=0.96 ---304748.09 ms/batch
Step 00173350 L_out=0.116 Acc=0.98 ---332119.00 ms/batch
Step 00173400 L_out=0.418 Acc=0.96 ---360039.09 ms/batch
Round 10 | epoch=19, train costTime=370.97300243377686, | total_activation_sum=54107386
Round 10 | epoch=20, current m_iou=0.8965283846372112
Round 10 | Best m_IoU is: 0.909, OA is: 0.976 | val costTime=88.1085057258606
Round 10 | ****EPOCH 20****
Step 00173450 L_out=0.508 Acc=0.95 ---17928.05 ms/batch
Step 00173500 L_out=0.392 Acc=0.95 ---46835.59 ms/batch
Step 00173550 L_out=0.330 Acc=0.97 ---75235.74 ms/batch
Step 00173600 L_out=0.275 Acc=0.97 ---103151.63 ms/batch
Step 00173650 L_out=0.256 Acc=0.95 ---130699.00 ms/batch
Step 00173700 L_out=0.230 Acc=0.96 ---158921.33 ms/batch
Step 00173750 L_out=0.372 Acc=0.95 ---186218.74 ms/batch
Step 00173800 L_out=0.274 Acc=0.97 ---213809.57 ms/batch
Step 00173850 L_out=0.346 Acc=0.95 ---241857.17 ms/batch
Step 00173900 L_out=0.254 Acc=0.95 ---269460.09 ms/batch
Step 00173950 L_out=0.188 Acc=0.98 ---297968.97 ms/batch
Step 00174000 L_out=0.160 Acc=0.98 ---325698.43 ms/batch
Step 00174050 L_out=0.228 Acc=0.97 ---353771.55 ms/batch
Round 10 | epoch=20, train costTime=374.664183139801, | total_activation_sum=54008023
Round 10 | epoch=21, current m_iou=0.8992541925001704
Round 10 | Best m_IoU is: 0.909, OA is: 0.976 | val costTime=84.29471778869629
Round 10 | ****EPOCH 21****
Step 00174100 L_out=0.322 Acc=0.96 --- 7717.45 ms/batch
Step 00174150 L_out=0.993 Acc=0.88 ---35409.04 ms/batch
Step 00174200 L_out=0.280 Acc=0.96 ---63730.09 ms/batch
Step 00174250 L_out=0.480 Acc=0.93 ---91494.23 ms/batch
Step 00174300 L_out=0.337 Acc=0.95 ---120438.50 ms/batch
Step 00174350 L_out=0.424 Acc=0.94 ---149811.20 ms/batch
Step 00174400 L_out=0.578 Acc=0.93 ---177492.71 ms/batch
Step 00174450 L_out=0.495 Acc=0.95 ---205835.70 ms/batch
Step 00174500 L_out=0.263 Acc=0.98 ---233596.57 ms/batch
Step 00174550 L_out=0.366 Acc=0.97 ---262059.88 ms/batch
Step 00174600 L_out=0.434 Acc=0.96 ---289778.64 ms/batch
Step 00174650 L_out=0.613 Acc=0.95 ---318102.69 ms/batch
Step 00174700 L_out=0.348 Acc=0.96 ---346463.19 ms/batch
Step 00174750 L_out=0.327 Acc=0.97 ---374664.46 ms/batch
Round 10 | epoch=21, train costTime=376.89709401130676, | total_activation_sum=53980682
Round 10 | epoch=22, current m_iou=0.899955235550661
Round 10 | Best m_IoU is: 0.909, OA is: 0.976 | val costTime=87.12748908996582
Round 10 | ****EPOCH 22****
Step 00174800 L_out=0.140 Acc=0.97 ---26261.06 ms/batch
Step 00174850 L_out=0.389 Acc=0.96 ---54133.91 ms/batch
Step 00174900 L_out=0.190 Acc=0.92 ---81899.62 ms/batch
Step 00174950 L_out=0.318 Acc=0.92 ---109862.72 ms/batch
Step 00175000 L_out=0.072 Acc=0.97 ---137949.14 ms/batch
Step 00175050 L_out=0.205 Acc=0.96 ---165533.65 ms/batch
Step 00175100 L_out=0.286 Acc=0.96 ---193333.91 ms/batch
Step 00175150 L_out=0.513 Acc=0.93 ---220848.39 ms/batch
Step 00175200 L_out=0.096 Acc=0.99 ---249100.11 ms/batch
Step 00175250 L_out=0.234 Acc=0.96 ---277487.85 ms/batch
Step 00175300 L_out=0.376 Acc=0.96 ---305742.54 ms/batch
Step 00175350 L_out=0.472 Acc=0.93 ---334591.33 ms/batch
Step 00175400 L_out=0.340 Acc=0.97 ---362589.03 ms/batch
Round 10 | epoch=22, train costTime=374.1579623222351, | total_activation_sum=54168888
Round 10 | epoch=23, current m_iou=0.8953195020150319
Round 10 | Best m_IoU is: 0.909, OA is: 0.976 | val costTime=84.56170129776001
Round 10 | ****EPOCH 23****
Step 00175450 L_out=0.227 Acc=0.97 ---16931.97 ms/batch
Step 00175500 L_out=0.340 Acc=0.93 ---44417.57 ms/batch
Step 00175550 L_out=0.195 Acc=0.95 ---71945.73 ms/batch
Step 00175600 L_out=0.346 Acc=0.94 ---100070.35 ms/batch
Step 00175650 L_out=0.149 Acc=0.97 ---128361.18 ms/batch
Step 00175700 L_out=0.181 Acc=0.97 ---156242.33 ms/batch
Step 00175750 L_out=0.229 Acc=0.92 ---184045.37 ms/batch
Step 00175800 L_out=0.522 Acc=0.96 ---212531.86 ms/batch
Step 00175850 L_out=0.670 Acc=0.90 ---241001.73 ms/batch
Step 00175900 L_out=0.333 Acc=0.95 ---269648.04 ms/batch
Step 00175950 L_out=0.575 Acc=0.96 ---297714.19 ms/batch
Step 00176000 L_out=0.484 Acc=0.93 ---325318.10 ms/batch
Step 00176050 L_out=0.212 Acc=0.95 ---352868.71 ms/batch
Round 10 | epoch=23, train costTime=374.23733377456665, | total_activation_sum=54045795
Round 10 | epoch=24, current m_iou=0.8971354379549963
Round 10 | Best m_IoU is: 0.909, OA is: 0.976 | val costTime=82.97194457054138
Round 10 | ****EPOCH 24****
Step 00176100 L_out=0.339 Acc=0.93 --- 6923.81 ms/batch
Step 00176150 L_out=0.202 Acc=0.96 ---34928.39 ms/batch
Step 00176200 L_out=0.367 Acc=0.95 ---62465.62 ms/batch
Step 00176250 L_out=0.285 Acc=0.97 ---91017.22 ms/batch
Step 00176300 L_out=0.172 Acc=0.98 ---119172.88 ms/batch
Step 00176350 L_out=0.196 Acc=0.97 ---147481.12 ms/batch
Step 00176400 L_out=0.274 Acc=0.97 ---175458.64 ms/batch
Step 00176450 L_out=0.202 Acc=0.96 ---203282.62 ms/batch
Step 00176500 L_out=0.455 Acc=0.95 ---231723.47 ms/batch
Step 00176550 L_out=0.711 Acc=0.96 ---259827.89 ms/batch
Step 00176600 L_out=0.201 Acc=0.97 ---289217.37 ms/batch
Step 00176650 L_out=0.202 Acc=0.96 ---316615.44 ms/batch
Step 00176700 L_out=0.224 Acc=0.98 ---344611.60 ms/batch
Step 00176750 L_out=0.239 Acc=0.95 ---372627.23 ms/batch
Round 10 | epoch=24, train costTime=375.32717752456665, | total_activation_sum=53938779
Round 10 | epoch=25, current m_iou=0.9020712501352821
Round 10 | Best m_IoU is: 0.909, OA is: 0.976 | val costTime=86.46458888053894
Round 10 | ****EPOCH 25****
Step 00176800 L_out=0.440 Acc=0.94 ---26657.68 ms/batch
Step 00176850 L_out=0.996 Acc=0.90 ---50182.74 ms/batch
Step 00176900 L_out=0.281 Acc=0.95 ---73717.36 ms/batch
Step 00176950 L_out=0.114 Acc=0.96 ---97134.86 ms/batch
Step 00177000 L_out=0.166 Acc=0.98 ---120361.80 ms/batch
Step 00177050 L_out=0.183 Acc=0.97 ---143539.06 ms/batch
Step 00177100 L_out=0.196 Acc=0.98 ---166385.55 ms/batch
Step 00177150 L_out=0.186 Acc=0.97 ---189671.43 ms/batch
Step 00177200 L_out=0.186 Acc=0.97 ---213088.14 ms/batch
Step 00177250 L_out=0.252 Acc=0.97 ---235910.79 ms/batch
Step 00177300 L_out=0.301 Acc=0.96 ---258802.17 ms/batch
Step 00177350 L_out=0.360 Acc=0.95 ---281763.96 ms/batch
Step 00177400 L_out=0.235 Acc=0.97 ---304675.21 ms/batch
Round 10 | epoch=25, train costTime=314.7892801761627, | total_activation_sum=54242093
Round 10 | epoch=26, current m_iou=0.900447584962961
Round 10 | Best m_IoU is: 0.909, OA is: 0.976 | val costTime=61.116671562194824
Round 10 | ****EPOCH 26****
Step 00177450 L_out=0.213 Acc=0.96 ---12819.17 ms/batch
Step 00177500 L_out=0.778 Acc=0.94 ---35832.49 ms/batch
Step 00177550 L_out=0.283 Acc=0.97 ---58824.60 ms/batch
Step 00177600 L_out=0.419 Acc=0.96 ---81853.38 ms/batch
Step 00177650 L_out=0.599 Acc=0.95 ---104698.97 ms/batch
Step 00177700 L_out=0.365 Acc=0.94 ---127478.02 ms/batch
Step 00177750 L_out=0.271 Acc=0.94 ---150348.58 ms/batch
Step 00177800 L_out=0.551 Acc=0.89 ---173301.33 ms/batch
Step 00177850 L_out=0.284 Acc=0.97 ---196737.61 ms/batch
Step 00177900 L_out=0.232 Acc=0.97 ---220449.26 ms/batch
Step 00177950 L_out=0.236 Acc=0.98 ---243362.58 ms/batch
Step 00178000 L_out=0.340 Acc=0.98 ---266319.24 ms/batch
Step 00178050 L_out=0.369 Acc=0.96 ---289951.96 ms/batch
Round 10 | epoch=26, train costTime=307.84774374961853, | total_activation_sum=53921263
Round 10 | epoch=27, current m_iou=0.9010386879161194
Round 10 | Best m_IoU is: 0.909, OA is: 0.976 | val costTime=58.705196142196655
Round 10 | ****EPOCH 27****
Step 00178100 L_out=0.357 Acc=0.96 --- 5101.81 ms/batch
Step 00178150 L_out=0.194 Acc=0.97 ---27950.21 ms/batch
Step 00178200 L_out=0.308 Acc=0.96 ---51276.75 ms/batch
Step 00178250 L_out=0.344 Acc=0.97 ---74508.94 ms/batch
Step 00178300 L_out=0.132 Acc=0.96 ---100553.53 ms/batch
Step 00178350 L_out=0.554 Acc=0.94 ---129691.45 ms/batch
Step 00178400 L_out=0.432 Acc=0.95 ---158534.47 ms/batch
Step 00178450 L_out=0.157 Acc=0.98 ---186114.02 ms/batch
Step 00178500 L_out=0.242 Acc=0.96 ---214071.90 ms/batch
Step 00178550 L_out=0.346 Acc=0.93 ---241990.75 ms/batch
Step 00178600 L_out=0.344 Acc=0.95 ---269766.38 ms/batch
Step 00178650 L_out=0.356 Acc=0.97 ---298304.85 ms/batch
Step 00178700 L_out=0.615 Acc=0.93 ---326730.53 ms/batch
Step 00178750 L_out=0.499 Acc=0.95 ---354640.84 ms/batch
Round 10 | epoch=27, train costTime=357.89622354507446, | total_activation_sum=54058503
Round 10 | epoch=28, current m_iou=0.9001267585824464
Round 10 | Best m_IoU is: 0.909, OA is: 0.976 | val costTime=69.77277278900146
Round 10 | ****EPOCH 28****
Step 00178800 L_out=0.273 Acc=0.96 ---25167.77 ms/batch
Step 00178850 L_out=0.354 Acc=0.94 ---52706.28 ms/batch
Step 00178900 L_out=0.253 Acc=0.98 ---81598.55 ms/batch
Step 00178950 L_out=0.167 Acc=0.97 ---109666.07 ms/batch
Step 00179000 L_out=0.630 Acc=0.95 ---137452.74 ms/batch
Step 00179050 L_out=0.593 Acc=0.94 ---165057.34 ms/batch
Step 00179100 L_out=0.232 Acc=0.96 ---193106.14 ms/batch
Step 00179150 L_out=0.225 Acc=0.94 ---220701.36 ms/batch
Step 00179200 L_out=0.224 Acc=0.98 ---248128.07 ms/batch
Step 00179250 L_out=0.213 Acc=0.96 ---275866.21 ms/batch
Step 00179300 L_out=0.292 Acc=0.96 ---304208.42 ms/batch
Step 00179350 L_out=0.247 Acc=0.96 ---332084.68 ms/batch
Step 00179400 L_out=0.195 Acc=0.97 ---359986.32 ms/batch
Round 10 | epoch=28, train costTime=372.9904041290283, | total_activation_sum=54122008
Round 10 | epoch=29, current m_iou=0.9008876720133109
Round 10 | Best m_IoU is: 0.909, OA is: 0.976 | val costTime=85.757071018219
Round 10 | ****EPOCH 29****
Step 00179450 L_out=0.267 Acc=0.95 ---14595.19 ms/batch
Step 00179500 L_out=0.194 Acc=0.95 ---42325.32 ms/batch
Step 00179550 L_out=0.317 Acc=0.97 ---70120.86 ms/batch
Step 00179600 L_out=0.371 Acc=0.96 ---97034.32 ms/batch
Step 00179650 L_out=0.178 Acc=0.97 ---123710.27 ms/batch
Step 00179700 L_out=0.221 Acc=0.97 ---152026.14 ms/batch
Step 00179750 L_out=0.283 Acc=0.97 ---181221.60 ms/batch
Step 00179800 L_out=0.274 Acc=0.97 ---209227.44 ms/batch
Step 00179850 L_out=0.142 Acc=0.98 ---237848.06 ms/batch
Step 00179900 L_out=0.216 Acc=0.95 ---265471.76 ms/batch
Step 00179950 L_out=0.117 Acc=0.95 ---293750.55 ms/batch
Step 00180000 L_out=0.207 Acc=0.96 ---321746.80 ms/batch
Step 00180050 L_out=0.264 Acc=0.97 ---350938.59 ms/batch
Round 10 | epoch=29, train costTime=372.7890794277191, | total_activation_sum=54134710
Round 10 | epoch=30, current m_iou=0.903913085748823
Round 10 | Best m_IoU is: 0.909, OA is: 0.976 | val costTime=69.33394241333008
Round 10 | ****EPOCH 30****
Round 11 | ****EPOCH 0****
Step 00180100 L_out=0.257 Acc=0.98 --- 5686.96 ms/batch
Step 00180150 L_out=1.750 Acc=0.85 ---33003.93 ms/batch
Step 00180200 L_out=0.649 Acc=0.93 ---60513.62 ms/batch
Step 00180250 L_out=1.174 Acc=0.88 ---87444.06 ms/batch
Step 00180300 L_out=1.320 Acc=0.92 ---114817.61 ms/batch
Step 00180350 L_out=0.289 Acc=0.95 ---142250.77 ms/batch
