Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.012 Acc=0.60 ---30871.29 ms/batch
Step 00000100 L_out=0.066 Acc=0.06 ---58923.83 ms/batch
Step 00000150 L_out=0.029 Acc=0.26 ---86947.67 ms/batch
Step 00000200 L_out=0.009 Acc=0.50 ---115345.13 ms/batch
Step 00000250 L_out=0.192 Acc=0.48 ---143750.02 ms/batch
Step 00000300 L_out=0.063 Acc=0.58 ---172015.94 ms/batch
Step 00000350 L_out=0.050 Acc=0.38 ---199669.59 ms/batch
Step 00000400 L_out=0.034 Acc=0.61 ---227553.75 ms/batch
Step 00000450 L_out=0.080 Acc=0.46 ---254330.67 ms/batch
Step 00000500 L_out=0.130 Acc=0.62 ---278412.02 ms/batch
Step 00000550 L_out=0.196 Acc=0.36 ---303570.55 ms/batch
Step 00000600 L_out=0.107 Acc=0.74 ---333547.18 ms/batch
Step 00000650 L_out=0.068 Acc=0.58 ---362794.94 ms/batch
Round 2 | epoch=0, train costTime=372.41504764556885, | total_activation_sum=1655654
Round 2 | epoch=1, current m_iou=0.3078145624650718
Round 2 | Best m_IoU is: 0.308, OA is: 0.612 | val costTime=70.78703618049622
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.053 Acc=0.36 ---18507.96 ms/batch
Step 00000750 L_out=0.064 Acc=0.62 ---46879.42 ms/batch
Step 00000800 L_out=0.037 Acc=0.57 ---75407.38 ms/batch
Step 00000850 L_out=0.073 Acc=0.65 ---103863.43 ms/batch
Step 00000900 L_out=0.103 Acc=0.50 ---132046.24 ms/batch
Step 00000950 L_out=0.032 Acc=0.68 ---160103.40 ms/batch
Step 00001000 L_out=0.577 Acc=0.31 ---188378.51 ms/batch
Step 00001050 L_out=0.030 Acc=0.48 ---216493.60 ms/batch
Step 00001100 L_out=0.207 Acc=0.31 ---243873.07 ms/batch
Step 00001150 L_out=0.129 Acc=0.47 ---271221.61 ms/batch
Step 00001200 L_out=0.115 Acc=0.59 ---300624.90 ms/batch
Step 00001250 L_out=0.031 Acc=0.23 ---328549.69 ms/batch
Step 00001300 L_out=0.066 Acc=0.55 ---357259.58 ms/batch
Round 2 | epoch=1, train costTime=375.8905966281891, | total_activation_sum=1456646
Round 2 | epoch=2, current m_iou=0.3982624856833782
Round 2 | Best m_IoU is: 0.398, OA is: 0.672 | val costTime=78.47018027305603
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.030 Acc=0.54 --- 9110.37 ms/batch
Step 00001400 L_out=0.029 Acc=0.59 ---36951.58 ms/batch
Step 00001450 L_out=0.012 Acc=0.53 ---64689.81 ms/batch
Step 00001500 L_out=0.015 Acc=0.59 ---92705.72 ms/batch
Step 00001550 L_out=0.048 Acc=0.45 ---120264.14 ms/batch
Step 00001600 L_out=0.040 Acc=0.55 ---147946.57 ms/batch
Step 00001650 L_out=0.033 Acc=0.58 ---175949.66 ms/batch
Step 00001700 L_out=0.026 Acc=0.65 ---203924.63 ms/batch
Step 00001750 L_out=0.229 Acc=0.42 ---231430.22 ms/batch
Step 00001800 L_out=0.068 Acc=0.52 ---259910.21 ms/batch
Step 00001850 L_out=0.021 Acc=0.70 ---288482.43 ms/batch
Step 00001900 L_out=0.135 Acc=0.42 ---317329.79 ms/batch
Step 00001950 L_out=0.029 Acc=0.64 ---345404.46 ms/batch
Step 00002000 L_out=0.099 Acc=0.53 ---373285.23 ms/batch
Round 2 | epoch=2, train costTime=373.84717535972595, | total_activation_sum=1595041
Round 2 | epoch=3, current m_iou=0.36188971007170406
Round 2 | Best m_IoU is: 0.398, OA is: 0.672 | val costTime=69.0891261100769
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.208 Acc=0.49 ---27202.24 ms/batch
Step 00002100 L_out=0.162 Acc=0.71 ---55667.39 ms/batch
Step 00002150 L_out=0.265 Acc=0.61 ---83526.27 ms/batch
Step 00002200 L_out=0.014 Acc=0.64 ---111503.44 ms/batch
Step 00002250 L_out=0.031 Acc=0.50 ---139779.76 ms/batch
Step 00002300 L_out=0.018 Acc=0.74 ---168160.83 ms/batch
Step 00002350 L_out=0.025 Acc=0.44 ---195993.92 ms/batch
Step 00002400 L_out=0.072 Acc=0.79 ---223838.57 ms/batch
Step 00002450 L_out=0.018 Acc=0.65 ---251385.14 ms/batch
Step 00002500 L_out=0.080 Acc=0.67 ---279827.40 ms/batch
Step 00002550 L_out=0.020 Acc=0.58 ---308351.23 ms/batch
Step 00002600 L_out=0.030 Acc=0.65 ---336869.78 ms/batch
Step 00002650 L_out=0.025 Acc=0.67 ---365033.38 ms/batch
Round 2 | epoch=3, train costTime=374.94936442375183, | total_activation_sum=1491828
Round 2 | epoch=4, current m_iou=0.4755312012282109
Round 2 | Best m_IoU is: 0.476, OA is: 0.748 | val costTime=82.39118337631226
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.066 Acc=0.47 ---17619.36 ms/batch
Step 00002750 L_out=0.035 Acc=0.64 ---45293.52 ms/batch
Step 00002800 L_out=0.089 Acc=0.70 ---73047.38 ms/batch
Step 00002850 L_out=0.010 Acc=0.67 ---101452.16 ms/batch
Step 00002900 L_out=0.260 Acc=0.32 ---129144.73 ms/batch
Step 00002950 L_out=0.032 Acc=0.70 ---156966.89 ms/batch
Step 00003000 L_out=0.166 Acc=0.61 ---185971.22 ms/batch
Step 00003050 L_out=0.044 Acc=0.66 ---214355.62 ms/batch
Step 00003100 L_out=0.094 Acc=0.47 ---242420.37 ms/batch
Step 00003150 L_out=0.051 Acc=0.77 ---271049.75 ms/batch
Step 00003200 L_out=0.021 Acc=0.54 ---299990.30 ms/batch
Step 00003250 L_out=0.032 Acc=0.55 ---327990.78 ms/batch
Step 00003300 L_out=0.181 Acc=0.70 ---355686.61 ms/batch
Round 2 | epoch=4, train costTime=375.1030979156494, | total_activation_sum=1571292
Round 2 | epoch=5, current m_iou=0.464096177846475
Round 2 | Best m_IoU is: 0.476, OA is: 0.748 | val costTime=81.4650514125824
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.027 Acc=0.49 --- 8445.75 ms/batch
Step 00003400 L_out=0.009 Acc=0.47 ---35965.72 ms/batch
Step 00003450 L_out=0.064 Acc=0.77 ---64304.83 ms/batch
Step 00003500 L_out=0.022 Acc=0.57 ---92231.76 ms/batch
Step 00003550 L_out=0.016 Acc=0.52 ---119842.43 ms/batch
Step 00003600 L_out=0.003 Acc=0.70 ---148289.53 ms/batch
Step 00003650 L_out=0.011 Acc=0.76 ---176126.87 ms/batch
Step 00003700 L_out=0.022 Acc=0.67 ---204725.47 ms/batch
Step 00003750 L_out=0.663 Acc=0.74 ---232443.45 ms/batch
Step 00003800 L_out=0.012 Acc=0.81 ---260924.37 ms/batch
Step 00003850 L_out=0.010 Acc=0.43 ---288813.16 ms/batch
Step 00003900 L_out=0.031 Acc=0.70 ---317765.76 ms/batch
Step 00003950 L_out=0.220 Acc=0.61 ---345490.07 ms/batch
Step 00004000 L_out=0.017 Acc=0.66 ---373406.74 ms/batch
Round 2 | epoch=5, train costTime=374.511825799942, | total_activation_sum=1506505
Round 2 | epoch=6, current m_iou=0.5374634467514809
Round 2 | Best m_IoU is: 0.537, OA is: 0.734 | val costTime=71.95028305053711
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.018 Acc=0.68 ---27159.17 ms/batch
Step 00004100 L_out=0.016 Acc=0.56 ---54726.54 ms/batch
Step 00004150 L_out=0.227 Acc=0.46 ---82258.05 ms/batch
Step 00004200 L_out=0.026 Acc=0.64 ---110103.10 ms/batch
Step 00004250 L_out=0.012 Acc=0.75 ---137992.48 ms/batch
Step 00004300 L_out=0.030 Acc=0.78 ---165398.26 ms/batch
Step 00004350 L_out=0.127 Acc=0.77 ---193036.49 ms/batch
Step 00004400 L_out=0.023 Acc=0.59 ---220504.20 ms/batch
Step 00004450 L_out=0.036 Acc=0.71 ---247783.66 ms/batch
Step 00004500 L_out=0.046 Acc=0.61 ---276562.75 ms/batch
Step 00004550 L_out=0.037 Acc=0.76 ---304389.49 ms/batch
Step 00004600 L_out=0.143 Acc=0.67 ---332651.35 ms/batch
Step 00004650 L_out=0.020 Acc=0.74 ---360888.42 ms/batch
Round 2 | epoch=6, train costTime=371.5210282802582, | total_activation_sum=1512824
Round 2 | epoch=7, current m_iou=0.5606021342668568
Round 2 | Best m_IoU is: 0.561, OA is: 0.774 | val costTime=79.1391327381134
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.037 Acc=0.75 ---17411.13 ms/batch
Step 00004750 L_out=0.071 Acc=0.69 ---45056.47 ms/batch
Step 00004800 L_out=0.035 Acc=0.80 ---72744.70 ms/batch
Step 00004850 L_out=0.013 Acc=0.81 ---101028.29 ms/batch
Step 00004900 L_out=0.325 Acc=0.74 ---128707.54 ms/batch
Step 00004950 L_out=0.020 Acc=0.46 ---157644.73 ms/batch
Step 00005000 L_out=0.036 Acc=0.64 ---185903.81 ms/batch
Step 00005050 L_out=0.010 Acc=0.83 ---213863.37 ms/batch
Step 00005100 L_out=0.033 Acc=0.52 ---241960.04 ms/batch
Step 00005150 L_out=0.004 Acc=0.77 ---269685.19 ms/batch
Step 00005200 L_out=0.008 Acc=0.74 ---299085.12 ms/batch
Step 00005250 L_out=0.097 Acc=0.79 ---328139.49 ms/batch
Step 00005300 L_out=0.047 Acc=0.59 ---356724.83 ms/batch
Round 2 | epoch=7, train costTime=376.8204653263092, | total_activation_sum=1520515
Round 2 | epoch=8, current m_iou=0.5467719483219615
Round 2 | Best m_IoU is: 0.561, OA is: 0.774 | val costTime=81.93169212341309
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.015 Acc=0.61 --- 8030.92 ms/batch
Step 00005400 L_out=0.010 Acc=0.51 ---36313.86 ms/batch
Step 00005450 L_out=0.037 Acc=0.52 ---64292.61 ms/batch
Step 00005500 L_out=0.016 Acc=0.77 ---91884.42 ms/batch
Step 00005550 L_out=0.007 Acc=0.66 ---120071.56 ms/batch
Step 00005600 L_out=0.023 Acc=0.63 ---147447.24 ms/batch
Step 00005650 L_out=0.017 Acc=0.80 ---175650.36 ms/batch
Step 00005700 L_out=0.026 Acc=0.75 ---203339.38 ms/batch
Step 00005750 L_out=0.034 Acc=0.76 ---231095.24 ms/batch
Step 00005800 L_out=0.019 Acc=0.74 ---258583.19 ms/batch
Step 00005850 L_out=0.004 Acc=0.82 ---285771.25 ms/batch