Step 00180400 L_out=1.007 Acc=0.91 ---169868.87 ms/batch
Step 00180450 L_out=0.782 Acc=0.85 ---197433.29 ms/batch
Step 00180500 L_out=0.800 Acc=0.96 ---225465.14 ms/batch
Step 00180550 L_out=1.110 Acc=0.92 ---253092.99 ms/batch
Step 00180600 L_out=0.573 Acc=0.95 ---280876.91 ms/batch
Step 00180650 L_out=0.402 Acc=0.96 ---308853.83 ms/batch
Step 00180700 L_out=0.394 Acc=0.97 ---337150.46 ms/batch
Step 00180750 L_out=0.350 Acc=0.97 ---365316.24 ms/batch
Round 11 | epoch=0, train costTime=369.44051718711853, | total_activation_sum=57214103
Round 11 | epoch=1, current m_iou=0.8183367609776933
Round 11 | Best m_IoU is: 0.818, OA is: 0.950 | val costTime=78.9951503276825
Round 11 | ****EPOCH 1****
Step 00180800 L_out=0.551 Acc=0.95 ---24175.74 ms/batch
Step 00180850 L_out=0.786 Acc=0.91 ---52070.01 ms/batch
Step 00180900 L_out=0.650 Acc=0.88 ---79939.66 ms/batch
Step 00180950 L_out=0.470 Acc=0.90 ---107853.53 ms/batch
Step 00181000 L_out=0.367 Acc=0.92 ---135156.49 ms/batch
Step 00181050 L_out=0.820 Acc=0.90 ---162974.52 ms/batch
Step 00181100 L_out=0.692 Acc=0.91 ---191062.02 ms/batch
Step 00181150 L_out=0.386 Acc=0.96 ---218847.42 ms/batch
Step 00181200 L_out=0.255 Acc=0.99 ---247052.55 ms/batch
Step 00181250 L_out=0.370 Acc=0.96 ---274270.92 ms/batch
Step 00181300 L_out=0.337 Acc=0.94 ---301785.42 ms/batch
Step 00181350 L_out=0.602 Acc=0.95 ---329298.60 ms/batch
Step 00181400 L_out=0.489 Acc=0.94 ---357099.86 ms/batch
Round 11 | epoch=1, train costTime=370.4294927120209, | total_activation_sum=57415660
Round 11 | epoch=2, current m_iou=0.875046086564311
Round 11 | Best m_IoU is: 0.875, OA is: 0.959 | val costTime=85.53051495552063
Round 11 | ****EPOCH 2****
Step 00181450 L_out=0.365 Acc=0.95 ---14491.58 ms/batch
Step 00181500 L_out=0.343 Acc=0.97 ---42151.75 ms/batch
Step 00181550 L_out=0.215 Acc=0.97 ---69092.70 ms/batch
Step 00181600 L_out=1.029 Acc=0.92 ---95911.96 ms/batch
Step 00181650 L_out=0.354 Acc=0.96 ---123334.88 ms/batch
Step 00181700 L_out=0.519 Acc=0.96 ---149530.58 ms/batch
Step 00181750 L_out=0.918 Acc=0.92 ---178292.51 ms/batch
Step 00181800 L_out=0.406 Acc=0.96 ---205896.39 ms/batch
Step 00181850 L_out=0.423 Acc=0.93 ---235224.61 ms/batch
Step 00181900 L_out=1.115 Acc=0.93 ---263217.79 ms/batch
Step 00181950 L_out=0.672 Acc=0.95 ---290946.07 ms/batch
Step 00182000 L_out=0.203 Acc=0.98 ---319191.58 ms/batch
Step 00182050 L_out=0.491 Acc=0.94 ---347258.59 ms/batch
Round 11 | epoch=2, train costTime=371.5670053958893, | total_activation_sum=57508704
Round 11 | epoch=3, current m_iou=0.8754245009721513
Round 11 | Best m_IoU is: 0.875, OA is: 0.950 | val costTime=82.11845016479492
Round 11 | ****EPOCH 3****
Step 00182100 L_out=0.364 Acc=0.95 --- 5215.54 ms/batch
Step 00182150 L_out=0.748 Acc=0.94 ---34030.97 ms/batch
Step 00182200 L_out=0.826 Acc=0.93 ---62214.11 ms/batch
Step 00182250 L_out=0.516 Acc=0.94 ---88885.43 ms/batch
Step 00182300 L_out=0.557 Acc=0.95 ---115868.65 ms/batch
Step 00182350 L_out=1.057 Acc=0.92 ---143094.63 ms/batch
Step 00182400 L_out=0.381 Acc=0.97 ---170870.68 ms/batch
Step 00182450 L_out=0.365 Acc=0.96 ---199228.72 ms/batch
Step 00182500 L_out=0.370 Acc=0.97 ---227451.62 ms/batch
Step 00182550 L_out=0.764 Acc=0.96 ---256065.42 ms/batch
Step 00182600 L_out=0.788 Acc=0.94 ---283775.86 ms/batch
Step 00182650 L_out=0.517 Acc=0.94 ---311890.93 ms/batch
Step 00182700 L_out=0.199 Acc=0.94 ---339019.11 ms/batch
Step 00182750 L_out=0.266 Acc=0.97 ---366531.06 ms/batch
Round 11 | epoch=3, train costTime=371.13421273231506, | total_activation_sum=57304587
Round 11 | epoch=4, current m_iou=0.8861351043175203
Round 11 | Best m_IoU is: 0.886, OA is: 0.960 | val costTime=73.44630289077759
Round 11 | ****EPOCH 4****
Step 00182800 L_out=0.416 Acc=0.94 ---23657.96 ms/batch
Step 00182850 L_out=0.490 Acc=0.95 ---51918.63 ms/batch
Step 00182900 L_out=0.653 Acc=0.96 ---80088.19 ms/batch
Step 00182950 L_out=0.337 Acc=0.96 ---107462.30 ms/batch
Step 00183000 L_out=4.464 Acc=0.84 ---135283.11 ms/batch
Step 00183050 L_out=0.451 Acc=0.93 ---163215.36 ms/batch
Step 00183100 L_out=0.796 Acc=0.92 ---190143.26 ms/batch
Step 00183150 L_out=0.617 Acc=0.92 ---218361.44 ms/batch
Step 00183200 L_out=0.436 Acc=0.96 ---245345.32 ms/batch
Step 00183250 L_out=0.252 Acc=0.96 ---273080.95 ms/batch
Step 00183300 L_out=0.509 Acc=0.97 ---301280.77 ms/batch
Step 00183350 L_out=1.037 Acc=0.92 ---329076.22 ms/batch
Step 00183400 L_out=1.238 Acc=0.93 ---357085.23 ms/batch
Round 11 | epoch=4, train costTime=370.8796863555908, | total_activation_sum=57384801
Round 11 | epoch=5, current m_iou=0.8606072073092309
Round 11 | Best m_IoU is: 0.886, OA is: 0.960 | val costTime=84.36333203315735
Round 11 | ****EPOCH 5****
Step 00183450 L_out=0.414 Acc=0.93 ---14052.77 ms/batch
Step 00183500 L_out=0.320 Acc=0.98 ---41930.82 ms/batch
Step 00183550 L_out=0.447 Acc=0.96 ---69546.26 ms/batch
Step 00183600 L_out=0.339 Acc=0.96 ---97144.65 ms/batch
Step 00183650 L_out=0.403 Acc=0.94 ---124602.41 ms/batch
Step 00183700 L_out=0.352 Acc=0.96 ---151962.03 ms/batch
Step 00183750 L_out=0.399 Acc=0.96 ---179260.05 ms/batch
Step 00183800 L_out=0.483 Acc=0.97 ---206940.26 ms/batch
Step 00183850 L_out=0.512 Acc=0.95 ---235622.43 ms/batch
Step 00183900 L_out=0.589 Acc=0.96 ---263499.53 ms/batch
Step 00183950 L_out=0.650 Acc=0.93 ---291931.04 ms/batch
Step 00184000 L_out=0.745 Acc=0.91 ---320082.51 ms/batch
Step 00184050 L_out=0.699 Acc=0.94 ---348292.80 ms/batch
Round 11 | epoch=5, train costTime=371.78536891937256, | total_activation_sum=57318563
Round 11 | epoch=6, current m_iou=0.8896204392811771
Round 11 | Best m_IoU is: 0.890, OA is: 0.964 | val costTime=83.7117760181427
Round 11 | ****EPOCH 6****
Step 00184100 L_out=0.684 Acc=0.96 --- 4433.49 ms/batch
Step 00184150 L_out=0.389 Acc=0.97 ---32166.61 ms/batch
Step 00184200 L_out=0.582 Acc=0.95 ---59854.63 ms/batch
Step 00184250 L_out=0.654 Acc=0.95 ---88231.93 ms/batch
Step 00184300 L_out=0.360 Acc=0.95 ---115426.76 ms/batch
Step 00184350 L_out=0.300 Acc=0.96 ---142589.84 ms/batch
Step 00184400 L_out=0.545 Acc=0.97 ---169328.15 ms/batch
Step 00184450 L_out=1.152 Acc=0.82 ---196876.76 ms/batch
Step 00184500 L_out=0.561 Acc=0.95 ---224935.40 ms/batch
Step 00184550 L_out=0.217 Acc=0.97 ---252673.16 ms/batch
Step 00184600 L_out=0.777 Acc=0.95 ---279997.28 ms/batch
Step 00184650 L_out=0.698 Acc=0.90 ---307690.69 ms/batch
Step 00184700 L_out=0.104 Acc=0.95 ---335395.71 ms/batch
Step 00184750 L_out=0.385 Acc=0.96 ---364069.73 ms/batch
Round 11 | epoch=6, train costTime=368.9271514415741, | total_activation_sum=57393968
Round 11 | epoch=7, current m_iou=0.8825212469895911
Round 11 | Best m_IoU is: 0.890, OA is: 0.964 | val costTime=71.88000965118408
Round 11 | ****EPOCH 7****
Step 00184800 L_out=0.402 Acc=0.96 ---22143.14 ms/batch
Step 00184850 L_out=0.364 Acc=0.96 ---49685.66 ms/batch
Step 00184900 L_out=0.382 Acc=0.96 ---77921.63 ms/batch
Step 00184950 L_out=0.604 Acc=0.95 ---106155.35 ms/batch
Step 00185000 L_out=0.449 Acc=0.97 ---134179.77 ms/batch
Step 00185050 L_out=0.318 Acc=0.95 ---161242.06 ms/batch
Step 00185100 L_out=0.304 Acc=0.94 ---188870.83 ms/batch
Step 00185150 L_out=0.429 Acc=0.96 ---217586.58 ms/batch
Step 00185200 L_out=0.796 Acc=0.92 ---245807.39 ms/batch
Step 00185250 L_out=0.548 Acc=0.95 ---273706.92 ms/batch
Step 00185300 L_out=0.276 Acc=0.98 ---301718.77 ms/batch
Step 00185350 L_out=0.703 Acc=0.94 ---329755.76 ms/batch
Step 00185400 L_out=0.335 Acc=0.96 ---358205.80 ms/batch
Round 11 | epoch=7, train costTime=372.76557445526123, | total_activation_sum=57688611
Round 11 | epoch=8, current m_iou=0.8744429250766232
Round 11 | Best m_IoU is: 0.890, OA is: 0.964 | val costTime=82.1249213218689
Round 11 | ****EPOCH 8****
Step 00185450 L_out=0.584 Acc=0.95 ---13384.86 ms/batch
Step 00185500 L_out=0.712 Acc=0.93 ---41496.56 ms/batch
Step 00185550 L_out=0.314 Acc=0.98 ---69595.17 ms/batch
Step 00185600 L_out=0.265 Acc=0.97 ---97233.32 ms/batch
Step 00185650 L_out=0.412 Acc=0.95 ---125810.84 ms/batch
Step 00185700 L_out=0.574 Acc=0.95 ---153460.89 ms/batch
Step 00185750 L_out=0.167 Acc=0.98 ---180603.24 ms/batch
Step 00185800 L_out=0.297 Acc=0.97 ---208491.98 ms/batch
Step 00185850 L_out=1.315 Acc=0.94 ---235811.06 ms/batch
Step 00185900 L_out=0.402 Acc=0.95 ---263549.98 ms/batch
Step 00185950 L_out=0.422 Acc=0.95 ---291839.76 ms/batch
Step 00186000 L_out=0.486 Acc=0.96 ---320298.87 ms/batch
Step 00186050 L_out=0.234 Acc=0.97 ---347870.31 ms/batch
Round 11 | epoch=8, train costTime=371.9894423484802, | total_activation_sum=57329316
Round 11 | epoch=9, current m_iou=0.8604289591058916
Round 11 | Best m_IoU is: 0.890, OA is: 0.964 | val costTime=82.57423138618469
Round 11 | ****EPOCH 9****
Step 00186100 L_out=0.329 Acc=0.97 --- 3931.59 ms/batch
Step 00186150 L_out=0.481 Acc=0.96 ---31882.97 ms/batch
Step 00186200 L_out=0.443 Acc=0.95 ---60524.40 ms/batch
Step 00186250 L_out=0.381 Acc=0.96 ---89146.52 ms/batch
Step 00186300 L_out=0.835 Acc=0.95 ---116908.21 ms/batch
Step 00186350 L_out=1.146 Acc=0.93 ---144449.12 ms/batch
Step 00186400 L_out=0.858 Acc=0.87 ---170830.57 ms/batch
Step 00186450 L_out=0.373 Acc=0.94 ---197475.83 ms/batch
Step 00186500 L_out=0.464 Acc=0.94 ---224860.88 ms/batch
Step 00186550 L_out=0.315 Acc=0.97 ---252311.03 ms/batch
Step 00186600 L_out=0.445 Acc=0.95 ---280741.32 ms/batch
Step 00186650 L_out=0.431 Acc=0.94 ---308959.92 ms/batch
Step 00186700 L_out=0.683 Acc=0.93 ---336830.32 ms/batch
Step 00186750 L_out=0.330 Acc=0.95 ---365055.29 ms/batch
Round 11 | epoch=9, train costTime=370.6326894760132, | total_activation_sum=57483317
Round 11 | epoch=10, current m_iou=0.8650603885715796
Round 11 | Best m_IoU is: 0.890, OA is: 0.964 | val costTime=84.99545049667358
Round 11 | ****EPOCH 10****
Step 00186800 L_out=0.616 Acc=0.95 ---22091.10 ms/batch
Step 00186850 L_out=0.362 Acc=0.92 ---49751.34 ms/batch
Step 00186900 L_out=0.575 Acc=0.93 ---77778.36 ms/batch
Step 00186950 L_out=0.287 Acc=0.96 ---106094.30 ms/batch
Step 00187000 L_out=0.394 Acc=0.94 ---134227.29 ms/batch
Step 00187050 L_out=0.432 Acc=0.92 ---162379.57 ms/batch
Step 00187100 L_out=0.291 Acc=0.97 ---190289.06 ms/batch
Step 00187150 L_out=0.526 Acc=0.94 ---219648.73 ms/batch
Step 00187200 L_out=0.335 Acc=0.96 ---246870.63 ms/batch
Step 00187250 L_out=0.507 Acc=0.96 ---274497.97 ms/batch
Step 00187300 L_out=0.289 Acc=0.97 ---301903.55 ms/batch
Step 00187350 L_out=0.266 Acc=0.97 ---329550.35 ms/batch
Step 00187400 L_out=0.165 Acc=0.98 ---357673.05 ms/batch
Round 11 | epoch=10, train costTime=372.45187401771545, | total_activation_sum=57212595
Round 11 | epoch=11, current m_iou=0.8833298178827119
Round 11 | Best m_IoU is: 0.890, OA is: 0.964 | val costTime=71.0041298866272
Round 11 | ****EPOCH 11****
Step 00187450 L_out=0.322 Acc=0.97 ---13374.76 ms/batch
Step 00187500 L_out=0.551 Acc=0.96 ---41742.17 ms/batch
Step 00187550 L_out=0.469 Acc=0.96 ---69220.42 ms/batch
Step 00187600 L_out=0.671 Acc=0.95 ---97346.09 ms/batch
Step 00187650 L_out=0.731 Acc=0.93 ---125282.87 ms/batch
Step 00187700 L_out=0.400 Acc=0.95 ---152994.65 ms/batch
Step 00187750 L_out=0.476 Acc=0.96 ---180659.13 ms/batch
Step 00187800 L_out=0.395 Acc=0.98 ---207729.43 ms/batch
Step 00187850 L_out=0.299 Acc=0.96 ---234565.64 ms/batch
Step 00187900 L_out=0.374 Acc=0.96 ---261399.84 ms/batch
Step 00187950 L_out=0.478 Acc=0.95 ---290398.14 ms/batch
Step 00188000 L_out=0.431 Acc=0.98 ---318483.48 ms/batch
Step 00188050 L_out=0.275 Acc=0.95 ---346706.30 ms/batch
Round 11 | epoch=11, train costTime=372.48709177970886, | total_activation_sum=57558330
Round 11 | epoch=12, current m_iou=0.8882089407166766
Round 11 | Best m_IoU is: 0.890, OA is: 0.964 | val costTime=87.89819598197937
Round 11 | ****EPOCH 12****
Step 00188100 L_out=0.349 Acc=0.97 --- 3755.85 ms/batch
Step 00188150 L_out=0.537 Acc=0.94 ---32271.77 ms/batch
Step 00188200 L_out=0.542 Acc=0.95 ---60209.05 ms/batch
Step 00188250 L_out=0.203 Acc=0.98 ---88330.71 ms/batch
Step 00188300 L_out=0.292 Acc=0.96 ---117062.97 ms/batch
Step 00188350 L_out=0.281 Acc=0.97 ---144762.18 ms/batch
Step 00188400 L_out=0.265 Acc=0.98 ---172557.42 ms/batch
Step 00188450 L_out=0.239 Acc=0.97 ---199766.20 ms/batch
Step 00188500 L_out=0.305 Acc=0.95 ---226721.87 ms/batch
Step 00188550 L_out=0.318 Acc=0.97 ---253418.56 ms/batch
Step 00188600 L_out=0.354 Acc=0.97 ---279770.55 ms/batch
Step 00188650 L_out=0.851 Acc=0.96 ---307317.05 ms/batch
Step 00188700 L_out=0.383 Acc=0.96 ---335643.19 ms/batch
Step 00188750 L_out=0.255 Acc=0.98 ---364217.55 ms/batch
Round 11 | epoch=12, train costTime=370.27211928367615, | total_activation_sum=57465200
Round 11 | epoch=13, current m_iou=0.8720860973280935
Round 11 | Best m_IoU is: 0.890, OA is: 0.964 | val costTime=90.80924940109253
Round 11 | ****EPOCH 13****
Step 00188800 L_out=0.200 Acc=0.97 ---21626.68 ms/batch
Step 00188850 L_out=0.213 Acc=0.96 ---49786.95 ms/batch
Step 00188900 L_out=0.203 Acc=0.97 ---77914.83 ms/batch
Step 00188950 L_out=0.241 Acc=0.95 ---106143.65 ms/batch
Step 00189000 L_out=0.576 Acc=0.92 ---134490.44 ms/batch
Step 00189050 L_out=0.268 Acc=0.97 ---163126.86 ms/batch
Step 00189100 L_out=0.710 Acc=0.95 ---190971.48 ms/batch
Step 00189150 L_out=0.258 Acc=0.97 ---217489.26 ms/batch
Step 00189200 L_out=0.385 Acc=0.95 ---244247.73 ms/batch
Step 00189250 L_out=0.241 Acc=0.98 ---271234.48 ms/batch
Step 00189300 L_out=0.629 Acc=0.96 ---298488.34 ms/batch
Step 00189350 L_out=0.703 Acc=0.93 ---326459.50 ms/batch
Step 00189400 L_out=0.399 Acc=0.96 ---354882.73 ms/batch
Round 11 | epoch=13, train costTime=370.17525362968445, | total_activation_sum=57399443
Round 11 | epoch=14, current m_iou=0.8930552101419145
Round 11 | Best m_IoU is: 0.893, OA is: 0.972 | val costTime=74.75082612037659
Round 11 | ****EPOCH 14****
Step 00189450 L_out=0.240 Acc=0.98 ---11821.47 ms/batch
Step 00189500 L_out=0.370 Acc=0.95 ---39625.80 ms/batch
Step 00189550 L_out=0.300 Acc=0.96 ---67324.69 ms/batch
Step 00189600 L_out=0.566 Acc=0.94 ---95004.41 ms/batch
Step 00189650 L_out=0.283 Acc=0.96 ---122733.79 ms/batch
Step 00189700 L_out=0.709 Acc=0.95 ---150280.45 ms/batch
Step 00189750 L_out=0.246 Acc=0.98 ---178034.17 ms/batch
Step 00189800 L_out=0.401 Acc=0.96 ---205648.97 ms/batch
Step 00189850 L_out=0.054 Acc=0.99 ---234021.07 ms/batch
Step 00189900 L_out=0.338 Acc=0.96 ---262294.25 ms/batch
Step 00189950 L_out=0.237 Acc=0.97 ---290280.20 ms/batch
Step 00190000 L_out=0.267 Acc=0.95 ---318377.36 ms/batch
Step 00190050 L_out=0.387 Acc=0.97 ---346597.18 ms/batch
Round 11 | epoch=14, train costTime=371.60676670074463, | total_activation_sum=57459053
Round 11 | epoch=15, current m_iou=0.8929150450283718
Round 11 | Best m_IoU is: 0.893, OA is: 0.972 | val costTime=78.15009069442749
Round 11 | ****EPOCH 15****
Step 00190100 L_out=0.680 Acc=0.95 --- 2784.07 ms/batch
Step 00190150 L_out=0.156 Acc=0.99 ---31443.71 ms/batch
Step 00190200 L_out=0.441 Acc=0.94 ---59230.78 ms/batch
Step 00190250 L_out=0.354 Acc=0.95 ---87156.51 ms/batch
Step 00190300 L_out=0.402 Acc=0.97 ---115242.23 ms/batch
Step 00190350 L_out=0.136 Acc=0.98 ---143036.10 ms/batch
Step 00190400 L_out=0.748 Acc=0.92 ---171719.59 ms/batch
Step 00190450 L_out=0.181 Acc=0.97 ---199923.83 ms/batch
Step 00190500 L_out=0.276 Acc=0.97 ---228147.14 ms/batch
Step 00190550 L_out=0.220 Acc=0.97 ---255202.28 ms/batch
Step 00190600 L_out=0.270 Acc=0.94 ---280862.88 ms/batch
Step 00190650 L_out=0.272 Acc=0.96 ---307833.20 ms/batch
Step 00190700 L_out=0.341 Acc=0.96 ---334946.66 ms/batch
Step 00190750 L_out=0.399 Acc=0.95 ---363506.26 ms/batch
Round 11 | epoch=15, train costTime=370.50526428222656, | total_activation_sum=57149304
Round 11 | epoch=16, current m_iou=0.8956681037615133
Round 11 | Best m_IoU is: 0.896, OA is: 0.972 | val costTime=92.43296241760254
Round 11 | ****EPOCH 16****
Step 00190800 L_out=0.244 Acc=0.97 ---21469.88 ms/batch
Step 00190850 L_out=0.280 Acc=0.97 ---49636.27 ms/batch
Step 00190900 L_out=0.275 Acc=0.98 ---77952.40 ms/batch
Step 00190950 L_out=0.267 Acc=0.96 ---105530.53 ms/batch
Step 00191000 L_out=0.556 Acc=0.93 ---134601.51 ms/batch
Step 00191050 L_out=0.298 Acc=0.96 ---162433.58 ms/batch
Step 00191100 L_out=0.246 Acc=0.96 ---190308.91 ms/batch
Step 00191150 L_out=0.426 Acc=0.89 ---218361.33 ms/batch
Step 00191200 L_out=0.394 Acc=0.96 ---246575.37 ms/batch
Step 00191250 L_out=0.259 Acc=0.97 ---273532.53 ms/batch
Step 00191300 L_out=0.273 Acc=0.97 ---300385.79 ms/batch
Step 00191350 L_out=1.099 Acc=0.90 ---327765.71 ms/batch
Step 00191400 L_out=0.374 Acc=0.97 ---355341.56 ms/batch
Round 11 | epoch=16, train costTime=372.2468571662903, | total_activation_sum=57479977
Round 11 | epoch=17, current m_iou=0.8934938816030223
Round 11 | Best m_IoU is: 0.896, OA is: 0.972 | val costTime=64.03889298439026
Round 11 | ****EPOCH 17****
Step 00191450 L_out=0.166 Acc=0.96 ---12209.70 ms/batch
Step 00191500 L_out=0.412 Acc=0.95 ---41333.75 ms/batch
Step 00191550 L_out=0.377 Acc=0.95 ---69249.54 ms/batch
Step 00191600 L_out=0.488 Acc=0.95 ---97113.94 ms/batch
Step 00191650 L_out=0.104 Acc=0.95 ---124662.77 ms/batch
Step 00191700 L_out=0.301 Acc=0.97 ---152548.73 ms/batch
Step 00191750 L_out=0.724 Acc=0.94 ---180344.96 ms/batch
Step 00191800 L_out=0.586 Acc=0.97 ---207626.08 ms/batch
Step 00191850 L_out=0.141 Acc=0.97 ---235210.55 ms/batch
Step 00191900 L_out=0.833 Acc=0.98 ---263134.49 ms/batch
Step 00191950 L_out=0.180 Acc=0.97 ---290082.66 ms/batch
Step 00192000 L_out=0.367 Acc=0.97 ---317117.01 ms/batch
Step 00192050 L_out=0.455 Acc=0.95 ---344705.46 ms/batch
Round 11 | epoch=17, train costTime=369.7342495918274, | total_activation_sum=57601722
Round 11 | epoch=18, current m_iou=0.8936009892788918
Round 11 | Best m_IoU is: 0.896, OA is: 0.972 | val costTime=70.58958029747009
Round 11 | ****EPOCH 18****
Step 00192100 L_out=0.350 Acc=0.97 --- 2346.21 ms/batch
Step 00192150 L_out=0.739 Acc=0.92 ---30339.07 ms/batch
Step 00192200 L_out=0.267 Acc=0.95 ---57970.01 ms/batch
Step 00192250 L_out=0.254 Acc=0.96 ---85490.80 ms/batch
Step 00192300 L_out=0.465 Acc=0.93 ---113240.57 ms/batch
Step 00192350 L_out=0.406 Acc=0.96 ---142424.22 ms/batch
Step 00192400 L_out=0.153 Acc=0.97 ---170097.21 ms/batch
Step 00192450 L_out=0.310 Acc=0.96 ---197676.52 ms/batch
Step 00192500 L_out=0.352 Acc=0.97 ---225595.35 ms/batch
Step 00192550 L_out=0.322 Acc=0.97 ---253730.87 ms/batch
Step 00192600 L_out=0.410 Acc=0.95 ---282086.30 ms/batch
Step 00192650 L_out=0.321 Acc=0.97 ---309808.00 ms/batch
Step 00192700 L_out=0.270 Acc=0.98 ---337154.22 ms/batch
Step 00192750 L_out=0.544 Acc=0.95 ---365026.77 ms/batch
Round 11 | epoch=18, train costTime=372.13945627212524, | total_activation_sum=57391204
Round 11 | epoch=19, current m_iou=0.8920538772316596
Round 11 | Best m_IoU is: 0.896, OA is: 0.972 | val costTime=73.05879640579224
Round 11 | ****EPOCH 19****
Step 00192800 L_out=0.300 Acc=0.98 ---20864.90 ms/batch
Step 00192850 L_out=0.386 Acc=0.95 ---49652.45 ms/batch
Step 00192900 L_out=0.382 Acc=0.96 ---77740.21 ms/batch
Step 00192950 L_out=0.290 Acc=0.97 ---105468.04 ms/batch
Step 00193000 L_out=0.362 Acc=0.98 ---133369.11 ms/batch
Step 00193050 L_out=0.614 Acc=0.96 ---161620.49 ms/batch
Step 00193100 L_out=0.282 Acc=0.96 ---189554.08 ms/batch
Step 00193150 L_out=0.323 Acc=0.93 ---218224.44 ms/batch
Step 00193200 L_out=0.508 Acc=0.94 ---246036.74 ms/batch
Step 00193250 L_out=0.224 Acc=0.94 ---273892.08 ms/batch
Step 00193300 L_out=0.173 Acc=0.97 ---301664.58 ms/batch
Step 00193350 L_out=0.304 Acc=0.95 ---329063.71 ms/batch
Step 00193400 L_out=0.164 Acc=0.98 ---355636.87 ms/batch
Round 11 | epoch=19, train costTime=371.5481421947479, | total_activation_sum=57486314
Round 11 | epoch=20, current m_iou=0.897576780270794
Round 11 | Best m_IoU is: 0.898, OA is: 0.973 | val costTime=72.53306293487549
Round 11 | ****EPOCH 20****
Step 00193450 L_out=0.389 Acc=0.96 ---11346.28 ms/batch
Step 00193500 L_out=0.462 Acc=0.95 ---39476.47 ms/batch
Step 00193550 L_out=0.303 Acc=0.96 ---67595.98 ms/batch
Step 00193600 L_out=0.188 Acc=0.98 ---96142.18 ms/batch
Step 00193650 L_out=0.184 Acc=0.99 ---124252.23 ms/batch
Step 00193700 L_out=0.479 Acc=0.94 ---152126.60 ms/batch
Step 00193750 L_out=0.520 Acc=0.96 ---180234.20 ms/batch
Step 00193800 L_out=0.570 Acc=0.95 ---208705.07 ms/batch
Step 00193850 L_out=0.285 Acc=0.97 ---237230.60 ms/batch
Step 00193900 L_out=0.312 Acc=0.95 ---265567.57 ms/batch
Step 00193950 L_out=0.129 Acc=0.96 ---294070.34 ms/batch
Step 00194000 L_out=0.477 Acc=0.96 ---322411.22 ms/batch
Step 00194050 L_out=0.449 Acc=0.96 ---349508.02 ms/batch
Round 11 | epoch=20, train costTime=374.77089524269104, | total_activation_sum=57410289
Round 11 | epoch=21, current m_iou=0.897089603099277
Round 11 | Best m_IoU is: 0.898, OA is: 0.973 | val costTime=81.68658995628357
Round 11 | ****EPOCH 21****
Step 00194100 L_out=0.465 Acc=0.97 --- 1808.63 ms/batch
Step 00194150 L_out=0.499 Acc=0.96 ---29232.75 ms/batch
Step 00194200 L_out=0.298 Acc=0.97 ---57033.16 ms/batch
Step 00194250 L_out=0.298 Acc=0.97 ---85058.53 ms/batch
Step 00194300 L_out=0.462 Acc=0.96 ---112865.34 ms/batch
Step 00194350 L_out=0.266 Acc=0.95 ---140978.03 ms/batch
Step 00194400 L_out=0.215 Acc=0.98 ---169226.09 ms/batch
Step 00194450 L_out=0.216 Acc=0.93 ---197109.35 ms/batch
Step 00194500 L_out=0.314 Acc=0.95 ---224715.55 ms/batch
Step 00194550 L_out=0.122 Acc=0.98 ---252566.52 ms/batch
Step 00194600 L_out=0.374 Acc=0.97 ---280140.54 ms/batch
Step 00194650 L_out=0.182 Acc=0.98 ---308082.53 ms/batch
Step 00194700 L_out=0.279 Acc=0.97 ---336319.99 ms/batch
Step 00194750 L_out=0.556 Acc=0.96 ---364739.97 ms/batch
Round 11 | epoch=21, train costTime=372.57775592803955, | total_activation_sum=57328508