Step 00005900 L_out=0.002 Acc=0.84 ---312771.10 ms/batch
Step 00005950 L_out=0.052 Acc=0.57 ---340626.96 ms/batch
Step 00006000 L_out=0.083 Acc=0.60 ---368739.66 ms/batch
Round 2 | epoch=8, train costTime=370.487197637558, | total_activation_sum=1517550
Round 2 | epoch=9, current m_iou=0.45069977172628817
Round 2 | Best m_IoU is: 0.561, OA is: 0.774 | val costTime=76.71123576164246
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.088 Acc=0.68 ---26790.31 ms/batch
Step 00006100 L_out=0.101 Acc=0.56 ---55064.01 ms/batch
Step 00006150 L_out=0.021 Acc=0.71 ---82938.71 ms/batch
Step 00006200 L_out=0.019 Acc=0.52 ---111210.68 ms/batch
Step 00006250 L_out=0.036 Acc=0.79 ---139006.21 ms/batch
Step 00006300 L_out=0.063 Acc=0.82 ---167872.24 ms/batch
Step 00006350 L_out=0.041 Acc=0.83 ---195726.78 ms/batch
Step 00006400 L_out=0.058 Acc=0.78 ---223500.06 ms/batch
Step 00006450 L_out=0.047 Acc=0.82 ---251137.06 ms/batch
Step 00006500 L_out=0.065 Acc=0.53 ---279576.91 ms/batch
Step 00006550 L_out=0.057 Acc=0.76 ---307567.01 ms/batch
Step 00006600 L_out=0.010 Acc=0.74 ---336038.13 ms/batch
Step 00006650 L_out=0.003 Acc=0.72 ---363560.82 ms/batch
Round 2 | epoch=9, train costTime=374.37000274658203, | total_activation_sum=1556065
Round 2 | epoch=10, current m_iou=0.5579419115398658
Round 2 | Best m_IoU is: 0.561, OA is: 0.774 | val costTime=79.39797782897949
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.049 Acc=0.64 ---17162.01 ms/batch
Step 00006750 L_out=0.014 Acc=0.73 ---45726.17 ms/batch
Step 00006800 L_out=0.021 Acc=0.68 ---74150.23 ms/batch
Step 00006850 L_out=0.026 Acc=0.78 ---102759.91 ms/batch
Step 00006900 L_out=0.037 Acc=0.78 ---131470.80 ms/batch
Step 00006950 L_out=0.018 Acc=0.64 ---159476.34 ms/batch
Step 00007000 L_out=0.021 Acc=0.61 ---188295.75 ms/batch
Step 00007050 L_out=0.059 Acc=0.38 ---216061.67 ms/batch
Step 00007100 L_out=0.031 Acc=0.81 ---244028.76 ms/batch
Step 00007150 L_out=0.021 Acc=0.79 ---272325.87 ms/batch
Step 00007200 L_out=0.034 Acc=0.84 ---300029.23 ms/batch
Step 00007250 L_out=0.014 Acc=0.88 ---328717.94 ms/batch
Step 00007300 L_out=0.038 Acc=0.69 ---357133.07 ms/batch
Round 2 | epoch=10, train costTime=377.73190116882324, | total_activation_sum=1547973
Round 2 | epoch=11, current m_iou=0.5746386224709608
Round 2 | Best m_IoU is: 0.575, OA is: 0.808 | val costTime=89.94774913787842
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.096 Acc=0.79 --- 7439.08 ms/batch
Step 00007400 L_out=0.032 Acc=0.60 ---35177.45 ms/batch
Step 00007450 L_out=0.008 Acc=0.76 ---63616.78 ms/batch
Step 00007500 L_out=0.023 Acc=0.60 ---91368.13 ms/batch
Step 00007550 L_out=0.059 Acc=0.74 ---119599.59 ms/batch
Step 00007600 L_out=0.055 Acc=0.61 ---147667.05 ms/batch
Step 00007650 L_out=0.009 Acc=0.76 ---176004.41 ms/batch
Step 00007700 L_out=0.097 Acc=0.60 ---204500.82 ms/batch
Step 00007750 L_out=0.025 Acc=0.83 ---232331.74 ms/batch
Step 00007800 L_out=0.039 Acc=0.76 ---259284.42 ms/batch
Step 00007850 L_out=0.003 Acc=0.77 ---286733.28 ms/batch
Step 00007900 L_out=0.111 Acc=0.70 ---313253.28 ms/batch
Step 00007950 L_out=0.009 Acc=0.72 ---341028.20 ms/batch
Step 00008000 L_out=0.033 Acc=0.56 ---369000.01 ms/batch
Round 2 | epoch=11, train costTime=371.18277382850647, | total_activation_sum=1513608
Round 2 | epoch=12, current m_iou=0.5545101703650326
Round 2 | Best m_IoU is: 0.575, OA is: 0.808 | val costTime=79.83749771118164
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.031 Acc=0.85 ---25810.29 ms/batch
Step 00008100 L_out=0.029 Acc=0.73 ---53726.82 ms/batch
Step 00008150 L_out=0.020 Acc=0.79 ---82453.77 ms/batch
Step 00008200 L_out=0.050 Acc=0.80 ---110025.17 ms/batch
Step 00008250 L_out=0.015 Acc=0.74 ---138078.76 ms/batch
Step 00008300 L_out=0.027 Acc=0.83 ---166154.92 ms/batch
Step 00008350 L_out=0.010 Acc=0.79 ---194018.14 ms/batch
Step 00008400 L_out=0.034 Acc=0.70 ---222084.37 ms/batch
Step 00008450 L_out=0.022 Acc=0.74 ---250059.61 ms/batch
Step 00008500 L_out=0.024 Acc=0.74 ---277706.90 ms/batch
Step 00008550 L_out=0.007 Acc=0.72 ---305546.17 ms/batch
Step 00008600 L_out=0.017 Acc=0.84 ---333005.57 ms/batch
Step 00008650 L_out=0.007 Acc=0.80 ---359287.18 ms/batch
Round 2 | epoch=12, train costTime=371.12846517562866, | total_activation_sum=1495359
Round 2 | epoch=13, current m_iou=0.5980506271763463
Round 2 | Best m_IoU is: 0.598, OA is: 0.835 | val costTime=73.3591845035553
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.021 Acc=0.72 ---16156.58 ms/batch
Step 00008750 L_out=0.012 Acc=0.57 ---44462.99 ms/batch
Step 00008800 L_out=0.073 Acc=0.84 ---72093.50 ms/batch
Step 00008850 L_out=0.052 Acc=0.67 ---100143.95 ms/batch
Step 00008900 L_out=0.018 Acc=0.82 ---127569.34 ms/batch
Step 00008950 L_out=0.023 Acc=0.75 ---155175.87 ms/batch
Step 00009000 L_out=0.039 Acc=0.70 ---182924.30 ms/batch
Step 00009050 L_out=0.019 Acc=0.52 ---210725.86 ms/batch
Step 00009100 L_out=0.099 Acc=0.46 ---238923.87 ms/batch
Step 00009150 L_out=0.080 Acc=0.78 ---266868.96 ms/batch
Step 00009200 L_out=0.027 Acc=0.68 ---294538.22 ms/batch
Step 00009250 L_out=0.041 Acc=0.27 ---323641.65 ms/batch
Step 00009300 L_out=0.025 Acc=0.84 ---352432.91 ms/batch
Round 2 | epoch=13, train costTime=374.09322571754456, | total_activation_sum=1535398
Round 2 | epoch=14, current m_iou=0.6061116935920617
Round 2 | Best m_IoU is: 0.606, OA is: 0.843 | val costTime=73.64857959747314
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.018 Acc=0.62 --- 6899.10 ms/batch
Step 00009400 L_out=0.072 Acc=0.87 ---34926.37 ms/batch
Step 00009450 L_out=0.009 Acc=0.81 ---63635.38 ms/batch
Step 00009500 L_out=0.008 Acc=0.77 ---91267.11 ms/batch
Step 00009550 L_out=0.028 Acc=0.42 ---119093.78 ms/batch
Step 00009600 L_out=0.036 Acc=0.82 ---147096.56 ms/batch
Step 00009650 L_out=0.046 Acc=0.75 ---175411.24 ms/batch
Step 00009700 L_out=0.015 Acc=0.70 ---203343.97 ms/batch
Step 00009750 L_out=0.022 Acc=0.74 ---231158.61 ms/batch
Step 00009800 L_out=0.005 Acc=0.82 ---258723.30 ms/batch
Step 00009850 L_out=0.036 Acc=0.69 ---286675.73 ms/batch
Step 00009900 L_out=0.044 Acc=0.80 ---314285.81 ms/batch
Step 00009950 L_out=0.041 Acc=0.55 ---342044.85 ms/batch
Step 00010000 L_out=0.008 Acc=0.84 ---369679.70 ms/batch
Round 2 | epoch=14, train costTime=372.5063226222992, | total_activation_sum=1561837
Round 2 | epoch=15, current m_iou=0.6088349429754739
Round 2 | Best m_IoU is: 0.609, OA is: 0.871 | val costTime=70.32131505012512
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.013 Acc=0.82 ---25634.14 ms/batch
Step 00010100 L_out=0.017 Acc=0.47 ---53360.97 ms/batch
Step 00010150 L_out=0.026 Acc=0.80 ---81082.12 ms/batch
Step 00010200 L_out=0.041 Acc=0.77 ---109140.00 ms/batch
Step 00010250 L_out=0.015 Acc=0.75 ---137382.93 ms/batch
Step 00010300 L_out=0.021 Acc=0.75 ---165069.47 ms/batch
Step 00010350 L_out=0.017 Acc=0.59 ---192743.92 ms/batch
Step 00010400 L_out=0.086 Acc=0.81 ---221530.54 ms/batch
Step 00010450 L_out=0.025 Acc=0.79 ---249341.27 ms/batch
Step 00010500 L_out=0.014 Acc=0.69 ---277437.66 ms/batch
Step 00010550 L_out=0.007 Acc=0.69 ---304979.20 ms/batch
Step 00010600 L_out=0.006 Acc=0.72 ---331797.59 ms/batch
Step 00010650 L_out=0.025 Acc=0.73 ---358993.44 ms/batch
Round 2 | epoch=15, train costTime=371.05451917648315, | total_activation_sum=1508555
Round 2 | epoch=16, current m_iou=0.6386148401636962
Round 2 | Best m_IoU is: 0.639, OA is: 0.821 | val costTime=78.32866501808167
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.011 Acc=0.80 ---15963.39 ms/batch
Step 00010750 L_out=0.012 Acc=0.75 ---45331.21 ms/batch
Step 00010800 L_out=0.023 Acc=0.75 ---73557.65 ms/batch
Step 00010850 L_out=0.006 Acc=0.79 ---100985.37 ms/batch
Step 00010900 L_out=0.022 Acc=0.69 ---128538.29 ms/batch
Step 00010950 L_out=0.047 Acc=0.83 ---156530.08 ms/batch
Step 00011000 L_out=0.031 Acc=0.33 ---184029.18 ms/batch
Step 00011050 L_out=0.021 Acc=0.79 ---211773.82 ms/batch
Step 00011100 L_out=0.025 Acc=0.73 ---239601.07 ms/batch
Step 00011150 L_out=0.013 Acc=0.83 ---266918.57 ms/batch
Step 00011200 L_out=0.152 Acc=0.92 ---294701.43 ms/batch
Step 00011250 L_out=0.025 Acc=0.77 ---322546.16 ms/batch
Step 00011300 L_out=0.047 Acc=0.74 ---349944.77 ms/batch
Round 2 | epoch=16, train costTime=371.1905529499054, | total_activation_sum=1546205
Round 2 | epoch=17, current m_iou=0.5815606307310672
Round 2 | Best m_IoU is: 0.639, OA is: 0.821 | val costTime=77.59536576271057
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.026 Acc=0.50 --- 6291.38 ms/batch
Step 00011400 L_out=0.019 Acc=0.83 ---34245.37 ms/batch
Step 00011450 L_out=0.014 Acc=0.75 ---62132.88 ms/batch
Step 00011500 L_out=0.026 Acc=0.81 ---89820.54 ms/batch
Step 00011550 L_out=0.013 Acc=0.87 ---117780.28 ms/batch
Step 00011600 L_out=0.001 Acc=0.76 ---145694.81 ms/batch
Step 00011650 L_out=0.006 Acc=0.84 ---173741.50 ms/batch
Step 00011700 L_out=0.007 Acc=0.69 ---201443.81 ms/batch
Step 00011750 L_out=0.019 Acc=0.81 ---229173.22 ms/batch
Step 00011800 L_out=0.020 Acc=0.77 ---256712.15 ms/batch
Step 00011850 L_out=0.033 Acc=0.77 ---285015.42 ms/batch
Step 00011900 L_out=0.004 Acc=0.61 ---312521.84 ms/batch
Step 00011950 L_out=0.040 Acc=0.83 ---340951.00 ms/batch
Step 00012000 L_out=0.018 Acc=0.78 ---368554.58 ms/batch
Round 2 | epoch=17, train costTime=372.13963770866394, | total_activation_sum=1505178
Round 2 | epoch=18, current m_iou=0.6658057391016992
Round 2 | Best m_IoU is: 0.666, OA is: 0.850 | val costTime=82.38021636009216
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.020 Acc=0.84 ---24364.41 ms/batch
Step 00012100 L_out=0.013 Acc=0.85 ---52406.15 ms/batch
Step 00012150 L_out=0.066 Acc=0.86 ---80204.91 ms/batch
Step 00012200 L_out=0.001 Acc=0.87 ---108859.00 ms/batch
Step 00012250 L_out=0.072 Acc=0.91 ---137164.53 ms/batch
Step 00012300 L_out=0.062 Acc=0.80 ---165342.69 ms/batch
Step 00012350 L_out=0.012 Acc=0.89 ---193843.54 ms/batch
Step 00012400 L_out=0.043 Acc=0.80 ---222058.79 ms/batch
Step 00012450 L_out=0.011 Acc=0.84 ---249969.97 ms/batch
Step 00012500 L_out=0.005 Acc=0.59 ---277793.49 ms/batch
Step 00012550 L_out=0.025 Acc=0.61 ---305936.08 ms/batch
Step 00012600 L_out=0.032 Acc=0.65 ---333756.01 ms/batch
Step 00012650 L_out=0.010 Acc=0.82 ---361458.56 ms/batch
Round 2 | epoch=18, train costTime=374.18532729148865, | total_activation_sum=1579587
Round 2 | epoch=19, current m_iou=0.6490830238275908
Round 2 | Best m_IoU is: 0.666, OA is: 0.850 | val costTime=84.1818175315857
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.014 Acc=0.75 ---15184.83 ms/batch
Step 00012750 L_out=0.025 Acc=0.78 ---43318.07 ms/batch
Step 00012800 L_out=0.015 Acc=0.85 ---71333.48 ms/batch
Step 00012850 L_out=0.020 Acc=0.76 ---99543.87 ms/batch
Step 00012900 L_out=0.009 Acc=0.79 ---127269.12 ms/batch
Step 00012950 L_out=0.012 Acc=0.85 ---155353.46 ms/batch
Step 00013000 L_out=0.057 Acc=0.86 ---183451.62 ms/batch
Step 00013050 L_out=0.009 Acc=0.90 ---211186.84 ms/batch
Step 00013100 L_out=0.016 Acc=0.70 ---239051.32 ms/batch
Step 00013150 L_out=0.010 Acc=0.77 ---266912.23 ms/batch
Step 00013200 L_out=0.008 Acc=0.80 ---294672.49 ms/batch
Step 00013250 L_out=0.184 Acc=0.88 ---322445.51 ms/batch
Step 00013300 L_out=0.017 Acc=0.87 ---350967.39 ms/batch
Round 2 | epoch=19, train costTime=373.73521614074707, | total_activation_sum=1499841
Round 2 | epoch=20, current m_iou=0.6972213779534033
Round 2 | Best m_IoU is: 0.697, OA is: 0.864 | val costTime=78.19616532325745
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.013 Acc=0.62 --- 5578.00 ms/batch
Step 00013400 L_out=0.013 Acc=0.85 ---33506.57 ms/batch
Step 00013450 L_out=0.016 Acc=0.83 ---62348.84 ms/batch
Step 00013500 L_out=0.021 Acc=0.63 ---89985.99 ms/batch
Step 00013550 L_out=0.025 Acc=0.73 ---117897.57 ms/batch
Step 00013600 L_out=0.000 Acc=0.82 ---145762.02 ms/batch
Step 00013650 L_out=0.002 Acc=0.80 ---173592.25 ms/batch
Step 00013700 L_out=0.007 Acc=0.75 ---201641.60 ms/batch
Step 00013750 L_out=0.026 Acc=0.80 ---229403.17 ms/batch
Step 00013800 L_out=0.033 Acc=0.79 ---257188.81 ms/batch
Step 00013850 L_out=0.009 Acc=0.65 ---285773.70 ms/batch
Step 00013900 L_out=0.010 Acc=0.85 ---313894.46 ms/batch
Step 00013950 L_out=0.001 Acc=0.79 ---341628.66 ms/batch
Step 00014000 L_out=0.040 Acc=0.69 ---369703.03 ms/batch
Round 2 | epoch=20, train costTime=373.48527479171753, | total_activation_sum=1533966
Round 2 | epoch=21, current m_iou=0.6824731232421939
Round 2 | Best m_IoU is: 0.697, OA is: 0.864 | val costTime=89.31704425811768
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.011 Acc=0.78 ---24248.06 ms/batch
Step 00014100 L_out=0.011 Acc=0.66 ---51965.75 ms/batch
Step 00014150 L_out=0.019 Acc=0.80 ---80913.12 ms/batch
Step 00014200 L_out=0.044 Acc=0.66 ---109048.72 ms/batch
Step 00014250 L_out=0.006 Acc=0.79 ---137262.66 ms/batch
Step 00014300 L_out=0.022 Acc=0.60 ---165579.33 ms/batch
Step 00014350 L_out=0.024 Acc=0.84 ---193600.33 ms/batch
Step 00014400 L_out=0.009 Acc=0.79 ---221956.31 ms/batch
Step 00014450 L_out=0.010 Acc=0.65 ---250245.61 ms/batch
Step 00014500 L_out=0.027 Acc=0.67 ---278155.80 ms/batch
Step 00014550 L_out=0.022 Acc=0.68 ---306576.31 ms/batch
Step 00014600 L_out=0.074 Acc=0.79 ---334570.99 ms/batch
Step 00014650 L_out=0.008 Acc=0.71 ---362847.84 ms/batch
Round 2 | epoch=21, train costTime=375.90712690353394, | total_activation_sum=1511461
Round 2 | epoch=22, current m_iou=0.659543152493886
Round 2 | Best m_IoU is: 0.697, OA is: 0.864 | val costTime=85.87272572517395
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.010 Acc=0.70 ---14453.57 ms/batch
Step 00014750 L_out=0.014 Acc=0.66 ---41969.23 ms/batch
Step 00014800 L_out=0.004 Acc=0.82 ---70285.74 ms/batch
Step 00014850 L_out=0.010 Acc=0.90 ---98207.43 ms/batch
Step 00014900 L_out=0.016 Acc=0.83 ---127040.39 ms/batch
Step 00014950 L_out=0.021 Acc=0.77 ---155962.88 ms/batch
Step 00015000 L_out=0.024 Acc=0.81 ---183577.94 ms/batch
Step 00015050 L_out=0.006 Acc=0.62 ---212151.53 ms/batch
Step 00015100 L_out=0.014 Acc=0.82 ---239925.36 ms/batch
Step 00015150 L_out=0.004 Acc=0.85 ---268007.24 ms/batch
Step 00015200 L_out=0.015 Acc=0.82 ---296920.69 ms/batch
Step 00015250 L_out=0.021 Acc=0.78 ---324495.41 ms/batch
Step 00015300 L_out=0.044 Acc=0.86 ---352519.85 ms/batch
Round 2 | epoch=22, train costTime=375.56255197525024, | total_activation_sum=1528385
Round 2 | epoch=23, current m_iou=0.6561644266007218
Round 2 | Best m_IoU is: 0.697, OA is: 0.864 | val costTime=90.47222971916199
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.013 Acc=0.78 --- 5542.47 ms/batch
Step 00015400 L_out=0.033 Acc=0.90 ---33559.47 ms/batch
Step 00015450 L_out=0.006 Acc=0.70 ---61469.12 ms/batch
Step 00015500 L_out=0.039 Acc=0.60 ---89412.84 ms/batch
Step 00015550 L_out=0.013 Acc=0.84 ---117118.69 ms/batch
Step 00015600 L_out=0.008 Acc=0.88 ---145102.25 ms/batch
Step 00015650 L_out=0.002 Acc=0.83 ---172685.02 ms/batch
Step 00015700 L_out=0.091 Acc=0.83 ---200582.87 ms/batch
Step 00015750 L_out=0.010 Acc=0.66 ---228129.10 ms/batch
Step 00015800 L_out=0.033 Acc=0.71 ---255948.70 ms/batch
Step 00015850 L_out=0.005 Acc=0.68 ---283555.46 ms/batch
Step 00015900 L_out=0.019 Acc=0.79 ---311735.85 ms/batch
Step 00015950 L_out=0.012 Acc=0.87 ---340133.88 ms/batch
Step 00016000 L_out=0.006 Acc=0.86 ---368153.77 ms/batch
Round 2 | epoch=23, train costTime=372.30671429634094, | total_activation_sum=1570298
Round 2 | epoch=24, current m_iou=0.6667639976705769
Round 2 | Best m_IoU is: 0.697, OA is: 0.864 | val costTime=82.41570711135864
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.032 Acc=0.84 ---24246.22 ms/batch
Step 00016100 L_out=0.008 Acc=0.91 ---52800.21 ms/batch
Step 00016150 L_out=0.010 Acc=0.73 ---80603.23 ms/batch
Step 00016200 L_out=0.050 Acc=0.80 ---108581.46 ms/batch
Step 00016250 L_out=0.025 Acc=0.81 ---136904.56 ms/batch
Step 00016300 L_out=0.031 Acc=0.84 ---165054.29 ms/batch
Step 00016350 L_out=0.005 Acc=0.88 ---193256.70 ms/batch
Step 00016400 L_out=0.040 Acc=0.70 ---221240.78 ms/batch
Step 00016450 L_out=0.073 Acc=0.80 ---248580.77 ms/batch
Step 00016500 L_out=0.020 Acc=0.62 ---276197.91 ms/batch
Step 00016550 L_out=0.018 Acc=0.84 ---304189.03 ms/batch
Step 00016600 L_out=0.009 Acc=0.77 ---331849.95 ms/batch
Step 00016650 L_out=0.051 Acc=0.81 ---359838.64 ms/batch
Round 2 | epoch=24, train costTime=373.6630344390869, | total_activation_sum=1529569
Round 2 | epoch=25, current m_iou=0.6334146283239306
Round 2 | Best m_IoU is: 0.697, OA is: 0.864 | val costTime=83.01111769676208
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.011 Acc=0.74 ---13674.33 ms/batch
Step 00016750 L_out=0.007 Acc=0.82 ---41444.99 ms/batch
Step 00016800 L_out=0.035 Acc=0.83 ---69973.23 ms/batch
Step 00016850 L_out=0.020 Acc=0.88 ---97952.28 ms/batch
Step 00016900 L_out=0.011 Acc=0.79 ---125588.72 ms/batch
Step 00016950 L_out=0.011 Acc=0.79 ---153752.79 ms/batch
Step 00017000 L_out=0.011 Acc=0.61 ---182046.82 ms/batch
Step 00017050 L_out=0.014 Acc=0.82 ---210198.41 ms/batch
Step 00017100 L_out=0.008 Acc=0.75 ---238358.56 ms/batch
Step 00017150 L_out=0.012 Acc=0.80 ---266572.03 ms/batch
Step 00017200 L_out=0.003 Acc=0.79 ---294474.56 ms/batch
Step 00017250 L_out=0.012 Acc=0.82 ---322284.55 ms/batch
Step 00017300 L_out=0.058 Acc=0.90 ---350202.40 ms/batch
Round 2 | epoch=25, train costTime=373.64021849632263, | total_activation_sum=1507702