Round 11 | epoch=22, current m_iou=0.8940527592790768
Round 11 | Best m_IoU is: 0.898, OA is: 0.973 | val costTime=70.05842185020447
Round 11 | ****EPOCH 22****
Step 00194800 L_out=0.102 Acc=0.97 ---20651.27 ms/batch
Step 00194850 L_out=0.252 Acc=0.96 ---49239.49 ms/batch
Step 00194900 L_out=0.224 Acc=0.94 ---77217.71 ms/batch
Step 00194950 L_out=0.640 Acc=0.88 ---105192.77 ms/batch
Step 00195000 L_out=0.139 Acc=0.98 ---133158.11 ms/batch
Step 00195050 L_out=0.560 Acc=0.95 ---161067.59 ms/batch
Step 00195100 L_out=0.328 Acc=0.96 ---189389.02 ms/batch
Step 00195150 L_out=0.539 Acc=0.93 ---217173.20 ms/batch
Step 00195200 L_out=0.376 Acc=0.96 ---244521.88 ms/batch
Step 00195250 L_out=0.316 Acc=0.93 ---272415.37 ms/batch
Step 00195300 L_out=0.142 Acc=0.96 ---301035.18 ms/batch
Step 00195350 L_out=0.473 Acc=0.96 ---328493.45 ms/batch
Step 00195400 L_out=0.166 Acc=0.98 ---356217.71 ms/batch
Round 11 | epoch=22, train costTime=374.24216318130493, | total_activation_sum=57246470
Round 11 | epoch=23, current m_iou=0.8985533262886625
Round 11 | Best m_IoU is: 0.899, OA is: 0.974 | val costTime=84.9421854019165
Round 11 | ****EPOCH 23****
Step 00195450 L_out=0.279 Acc=0.96 ---10900.70 ms/batch
Step 00195500 L_out=0.644 Acc=0.94 ---39504.05 ms/batch
Step 00195550 L_out=0.260 Acc=0.97 ---68120.00 ms/batch
Step 00195600 L_out=0.199 Acc=0.98 ---95563.40 ms/batch
Step 00195650 L_out=0.339 Acc=0.96 ---124409.74 ms/batch
Step 00195700 L_out=0.103 Acc=0.98 ---152003.34 ms/batch
Step 00195750 L_out=0.228 Acc=0.99 ---180042.68 ms/batch
Step 00195800 L_out=0.267 Acc=0.97 ---207934.84 ms/batch
Step 00195850 L_out=0.360 Acc=0.94 ---235981.09 ms/batch
Step 00195900 L_out=0.506 Acc=0.95 ---264189.33 ms/batch
Step 00195950 L_out=0.552 Acc=0.94 ---292234.51 ms/batch
Step 00196000 L_out=0.321 Acc=0.97 ---321064.13 ms/batch
Step 00196050 L_out=0.411 Acc=0.95 ---348967.92 ms/batch
Round 11 | epoch=23, train costTime=375.4373664855957, | total_activation_sum=57451258
Round 11 | epoch=24, current m_iou=0.9012117299685043
Round 11 | Best m_IoU is: 0.901, OA is: 0.974 | val costTime=74.79886555671692
Round 11 | ****EPOCH 24****
Step 00196100 L_out=0.329 Acc=0.97 --- 1009.12 ms/batch
Step 00196150 L_out=0.179 Acc=0.96 ---29683.72 ms/batch
Step 00196200 L_out=0.151 Acc=0.97 ---57250.38 ms/batch
Step 00196250 L_out=0.408 Acc=0.95 ---85332.61 ms/batch
Step 00196300 L_out=0.178 Acc=0.98 ---112839.10 ms/batch
Step 00196350 L_out=0.360 Acc=0.97 ---140643.28 ms/batch
Step 00196400 L_out=0.216 Acc=0.95 ---168487.90 ms/batch
Step 00196450 L_out=0.451 Acc=0.96 ---196368.96 ms/batch
Step 00196500 L_out=0.198 Acc=0.98 ---224087.61 ms/batch
Step 00196550 L_out=0.248 Acc=0.97 ---252163.60 ms/batch
Step 00196600 L_out=0.354 Acc=0.96 ---279581.63 ms/batch
Step 00196650 L_out=0.443 Acc=0.97 ---307558.43 ms/batch
Step 00196700 L_out=0.323 Acc=0.97 ---335460.45 ms/batch
Step 00196750 L_out=0.517 Acc=0.94 ---363193.83 ms/batch
Round 11 | epoch=24, train costTime=371.63319635391235, | total_activation_sum=57426662
Round 11 | epoch=25, current m_iou=0.8969990414287841
Round 11 | Best m_IoU is: 0.901, OA is: 0.974 | val costTime=86.26945328712463
Round 11 | ****EPOCH 25****
Step 00196800 L_out=0.231 Acc=0.97 ---19666.89 ms/batch
Step 00196850 L_out=0.240 Acc=0.93 ---47819.75 ms/batch
Step 00196900 L_out=0.427 Acc=0.95 ---77334.36 ms/batch
Step 00196950 L_out=0.114 Acc=0.98 ---105966.64 ms/batch
Step 00197000 L_out=0.366 Acc=0.98 ---133968.53 ms/batch
Step 00197050 L_out=0.226 Acc=0.97 ---162259.97 ms/batch
Step 00197100 L_out=0.263 Acc=0.97 ---190061.58 ms/batch
Step 00197150 L_out=0.261 Acc=0.94 ---217806.44 ms/batch
Step 00197200 L_out=0.534 Acc=0.96 ---245796.59 ms/batch
Step 00197250 L_out=0.261 Acc=0.96 ---273896.40 ms/batch
Step 00197300 L_out=0.719 Acc=0.95 ---302192.58 ms/batch
Step 00197350 L_out=0.372 Acc=0.94 ---330744.17 ms/batch
Step 00197400 L_out=0.225 Acc=0.97 ---358913.11 ms/batch
Round 11 | epoch=25, train costTime=376.4575746059418, | total_activation_sum=57509310
Round 11 | epoch=26, current m_iou=0.8970318526457124
Round 11 | Best m_IoU is: 0.901, OA is: 0.974 | val costTime=87.05553555488586
Round 11 | ****EPOCH 26****
Step 00197450 L_out=0.157 Acc=0.99 ---10507.04 ms/batch
Step 00197500 L_out=0.436 Acc=0.95 ---38110.78 ms/batch
Step 00197550 L_out=0.606 Acc=0.94 ---66052.29 ms/batch
Step 00197600 L_out=0.257 Acc=0.98 ---93920.17 ms/batch
Step 00197650 L_out=0.226 Acc=0.97 ---121895.67 ms/batch
Step 00197700 L_out=0.324 Acc=0.96 ---149003.92 ms/batch
Step 00197750 L_out=0.176 Acc=0.99 ---176684.71 ms/batch
Step 00197800 L_out=0.366 Acc=0.97 ---205435.29 ms/batch
Step 00197850 L_out=0.499 Acc=0.93 ---233337.77 ms/batch
Step 00197900 L_out=0.253 Acc=0.95 ---261257.67 ms/batch
Step 00197950 L_out=0.639 Acc=0.94 ---289180.97 ms/batch
Step 00198000 L_out=0.395 Acc=0.96 ---317563.85 ms/batch
Step 00198050 L_out=0.261 Acc=0.98 ---346761.62 ms/batch
Round 11 | epoch=26, train costTime=373.92396807670593, | total_activation_sum=57636940
Round 11 | epoch=27, current m_iou=0.8994744534328003
Round 11 | Best m_IoU is: 0.901, OA is: 0.974 | val costTime=87.26494455337524
Round 11 | ****EPOCH 27****
Step 00198100 L_out=0.328 Acc=0.96 ---  470.11 ms/batch
Step 00198150 L_out=0.353 Acc=0.93 ---29118.05 ms/batch
Step 00198200 L_out=0.235 Acc=0.96 ---57504.95 ms/batch
Step 00198250 L_out=0.494 Acc=0.94 ---86034.82 ms/batch
Step 00198300 L_out=0.314 Acc=0.97 ---114717.55 ms/batch
Step 00198350 L_out=0.270 Acc=0.96 ---142395.01 ms/batch
Step 00198400 L_out=0.320 Acc=0.94 ---170812.01 ms/batch
Step 00198450 L_out=0.311 Acc=0.94 ---199532.76 ms/batch
Step 00198500 L_out=0.242 Acc=0.96 ---228756.56 ms/batch
Step 00198550 L_out=0.224 Acc=0.96 ---256638.43 ms/batch
Step 00198600 L_out=0.217 Acc=0.98 ---284556.32 ms/batch
Step 00198650 L_out=0.218 Acc=0.97 ---312816.41 ms/batch
Step 00198700 L_out=0.210 Acc=0.98 ---341398.10 ms/batch
Step 00198750 L_out=0.415 Acc=0.94 ---369707.24 ms/batch
Round 11 | epoch=27, train costTime=378.7376141548157, | total_activation_sum=57223389
Round 11 | epoch=28, current m_iou=0.8992735470796882
Round 11 | Best m_IoU is: 0.901, OA is: 0.974 | val costTime=75.55492687225342
Round 11 | ****EPOCH 28****
Step 00198800 L_out=0.620 Acc=0.94 ---18508.77 ms/batch
Step 00198850 L_out=0.143 Acc=0.97 ---41880.33 ms/batch
Step 00198900 L_out=0.870 Acc=0.95 ---65831.66 ms/batch
Step 00198950 L_out=0.699 Acc=0.94 ---89239.47 ms/batch
Step 00199000 L_out=0.480 Acc=0.96 ---112260.01 ms/batch
Step 00199050 L_out=0.304 Acc=0.96 ---135167.68 ms/batch
Step 00199100 L_out=0.596 Acc=0.94 ---158174.86 ms/batch
Step 00199150 L_out=0.586 Acc=0.97 ---181967.75 ms/batch
Step 00199200 L_out=0.210 Acc=0.96 ---204913.93 ms/batch
Step 00199250 L_out=0.341 Acc=0.95 ---227696.44 ms/batch
Step 00199300 L_out=0.147 Acc=0.96 ---250450.92 ms/batch
Step 00199350 L_out=0.345 Acc=0.96 ---273525.47 ms/batch
Step 00199400 L_out=0.448 Acc=0.94 ---296315.13 ms/batch
Round 11 | epoch=28, train costTime=311.7811222076416, | total_activation_sum=57431559
Round 11 | epoch=29, current m_iou=0.898230202055722
Round 11 | Best m_IoU is: 0.901, OA is: 0.974 | val costTime=71.19777584075928
Round 11 | ****EPOCH 29****
Step 00199450 L_out=0.479 Acc=0.96 --- 8019.37 ms/batch
Step 00199500 L_out=0.438 Acc=0.96 ---31088.56 ms/batch
Step 00199550 L_out=0.402 Acc=0.97 ---53993.32 ms/batch
Step 00199600 L_out=0.283 Acc=0.96 ---76789.30 ms/batch
Step 00199650 L_out=0.388 Acc=0.96 ---99771.39 ms/batch
Step 00199700 L_out=0.313 Acc=0.97 ---122571.66 ms/batch
Step 00199750 L_out=0.800 Acc=0.93 ---145605.22 ms/batch
Step 00199800 L_out=0.329 Acc=0.95 ---168468.55 ms/batch
Step 00199850 L_out=0.232 Acc=0.96 ---191985.51 ms/batch
Step 00199900 L_out=0.695 Acc=0.97 ---215070.44 ms/batch
Step 00199950 L_out=0.641 Acc=0.93 ---238229.59 ms/batch
Step 00200000 L_out=0.099 Acc=0.97 ---261413.59 ms/batch
Step 00200050 L_out=0.234 Acc=0.97 ---284618.26 ms/batch
Step 00200100 L_out=0.342 Acc=0.96 ---307668.77 ms/batch
Round 11 | epoch=29, train costTime=307.6688566207886, | total_activation_sum=57460594
Round 11 | epoch=30, current m_iou=0.898213712833126
Round 11 | Best m_IoU is: 0.901, OA is: 0.974 | val costTime=61.94060015678406
Round 11 | ****EPOCH 30****
Round 12 | ****EPOCH 0****
Step 00200150 L_out=0.969 Acc=0.90 ---22793.25 ms/batch
Step 00200200 L_out=1.090 Acc=0.43 ---49429.91 ms/batch
Step 00200250 L_out=2.046 Acc=0.84 ---76693.72 ms/batch
Step 00200300 L_out=1.310 Acc=0.88 ---104220.45 ms/batch
Step 00200350 L_out=1.312 Acc=0.86 ---132506.56 ms/batch
Step 00200400 L_out=0.987 Acc=0.91 ---159988.18 ms/batch
Step 00200450 L_out=0.440 Acc=0.96 ---187933.94 ms/batch
Step 00200500 L_out=0.245 Acc=0.95 ---215934.94 ms/batch
Step 00200550 L_out=0.374 Acc=0.97 ---243946.19 ms/batch
Step 00200600 L_out=0.487 Acc=0.95 ---271587.82 ms/batch
Step 00200650 L_out=0.449 Acc=0.94 ---299313.82 ms/batch
Step 00200700 L_out=0.720 Acc=0.92 ---327730.01 ms/batch
Step 00200750 L_out=0.544 Acc=0.95 ---356049.87 ms/batch
Round 12 | epoch=0, train costTime=365.70367097854614, | total_activation_sum=57217018
Round 12 | epoch=1, current m_iou=0.8653697071505138
Round 12 | Best m_IoU is: 0.865, OA is: 0.965 | val costTime=77.01952266693115
Round 12 | ****EPOCH 1****
Step 00200800 L_out=0.670 Acc=0.94 ---18707.98 ms/batch
Step 00200850 L_out=0.728 Acc=0.86 ---46516.90 ms/batch
Step 00200900 L_out=0.672 Acc=0.94 ---74668.88 ms/batch
Step 00200950 L_out=0.781 Acc=0.94 ---102451.13 ms/batch
Step 00201000 L_out=0.464 Acc=0.95 ---130515.41 ms/batch
Step 00201050 L_out=0.539 Acc=0.95 ---158750.22 ms/batch
Step 00201100 L_out=0.293 Acc=0.96 ---187548.31 ms/batch
Step 00201150 L_out=0.295 Acc=0.98 ---216401.71 ms/batch
Step 00201200 L_out=0.401 Acc=0.93 ---245030.32 ms/batch
Step 00201250 L_out=0.534 Acc=0.94 ---272463.91 ms/batch
Step 00201300 L_out=0.471 Acc=0.96 ---300239.34 ms/batch
Step 00201350 L_out=0.567 Acc=0.95 ---328002.90 ms/batch
Step 00201400 L_out=0.317 Acc=0.97 ---355308.35 ms/batch
Round 12 | epoch=1, train costTime=374.01714420318604, | total_activation_sum=57236422
Round 12 | epoch=2, current m_iou=0.7699355680371889
Round 12 | Best m_IoU is: 0.865, OA is: 0.965 | val costTime=82.34871673583984
Round 12 | ****EPOCH 2****
Step 00201450 L_out=0.618 Acc=0.91 --- 8923.99 ms/batch
Step 00201500 L_out=0.880 Acc=0.95 ---36104.11 ms/batch
Step 00201550 L_out=0.615 Acc=0.96 ---62259.92 ms/batch
Step 00201600 L_out=0.286 Acc=0.95 ---90934.61 ms/batch
Step 00201650 L_out=0.522 Acc=0.95 ---119010.27 ms/batch
Step 00201700 L_out=0.577 Acc=0.94 ---146589.92 ms/batch
Step 00201750 L_out=0.211 Acc=0.96 ---174592.39 ms/batch
Step 00201800 L_out=0.215 Acc=0.94 ---202290.52 ms/batch
Step 00201850 L_out=0.223 Acc=0.96 ---230544.08 ms/batch
Step 00201900 L_out=0.850 Acc=0.95 ---257803.27 ms/batch