Round 2 | epoch=26, current m_iou=0.6762402092003242
Round 2 | Best m_IoU is: 0.697, OA is: 0.864 | val costTime=88.14203691482544
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.026 Acc=0.85 --- 4242.39 ms/batch
Step 00017400 L_out=0.010 Acc=0.67 ---32507.06 ms/batch
Step 00017450 L_out=0.025 Acc=0.78 ---60062.94 ms/batch
Step 00017500 L_out=0.047 Acc=0.81 ---88185.69 ms/batch
Step 00017550 L_out=0.006 Acc=0.69 ---116894.81 ms/batch
Step 00017600 L_out=0.043 Acc=0.66 ---145422.26 ms/batch
Step 00017650 L_out=0.017 Acc=0.80 ---173526.06 ms/batch
Step 00017700 L_out=0.020 Acc=0.80 ---201548.28 ms/batch
Step 00017750 L_out=0.010 Acc=0.88 ---229707.50 ms/batch
Step 00017800 L_out=0.010 Acc=0.80 ---258018.57 ms/batch
Step 00017850 L_out=0.015 Acc=0.89 ---286214.81 ms/batch
Step 00017900 L_out=0.031 Acc=0.77 ---313770.94 ms/batch
Step 00017950 L_out=0.017 Acc=0.80 ---341792.65 ms/batch
Step 00018000 L_out=0.061 Acc=0.90 ---369724.73 ms/batch
Round 2 | epoch=26, train costTime=374.61754083633423, | total_activation_sum=1570495
Round 2 | epoch=27, current m_iou=0.7085923222945326
Round 2 | Best m_IoU is: 0.709, OA is: 0.904 | val costTime=97.10760450363159
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.024 Acc=0.86 ---22836.43 ms/batch
Step 00018100 L_out=0.044 Acc=0.83 ---50682.23 ms/batch
Step 00018150 L_out=0.009 Acc=0.78 ---78121.19 ms/batch
Step 00018200 L_out=0.022 Acc=0.84 ---106128.19 ms/batch
Step 00018250 L_out=0.005 Acc=0.84 ---134532.15 ms/batch
Step 00018300 L_out=0.017 Acc=0.83 ---162604.96 ms/batch
Step 00018350 L_out=0.009 Acc=0.85 ---190772.97 ms/batch
Step 00018400 L_out=0.033 Acc=0.80 ---219077.44 ms/batch
Step 00018450 L_out=0.091 Acc=0.81 ---247408.65 ms/batch
Step 00018500 L_out=0.035 Acc=0.74 ---275516.80 ms/batch
Step 00018550 L_out=0.032 Acc=0.81 ---304228.61 ms/batch
Step 00018600 L_out=0.017 Acc=0.77 ---332459.09 ms/batch
Step 00018650 L_out=0.054 Acc=0.80 ---361119.06 ms/batch
Round 2 | epoch=27, train costTime=375.6549870967865, | total_activation_sum=1456705
Round 2 | epoch=28, current m_iou=0.6647434005142485
Round 2 | Best m_IoU is: 0.709, OA is: 0.904 | val costTime=87.89686393737793
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.016 Acc=0.79 ---13605.54 ms/batch
Step 00018750 L_out=0.006 Acc=0.74 ---41384.92 ms/batch
Step 00018800 L_out=0.034 Acc=0.69 ---69464.26 ms/batch
Step 00018850 L_out=0.010 Acc=0.86 ---97554.64 ms/batch
Step 00018900 L_out=0.026 Acc=0.79 ---125393.04 ms/batch
Step 00018950 L_out=0.010 Acc=0.94 ---153835.15 ms/batch
Step 00019000 L_out=0.005 Acc=0.81 ---181659.30 ms/batch
Step 00019050 L_out=0.013 Acc=0.88 ---209026.47 ms/batch
Step 00019100 L_out=0.009 Acc=0.81 ---236941.22 ms/batch
Step 00019150 L_out=0.007 Acc=0.87 ---265082.87 ms/batch
Step 00019200 L_out=0.027 Acc=0.85 ---293343.80 ms/batch
Step 00019250 L_out=0.015 Acc=0.82 ---322406.30 ms/batch
Step 00019300 L_out=0.125 Acc=0.60 ---350655.99 ms/batch
Round 2 | epoch=28, train costTime=374.97212648391724, | total_activation_sum=1565468
Round 2 | epoch=29, current m_iou=0.6755482029245194
Round 2 | Best m_IoU is: 0.709, OA is: 0.904 | val costTime=91.6845474243164
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.006 Acc=0.75 --- 3878.88 ms/batch
Step 00019400 L_out=0.011 Acc=0.66 ---32926.77 ms/batch
Step 00019450 L_out=0.016 Acc=0.88 ---61572.75 ms/batch
Step 00019500 L_out=0.020 Acc=0.87 ---89562.08 ms/batch
Step 00019550 L_out=0.008 Acc=0.80 ---118020.41 ms/batch
Step 00019600 L_out=0.009 Acc=0.73 ---145598.62 ms/batch
Step 00019650 L_out=0.019 Acc=0.91 ---173514.54 ms/batch
Step 00019700 L_out=0.009 Acc=0.72 ---201101.12 ms/batch
Step 00019750 L_out=0.008 Acc=0.81 ---229174.98 ms/batch
Step 00019800 L_out=0.051 Acc=0.68 ---256386.64 ms/batch
Step 00019850 L_out=0.012 Acc=0.83 ---284415.90 ms/batch
Step 00019900 L_out=0.019 Acc=0.76 ---312973.56 ms/batch
Step 00019950 L_out=0.017 Acc=0.80 ---341727.54 ms/batch
Step 00020000 L_out=0.034 Acc=0.83 ---369266.90 ms/batch
Round 2 | epoch=29, train costTime=374.73104643821716, | total_activation_sum=1549063
Round 2 | epoch=30, current m_iou=0.5759280733882515
Round 2 | Best m_IoU is: 0.709, OA is: 0.904 | val costTime=92.00763440132141
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=0.054 Acc=0.63 ---23022.83 ms/batch
Step 00020100 L_out=0.079 Acc=0.30 ---51357.72 ms/batch
Step 00020150 L_out=0.069 Acc=0.22 ---79558.92 ms/batch
Step 00020200 L_out=0.087 Acc=0.05 ---108654.11 ms/batch
Step 00020250 L_out=0.014 Acc=0.40 ---138215.95 ms/batch
Step 00020300 L_out=0.040 Acc=0.46 ---163204.83 ms/batch
Step 00020350 L_out=0.100 Acc=0.54 ---187326.95 ms/batch
Step 00020400 L_out=0.086 Acc=0.68 ---211717.88 ms/batch
Step 00020450 L_out=0.609 Acc=0.40 ---235739.05 ms/batch
Step 00020500 L_out=0.080 Acc=0.69 ---259851.63 ms/batch
Step 00020550 L_out=0.052 Acc=0.32 ---284247.44 ms/batch
Step 00020600 L_out=0.050 Acc=0.52 ---310699.73 ms/batch
Step 00020650 L_out=0.053 Acc=0.25 ---338527.65 ms/batch
Round 3 | epoch=0, train costTime=353.91859889030457, | total_activation_sum=2025855
Round 3 | epoch=1, current m_iou=0.1718363230648057
Round 3 | Best m_IoU is: 0.172, OA is: 0.228 | val costTime=77.286541223526
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.352 Acc=0.31 ---12829.03 ms/batch
Step 00020750 L_out=0.767 Acc=0.44 ---41073.37 ms/batch
Step 00020800 L_out=0.047 Acc=0.37 ---69291.31 ms/batch
Step 00020850 L_out=0.056 Acc=0.61 ---97447.40 ms/batch
Step 00020900 L_out=0.108 Acc=0.78 ---125205.84 ms/batch
Step 00020950 L_out=0.033 Acc=0.60 ---153777.98 ms/batch
Step 00021000 L_out=0.032 Acc=0.49 ---180876.47 ms/batch
Step 00021050 L_out=0.046 Acc=0.44 ---209106.95 ms/batch
Step 00021100 L_out=0.103 Acc=0.46 ---237251.32 ms/batch
Step 00021150 L_out=0.002 Acc=0.73 ---265506.18 ms/batch
Step 00021200 L_out=0.065 Acc=0.74 ---292853.20 ms/batch
Step 00021250 L_out=0.026 Acc=0.41 ---321680.73 ms/batch
Step 00021300 L_out=0.065 Acc=0.54 ---349660.13 ms/batch
Round 3 | epoch=1, train costTime=374.25585556030273, | total_activation_sum=1968735
Round 3 | epoch=2, current m_iou=0.43306212400816146
Round 3 | Best m_IoU is: 0.433, OA is: 0.745 | val costTime=72.6445996761322
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.144 Acc=0.59 --- 3385.54 ms/batch
Step 00021400 L_out=0.023 Acc=0.44 ---31103.89 ms/batch
Step 00021450 L_out=0.012 Acc=0.40 ---59087.95 ms/batch
Step 00021500 L_out=0.205 Acc=0.77 ---87884.12 ms/batch
Step 00021550 L_out=0.007 Acc=0.78 ---115937.41 ms/batch
Step 00021600 L_out=0.027 Acc=0.75 ---144251.53 ms/batch
Step 00021650 L_out=0.008 Acc=0.65 ---173093.18 ms/batch
Step 00021700 L_out=0.023 Acc=0.44 ---200633.89 ms/batch
Step 00021750 L_out=0.039 Acc=0.66 ---229854.00 ms/batch
Step 00021800 L_out=0.005 Acc=0.60 ---258698.38 ms/batch
Step 00021850 L_out=0.008 Acc=0.71 ---286608.53 ms/batch
Step 00021900 L_out=0.107 Acc=0.74 ---314762.94 ms/batch
Step 00021950 L_out=0.026 Acc=0.78 ---343600.94 ms/batch
Step 00022000 L_out=0.019 Acc=0.68 ---371866.58 ms/batch
Round 3 | epoch=2, train costTime=378.0246584415436, | total_activation_sum=1994040
Round 3 | epoch=3, current m_iou=0.47147041202724776
Round 3 | Best m_IoU is: 0.471, OA is: 0.751 | val costTime=83.83657789230347
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.003 Acc=0.72 ---21839.31 ms/batch
Step 00022100 L_out=0.032 Acc=0.68 ---49798.20 ms/batch
Step 00022150 L_out=0.025 Acc=0.68 ---77957.44 ms/batch
Step 00022200 L_out=0.017 Acc=0.48 ---106019.86 ms/batch
Step 00022250 L_out=0.054 Acc=0.67 ---133827.14 ms/batch
Step 00022300 L_out=0.057 Acc=0.72 ---162099.03 ms/batch
Step 00022350 L_out=0.005 Acc=0.59 ---189978.55 ms/batch
Step 00022400 L_out=0.019 Acc=0.74 ---218552.65 ms/batch
Step 00022450 L_out=0.033 Acc=0.84 ---246491.53 ms/batch
Step 00022500 L_out=0.214 Acc=0.72 ---274768.57 ms/batch
Step 00022550 L_out=0.029 Acc=0.65 ---302873.76 ms/batch
Step 00022600 L_out=0.038 Acc=0.73 ---331135.99 ms/batch
Step 00022650 L_out=0.046 Acc=0.74 ---359394.70 ms/batch
Round 3 | epoch=3, train costTime=375.2776782512665, | total_activation_sum=1967850
Round 3 | epoch=4, current m_iou=0.5910885037131627
Round 3 | Best m_IoU is: 0.591, OA is: 0.840 | val costTime=83.94831204414368
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.003 Acc=0.78 ---13288.54 ms/batch
Step 00022750 L_out=0.031 Acc=0.62 ---41285.63 ms/batch
Step 00022800 L_out=0.003 Acc=0.86 ---68927.70 ms/batch
Step 00022850 L_out=0.042 Acc=0.70 ---97240.55 ms/batch
Step 00022900 L_out=0.067 Acc=0.77 ---125110.81 ms/batch
Step 00022950 L_out=0.011 Acc=0.60 ---153039.63 ms/batch
Step 00023000 L_out=0.041 Acc=0.60 ---181575.32 ms/batch
Step 00023050 L_out=0.051 Acc=0.69 ---209842.12 ms/batch
Step 00023100 L_out=0.019 Acc=0.81 ---237914.69 ms/batch
Step 00023150 L_out=0.042 Acc=0.58 ---265782.09 ms/batch
Step 00023200 L_out=0.064 Acc=0.73 ---293137.68 ms/batch
Step 00023250 L_out=0.007 Acc=0.66 ---320703.94 ms/batch
Step 00023300 L_out=0.019 Acc=0.78 ---348520.23 ms/batch
Round 3 | epoch=4, train costTime=373.6677165031433, | total_activation_sum=1986066
Round 3 | epoch=5, current m_iou=0.6854003379543543
Round 3 | Best m_IoU is: 0.685, OA is: 0.837 | val costTime=81.16432571411133
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.011 Acc=0.80 --- 2918.03 ms/batch
Step 00023400 L_out=0.065 Acc=0.78 ---30892.38 ms/batch
Step 00023450 L_out=0.031 Acc=0.76 ---58940.09 ms/batch
Step 00023500 L_out=0.026 Acc=0.68 ---87243.17 ms/batch
Step 00023550 L_out=0.023 Acc=0.71 ---115980.72 ms/batch
Step 00023600 L_out=0.029 Acc=0.85 ---144230.77 ms/batch
Step 00023650 L_out=0.617 Acc=0.72 ---172021.76 ms/batch
Step 00023700 L_out=0.005 Acc=0.68 ---200425.98 ms/batch
Step 00023750 L_out=0.023 Acc=0.39 ---228853.07 ms/batch
Step 00023800 L_out=0.110 Acc=0.74 ---257924.82 ms/batch
Step 00023850 L_out=0.004 Acc=0.73 ---285688.16 ms/batch
Step 00023900 L_out=0.150 Acc=0.52 ---313619.87 ms/batch
Step 00023950 L_out=0.002 Acc=0.71 ---341154.06 ms/batch
Step 00024000 L_out=0.025 Acc=0.63 ---367930.96 ms/batch
Round 3 | epoch=5, train costTime=374.14932513237, | total_activation_sum=1973336
Round 3 | epoch=6, current m_iou=0.6824491202950402
Round 3 | Best m_IoU is: 0.685, OA is: 0.837 | val costTime=88.9754707813263
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.093 Acc=0.66 ---21500.90 ms/batch
Step 00024100 L_out=0.009 Acc=0.73 ---49468.25 ms/batch
Step 00024150 L_out=0.020 Acc=0.67 ---77332.59 ms/batch
Step 00024200 L_out=0.041 Acc=0.66 ---105585.55 ms/batch
Step 00024250 L_out=0.028 Acc=0.79 ---133331.71 ms/batch
Step 00024300 L_out=0.021 Acc=0.73 ---161205.21 ms/batch
Step 00024350 L_out=0.004 Acc=0.81 ---189469.12 ms/batch
Step 00024400 L_out=0.058 Acc=0.64 ---217807.56 ms/batch
Step 00024450 L_out=0.121 Acc=0.73 ---245141.19 ms/batch
Step 00024500 L_out=0.031 Acc=0.82 ---273262.89 ms/batch
Step 00024550 L_out=0.048 Acc=0.76 ---301307.55 ms/batch
Step 00024600 L_out=0.006 Acc=0.61 ---329985.86 ms/batch
Step 00024650 L_out=0.065 Acc=0.57 ---358361.39 ms/batch
Round 3 | epoch=6, train costTime=374.11732935905457, | total_activation_sum=1943947
Round 3 | epoch=7, current m_iou=0.6528818205451091
Round 3 | Best m_IoU is: 0.685, OA is: 0.837 | val costTime=80.81608128547668
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.066 Acc=0.71 ---11472.29 ms/batch
Step 00024750 L_out=0.725 Acc=0.58 ---40092.27 ms/batch
Step 00024800 L_out=0.031 Acc=0.43 ---67769.80 ms/batch
Step 00024850 L_out=0.033 Acc=0.52 ---96755.89 ms/batch
Step 00024900 L_out=0.012 Acc=0.79 ---124567.25 ms/batch
Step 00024950 L_out=0.031 Acc=0.69 ---152733.95 ms/batch
Step 00025000 L_out=0.103 Acc=0.68 ---180269.41 ms/batch
Step 00025050 L_out=0.029 Acc=0.76 ---208810.18 ms/batch
Step 00025100 L_out=0.018 Acc=0.78 ---237005.06 ms/batch
Step 00025150 L_out=0.019 Acc=0.74 ---265046.44 ms/batch
Step 00025200 L_out=0.050 Acc=0.71 ---292923.15 ms/batch
Step 00025250 L_out=0.010 Acc=0.79 ---321066.06 ms/batch
Step 00025300 L_out=0.010 Acc=0.81 ---349894.71 ms/batch
Round 3 | epoch=7, train costTime=375.2410731315613, | total_activation_sum=2002258
Round 3 | epoch=8, current m_iou=0.6037959750950272
Round 3 | Best m_IoU is: 0.685, OA is: 0.837 | val costTime=72.63544178009033
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.006 Acc=0.72 --- 2297.99 ms/batch
Step 00025400 L_out=0.032 Acc=0.76 ---30106.25 ms/batch
Step 00025450 L_out=0.016 Acc=0.65 ---58112.90 ms/batch
Step 00025500 L_out=0.273 Acc=0.75 ---86239.91 ms/batch
Step 00025550 L_out=0.013 Acc=0.82 ---114041.61 ms/batch
Step 00025600 L_out=0.043 Acc=0.80 ---141677.73 ms/batch
Step 00025650 L_out=0.101 Acc=0.68 ---169718.53 ms/batch
Step 00025700 L_out=0.009 Acc=0.79 ---197433.27 ms/batch
Step 00025750 L_out=0.026 Acc=0.80 ---224859.51 ms/batch
Step 00025800 L_out=0.024 Acc=0.75 ---252895.32 ms/batch
Step 00025850 L_out=0.016 Acc=0.78 ---281083.76 ms/batch
Step 00025900 L_out=0.005 Acc=0.80 ---308240.35 ms/batch
Step 00025950 L_out=0.010 Acc=0.62 ---335923.68 ms/batch
Step 00026000 L_out=0.007 Acc=0.85 ---363881.78 ms/batch
Round 3 | epoch=8, train costTime=370.9543607234955, | total_activation_sum=1958617
Round 3 | epoch=9, current m_iou=0.6428797516066413
Round 3 | Best m_IoU is: 0.685, OA is: 0.837 | val costTime=68.42317819595337
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.029 Acc=0.81 ---20777.79 ms/batch
Step 00026100 L_out=0.016 Acc=0.86 ---49042.23 ms/batch
Step 00026150 L_out=0.096 Acc=0.87 ---77158.45 ms/batch
Step 00026200 L_out=0.007 Acc=0.79 ---105311.89 ms/batch
Step 00026250 L_out=0.083 Acc=0.60 ---133428.72 ms/batch
Step 00026300 L_out=0.018 Acc=0.76 ---160961.64 ms/batch
Step 00026350 L_out=0.048 Acc=0.80 ---188640.11 ms/batch
Step 00026400 L_out=0.113 Acc=0.76 ---216721.09 ms/batch
Step 00026450 L_out=0.062 Acc=0.51 ---244915.38 ms/batch
Step 00026500 L_out=0.006 Acc=0.77 ---272681.03 ms/batch
Step 00026550 L_out=0.042 Acc=0.73 ---300531.05 ms/batch
Step 00026600 L_out=0.024 Acc=0.54 ---328300.40 ms/batch
Step 00026650 L_out=0.018 Acc=0.84 ---354321.22 ms/batch
Round 3 | epoch=9, train costTime=370.9249498844147, | total_activation_sum=1987767
Round 3 | epoch=10, current m_iou=0.6572758224270432
Round 3 | Best m_IoU is: 0.685, OA is: 0.837 | val costTime=76.54647827148438
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.014 Acc=0.82 ---11270.64 ms/batch
Step 00026750 L_out=0.006 Acc=0.88 ---39222.58 ms/batch
Step 00026800 L_out=0.057 Acc=0.80 ---66776.63 ms/batch
Step 00026850 L_out=0.016 Acc=0.68 ---95699.25 ms/batch
Step 00026900 L_out=0.027 Acc=0.88 ---123164.21 ms/batch
Step 00026950 L_out=0.037 Acc=0.70 ---151013.09 ms/batch
Step 00027000 L_out=0.093 Acc=0.62 ---178674.49 ms/batch
Step 00027050 L_out=0.003 Acc=0.86 ---206779.64 ms/batch
Step 00027100 L_out=0.019 Acc=0.69 ---234556.14 ms/batch
Step 00027150 L_out=0.028 Acc=0.67 ---262107.91 ms/batch
Step 00027200 L_out=0.012 Acc=0.74 ---289599.69 ms/batch
Step 00027250 L_out=0.009 Acc=0.70 ---317408.21 ms/batch
Step 00027300 L_out=0.295 Acc=0.82 ---346473.66 ms/batch
Round 3 | epoch=10, train costTime=371.7839274406433, | total_activation_sum=1965683
Round 3 | epoch=11, current m_iou=0.628660574484728
Round 3 | Best m_IoU is: 0.685, OA is: 0.837 | val costTime=82.4717218875885
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.072 Acc=0.73 --- 1916.53 ms/batch
Step 00027400 L_out=0.040 Acc=0.76 ---30492.08 ms/batch
Step 00027450 L_out=0.014 Acc=0.78 ---58416.10 ms/batch
Step 00027500 L_out=0.016 Acc=0.62 ---86271.09 ms/batch
Step 00027550 L_out=0.005 Acc=0.85 ---114346.42 ms/batch
Step 00027600 L_out=0.002 Acc=0.81 ---142946.25 ms/batch
Step 00027650 L_out=0.034 Acc=0.82 ---170230.51 ms/batch
Step 00027700 L_out=0.029 Acc=0.81 ---199113.14 ms/batch
Step 00027750 L_out=0.074 Acc=0.75 ---227078.87 ms/batch
Step 00027800 L_out=0.009 Acc=0.82 ---255486.82 ms/batch
Step 00027850 L_out=0.011 Acc=0.86 ---283379.47 ms/batch
Step 00027900 L_out=0.087 Acc=0.78 ---310819.59 ms/batch
Step 00027950 L_out=0.035 Acc=0.78 ---338796.73 ms/batch
Step 00028000 L_out=0.021 Acc=0.71 ---367251.85 ms/batch
Round 3 | epoch=11, train costTime=374.5378439426422, | total_activation_sum=1979853
Round 3 | epoch=12, current m_iou=0.6559251139445506
Round 3 | Best m_IoU is: 0.685, OA is: 0.837 | val costTime=88.0595600605011
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.032 Acc=0.86 ---20304.25 ms/batch
Step 00028100 L_out=0.006 Acc=0.79 ---49284.50 ms/batch
Step 00028150 L_out=0.010 Acc=0.73 ---78191.66 ms/batch
Step 00028200 L_out=0.015 Acc=0.87 ---106668.52 ms/batch
Step 00028250 L_out=0.014 Acc=0.69 ---134881.59 ms/batch
Step 00028300 L_out=0.023 Acc=0.71 ---162859.69 ms/batch
Step 00028350 L_out=0.012 Acc=0.87 ---190901.50 ms/batch
Step 00028400 L_out=0.066 Acc=0.83 ---218981.58 ms/batch
Step 00028450 L_out=0.024 Acc=0.81 ---247188.28 ms/batch
Step 00028500 L_out=0.038 Acc=0.73 ---274923.13 ms/batch
Step 00028550 L_out=0.016 Acc=0.78 ---302896.45 ms/batch
Step 00028600 L_out=0.016 Acc=0.48 ---331541.27 ms/batch
Step 00028650 L_out=0.011 Acc=0.87 ---359732.51 ms/batch
Round 3 | epoch=12, train costTime=376.86597514152527, | total_activation_sum=1951694
Round 3 | epoch=13, current m_iou=0.6948203674789151
Round 3 | Best m_IoU is: 0.695, OA is: 0.855 | val costTime=86.32114887237549
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.048 Acc=0.83 ---10626.42 ms/batch