Step 00201950 L_out=0.869 Acc=0.94 ---285461.25 ms/batch
Step 00202000 L_out=0.586 Acc=0.96 ---312568.35 ms/batch
Step 00202050 L_out=0.816 Acc=0.88 ---340181.49 ms/batch
Step 00202100 L_out=0.635 Acc=0.93 ---368481.70 ms/batch
Round 12 | epoch=2, train costTime=369.06550216674805, | total_activation_sum=57673724
Round 12 | epoch=3, current m_iou=0.8732470709111034
Round 12 | Best m_IoU is: 0.873, OA is: 0.965 | val costTime=69.83969831466675
Round 12 | ****EPOCH 3****
Step 00202150 L_out=0.330 Acc=0.93 ---26917.07 ms/batch
Step 00202200 L_out=0.529 Acc=0.96 ---55183.02 ms/batch
Step 00202250 L_out=0.469 Acc=0.92 ---82184.40 ms/batch
Step 00202300 L_out=0.660 Acc=0.94 ---110083.20 ms/batch
Step 00202350 L_out=0.504 Acc=0.93 ---138200.02 ms/batch
Step 00202400 L_out=0.420 Acc=0.93 ---166307.45 ms/batch
Step 00202450 L_out=0.382 Acc=0.95 ---195077.16 ms/batch
Step 00202500 L_out=0.272 Acc=0.96 ---222945.84 ms/batch
Step 00202550 L_out=0.946 Acc=0.95 ---250931.11 ms/batch
Step 00202600 L_out=0.540 Acc=0.96 ---278939.49 ms/batch
Step 00202650 L_out=0.459 Acc=0.95 ---306748.88 ms/batch
Step 00202700 L_out=0.294 Acc=0.95 ---334781.25 ms/batch
Step 00202750 L_out=0.352 Acc=0.96 ---363248.74 ms/batch
Round 12 | epoch=3, train costTime=373.2024929523468, | total_activation_sum=57437274
Round 12 | epoch=4, current m_iou=0.875702555135834
Round 12 | Best m_IoU is: 0.876, OA is: 0.951 | val costTime=94.09152245521545
Round 12 | ****EPOCH 4****
Step 00202800 L_out=0.502 Acc=0.95 ---17451.28 ms/batch
Step 00202850 L_out=0.461 Acc=0.94 ---43648.35 ms/batch
Step 00202900 L_out=0.091 Acc=0.96 ---70972.88 ms/batch
Step 00202950 L_out=0.495 Acc=0.94 ---98256.19 ms/batch
Step 00203000 L_out=0.486 Acc=0.94 ---126659.85 ms/batch
Step 00203050 L_out=0.483 Acc=0.95 ---154492.45 ms/batch
Step 00203100 L_out=0.373 Acc=0.92 ---183031.49 ms/batch
Step 00203150 L_out=0.373 Acc=0.96 ---211519.19 ms/batch
Step 00203200 L_out=0.384 Acc=0.97 ---239253.30 ms/batch
Step 00203250 L_out=0.437 Acc=0.96 ---267376.08 ms/batch
Step 00203300 L_out=2.420 Acc=0.83 ---295441.51 ms/batch
Step 00203350 L_out=0.354 Acc=0.97 ---322782.37 ms/batch
Step 00203400 L_out=0.334 Acc=0.97 ---350486.25 ms/batch
Round 12 | epoch=4, train costTime=370.1468336582184, | total_activation_sum=57318300
Round 12 | epoch=5, current m_iou=0.8867246765632549
Round 12 | Best m_IoU is: 0.887, OA is: 0.964 | val costTime=93.97569465637207
Round 12 | ****EPOCH 5****
Step 00203450 L_out=0.227 Acc=0.97 --- 8195.82 ms/batch
Step 00203500 L_out=0.583 Acc=0.95 ---34576.41 ms/batch
Step 00203550 L_out=0.244 Acc=0.98 ---60348.92 ms/batch
Step 00203600 L_out=0.506 Acc=0.95 ---88203.99 ms/batch
Step 00203650 L_out=0.531 Acc=0.97 ---116612.50 ms/batch
Step 00203700 L_out=0.419 Acc=0.96 ---144691.21 ms/batch
Step 00203750 L_out=0.147 Acc=0.97 ---172767.74 ms/batch
Step 00203800 L_out=0.510 Acc=0.94 ---201407.36 ms/batch
Step 00203850 L_out=0.320 Acc=0.96 ---230841.72 ms/batch
Step 00203900 L_out=0.397 Acc=0.96 ---259684.08 ms/batch
Step 00203950 L_out=0.091 Acc=0.97 ---287328.19 ms/batch
Step 00204000 L_out=0.253 Acc=0.97 ---315268.20 ms/batch
Step 00204050 L_out=0.557 Acc=0.90 ---343134.16 ms/batch
Step 00204100 L_out=0.559 Acc=0.93 ---371134.72 ms/batch
Round 12 | epoch=5, train costTime=372.1969270706177, | total_activation_sum=57372693
Round 12 | epoch=6, current m_iou=0.8236146078232754
Round 12 | Best m_IoU is: 0.887, OA is: 0.964 | val costTime=89.8164234161377
Round 12 | ****EPOCH 6****
Step 00204150 L_out=0.555 Acc=0.93 ---26099.57 ms/batch
Step 00204200 L_out=0.688 Acc=0.94 ---52385.76 ms/batch
Step 00204250 L_out=0.530 Acc=0.95 ---78799.22 ms/batch
Step 00204300 L_out=0.816 Acc=0.95 ---104722.78 ms/batch
Step 00204350 L_out=0.725 Acc=0.93 ---132279.50 ms/batch
Step 00204400 L_out=0.521 Acc=0.94 ---159553.56 ms/batch
Step 00204450 L_out=0.646 Acc=0.95 ---187173.01 ms/batch
Step 00204500 L_out=0.472 Acc=0.93 ---215189.37 ms/batch
Step 00204550 L_out=0.234 Acc=0.97 ---243627.67 ms/batch
Step 00204600 L_out=0.671 Acc=0.95 ---271669.52 ms/batch
Step 00204650 L_out=0.468 Acc=0.93 ---299562.66 ms/batch
Step 00204700 L_out=0.234 Acc=0.98 ---328095.03 ms/batch
Step 00204750 L_out=0.258 Acc=0.98 ---356118.14 ms/batch
Round 12 | epoch=6, train costTime=366.77061223983765, | total_activation_sum=57412764
Round 12 | epoch=7, current m_iou=0.9050236621314781
Round 12 | Best m_IoU is: 0.905, OA is: 0.972 | val costTime=73.61080193519592
Round 12 | ****EPOCH 7****
Step 00204800 L_out=0.589 Acc=0.95 ---17369.53 ms/batch
Step 00204850 L_out=0.284 Acc=0.96 ---44774.64 ms/batch
Step 00204900 L_out=0.669 Acc=0.94 ---72102.39 ms/batch
Step 00204950 L_out=0.150 Acc=0.98 ---99328.85 ms/batch
Step 00205000 L_out=1.147 Acc=0.88 ---126126.53 ms/batch
Step 00205050 L_out=0.264 Acc=0.97 ---153447.68 ms/batch
Step 00205100 L_out=0.224 Acc=0.96 ---181167.15 ms/batch
Step 00205150 L_out=0.455 Acc=0.97 ---208557.53 ms/batch
Step 00205200 L_out=0.524 Acc=0.95 ---235735.90 ms/batch
Step 00205250 L_out=0.565 Acc=0.95 ---263673.43 ms/batch
Step 00205300 L_out=0.620 Acc=0.95 ---291040.27 ms/batch
Step 00205350 L_out=0.275 Acc=0.96 ---318571.28 ms/batch
Step 00205400 L_out=0.333 Acc=0.96 ---345717.94 ms/batch
Round 12 | epoch=7, train costTime=365.15330147743225, | total_activation_sum=57608830
Round 12 | epoch=8, current m_iou=0.8967945323790173
Round 12 | Best m_IoU is: 0.905, OA is: 0.972 | val costTime=69.6072895526886
Round 12 | ****EPOCH 8****
Step 00205450 L_out=0.381 Acc=0.96 --- 7646.05 ms/batch
Step 00205500 L_out=0.498 Acc=0.95 ---34860.81 ms/batch
Step 00205550 L_out=0.368 Acc=0.92 ---62909.79 ms/batch
Step 00205600 L_out=0.450 Acc=0.97 ---90442.25 ms/batch
Step 00205650 L_out=0.695 Acc=0.95 ---118040.75 ms/batch
Step 00205700 L_out=0.343 Acc=0.95 ---146126.26 ms/batch
Step 00205750 L_out=0.357 Acc=0.96 ---173877.91 ms/batch
Step 00205800 L_out=1.098 Acc=0.88 ---202158.49 ms/batch
Step 00205850 L_out=0.269 Acc=0.97 ---231012.29 ms/batch
Step 00205900 L_out=0.272 Acc=0.96 ---259362.82 ms/batch
Step 00205950 L_out=0.409 Acc=0.96 ---287369.31 ms/batch
Step 00206000 L_out=3.789 Acc=0.82 ---314500.77 ms/batch
Step 00206050 L_out=0.481 Acc=0.96 ---342343.35 ms/batch
Step 00206100 L_out=0.403 Acc=0.98 ---371339.49 ms/batch
Round 12 | epoch=8, train costTime=373.00732612609863, | total_activation_sum=57587688
Round 12 | epoch=9, current m_iou=0.8950199067835862
Round 12 | Best m_IoU is: 0.905, OA is: 0.972 | val costTime=73.11333751678467
Round 12 | ****EPOCH 9****
Step 00206150 L_out=0.302 Acc=0.98 ---27030.79 ms/batch
Step 00206200 L_out=0.387 Acc=0.97 ---55296.95 ms/batch
Step 00206250 L_out=0.414 Acc=0.94 ---83117.17 ms/batch
Step 00206300 L_out=0.332 Acc=0.97 ---111123.74 ms/batch
Step 00206350 L_out=0.319 Acc=0.97 ---138284.65 ms/batch
Step 00206400 L_out=0.676 Acc=0.96 ---165022.97 ms/batch
Step 00206450 L_out=0.350 Acc=0.95 ---191390.18 ms/batch
Step 00206500 L_out=0.301 Acc=0.98 ---217185.63 ms/batch
Step 00206550 L_out=0.205 Acc=0.98 ---245262.29 ms/batch
Step 00206600 L_out=0.570 Acc=0.93 ---273632.77 ms/batch
Step 00206650 L_out=0.799 Acc=0.95 ---301962.64 ms/batch
Step 00206700 L_out=1.319 Acc=0.94 ---330271.09 ms/batch
Step 00206750 L_out=0.189 Acc=0.97 ---358049.46 ms/batch
Round 12 | epoch=9, train costTime=369.310289144516, | total_activation_sum=57154184
Round 12 | epoch=10, current m_iou=0.8962968592160123
Round 12 | Best m_IoU is: 0.905, OA is: 0.972 | val costTime=75.15718197822571
Round 12 | ****EPOCH 10****
Step 00206800 L_out=0.579 Acc=0.94 ---16967.26 ms/batch
Step 00206850 L_out=0.106 Acc=0.98 ---45087.19 ms/batch
Step 00206900 L_out=0.466 Acc=0.94 ---72695.79 ms/batch
Step 00206950 L_out=0.219 Acc=0.98 ---100187.28 ms/batch
Step 00207000 L_out=0.394 Acc=0.95 ---128555.41 ms/batch
Step 00207050 L_out=0.470 Acc=0.95 ---155935.63 ms/batch
Step 00207100 L_out=0.394 Acc=0.96 ---182104.74 ms/batch
Step 00207150 L_out=0.334 Acc=0.97 ---207979.34 ms/batch
Step 00207200 L_out=0.592 Acc=0.95 ---234617.07 ms/batch
Step 00207250 L_out=0.322 Acc=0.97 ---261364.13 ms/batch
Step 00207300 L_out=0.234 Acc=0.97 ---289193.91 ms/batch
Step 00207350 L_out=0.479 Acc=0.96 ---317752.53 ms/batch
Step 00207400 L_out=0.347 Acc=0.95 ---346571.06 ms/batch
Round 12 | epoch=10, train costTime=367.9047141075134, | total_activation_sum=57560209
Round 12 | epoch=11, current m_iou=0.8924490766886068
Round 12 | Best m_IoU is: 0.905, OA is: 0.972 | val costTime=83.97308421134949
Round 12 | ****EPOCH 11****
Step 00207450 L_out=0.374 Acc=0.97 --- 7244.48 ms/batch
Step 00207500 L_out=0.388 Acc=0.97 ---36102.32 ms/batch
Step 00207550 L_out=0.456 Acc=0.95 ---64249.65 ms/batch
Step 00207600 L_out=0.436 Acc=0.96 ---92219.90 ms/batch
Step 00207650 L_out=0.105 Acc=0.97 ---120463.56 ms/batch
Step 00207700 L_out=0.275 Acc=0.95 ---148914.25 ms/batch
Step 00207750 L_out=0.366 Acc=0.96 ---176948.01 ms/batch
Step 00207800 L_out=0.274 Acc=0.98 ---203695.53 ms/batch
Step 00207850 L_out=0.618 Acc=0.95 ---229919.80 ms/batch
Step 00207900 L_out=0.468 Acc=0.96 ---256185.93 ms/batch
Step 00207950 L_out=0.320 Acc=0.95 ---282152.73 ms/batch
Step 00208000 L_out=0.672 Acc=0.94 ---308616.56 ms/batch
Step 00208050 L_out=0.428 Acc=0.97 ---335598.70 ms/batch
Step 00208100 L_out=0.275 Acc=0.95 ---363775.85 ms/batch
Round 12 | epoch=11, train costTime=366.0154094696045, | total_activation_sum=57411408
Round 12 | epoch=12, current m_iou=0.9007258142058393
Round 12 | Best m_IoU is: 0.905, OA is: 0.972 | val costTime=81.19482970237732
Round 12 | ****EPOCH 12****
Step 00208150 L_out=0.371 Acc=0.93 ---26220.76 ms/batch
Step 00208200 L_out=0.360 Acc=0.96 ---54619.54 ms/batch
Step 00208250 L_out=0.679 Acc=0.95 ---82923.43 ms/batch
Step 00208300 L_out=0.276 Acc=0.95 ---110696.34 ms/batch
Step 00208350 L_out=0.638 Acc=0.92 ---138365.72 ms/batch
Step 00208400 L_out=0.303 Acc=0.95 ---166495.54 ms/batch
Step 00208450 L_out=0.291 Acc=0.98 ---194935.49 ms/batch
Step 00208500 L_out=0.464 Acc=0.91 ---222675.26 ms/batch
Step 00208550 L_out=0.347 Acc=0.96 ---250236.43 ms/batch
Step 00208600 L_out=0.401 Acc=0.97 ---276437.21 ms/batch
Step 00208650 L_out=0.294 Acc=0.95 ---302962.30 ms/batch
Step 00208700 L_out=0.392 Acc=0.96 ---330915.62 ms/batch
Step 00208750 L_out=0.819 Acc=0.90 ---360179.58 ms/batch
Round 12 | epoch=12, train costTime=371.932044506073, | total_activation_sum=57424774
Round 12 | epoch=13, current m_iou=0.8962586396676977
Round 12 | Best m_IoU is: 0.905, OA is: 0.972 | val costTime=67.2719943523407
Round 12 | ****EPOCH 13****
Step 00208800 L_out=0.285 Acc=0.95 ---15969.63 ms/batch
Step 00208850 L_out=0.263 Acc=0.97 ---43652.15 ms/batch
Step 00208900 L_out=0.126 Acc=0.96 ---72214.53 ms/batch
Step 00208950 L_out=0.236 Acc=0.95 ---100050.31 ms/batch
Step 00209000 L_out=0.504 Acc=0.96 ---130720.32 ms/batch
Step 00209050 L_out=0.541 Acc=0.95 ---161352.79 ms/batch
Step 00209100 L_out=0.301 Acc=0.97 ---191102.97 ms/batch
Step 00209150 L_out=0.352 Acc=0.96 ---219837.35 ms/batch
Step 00209200 L_out=0.815 Acc=0.93 ---247409.50 ms/batch
Step 00209250 L_out=0.230 Acc=0.97 ---275254.39 ms/batch
Step 00209300 L_out=0.375 Acc=0.96 ---302049.98 ms/batch
Step 00209350 L_out=0.237 Acc=0.98 ---328448.19 ms/batch
Step 00209400 L_out=0.186 Acc=0.98 ---355310.87 ms/batch
Round 12 | epoch=13, train costTime=375.3187942504883, | total_activation_sum=57221357
Round 12 | epoch=14, current m_iou=0.8868440239523492
Round 12 | Best m_IoU is: 0.905, OA is: 0.972 | val costTime=68.39593386650085
Round 12 | ****EPOCH 14****
Step 00209450 L_out=0.242 Acc=0.97 --- 6727.14 ms/batch
Step 00209500 L_out=0.292 Acc=0.97 ---34577.22 ms/batch
Step 00209550 L_out=0.229 Acc=0.96 ---62267.10 ms/batch
Step 00209600 L_out=0.340 Acc=0.97 ---90169.36 ms/batch
Step 00209650 L_out=0.296 Acc=0.97 ---119062.00 ms/batch
Step 00209700 L_out=0.400 Acc=0.98 ---146936.38 ms/batch
Step 00209750 L_out=0.268 Acc=0.96 ---175455.42 ms/batch
Step 00209800 L_out=0.426 Acc=0.97 ---203550.62 ms/batch
Step 00209850 L_out=0.978 Acc=0.94 ---232769.88 ms/batch
Step 00209900 L_out=0.235 Acc=0.97 ---260767.86 ms/batch
Step 00209950 L_out=0.382 Acc=0.95 ---288621.43 ms/batch
Step 00210000 L_out=0.300 Acc=0.95 ---316282.44 ms/batch
Step 00210050 L_out=0.467 Acc=0.93 ---342526.56 ms/batch
Step 00210100 L_out=0.387 Acc=0.96 ---368642.92 ms/batch
Round 12 | epoch=14, train costTime=371.3489582538605, | total_activation_sum=57423317
Round 12 | epoch=15, current m_iou=0.8998603034171533
Round 12 | Best m_IoU is: 0.905, OA is: 0.972 | val costTime=74.1844220161438
Round 12 | ****EPOCH 15****
Step 00210150 L_out=0.209 Acc=0.98 ---24620.32 ms/batch
Step 00210200 L_out=0.522 Acc=0.96 ---52060.97 ms/batch
Step 00210250 L_out=0.226 Acc=0.94 ---80032.81 ms/batch
Step 00210300 L_out=0.461 Acc=0.98 ---108362.98 ms/batch
Step 00210350 L_out=0.485 Acc=0.95 ---136667.10 ms/batch
Step 00210400 L_out=0.255 Acc=0.98 ---164561.97 ms/batch
Step 00210450 L_out=0.357 Acc=0.93 ---192964.20 ms/batch
Step 00210500 L_out=0.324 Acc=0.96 ---221018.38 ms/batch
Step 00210550 L_out=0.181 Acc=0.98 ---248811.73 ms/batch
Step 00210600 L_out=0.290 Acc=0.95 ---276918.95 ms/batch
Step 00210650 L_out=0.199 Acc=0.98 ---304627.52 ms/batch
Step 00210700 L_out=0.289 Acc=0.95 ---332871.89 ms/batch
Step 00210750 L_out=0.414 Acc=0.96 ---360537.10 ms/batch
Round 12 | epoch=15, train costTime=372.9624025821686, | total_activation_sum=57378806
Round 12 | epoch=16, current m_iou=0.8922514459874684
Round 12 | Best m_IoU is: 0.905, OA is: 0.972 | val costTime=78.31919121742249
Round 12 | ****EPOCH 16****
Step 00210800 L_out=0.492 Acc=0.96 ---16188.24 ms/batch
Step 00210850 L_out=0.340 Acc=0.94 ---44707.11 ms/batch
Step 00210900 L_out=0.365 Acc=0.96 ---72321.24 ms/batch
Step 00210950 L_out=0.172 Acc=0.95 ---100408.06 ms/batch
Step 00211000 L_out=0.331 Acc=0.96 ---128372.11 ms/batch
Step 00211050 L_out=0.711 Acc=0.93 ---156634.28 ms/batch
Step 00211100 L_out=0.315 Acc=0.96 ---184622.21 ms/batch
Step 00211150 L_out=0.472 Acc=0.96 ---212837.43 ms/batch
Step 00211200 L_out=0.150 Acc=0.97 ---241436.78 ms/batch
Step 00211250 L_out=0.190 Acc=0.97 ---270735.11 ms/batch
Step 00211300 L_out=0.661 Acc=0.93 ---298943.93 ms/batch
Step 00211350 L_out=0.349 Acc=0.98 ---326001.19 ms/batch
Step 00211400 L_out=0.182 Acc=0.97 ---354161.84 ms/batch
Round 12 | epoch=16, train costTime=375.3123276233673, | total_activation_sum=57394919
Round 12 | epoch=17, current m_iou=0.9000081470208994
Round 12 | Best m_IoU is: 0.905, OA is: 0.972 | val costTime=79.78868174552917
Round 12 | ****EPOCH 17****
Step 00211450 L_out=0.358 Acc=0.94 --- 6072.42 ms/batch
Step 00211500 L_out=0.624 Acc=0.95 ---33307.68 ms/batch
Step 00211550 L_out=0.342 Acc=0.96 ---60680.13 ms/batch
Step 00211600 L_out=0.132 Acc=0.97 ---88259.64 ms/batch
Step 00211650 L_out=0.347 Acc=0.96 ---116137.43 ms/batch
Step 00211700 L_out=0.644 Acc=0.95 ---143989.30 ms/batch
Step 00211750 L_out=0.211 Acc=0.98 ---172282.19 ms/batch
Step 00211800 L_out=0.237 Acc=0.97 ---200262.20 ms/batch
Step 00211850 L_out=0.351 Acc=0.94 ---228126.46 ms/batch
Step 00211900 L_out=0.320 Acc=0.96 ---256891.77 ms/batch
Step 00211950 L_out=0.300 Acc=0.94 ---285374.92 ms/batch
Step 00212000 L_out=0.123 Acc=0.99 ---314006.65 ms/batch
Step 00212050 L_out=0.680 Acc=0.93 ---343535.53 ms/batch
Step 00212100 L_out=0.413 Acc=0.94 ---371939.07 ms/batch
Round 12 | epoch=17, train costTime=375.2345778942108, | total_activation_sum=57524584
Round 12 | epoch=18, current m_iou=0.9015152294539132
Round 12 | Best m_IoU is: 0.905, OA is: 0.972 | val costTime=84.08204460144043
Round 12 | ****EPOCH 18****
Step 00212150 L_out=0.396 Acc=0.97 ---24892.48 ms/batch
Step 00212200 L_out=0.224 Acc=0.95 ---53107.86 ms/batch
Step 00212250 L_out=0.741 Acc=0.92 ---80574.82 ms/batch
Step 00212300 L_out=0.208 Acc=0.97 ---108509.27 ms/batch
Step 00212350 L_out=0.202 Acc=0.98 ---136113.95 ms/batch
Step 00212400 L_out=0.325 Acc=0.96 ---163852.58 ms/batch
Step 00212450 L_out=0.436 Acc=0.96 ---191744.24 ms/batch
Step 00212500 L_out=0.382 Acc=0.95 ---220545.85 ms/batch
Step 00212550 L_out=0.581 Acc=0.94 ---248192.28 ms/batch
Step 00212600 L_out=0.427 Acc=0.97 ---275841.35 ms/batch
Step 00212650 L_out=0.225 Acc=0.98 ---303119.25 ms/batch
Step 00212700 L_out=0.165 Acc=0.97 ---330616.91 ms/batch
Step 00212750 L_out=0.472 Acc=0.90 ---358642.05 ms/batch
Round 12 | epoch=18, train costTime=371.73132848739624, | total_activation_sum=57480315
Round 12 | epoch=19, current m_iou=0.9040124502987349
Round 12 | Best m_IoU is: 0.905, OA is: 0.972 | val costTime=82.30603623390198
Round 12 | ****EPOCH 19****
Step 00212800 L_out=0.313 Acc=0.95 ---15409.12 ms/batch
Step 00212850 L_out=0.609 Acc=0.94 ---43109.98 ms/batch
Step 00212900 L_out=0.320 Acc=0.96 ---70846.35 ms/batch
Step 00212950 L_out=0.185 Acc=0.97 ---99684.78 ms/batch
Step 00213000 L_out=0.394 Acc=0.97 ---127588.98 ms/batch
Step 00213050 L_out=0.510 Acc=0.95 ---155258.50 ms/batch
Step 00213100 L_out=0.190 Acc=0.97 ---183298.30 ms/batch
Step 00213150 L_out=0.224 Acc=0.96 ---212293.33 ms/batch
Step 00213200 L_out=0.381 Acc=0.95 ---240657.67 ms/batch
Step 00213250 L_out=0.174 Acc=0.98 ---269060.32 ms/batch
Step 00213300 L_out=0.375 Acc=0.96 ---296968.96 ms/batch
Step 00213350 L_out=0.241 Acc=0.97 ---325627.23 ms/batch
Step 00213400 L_out=0.227 Acc=0.97 ---353443.72 ms/batch
Round 12 | epoch=19, train costTime=375.3429219722748, | total_activation_sum=57306594
Round 12 | epoch=20, current m_iou=0.8984771802790879
Round 12 | Best m_IoU is: 0.905, OA is: 0.972 | val costTime=80.06270670890808
Round 12 | ****EPOCH 20****
Step 00213450 L_out=0.188 Acc=0.97 --- 5444.08 ms/batch
Step 00213500 L_out=0.515 Acc=0.97 ---31804.34 ms/batch
Step 00213550 L_out=0.087 Acc=0.99 ---58857.54 ms/batch
Step 00213600 L_out=0.269 Acc=0.97 ---87081.54 ms/batch
Step 00213650 L_out=0.222 Acc=0.98 ---114892.37 ms/batch
Step 00213700 L_out=0.398 Acc=0.95 ---142773.12 ms/batch
Step 00213750 L_out=0.384 Acc=0.95 ---171371.50 ms/batch
Step 00213800 L_out=0.459 Acc=0.95 ---198963.77 ms/batch
Step 00213850 L_out=0.336 Acc=0.97 ---226539.30 ms/batch
Step 00213900 L_out=0.197 Acc=0.98 ---254715.29 ms/batch
Step 00213950 L_out=0.312 Acc=0.96 ---282645.07 ms/batch
Step 00214000 L_out=0.205 Acc=0.99 ---310350.33 ms/batch
Step 00214050 L_out=0.555 Acc=0.95 ---338599.98 ms/batch
Step 00214100 L_out=0.523 Acc=0.95 ---366736.48 ms/batch
Round 12 | epoch=20, train costTime=370.80164074897766, | total_activation_sum=57317586
Round 12 | epoch=21, current m_iou=0.9006992955609258
Round 12 | Best m_IoU is: 0.905, OA is: 0.972 | val costTime=83.29634618759155
Round 12 | ****EPOCH 21****
Step 00214150 L_out=0.433 Acc=0.95 ---24920.03 ms/batch
Step 00214200 L_out=0.268 Acc=0.97 ---52860.07 ms/batch
Step 00214250 L_out=0.244 Acc=0.95 ---81660.58 ms/batch
Step 00214300 L_out=0.179 Acc=0.95 ---109897.58 ms/batch
Step 00214350 L_out=0.440 Acc=0.95 ---138307.19 ms/batch
Step 00214400 L_out=0.237 Acc=0.95 ---166469.80 ms/batch
Step 00214450 L_out=0.334 Acc=0.96 ---194173.24 ms/batch
Step 00214500 L_out=0.234 Acc=0.96 ---222622.77 ms/batch
Step 00214550 L_out=0.336 Acc=0.96 ---251157.64 ms/batch
Step 00214600 L_out=0.178 Acc=0.96 ---279757.08 ms/batch
Step 00214650 L_out=0.226 Acc=0.97 ---307660.52 ms/batch
Step 00214700 L_out=0.194 Acc=0.98 ---335653.40 ms/batch
Step 00214750 L_out=0.496 Acc=0.96 ---363333.84 ms/batch
Round 12 | epoch=21, train costTime=376.6852493286133, | total_activation_sum=57614918
Round 12 | epoch=22, current m_iou=0.8977419200853648
Round 12 | Best m_IoU is: 0.905, OA is: 0.972 | val costTime=84.99738669395447
Round 12 | ****EPOCH 22****
Step 00214800 L_out=0.783 Acc=0.94 ---15322.61 ms/batch
Step 00214850 L_out=0.289 Acc=0.95 ---44023.65 ms/batch
Step 00214900 L_out=0.276 Acc=0.96 ---72611.31 ms/batch
Step 00214950 L_out=0.196 Acc=0.96 ---100993.80 ms/batch
Step 00215000 L_out=0.300 Acc=0.97 ---130004.40 ms/batch
Step 00215050 L_out=0.445 Acc=0.95 ---158064.36 ms/batch
Step 00215100 L_out=0.544 Acc=0.91 ---186409.89 ms/batch
Step 00215150 L_out=0.460 Acc=0.94 ---214415.07 ms/batch
Step 00215200 L_out=0.260 Acc=0.97 ---242558.06 ms/batch
Step 00215250 L_out=0.674 Acc=0.91 ---271470.66 ms/batch
Step 00215300 L_out=0.230 Acc=0.96 ---299665.06 ms/batch
Step 00215350 L_out=0.491 Acc=0.95 ---327762.66 ms/batch
Step 00215400 L_out=0.161 Acc=0.96 ---355604.61 ms/batch
Round 12 | epoch=22, train costTime=378.78118324279785, | total_activation_sum=57177798
Round 12 | epoch=23, current m_iou=0.8973904354783908
Round 12 | Best m_IoU is: 0.905, OA is: 0.972 | val costTime=86.72957754135132
Round 12 | ****EPOCH 23****
Step 00215450 L_out=0.600 Acc=0.94 --- 4756.98 ms/batch
Step 00215500 L_out=0.367 Acc=0.94 ---31766.08 ms/batch
Step 00215550 L_out=0.179 Acc=0.96 ---58750.51 ms/batch
Step 00215600 L_out=0.148 Acc=0.99 ---86353.75 ms/batch
Step 00215650 L_out=0.263 Acc=0.95 ---114394.31 ms/batch
Step 00215700 L_out=0.263 Acc=0.96 ---142942.77 ms/batch
Step 00215750 L_out=0.345 Acc=0.96 ---170574.40 ms/batch
Step 00215800 L_out=0.448 Acc=0.94 ---198198.58 ms/batch
Step 00215850 L_out=0.330 Acc=0.92 ---226098.20 ms/batch
Step 00215900 L_out=0.288 Acc=0.97 ---253681.27 ms/batch
Step 00215950 L_out=0.242 Acc=0.97 ---280921.46 ms/batch
Step 00216000 L_out=0.145 Acc=0.97 ---308361.14 ms/batch
Step 00216050 L_out=0.666 Acc=0.94 ---336238.88 ms/batch
Step 00216100 L_out=0.381 Acc=0.98 ---364088.33 ms/batch
Round 12 | epoch=23, train costTime=368.6130292415619, | total_activation_sum=57370623
Round 12 | epoch=24, current m_iou=0.8988964218142744
Round 12 | Best m_IoU is: 0.905, OA is: 0.972 | val costTime=85.4198796749115
Round 12 | ****EPOCH 24****