Step 00028750 L_out=0.010 Acc=0.70 ---38458.09 ms/batch
Step 00028800 L_out=0.013 Acc=0.64 ---66273.24 ms/batch
Step 00028850 L_out=0.028 Acc=0.77 ---93802.23 ms/batch
Step 00028900 L_out=0.009 Acc=0.86 ---121702.68 ms/batch
Step 00028950 L_out=0.101 Acc=0.83 ---149358.82 ms/batch
Step 00029000 L_out=0.020 Acc=0.87 ---176607.50 ms/batch
Step 00029050 L_out=0.011 Acc=0.90 ---204118.01 ms/batch
Step 00029100 L_out=0.018 Acc=0.84 ---232346.04 ms/batch
Step 00029150 L_out=0.018 Acc=0.61 ---259956.42 ms/batch
Step 00029200 L_out=0.017 Acc=0.88 ---288230.25 ms/batch
Step 00029250 L_out=0.001 Acc=0.79 ---316851.07 ms/batch
Step 00029300 L_out=0.037 Acc=0.86 ---345150.97 ms/batch
Round 3 | epoch=13, train costTime=372.2680149078369, | total_activation_sum=1977435
Round 3 | epoch=14, current m_iou=0.6659517989103932
Round 3 | Best m_IoU is: 0.695, OA is: 0.855 | val costTime=90.40017533302307
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.014 Acc=0.88 --- 1143.91 ms/batch
Step 00029400 L_out=0.007 Acc=0.72 ---29181.38 ms/batch
Step 00029450 L_out=0.015 Acc=0.76 ---57321.16 ms/batch
Step 00029500 L_out=0.008 Acc=0.82 ---85990.67 ms/batch
Step 00029550 L_out=0.009 Acc=0.80 ---113542.88 ms/batch
Step 00029600 L_out=0.165 Acc=0.72 ---141514.68 ms/batch
Step 00029650 L_out=0.019 Acc=0.72 ---169708.96 ms/batch
Step 00029700 L_out=0.016 Acc=0.67 ---198372.76 ms/batch
Step 00029750 L_out=0.001 Acc=0.71 ---226723.68 ms/batch
Step 00029800 L_out=0.012 Acc=0.88 ---255068.29 ms/batch
Step 00029850 L_out=0.007 Acc=0.86 ---282750.06 ms/batch
Step 00029900 L_out=0.007 Acc=0.77 ---310540.07 ms/batch
Step 00029950 L_out=0.003 Acc=0.96 ---339355.26 ms/batch
Step 00030000 L_out=0.012 Acc=0.78 ---367311.66 ms/batch
Round 3 | epoch=14, train costTime=375.5065929889679, | total_activation_sum=1946344
Round 3 | epoch=15, current m_iou=0.6987933319643937
Round 3 | Best m_IoU is: 0.699, OA is: 0.870 | val costTime=90.19413733482361
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.085 Acc=0.92 ---19494.67 ms/batch
Step 00030100 L_out=0.056 Acc=0.89 ---48210.75 ms/batch
Step 00030150 L_out=0.051 Acc=0.82 ---75921.70 ms/batch
Step 00030200 L_out=0.006 Acc=0.76 ---103896.10 ms/batch
Step 00030250 L_out=0.016 Acc=0.81 ---131534.41 ms/batch
Step 00030300 L_out=0.009 Acc=0.84 ---158898.55 ms/batch
Step 00030350 L_out=0.116 Acc=0.87 ---186968.70 ms/batch
Step 00030400 L_out=0.042 Acc=0.84 ---214491.72 ms/batch
Step 00030450 L_out=0.035 Acc=0.76 ---242624.39 ms/batch
Step 00030500 L_out=0.005 Acc=0.79 ---270992.20 ms/batch
Step 00030550 L_out=0.008 Acc=0.91 ---299713.84 ms/batch
Step 00030600 L_out=0.016 Acc=0.76 ---327321.44 ms/batch
Step 00030650 L_out=0.022 Acc=0.76 ---354888.47 ms/batch
Round 3 | epoch=15, train costTime=372.3058006763458, | total_activation_sum=1940766
Round 3 | epoch=16, current m_iou=0.7265592820948105
Round 3 | Best m_IoU is: 0.727, OA is: 0.879 | val costTime=81.47085452079773
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.044 Acc=0.85 --- 9815.98 ms/batch
Step 00030750 L_out=0.012 Acc=0.88 ---37487.09 ms/batch
Step 00030800 L_out=0.035 Acc=0.74 ---64666.43 ms/batch
Step 00030850 L_out=0.034 Acc=0.83 ---92166.40 ms/batch
Step 00030900 L_out=0.018 Acc=0.81 ---119352.95 ms/batch
Step 00030950 L_out=0.026 Acc=0.84 ---146390.16 ms/batch
Step 00031000 L_out=0.150 Acc=0.83 ---174560.95 ms/batch
Step 00031050 L_out=0.008 Acc=0.73 ---202258.73 ms/batch
Step 00031100 L_out=0.006 Acc=0.80 ---229681.49 ms/batch
Step 00031150 L_out=0.010 Acc=0.87 ---256817.60 ms/batch
Step 00031200 L_out=0.014 Acc=0.78 ---284245.83 ms/batch
Step 00031250 L_out=0.015 Acc=0.67 ---311901.73 ms/batch
Step 00031300 L_out=0.007 Acc=0.80 ---340383.89 ms/batch
Round 3 | epoch=16, train costTime=368.1367130279541, | total_activation_sum=2037399
Round 3 | epoch=17, current m_iou=0.7373620983369289
Round 3 | Best m_IoU is: 0.737, OA is: 0.892 | val costTime=82.72712397575378
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.010 Acc=0.88 ---  752.53 ms/batch
Step 00031400 L_out=0.010 Acc=0.81 ---28586.25 ms/batch
Step 00031450 L_out=0.005 Acc=0.86 ---56964.09 ms/batch
Step 00031500 L_out=0.021 Acc=0.88 ---84332.46 ms/batch
Step 00031550 L_out=0.016 Acc=0.86 ---112325.34 ms/batch
Step 00031600 L_out=0.014 Acc=0.66 ---140029.47 ms/batch
Step 00031650 L_out=0.003 Acc=0.69 ---167847.06 ms/batch
Step 00031700 L_out=0.004 Acc=0.65 ---196077.29 ms/batch
Step 00031750 L_out=0.007 Acc=0.68 ---223891.65 ms/batch
Step 00031800 L_out=0.008 Acc=0.82 ---251129.45 ms/batch
Step 00031850 L_out=0.003 Acc=0.86 ---278336.86 ms/batch
Step 00031900 L_out=0.010 Acc=0.85 ---306390.83 ms/batch
Step 00031950 L_out=0.008 Acc=0.68 ---333878.09 ms/batch
Step 00032000 L_out=0.007 Acc=0.86 ---360986.25 ms/batch
Round 3 | epoch=17, train costTime=369.7489929199219, | total_activation_sum=2009398
Round 3 | epoch=18, current m_iou=0.6990960704415632
Round 3 | Best m_IoU is: 0.737, OA is: 0.892 | val costTime=80.54971981048584
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.009 Acc=0.90 ---18496.16 ms/batch
Step 00032100 L_out=0.025 Acc=0.83 ---46068.03 ms/batch
Step 00032150 L_out=0.028 Acc=0.82 ---73465.56 ms/batch
Step 00032200 L_out=0.010 Acc=0.88 ---101091.50 ms/batch
Step 00032250 L_out=0.015 Acc=0.81 ---128091.45 ms/batch
Step 00032300 L_out=0.005 Acc=0.77 ---155421.77 ms/batch
Step 00032350 L_out=0.014 Acc=0.87 ---183030.66 ms/batch
Step 00032400 L_out=0.002 Acc=0.83 ---211228.67 ms/batch
Step 00032450 L_out=0.006 Acc=0.82 ---239310.58 ms/batch
Step 00032500 L_out=0.089 Acc=0.55 ---268169.00 ms/batch
Step 00032550 L_out=0.007 Acc=0.71 ---295957.92 ms/batch
Step 00032600 L_out=0.001 Acc=0.84 ---324040.22 ms/batch
Step 00032650 L_out=0.027 Acc=0.80 ---352281.23 ms/batch
Round 3 | epoch=18, train costTime=370.51271772384644, | total_activation_sum=1985635
Round 3 | epoch=19, current m_iou=0.6944630252554468
Round 3 | Best m_IoU is: 0.737, OA is: 0.892 | val costTime=89.40543556213379
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.058 Acc=0.86 --- 9406.67 ms/batch
Step 00032750 L_out=0.004 Acc=0.91 ---38229.67 ms/batch
Step 00032800 L_out=0.008 Acc=0.82 ---67027.09 ms/batch
Step 00032850 L_out=0.013 Acc=0.83 ---95163.65 ms/batch
Step 00032900 L_out=0.060 Acc=0.88 ---123927.43 ms/batch
Step 00032950 L_out=0.006 Acc=0.91 ---151933.64 ms/batch
Step 00033000 L_out=0.045 Acc=0.89 ---179725.59 ms/batch
Step 00033050 L_out=0.011 Acc=0.90 ---208260.57 ms/batch
Step 00033100 L_out=0.007 Acc=0.81 ---235981.36 ms/batch
Step 00033150 L_out=0.040 Acc=0.86 ---263478.51 ms/batch
Step 00033200 L_out=0.012 Acc=0.85 ---291304.73 ms/batch
Step 00033250 L_out=0.031 Acc=0.84 ---319098.05 ms/batch
Step 00033300 L_out=0.009 Acc=0.88 ---346560.33 ms/batch
Step 00033350 L_out=0.005 Acc=0.75 ---374764.16 ms/batch
Round 3 | epoch=19, train costTime=374.76433396339417, | total_activation_sum=1946734
Round 3 | epoch=20, current m_iou=0.7252432981170325
Round 3 | Best m_IoU is: 0.737, OA is: 0.892 | val costTime=90.71550369262695
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.003 Acc=0.84 ---27954.73 ms/batch
Step 00033450 L_out=0.019 Acc=0.87 ---55893.88 ms/batch
Step 00033500 L_out=0.009 Acc=0.92 ---84066.50 ms/batch
Step 00033550 L_out=0.025 Acc=0.78 ---112419.99 ms/batch
Step 00033600 L_out=0.012 Acc=0.83 ---140830.96 ms/batch
Step 00033650 L_out=0.023 Acc=0.87 ---168903.95 ms/batch
Step 00033700 L_out=0.011 Acc=0.70 ---197239.09 ms/batch
Step 00033750 L_out=0.043 Acc=0.76 ---225333.70 ms/batch
Step 00033800 L_out=0.004 Acc=0.88 ---254432.45 ms/batch
Step 00033850 L_out=0.031 Acc=0.78 ---282639.72 ms/batch
Step 00033900 L_out=0.014 Acc=0.88 ---311028.18 ms/batch
Step 00033950 L_out=0.019 Acc=0.70 ---339041.22 ms/batch
Step 00034000 L_out=0.064 Acc=0.94 ---367739.35 ms/batch
Round 3 | epoch=20, train costTime=377.12788558006287, | total_activation_sum=1949019
Round 3 | epoch=21, current m_iou=0.7415145033296828
Round 3 | Best m_IoU is: 0.742, OA is: 0.890 | val costTime=84.89322233200073
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.010 Acc=0.86 ---17849.39 ms/batch
Step 00034100 L_out=0.007 Acc=0.92 ---46382.16 ms/batch
Step 00034150 L_out=0.051 Acc=0.86 ---74997.01 ms/batch
Step 00034200 L_out=0.020 Acc=0.89 ---103623.96 ms/batch
Step 00034250 L_out=0.023 Acc=0.89 ---131837.94 ms/batch
Step 00034300 L_out=0.006 Acc=0.74 ---160205.88 ms/batch
Step 00034350 L_out=0.015 Acc=0.83 ---188744.72 ms/batch
Step 00034400 L_out=0.007 Acc=0.84 ---216417.05 ms/batch
Step 00034450 L_out=0.011 Acc=0.69 ---244988.36 ms/batch
Step 00034500 L_out=0.007 Acc=0.90 ---273583.28 ms/batch
Step 00034550 L_out=0.003 Acc=0.78 ---301130.20 ms/batch