Step 00216150 L_out=0.276 Acc=0.96 ---23726.09 ms/batch
Step 00216200 L_out=0.550 Acc=0.94 ---51416.27 ms/batch
Step 00216250 L_out=0.230 Acc=0.97 ---79302.36 ms/batch
Step 00216300 L_out=0.189 Acc=0.98 ---108418.07 ms/batch
Step 00216350 L_out=0.295 Acc=0.96 ---136187.26 ms/batch
Step 00216400 L_out=0.309 Acc=0.95 ---164004.56 ms/batch
Step 00216450 L_out=0.281 Acc=0.98 ---191602.81 ms/batch
Step 00216500 L_out=0.164 Acc=0.97 ---219204.10 ms/batch
Step 00216550 L_out=0.426 Acc=0.95 ---246970.50 ms/batch
Step 00216600 L_out=0.331 Acc=0.96 ---275012.13 ms/batch
Step 00216650 L_out=0.279 Acc=0.98 ---302907.21 ms/batch
Step 00216700 L_out=0.198 Acc=0.97 ---330148.15 ms/batch
Step 00216750 L_out=0.175 Acc=0.97 ---358383.76 ms/batch
Round 12 | epoch=24, train costTime=372.20161485671997, | total_activation_sum=57583286
Round 12 | epoch=25, current m_iou=0.8994896917287669
Round 12 | Best m_IoU is: 0.905, OA is: 0.972 | val costTime=89.35266089439392
Round 12 | ****EPOCH 25****
Step 00216800 L_out=0.429 Acc=0.96 ---14481.95 ms/batch
Step 00216850 L_out=0.387 Acc=0.95 ---43044.33 ms/batch
Step 00216900 L_out=0.213 Acc=0.98 ---71920.47 ms/batch
Step 00216950 L_out=0.474 Acc=0.97 ---100417.05 ms/batch
Step 00217000 L_out=0.227 Acc=0.98 ---129251.48 ms/batch
Step 00217050 L_out=0.300 Acc=0.95 ---156641.16 ms/batch
Step 00217100 L_out=0.173 Acc=0.96 ---184274.44 ms/batch
Step 00217150 L_out=0.245 Acc=0.97 ---212515.65 ms/batch
Step 00217200 L_out=0.261 Acc=0.95 ---240880.78 ms/batch
Step 00217250 L_out=0.517 Acc=0.96 ---270545.41 ms/batch
Step 00217300 L_out=0.321 Acc=0.97 ---298100.30 ms/batch
Step 00217350 L_out=0.441 Acc=0.98 ---326195.97 ms/batch
Step 00217400 L_out=0.133 Acc=0.99 ---354360.42 ms/batch
Round 12 | epoch=25, train costTime=378.2034740447998, | total_activation_sum=57229753
Round 12 | epoch=26, current m_iou=0.9026307431119585
Round 12 | Best m_IoU is: 0.905, OA is: 0.972 | val costTime=88.63741326332092
Round 12 | ****EPOCH 26****
Step 00217450 L_out=0.404 Acc=0.95 --- 4481.20 ms/batch
Step 00217500 L_out=0.310 Acc=0.96 ---32032.30 ms/batch
Step 00217550 L_out=1.178 Acc=0.80 ---59713.48 ms/batch
Step 00217600 L_out=0.419 Acc=0.94 ---89117.23 ms/batch
Step 00217650 L_out=0.431 Acc=0.95 ---118046.27 ms/batch
Step 00217700 L_out=0.202 Acc=0.96 ---147297.72 ms/batch
Step 00217750 L_out=0.160 Acc=0.97 ---175594.85 ms/batch
Step 00217800 L_out=0.244 Acc=0.97 ---202744.66 ms/batch
Step 00217850 L_out=0.378 Acc=0.96 ---230250.97 ms/batch
Step 00217900 L_out=0.691 Acc=0.94 ---258260.93 ms/batch
Step 00217950 L_out=0.620 Acc=0.95 ---286169.48 ms/batch
Step 00218000 L_out=0.362 Acc=0.97 ---313889.17 ms/batch
Step 00218050 L_out=0.307 Acc=0.98 ---341933.82 ms/batch
Step 00218100 L_out=0.556 Acc=0.92 ---369577.92 ms/batch
Round 12 | epoch=26, train costTime=374.70066714286804, | total_activation_sum=57531966
Round 12 | epoch=27, current m_iou=0.9060277861555103
Round 12 | Best m_IoU is: 0.906, OA is: 0.974 | val costTime=84.7995228767395
Round 12 | ****EPOCH 27****
Step 00218150 L_out=0.143 Acc=0.98 ---21770.52 ms/batch
Step 00218200 L_out=0.488 Acc=0.96 ---48143.29 ms/batch
Step 00218250 L_out=0.303 Acc=0.97 ---75293.06 ms/batch
Step 00218300 L_out=0.282 Acc=0.96 ---102929.76 ms/batch
Step 00218350 L_out=0.304 Acc=0.96 ---130614.16 ms/batch
Step 00218400 L_out=0.417 Acc=0.97 ---158453.75 ms/batch
Step 00218450 L_out=0.353 Acc=0.98 ---186106.21 ms/batch
Step 00218500 L_out=0.413 Acc=0.94 ---214986.03 ms/batch
Step 00218550 L_out=0.220 Acc=0.98 ---243698.09 ms/batch
Step 00218600 L_out=0.264 Acc=0.95 ---271545.34 ms/batch
Step 00218650 L_out=0.598 Acc=0.95 ---299774.14 ms/batch
Step 00218700 L_out=0.190 Acc=0.97 ---327942.10 ms/batch
Step 00218750 L_out=0.167 Acc=0.99 ---355917.34 ms/batch
Round 12 | epoch=27, train costTime=370.120334148407, | total_activation_sum=57366155
Round 12 | epoch=28, current m_iou=0.9063832996203458
Round 12 | Best m_IoU is: 0.906, OA is: 0.974 | val costTime=91.01160001754761
Round 12 | ****EPOCH 28****
Step 00218800 L_out=0.252 Acc=0.97 ---12436.42 ms/batch
Step 00218850 L_out=0.330 Acc=0.96 ---38273.65 ms/batch
Step 00218900 L_out=0.469 Acc=0.96 ---65000.97 ms/batch
Step 00218950 L_out=0.170 Acc=0.97 ---93255.18 ms/batch
Step 00219000 L_out=0.318 Acc=0.96 ---121364.20 ms/batch
Step 00219050 L_out=0.230 Acc=0.96 ---150175.66 ms/batch
Step 00219100 L_out=0.305 Acc=0.98 ---178336.89 ms/batch
Step 00219150 L_out=0.237 Acc=0.96 ---206850.44 ms/batch
Step 00219200 L_out=0.211 Acc=0.98 ---235501.87 ms/batch
Step 00219250 L_out=1.528 Acc=0.73 ---262857.40 ms/batch
Step 00219300 L_out=0.330 Acc=0.96 ---291121.57 ms/batch
Step 00219350 L_out=0.172 Acc=0.98 ---319539.10 ms/batch
Step 00219400 L_out=0.103 Acc=0.99 ---347572.34 ms/batch
Round 12 | epoch=28, train costTime=372.5407922267914, | total_activation_sum=57139500
Round 12 | epoch=29, current m_iou=0.9026967626871993
Round 12 | Best m_IoU is: 0.906, OA is: 0.974 | val costTime=86.55784964561462
Round 12 | ****EPOCH 29****
Step 00219450 L_out=0.355 Acc=0.97 --- 4022.10 ms/batch
Step 00219500 L_out=0.158 Acc=0.98 ---30709.10 ms/batch
Step 00219550 L_out=0.246 Acc=0.94 ---56255.88 ms/batch
Step 00219600 L_out=0.146 Acc=0.99 ---81718.04 ms/batch
Step 00219650 L_out=0.459 Acc=0.95 ---109416.88 ms/batch
Step 00219700 L_out=0.618 Acc=0.94 ---136356.25 ms/batch
Step 00219750 L_out=0.161 Acc=0.96 ---164377.92 ms/batch
Step 00219800 L_out=0.415 Acc=0.95 ---192420.54 ms/batch
Step 00219850 L_out=0.101 Acc=0.98 ---220325.95 ms/batch
Step 00219900 L_out=0.439 Acc=0.96 ---248741.55 ms/batch
Step 00219950 L_out=0.672 Acc=0.94 ---276976.48 ms/batch
Step 00220000 L_out=0.189 Acc=0.97 ---305567.96 ms/batch
Step 00220050 L_out=0.345 Acc=0.98 ---333372.01 ms/batch
Step 00220100 L_out=0.514 Acc=0.96 ---362414.91 ms/batch
Round 12 | epoch=29, train costTime=368.12988471984863, | total_activation_sum=57494377
Round 12 | epoch=30, current m_iou=0.9042574703739759
Round 12 | Best m_IoU is: 0.906, OA is: 0.974 | val costTime=79.52008414268494
Round 12 | ****EPOCH 30****
Round 13 | ****EPOCH 0****
Step 00220150 L_out=0.387 Acc=0.95 ---20979.17 ms/batch
Step 00220200 L_out=0.974 Acc=0.85 ---47931.42 ms/batch
Step 00220250 L_out=0.940 Acc=0.87 ---74401.30 ms/batch
Step 00220300 L_out=0.676 Acc=0.88 ---100304.80 ms/batch
Step 00220350 L_out=0.398 Acc=0.89 ---128453.94 ms/batch
Step 00220400 L_out=4.358 Acc=0.47 ---156090.00 ms/batch
Step 00220450 L_out=0.950 Acc=0.89 ---184432.29 ms/batch
Step 00220500 L_out=0.665 Acc=0.92 ---211727.89 ms/batch
Step 00220550 L_out=0.505 Acc=0.94 ---239337.82 ms/batch
Step 00220600 L_out=0.711 Acc=0.94 ---266623.80 ms/batch
Step 00220650 L_out=0.233 Acc=0.95 ---294576.02 ms/batch
Step 00220700 L_out=0.558 Acc=0.95 ---322837.38 ms/batch
Step 00220750 L_out=0.624 Acc=0.93 ---351239.84 ms/batch
Round 13 | epoch=0, train costTime=366.46663212776184, | total_activation_sum=57055107
Round 13 | epoch=1, current m_iou=0.6039979942717163
Round 13 | Best m_IoU is: 0.604, OA is: 0.776 | val costTime=89.10836863517761
Round 13 | ****EPOCH 1****
Step 00220800 L_out=3.142 Acc=0.70 ---13243.87 ms/batch
Step 00220850 L_out=1.569 Acc=0.77 ---39764.07 ms/batch
Step 00220900 L_out=0.675 Acc=0.89 ---65079.62 ms/batch
Step 00220950 L_out=0.497 Acc=0.93 ---90806.44 ms/batch
Step 00221000 L_out=0.673 Acc=0.85 ---116651.64 ms/batch
Step 00221050 L_out=0.556 Acc=0.92 ---142021.27 ms/batch
Step 00221100 L_out=0.893 Acc=0.95 ---165598.92 ms/batch
Step 00221150 L_out=0.436 Acc=0.98 ---188825.31 ms/batch
Step 00221200 L_out=0.715 Acc=0.92 ---212261.37 ms/batch
Step 00221250 L_out=1.966 Acc=0.91 ---235237.27 ms/batch
Step 00221300 L_out=0.451 Acc=0.93 ---258166.55 ms/batch
Step 00221350 L_out=0.427 Acc=0.95 ---281023.91 ms/batch
Step 00221400 L_out=0.278 Acc=0.97 ---304934.26 ms/batch
Round 13 | epoch=1, train costTime=325.2330415248871, | total_activation_sum=57666699
Round 13 | epoch=2, current m_iou=0.8590996873861485
Round 13 | Best m_IoU is: 0.859, OA is: 0.959 | val costTime=55.67162847518921
Round 13 | ****EPOCH 2****
Step 00221450 L_out=0.325 Acc=0.97 --- 2756.67 ms/batch
Step 00221500 L_out=0.227 Acc=0.97 ---25569.97 ms/batch
Step 00221550 L_out=0.369 Acc=0.97 ---48749.06 ms/batch
Step 00221600 L_out=0.417 Acc=0.94 ---72493.94 ms/batch
Step 00221650 L_out=0.481 Acc=0.95 ---95439.14 ms/batch
Step 00221700 L_out=0.464 Acc=0.95 ---118516.92 ms/batch
Step 00221750 L_out=0.356 Acc=0.95 ---141184.49 ms/batch
Step 00221800 L_out=0.394 Acc=0.97 ---164412.60 ms/batch
Step 00221850 L_out=0.418 Acc=0.97 ---187201.72 ms/batch
Step 00221900 L_out=0.255 Acc=0.97 ---210332.82 ms/batch
Step 00221950 L_out=0.222 Acc=0.96 ---233412.45 ms/batch
Step 00222000 L_out=0.645 Acc=0.94 ---256683.73 ms/batch
Step 00222050 L_out=0.478 Acc=0.95 ---279715.47 ms/batch
Step 00222100 L_out=0.349 Acc=0.95 ---303572.41 ms/batch
Round 13 | epoch=2, train costTime=308.63723635673523, | total_activation_sum=57475098
Round 13 | epoch=3, current m_iou=0.8614440661869635
Round 13 | Best m_IoU is: 0.861, OA is: 0.967 | val costTime=68.76810884475708
Round 13 | ****EPOCH 3****
Step 00222150 L_out=0.822 Acc=0.93 ---18219.75 ms/batch
Step 00222200 L_out=0.548 Acc=0.96 ---41164.06 ms/batch
Step 00222250 L_out=0.697 Acc=0.95 ---64232.72 ms/batch
Step 00222300 L_out=0.548 Acc=0.94 ---87628.94 ms/batch
Step 00222350 L_out=0.348 Acc=0.96 ---110706.19 ms/batch
Step 00222400 L_out=0.395 Acc=0.97 ---133765.22 ms/batch
Step 00222450 L_out=0.494 Acc=0.93 ---156820.40 ms/batch
Step 00222500 L_out=0.350 Acc=0.97 ---182665.91 ms/batch
Step 00222550 L_out=0.201 Acc=0.97 ---210785.25 ms/batch
Step 00222600 L_out=0.446 Acc=0.96 ---239890.96 ms/batch
Step 00222650 L_out=0.703 Acc=0.92 ---268608.64 ms/batch
Step 00222700 L_out=0.603 Acc=0.98 ---297543.34 ms/batch
Step 00222750 L_out=0.581 Acc=0.88 ---325633.77 ms/batch
Round 13 | epoch=3, train costTime=341.31443643569946, | total_activation_sum=57704481
Round 13 | epoch=4, current m_iou=0.8366318531414125
Round 13 | Best m_IoU is: 0.861, OA is: 0.967 | val costTime=80.19900798797607
Round 13 | ****EPOCH 4****
Step 00222800 L_out=0.655 Acc=0.92 ---11977.49 ms/batch
Step 00222850 L_out=0.427 Acc=0.95 ---39482.63 ms/batch
Step 00222900 L_out=0.159 Acc=0.97 ---67070.97 ms/batch
Step 00222950 L_out=0.560 Acc=0.92 ---95187.66 ms/batch
Step 00223000 L_out=1.146 Acc=0.89 ---122743.69 ms/batch
Step 00223050 L_out=0.487 Acc=0.96 ---149367.01 ms/batch
Step 00223100 L_out=0.481 Acc=0.96 ---175793.47 ms/batch
Step 00223150 L_out=0.132 Acc=0.97 ---202780.77 ms/batch
Step 00223200 L_out=0.249 Acc=0.96 ---230392.70 ms/batch
Step 00223250 L_out=0.769 Acc=0.94 ---258238.75 ms/batch
Step 00223300 L_out=0.320 Acc=0.95 ---286611.08 ms/batch
Step 00223350 L_out=0.695 Acc=0.91 ---314972.18 ms/batch
Step 00223400 L_out=0.278 Acc=0.96 ---343821.92 ms/batch