Step 00034600 L_out=0.085 Acc=0.84 ---329732.01 ms/batch
Step 00034650 L_out=0.009 Acc=0.85 ---357360.24 ms/batch
Round 3 | epoch=21, train costTime=376.0465462207794, | total_activation_sum=1979358
Round 3 | epoch=22, current m_iou=0.7196238603500725
Round 3 | Best m_IoU is: 0.742, OA is: 0.890 | val costTime=88.7055299282074
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.009 Acc=0.86 --- 8936.75 ms/batch
Step 00034750 L_out=0.000 Acc=0.89 ---36652.92 ms/batch
Step 00034800 L_out=0.002 Acc=0.93 ---64223.52 ms/batch
Step 00034850 L_out=0.003 Acc=0.86 ---92051.46 ms/batch
Step 00034900 L_out=0.008 Acc=0.91 ---119331.11 ms/batch
Step 00034950 L_out=0.089 Acc=0.90 ---146917.53 ms/batch
Step 00035000 L_out=0.002 Acc=0.88 ---174219.66 ms/batch
Step 00035050 L_out=0.010 Acc=0.84 ---201775.99 ms/batch
Step 00035100 L_out=0.030 Acc=0.75 ---229175.84 ms/batch
Step 00035150 L_out=0.007 Acc=0.81 ---257045.70 ms/batch
Step 00035200 L_out=0.036 Acc=0.82 ---285529.83 ms/batch
Step 00035250 L_out=0.059 Acc=0.61 ---314222.61 ms/batch
Step 00035300 L_out=0.020 Acc=0.88 ---342373.81 ms/batch
Step 00035350 L_out=0.012 Acc=0.89 ---370775.52 ms/batch
Round 3 | epoch=22, train costTime=371.2189280986786, | total_activation_sum=1934285
Round 3 | epoch=23, current m_iou=0.7425806651880169
Round 3 | Best m_IoU is: 0.743, OA is: 0.890 | val costTime=91.08159875869751
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.004 Acc=0.88 ---27728.82 ms/batch
Step 00035450 L_out=0.015 Acc=0.86 ---55671.40 ms/batch
Step 00035500 L_out=0.018 Acc=0.79 ---83409.34 ms/batch
Step 00035550 L_out=0.003 Acc=0.80 ---110976.13 ms/batch
Step 00035600 L_out=0.019 Acc=0.89 ---139058.95 ms/batch
Step 00035650 L_out=0.002 Acc=0.76 ---167035.60 ms/batch
Step 00035700 L_out=0.006 Acc=0.81 ---194743.30 ms/batch
Step 00035750 L_out=0.045 Acc=0.81 ---222184.47 ms/batch
Step 00035800 L_out=0.012 Acc=0.73 ---249981.74 ms/batch
Step 00035850 L_out=0.016 Acc=0.82 ---278569.92 ms/batch
Step 00035900 L_out=0.015 Acc=0.70 ---306295.90 ms/batch
Step 00035950 L_out=0.017 Acc=0.60 ---334761.36 ms/batch
Step 00036000 L_out=0.023 Acc=0.78 ---362794.52 ms/batch
Round 3 | epoch=23, train costTime=372.4746878147125, | total_activation_sum=2033547
Round 3 | epoch=24, current m_iou=0.7359915269751305
Round 3 | Best m_IoU is: 0.743, OA is: 0.890 | val costTime=84.82109212875366
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.023 Acc=0.84 ---17645.79 ms/batch
Step 00036100 L_out=0.022 Acc=0.84 ---44985.68 ms/batch
Step 00036150 L_out=0.009 Acc=0.89 ---72353.54 ms/batch
Step 00036200 L_out=0.012 Acc=0.84 ---100558.04 ms/batch
Step 00036250 L_out=0.015 Acc=0.96 ---128349.18 ms/batch
Step 00036300 L_out=0.009 Acc=0.88 ---156336.64 ms/batch
Step 00036350 L_out=0.009 Acc=0.77 ---184115.96 ms/batch
Step 00036400 L_out=0.006 Acc=0.75 ---211579.27 ms/batch
Step 00036450 L_out=0.012 Acc=0.89 ---238994.41 ms/batch
Step 00036500 L_out=0.009 Acc=0.85 ---267283.65 ms/batch
Step 00036550 L_out=0.016 Acc=0.89 ---295137.32 ms/batch
Step 00036600 L_out=0.011 Acc=0.85 ---323798.66 ms/batch
Step 00036650 L_out=0.049 Acc=0.89 ---352630.21 ms/batch
Round 3 | epoch=24, train costTime=372.27238845825195, | total_activation_sum=1952085
Round 3 | epoch=25, current m_iou=0.7159440674047628
Round 3 | Best m_IoU is: 0.743, OA is: 0.890 | val costTime=87.34652662277222
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.055 Acc=0.89 --- 8630.22 ms/batch
Step 00036750 L_out=0.014 Acc=0.71 ---36736.40 ms/batch
Step 00036800 L_out=0.005 Acc=0.87 ---64927.48 ms/batch
Step 00036850 L_out=0.008 Acc=0.84 ---94217.02 ms/batch
Step 00036900 L_out=0.023 Acc=0.85 ---122486.17 ms/batch
Step 00036950 L_out=0.015 Acc=0.62 ---150417.38 ms/batch
Step 00037000 L_out=0.024 Acc=0.75 ---178530.52 ms/batch
Step 00037050 L_out=0.024 Acc=0.82 ---206395.98 ms/batch
Step 00037100 L_out=0.012 Acc=0.78 ---234128.74 ms/batch
Step 00037150 L_out=0.014 Acc=0.91 ---262913.04 ms/batch
Step 00037200 L_out=0.002 Acc=0.80 ---291176.11 ms/batch
Step 00037250 L_out=0.009 Acc=0.93 ---319150.37 ms/batch
Step 00037300 L_out=0.012 Acc=0.85 ---347786.92 ms/batch
Step 00037350 L_out=0.031 Acc=0.93 ---375508.90 ms/batch
Round 3 | epoch=25, train costTime=376.4549009799957, | total_activation_sum=1992073
Round 3 | epoch=26, current m_iou=0.7452820687096712
Round 3 | Best m_IoU is: 0.745, OA is: 0.901 | val costTime=84.26124358177185
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.009 Acc=0.86 ---27051.68 ms/batch
Step 00037450 L_out=0.007 Acc=0.88 ---55653.91 ms/batch
Step 00037500 L_out=0.016 Acc=0.92 ---84067.91 ms/batch
Step 00037550 L_out=0.011 Acc=0.83 ---111795.56 ms/batch
Step 00037600 L_out=0.001 Acc=0.87 ---139985.08 ms/batch
Step 00037650 L_out=0.021 Acc=0.91 ---168953.26 ms/batch
Step 00037700 L_out=0.011 Acc=0.81 ---196951.90 ms/batch
Step 00037750 L_out=0.018 Acc=0.89 ---225698.38 ms/batch
Step 00037800 L_out=0.011 Acc=0.84 ---253783.00 ms/batch
Step 00037850 L_out=0.013 Acc=0.91 ---281757.87 ms/batch
Step 00037900 L_out=0.010 Acc=0.85 ---309950.83 ms/batch
Step 00037950 L_out=0.007 Acc=0.84 ---337865.69 ms/batch
Step 00038000 L_out=0.110 Acc=0.89 ---366506.47 ms/batch
Round 3 | epoch=26, train costTime=377.21454787254333, | total_activation_sum=2040647
Round 3 | epoch=27, current m_iou=0.7525803135158506
Round 3 | Best m_IoU is: 0.753, OA is: 0.903 | val costTime=88.50964975357056
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.026 Acc=0.88 ---16896.30 ms/batch
Step 00038100 L_out=0.003 Acc=0.81 ---44692.00 ms/batch
Step 00038150 L_out=0.033 Acc=0.74 ---73388.51 ms/batch
Step 00038200 L_out=0.012 Acc=0.87 ---102079.37 ms/batch
Step 00038250 L_out=0.027 Acc=0.81 ---130238.45 ms/batch
Step 00038300 L_out=0.012 Acc=0.85 ---157319.87 ms/batch
Step 00038350 L_out=0.010 Acc=0.93 ---185358.35 ms/batch
Step 00038400 L_out=0.025 Acc=0.79 ---213366.59 ms/batch
Step 00038450 L_out=0.003 Acc=0.87 ---241507.18 ms/batch
Step 00038500 L_out=0.047 Acc=0.86 ---268985.86 ms/batch
Step 00038550 L_out=0.010 Acc=0.89 ---296899.61 ms/batch
Step 00038600 L_out=0.004 Acc=0.78 ---324999.27 ms/batch
Step 00038650 L_out=0.010 Acc=0.89 ---352471.71 ms/batch
Round 3 | epoch=27, train costTime=372.34611105918884, | total_activation_sum=1944040
Round 3 | epoch=28, current m_iou=0.7717630331616999
Round 3 | Best m_IoU is: 0.772, OA is: 0.918 | val costTime=82.96254587173462
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.002 Acc=0.84 --- 7827.23 ms/batch
Step 00038750 L_out=0.005 Acc=0.88 ---35148.34 ms/batch
Step 00038800 L_out=0.003 Acc=0.70 ---62524.58 ms/batch
Step 00038850 L_out=0.023 Acc=0.87 ---90542.71 ms/batch
Step 00038900 L_out=0.017 Acc=0.87 ---119020.18 ms/batch
Step 00038950 L_out=0.013 Acc=0.82 ---147563.64 ms/batch
Step 00039000 L_out=0.004 Acc=0.75 ---175609.75 ms/batch
Step 00039050 L_out=0.007 Acc=0.88 ---203421.13 ms/batch
Step 00039100 L_out=0.093 Acc=0.92 ---231279.03 ms/batch
Step 00039150 L_out=0.035 Acc=0.82 ---259042.95 ms/batch
Step 00039200 L_out=0.098 Acc=0.87 ---286409.70 ms/batch
Step 00039250 L_out=0.004 Acc=0.86 ---313880.84 ms/batch
Step 00039300 L_out=0.028 Acc=0.84 ---341592.84 ms/batch
Step 00039350 L_out=0.011 Acc=0.83 ---369260.34 ms/batch
Round 3 | epoch=28, train costTime=370.85433530807495, | total_activation_sum=1962306
Round 3 | epoch=29, current m_iou=0.7719145662617904
Round 3 | Best m_IoU is: 0.772, OA is: 0.914 | val costTime=86.24951696395874
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.007 Acc=0.88 ---27066.00 ms/batch
Step 00039450 L_out=0.031 Acc=0.89 ---55356.81 ms/batch
Step 00039500 L_out=0.013 Acc=0.83 ---82780.61 ms/batch
Step 00039550 L_out=0.015 Acc=0.86 ---110487.48 ms/batch
Step 00039600 L_out=0.028 Acc=0.82 ---138863.98 ms/batch
Step 00039650 L_out=0.009 Acc=0.91 ---166251.20 ms/batch
Step 00039700 L_out=0.012 Acc=0.76 ---194114.46 ms/batch
Step 00039750 L_out=0.006 Acc=0.91 ---222452.45 ms/batch
Step 00039800 L_out=0.009 Acc=0.85 ---250640.91 ms/batch
Step 00039850 L_out=0.009 Acc=0.89 ---279536.78 ms/batch
Step 00039900 L_out=0.018 Acc=0.66 ---307579.79 ms/batch
Step 00039950 L_out=0.009 Acc=0.84 ---335460.23 ms/batch
Step 00040000 L_out=0.007 Acc=0.88 ---363743.80 ms/batch
Round 3 | epoch=29, train costTime=375.04044127464294, | total_activation_sum=1933382
Round 3 | epoch=30, current m_iou=0.7593768156535653
Round 3 | Best m_IoU is: 0.772, OA is: 0.914 | val costTime=84.63866353034973
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=0.032 Acc=0.38 ---17237.27 ms/batch
Step 00040100 L_out=0.975 Acc=0.23 ---45513.24 ms/batch
Step 00040150 L_out=0.297 Acc=0.49 ---71733.11 ms/batch
Step 00040200 L_out=0.083 Acc=0.47 ---95909.01 ms/batch