Round 13 | epoch=4, train costTime=368.52666783332825, | total_activation_sum=57228755
Round 13 | epoch=5, current m_iou=0.8699644067911025
Round 13 | Best m_IoU is: 0.870, OA is: 0.959 | val costTime=83.22303891181946
Round 13 | ****EPOCH 5****
Step 00223450 L_out=0.135 Acc=0.98 --- 2722.28 ms/batch
Step 00223500 L_out=0.607 Acc=0.91 ---30719.45 ms/batch
Step 00223550 L_out=0.375 Acc=0.97 ---58927.64 ms/batch
Step 00223600 L_out=0.718 Acc=0.97 ---87251.04 ms/batch
Step 00223650 L_out=0.675 Acc=0.83 ---114836.46 ms/batch
Step 00223700 L_out=0.474 Acc=0.94 ---142807.43 ms/batch
Step 00223750 L_out=0.623 Acc=0.96 ---169472.30 ms/batch
Step 00223800 L_out=0.639 Acc=0.93 ---197088.72 ms/batch
Step 00223850 L_out=0.261 Acc=0.98 ---224793.74 ms/batch
Step 00223900 L_out=0.581 Acc=0.95 ---251570.39 ms/batch
Step 00223950 L_out=0.338 Acc=0.94 ---280129.11 ms/batch
Step 00224000 L_out=0.372 Acc=0.95 ---309157.08 ms/batch
Step 00224050 L_out=0.332 Acc=0.97 ---337529.79 ms/batch
Step 00224100 L_out=0.540 Acc=0.97 ---365807.83 ms/batch
Round 13 | epoch=5, train costTime=372.46931076049805, | total_activation_sum=57428627
Round 13 | epoch=6, current m_iou=0.8806055386148551
Round 13 | Best m_IoU is: 0.881, OA is: 0.964 | val costTime=83.24032425880432
Round 13 | ****EPOCH 6****
Step 00224150 L_out=0.309 Acc=0.97 ---21516.52 ms/batch
Step 00224200 L_out=0.368 Acc=0.97 ---49431.64 ms/batch
Step 00224250 L_out=0.080 Acc=0.98 ---77530.56 ms/batch
Step 00224300 L_out=0.594 Acc=0.95 ---106123.86 ms/batch
Step 00224350 L_out=0.390 Acc=0.92 ---133728.50 ms/batch
Step 00224400 L_out=0.250 Acc=0.95 ---161218.86 ms/batch
Step 00224450 L_out=0.583 Acc=0.96 ---188879.09 ms/batch
Step 00224500 L_out=0.415 Acc=0.97 ---217082.26 ms/batch
Step 00224550 L_out=0.245 Acc=0.94 ---244684.84 ms/batch
Step 00224600 L_out=0.340 Acc=0.96 ---271862.26 ms/batch
Step 00224650 L_out=0.328 Acc=0.94 ---300228.96 ms/batch
Step 00224700 L_out=0.141 Acc=0.99 ---328221.68 ms/batch
Step 00224750 L_out=0.461 Acc=0.97 ---357148.85 ms/batch
Round 13 | epoch=6, train costTime=373.919718503952, | total_activation_sum=57565036
Round 13 | epoch=7, current m_iou=0.8852845530508482
Round 13 | Best m_IoU is: 0.885, OA is: 0.967 | val costTime=89.00001454353333
Round 13 | ****EPOCH 7****
Step 00224800 L_out=0.512 Acc=0.95 ---11986.16 ms/batch
Step 00224850 L_out=0.868 Acc=0.93 ---40173.58 ms/batch
Step 00224900 L_out=0.582 Acc=0.94 ---68539.50 ms/batch
Step 00224950 L_out=0.275 Acc=0.96 ---97055.78 ms/batch
Step 00225000 L_out=0.305 Acc=0.97 ---125463.99 ms/batch
Step 00225050 L_out=0.679 Acc=0.91 ---153518.26 ms/batch
Step 00225100 L_out=0.452 Acc=0.94 ---180844.20 ms/batch
Step 00225150 L_out=0.811 Acc=0.94 ---208226.13 ms/batch
Step 00225200 L_out=0.349 Acc=0.94 ---235098.48 ms/batch
Step 00225250 L_out=0.685 Acc=0.91 ---261678.72 ms/batch
Step 00225300 L_out=0.676 Acc=0.93 ---289915.60 ms/batch
Step 00225350 L_out=0.411 Acc=0.96 ---317525.35 ms/batch
Step 00225400 L_out=0.165 Acc=0.98 ---344987.89 ms/batch
Round 13 | epoch=7, train costTime=370.85642409324646, | total_activation_sum=57498649
Round 13 | epoch=8, current m_iou=0.8934845102403413
Round 13 | Best m_IoU is: 0.893, OA is: 0.968 | val costTime=87.6056489944458
Round 13 | ****EPOCH 8****
Step 00225450 L_out=0.546 Acc=0.95 --- 2277.69 ms/batch
Step 00225500 L_out=0.364 Acc=0.95 ---30685.89 ms/batch
Step 00225550 L_out=0.442 Acc=0.95 ---60011.11 ms/batch
Step 00225600 L_out=0.305 Acc=0.94 ---87954.03 ms/batch
Step 00225650 L_out=0.188 Acc=0.99 ---115837.84 ms/batch
Step 00225700 L_out=0.579 Acc=0.94 ---144074.77 ms/batch
Step 00225750 L_out=0.281 Acc=0.95 ---172621.74 ms/batch
Step 00225800 L_out=0.278 Acc=0.98 ---199203.61 ms/batch
Step 00225850 L_out=0.932 Acc=0.94 ---226192.96 ms/batch
Step 00225900 L_out=0.633 Acc=0.94 ---253641.58 ms/batch
Step 00225950 L_out=0.178 Acc=0.98 ---281653.36 ms/batch
Step 00226000 L_out=0.448 Acc=0.94 ---311095.96 ms/batch
Step 00226050 L_out=0.499 Acc=0.95 ---339158.48 ms/batch
Step 00226100 L_out=0.343 Acc=0.98 ---367282.03 ms/batch
Round 13 | epoch=8, train costTime=374.45602011680603, | total_activation_sum=57512109
Round 13 | epoch=9, current m_iou=0.8936901167782827
Round 13 | Best m_IoU is: 0.894, OA is: 0.968 | val costTime=85.44746947288513
Round 13 | ****EPOCH 9****
Step 00226150 L_out=0.683 Acc=0.92 ---20821.62 ms/batch
Step 00226200 L_out=0.209 Acc=0.99 ---48714.17 ms/batch
Step 00226250 L_out=0.783 Acc=0.93 ---76850.04 ms/batch
Step 00226300 L_out=0.415 Acc=0.97 ---104410.40 ms/batch
Step 00226350 L_out=0.446 Acc=0.95 ---132127.65 ms/batch
Step 00226400 L_out=0.138 Acc=0.95 ---159708.27 ms/batch
Step 00226450 L_out=0.477 Acc=0.94 ---187132.26 ms/batch
Step 00226500 L_out=0.531 Acc=0.96 ---214578.95 ms/batch
Step 00226550 L_out=0.335 Acc=0.96 ---241392.22 ms/batch
Step 00226600 L_out=0.614 Acc=0.94 ---269022.88 ms/batch
Step 00226650 L_out=0.261 Acc=0.98 ---295965.26 ms/batch
Step 00226700 L_out=0.178 Acc=0.99 ---324161.00 ms/batch
Step 00226750 L_out=0.293 Acc=0.97 ---352535.53 ms/batch
Round 13 | epoch=9, train costTime=369.2206485271454, | total_activation_sum=57692486
Round 13 | epoch=10, current m_iou=0.8865772061057002
Round 13 | Best m_IoU is: 0.894, OA is: 0.968 | val costTime=98.14698958396912
Round 13 | ****EPOCH 10****
Step 00226800 L_out=0.398 Acc=0.89 ---11186.29 ms/batch
Step 00226850 L_out=0.440 Acc=0.96 ---39373.90 ms/batch
Step 00226900 L_out=0.228 Acc=0.95 ---68000.56 ms/batch
Step 00226950 L_out=0.342 Acc=0.98 ---96020.91 ms/batch
Step 00227000 L_out=0.196 Acc=0.94 ---123996.36 ms/batch
Step 00227050 L_out=0.497 Acc=0.94 ---151777.06 ms/batch
Step 00227100 L_out=0.284 Acc=0.96 ---179776.71 ms/batch
Step 00227150 L_out=0.379 Acc=0.96 ---207627.82 ms/batch
Step 00227200 L_out=0.247 Acc=0.96 ---235062.34 ms/batch
Step 00227250 L_out=0.800 Acc=0.93 ---261977.97 ms/batch
Step 00227300 L_out=0.280 Acc=0.96 ---288586.72 ms/batch
Step 00227350 L_out=0.236 Acc=0.97 ---316560.23 ms/batch
Step 00227400 L_out=0.761 Acc=0.91 ---344902.93 ms/batch
Round 13 | epoch=10, train costTime=370.83847665786743, | total_activation_sum=57279067
Round 13 | epoch=11, current m_iou=0.8952533054966676
Round 13 | Best m_IoU is: 0.895, OA is: 0.970 | val costTime=87.51774430274963
Round 13 | ****EPOCH 11****
Step 00227450 L_out=0.448 Acc=0.96 --- 1739.14 ms/batch
Step 00227500 L_out=0.265 Acc=0.96 ---29440.02 ms/batch
Step 00227550 L_out=0.298 Acc=0.97 ---57035.38 ms/batch
Step 00227600 L_out=1.675 Acc=0.87 ---84912.45 ms/batch
Step 00227650 L_out=0.130 Acc=0.96 ---112957.31 ms/batch
Step 00227700 L_out=0.459 Acc=0.93 ---141929.08 ms/batch
Step 00227750 L_out=0.518 Acc=0.97 ---170448.96 ms/batch
Step 00227800 L_out=0.194 Acc=0.96 ---199347.83 ms/batch
Step 00227850 L_out=0.226 Acc=0.97 ---226541.70 ms/batch
Step 00227900 L_out=0.191 Acc=0.94 ---254171.20 ms/batch
Step 00227950 L_out=0.155 Acc=0.97 ---280465.05 ms/batch
Step 00228000 L_out=0.334 Acc=0.97 ---307840.25 ms/batch
Step 00228050 L_out=0.734 Acc=0.93 ---335899.92 ms/batch
Step 00228100 L_out=0.432 Acc=0.97 ---363852.60 ms/batch
Round 13 | epoch=11, train costTime=371.7040774822235, | total_activation_sum=57420820
Round 13 | epoch=12, current m_iou=0.8900887072793349
Round 13 | Best m_IoU is: 0.895, OA is: 0.970 | val costTime=101.51569104194641
Round 13 | ****EPOCH 12****
Step 00228150 L_out=0.318 Acc=0.93 ---20983.95 ms/batch
Step 00228200 L_out=0.194 Acc=0.97 ---48990.53 ms/batch
Step 00228250 L_out=0.366 Acc=0.96 ---77008.78 ms/batch
Step 00228300 L_out=0.308 Acc=0.96 ---105714.31 ms/batch
Step 00228350 L_out=0.291 Acc=0.98 ---133644.99 ms/batch
Step 00228400 L_out=0.349 Acc=0.98 ---161664.54 ms/batch
Step 00228450 L_out=0.202 Acc=0.98 ---189021.39 ms/batch
Step 00228500 L_out=0.247 Acc=0.94 ---216190.52 ms/batch
Step 00228550 L_out=0.421 Acc=0.93 ---242749.01 ms/batch
Step 00228600 L_out=0.630 Acc=0.97 ---270357.64 ms/batch
Step 00228650 L_out=0.434 Acc=0.96 ---296822.70 ms/batch
Step 00228700 L_out=0.249 Acc=0.93 ---325528.93 ms/batch
Step 00228750 L_out=0.299 Acc=0.95 ---354152.07 ms/batch
Round 13 | epoch=12, train costTime=371.41794085502625, | total_activation_sum=57465973
Round 13 | epoch=13, current m_iou=0.891884394364197
Round 13 | Best m_IoU is: 0.895, OA is: 0.970 | val costTime=92.63047122955322
Round 13 | ****EPOCH 13****
Step 00228800 L_out=0.502 Acc=0.95 ---10858.40 ms/batch
Step 00228850 L_out=0.230 Acc=0.96 ---38851.36 ms/batch
Step 00228900 L_out=0.214 Acc=0.95 ---66895.39 ms/batch
Step 00228950 L_out=0.463 Acc=0.94 ---95353.75 ms/batch
Step 00229000 L_out=0.520 Acc=0.93 ---123916.61 ms/batch
Step 00229050 L_out=0.208 Acc=0.97 ---152330.16 ms/batch
Step 00229100 L_out=0.477 Acc=0.95 ---179727.07 ms/batch
Step 00229150 L_out=0.393 Acc=0.96 ---208348.39 ms/batch
Step 00229200 L_out=0.452 Acc=0.94 ---235532.36 ms/batch
Step 00229250 L_out=0.583 Acc=0.95 ---262531.01 ms/batch
Step 00229300 L_out=0.364 Acc=0.97 ---289017.89 ms/batch
Step 00229350 L_out=0.320 Acc=0.97 ---316061.24 ms/batch
Step 00229400 L_out=0.427 Acc=0.96 ---344017.69 ms/batch
Round 13 | epoch=13, train costTime=371.2670850753784, | total_activation_sum=57400743
Round 13 | epoch=14, current m_iou=0.8695317905788893
Round 13 | Best m_IoU is: 0.895, OA is: 0.970 | val costTime=94.5576503276825
Round 13 | ****EPOCH 14****
Step 00229450 L_out=0.273 Acc=0.97 --- 1056.47 ms/batch
Step 00229500 L_out=0.279 Acc=0.96 ---28733.74 ms/batch
Step 00229550 L_out=0.507 Acc=0.95 ---56682.43 ms/batch
Step 00229600 L_out=0.479 Acc=0.97 ---84669.55 ms/batch
Step 00229650 L_out=0.596 Acc=0.93 ---112434.98 ms/batch
Step 00229700 L_out=0.409 Acc=0.94 ---139992.92 ms/batch
Step 00229750 L_out=0.212 Acc=0.98 ---167544.74 ms/batch
Step 00229800 L_out=0.520 Acc=0.96 ---195517.23 ms/batch
Step 00229850 L_out=0.183 Acc=0.98 ---223195.91 ms/batch
Step 00229900 L_out=0.285 Acc=0.96 ---249846.97 ms/batch
Step 00229950 L_out=0.441 Acc=0.95 ---276354.98 ms/batch
Step 00230000 L_out=0.490 Acc=0.95 ---299761.70 ms/batch
Step 00230050 L_out=0.504 Acc=0.93 ---323148.33 ms/batch
Step 00230100 L_out=0.649 Acc=0.93 ---345848.73 ms/batch
Round 13 | epoch=14, train costTime=352.6169967651367, | total_activation_sum=57623771
Round 13 | epoch=15, current m_iou=0.893417149084316
Round 13 | Best m_IoU is: 0.895, OA is: 0.970 | val costTime=56.448559045791626
Round 13 | ****EPOCH 15****
Step 00230150 L_out=0.310 Acc=0.98 ---16055.77 ms/batch
Step 00230200 L_out=0.598 Acc=0.93 ---42993.33 ms/batch
Step 00230250 L_out=0.298 Acc=0.95 ---70871.19 ms/batch
Step 00230300 L_out=0.413 Acc=0.92 ---98694.08 ms/batch
Step 00230350 L_out=0.334 Acc=0.95 ---127267.63 ms/batch
Step 00230400 L_out=0.222 Acc=0.96 ---155375.38 ms/batch
Step 00230450 L_out=0.383 Acc=0.98 ---183754.35 ms/batch
Step 00230500 L_out=0.309 Acc=0.97 ---211698.52 ms/batch
Step 00230550 L_out=0.224 Acc=0.97 ---239106.36 ms/batch