Step 00040250 L_out=0.042 Acc=0.62 ---120208.66 ms/batch
Step 00040300 L_out=0.054 Acc=0.35 ---144402.31 ms/batch
Step 00040350 L_out=0.120 Acc=0.24 ---168795.20 ms/batch
Step 00040400 L_out=0.050 Acc=0.46 ---193162.61 ms/batch
Step 00040450 L_out=0.082 Acc=0.64 ---217160.73 ms/batch
Step 00040500 L_out=0.108 Acc=0.60 ---241235.02 ms/batch
Step 00040550 L_out=0.023 Acc=0.67 ---265385.97 ms/batch
Step 00040600 L_out=0.059 Acc=0.68 ---289524.01 ms/batch
Step 00040650 L_out=0.024 Acc=0.72 ---313409.47 ms/batch
Round 4 | epoch=0, train costTime=331.2292275428772, | total_activation_sum=2342644
Round 4 | epoch=1, current m_iou=0.6352410779799429
Round 4 | Best m_IoU is: 0.635, OA is: 0.837 | val costTime=86.04287648200989
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.004 Acc=0.79 --- 7212.46 ms/batch
Step 00040750 L_out=0.108 Acc=0.43 ---34977.21 ms/batch
Step 00040800 L_out=0.462 Acc=0.37 ---62921.45 ms/batch
Step 00040850 L_out=0.016 Acc=0.62 ---90542.82 ms/batch
Step 00040900 L_out=0.028 Acc=0.58 ---118189.03 ms/batch
Step 00040950 L_out=0.305 Acc=0.76 ---145715.46 ms/batch
Step 00041000 L_out=0.321 Acc=0.81 ---173420.47 ms/batch
Step 00041050 L_out=0.088 Acc=0.84 ---200812.50 ms/batch
Step 00041100 L_out=0.061 Acc=0.74 ---227930.55 ms/batch
Step 00041150 L_out=0.025 Acc=0.84 ---256135.40 ms/batch
Step 00041200 L_out=0.016 Acc=0.73 ---284088.32 ms/batch
Step 00041250 L_out=0.024 Acc=0.68 ---311763.44 ms/batch
Step 00041300 L_out=0.018 Acc=0.50 ---339448.59 ms/batch
Step 00041350 L_out=0.042 Acc=0.61 ---365953.73 ms/batch
Round 4 | epoch=1, train costTime=368.49645256996155, | total_activation_sum=2351254
Round 4 | epoch=2, current m_iou=0.6848343788641174
Round 4 | Best m_IoU is: 0.685, OA is: 0.824 | val costTime=78.71913647651672
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.053 Acc=0.75 ---25795.33 ms/batch
Step 00041450 L_out=0.123 Acc=0.52 ---54739.47 ms/batch
Step 00041500 L_out=0.017 Acc=0.61 ---83120.35 ms/batch
Step 00041550 L_out=0.013 Acc=0.71 ---111331.84 ms/batch
Step 00041600 L_out=0.320 Acc=0.80 ---139189.20 ms/batch
Step 00041650 L_out=0.012 Acc=0.83 ---166862.03 ms/batch
Step 00041700 L_out=0.014 Acc=0.70 ---194698.63 ms/batch
Step 00041750 L_out=0.029 Acc=0.80 ---222899.72 ms/batch
Step 00041800 L_out=0.014 Acc=0.69 ---252001.40 ms/batch
Step 00041850 L_out=0.049 Acc=0.83 ---280416.82 ms/batch
Step 00041900 L_out=0.015 Acc=0.73 ---308967.26 ms/batch
Step 00041950 L_out=0.008 Acc=0.60 ---338538.09 ms/batch
Step 00042000 L_out=0.015 Acc=0.71 ---365847.30 ms/batch
Round 4 | epoch=2, train costTime=378.2600107192993, | total_activation_sum=2372799
Round 4 | epoch=3, current m_iou=0.38767313333358583
Round 4 | Best m_IoU is: 0.685, OA is: 0.824 | val costTime=78.95120763778687
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.095 Acc=0.65 ---16398.24 ms/batch
Step 00042100 L_out=0.035 Acc=0.54 ---44725.54 ms/batch
Step 00042150 L_out=0.007 Acc=0.71 ---73099.92 ms/batch
Step 00042200 L_out=0.055 Acc=0.66 ---101151.03 ms/batch
Step 00042250 L_out=0.036 Acc=0.72 ---129249.31 ms/batch
Step 00042300 L_out=0.029 Acc=0.73 ---158007.54 ms/batch
Step 00042350 L_out=0.034 Acc=0.69 ---186095.67 ms/batch
Step 00042400 L_out=0.665 Acc=0.86 ---214098.30 ms/batch
Step 00042450 L_out=0.032 Acc=0.78 ---242044.92 ms/batch
Step 00042500 L_out=0.045 Acc=0.63 ---270040.85 ms/batch
Step 00042550 L_out=0.037 Acc=0.75 ---298580.67 ms/batch
Step 00042600 L_out=0.020 Acc=0.80 ---326533.29 ms/batch
Step 00042650 L_out=0.039 Acc=0.81 ---354126.62 ms/batch
Round 4 | epoch=3, train costTime=375.38189792633057, | total_activation_sum=2275403
Round 4 | epoch=4, current m_iou=0.7232082882914822
Round 4 | Best m_IoU is: 0.723, OA is: 0.869 | val costTime=79.09989833831787
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.025 Acc=0.60 --- 6675.49 ms/batch
Step 00042750 L_out=0.055 Acc=0.57 ---34521.84 ms/batch
Step 00042800 L_out=0.022 Acc=0.83 ---62446.04 ms/batch
Step 00042850 L_out=0.024 Acc=0.81 ---90685.02 ms/batch
Step 00042900 L_out=0.039 Acc=0.84 ---119256.74 ms/batch
Step 00042950 L_out=0.065 Acc=0.73 ---148770.98 ms/batch
Step 00043000 L_out=0.005 Acc=0.86 ---177314.20 ms/batch
Step 00043050 L_out=0.010 Acc=0.79 ---205469.35 ms/batch
Step 00043100 L_out=0.005 Acc=0.82 ---233445.25 ms/batch
Step 00043150 L_out=0.029 Acc=0.81 ---261934.15 ms/batch
Step 00043200 L_out=0.014 Acc=0.74 ---290171.80 ms/batch
Step 00043250 L_out=0.037 Acc=0.75 ---318312.24 ms/batch
Step 00043300 L_out=0.001 Acc=0.76 ---346436.34 ms/batch
Step 00043350 L_out=0.006 Acc=0.79 ---373691.61 ms/batch
Round 4 | epoch=4, train costTime=376.2851126194, | total_activation_sum=2248015
Round 4 | epoch=5, current m_iou=0.7532639753974391
Round 4 | Best m_IoU is: 0.753, OA is: 0.893 | val costTime=83.30216693878174
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.027 Acc=0.85 ---25009.72 ms/batch
Step 00043450 L_out=0.021 Acc=0.86 ---52521.90 ms/batch
Step 00043500 L_out=0.052 Acc=0.70 ---80276.28 ms/batch
Step 00043550 L_out=0.015 Acc=0.58 ---108222.69 ms/batch
Step 00043600 L_out=0.075 Acc=0.43 ---136445.28 ms/batch
Step 00043650 L_out=0.059 Acc=0.70 ---165144.28 ms/batch
Step 00043700 L_out=0.066 Acc=0.51 ---192567.71 ms/batch
Step 00043750 L_out=0.014 Acc=0.79 ---221007.84 ms/batch
Step 00043800 L_out=0.014 Acc=0.71 ---249348.40 ms/batch
Step 00043850 L_out=0.029 Acc=0.78 ---277658.95 ms/batch
Step 00043900 L_out=0.059 Acc=0.86 ---305898.76 ms/batch
Step 00043950 L_out=0.025 Acc=0.77 ---334295.83 ms/batch
Step 00044000 L_out=0.058 Acc=0.67 ---363289.78 ms/batch
Round 4 | epoch=5, train costTime=374.82803869247437, | total_activation_sum=2336646
Round 4 | epoch=6, current m_iou=0.6695063292685652
Round 4 | Best m_IoU is: 0.753, OA is: 0.893 | val costTime=83.29219460487366
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.002 Acc=0.76 ---15910.96 ms/batch
Step 00044100 L_out=0.172 Acc=0.61 ---44156.15 ms/batch
Step 00044150 L_out=0.018 Acc=0.83 ---72469.26 ms/batch
Step 00044200 L_out=0.005 Acc=0.79 ---99883.51 ms/batch
Step 00044250 L_out=0.026 Acc=0.56 ---127413.86 ms/batch
Step 00044300 L_out=0.039 Acc=0.71 ---156227.42 ms/batch
Step 00044350 L_out=0.014 Acc=0.79 ---183749.75 ms/batch
Step 00044400 L_out=0.058 Acc=0.78 ---213363.39 ms/batch
Step 00044450 L_out=0.051 Acc=0.75 ---242458.83 ms/batch
Step 00044500 L_out=0.175 Acc=0.79 ---270655.94 ms/batch
Step 00044550 L_out=0.077 Acc=0.83 ---298671.50 ms/batch
Step 00044600 L_out=0.020 Acc=0.67 ---326418.48 ms/batch
Step 00044650 L_out=0.086 Acc=0.59 ---354405.91 ms/batch
Round 4 | epoch=6, train costTime=376.4779851436615, | total_activation_sum=2381254
Round 4 | epoch=7, current m_iou=0.49036465932276746
Round 4 | Best m_IoU is: 0.753, OA is: 0.893 | val costTime=80.83579349517822
Round 4 | ****EPOCH 7****
Step 00044700 L_out=0.014 Acc=0.74 --- 6699.33 ms/batch
Step 00044750 L_out=0.027 Acc=0.77 ---35632.06 ms/batch
Step 00044800 L_out=0.077 Acc=0.66 ---63805.53 ms/batch
Step 00044850 L_out=0.002 Acc=0.92 ---91934.53 ms/batch
Step 00044900 L_out=0.057 Acc=0.68 ---120083.53 ms/batch
Step 00044950 L_out=0.060 Acc=0.82 ---148629.35 ms/batch
Step 00045000 L_out=0.041 Acc=0.80 ---177078.23 ms/batch
Step 00045050 L_out=0.196 Acc=0.86 ---205346.23 ms/batch
Step 00045100 L_out=0.011 Acc=0.79 ---233918.71 ms/batch
Step 00045150 L_out=0.062 Acc=0.81 ---261985.55 ms/batch
Step 00045200 L_out=0.009 Acc=0.88 ---289983.00 ms/batch
Step 00045250 L_out=0.022 Acc=0.85 ---318534.55 ms/batch
Step 00045300 L_out=0.006 Acc=0.80 ---346840.81 ms/batch
Step 00045350 L_out=0.011 Acc=0.89 ---374771.65 ms/batch
Round 4 | epoch=7, train costTime=377.7961084842682, | total_activation_sum=2326236
Round 4 | epoch=8, current m_iou=0.7149035928640302
Round 4 | Best m_IoU is: 0.753, OA is: 0.893 | val costTime=93.21259045600891
Round 4 | ****EPOCH 8****
Step 00045400 L_out=0.035 Acc=0.79 ---24777.29 ms/batch
Step 00045450 L_out=0.001 Acc=0.74 ---53204.81 ms/batch
Step 00045500 L_out=0.011 Acc=0.75 ---81480.91 ms/batch
Step 00045550 L_out=0.034 Acc=0.91 ---109668.94 ms/batch
Step 00045600 L_out=0.011 Acc=0.83 ---138400.68 ms/batch
Step 00045650 L_out=0.075 Acc=0.91 ---168606.41 ms/batch
Step 00045700 L_out=0.021 Acc=0.87 ---196324.98 ms/batch
Step 00045750 L_out=0.076 Acc=0.89 ---223956.27 ms/batch
Step 00045800 L_out=0.008 Acc=0.93 ---251765.55 ms/batch
Step 00045850 L_out=0.009 Acc=0.85 ---279676.14 ms/batch
Step 00045900 L_out=0.010 Acc=0.77 ---309320.57 ms/batch
Step 00045950 L_out=0.023 Acc=0.75 ---337386.76 ms/batch
Step 00046000 L_out=0.008 Acc=0.86 ---365741.01 ms/batch
Round 4 | epoch=8, train costTime=378.58932518959045, | total_activation_sum=2295477
Round 4 | epoch=9, current m_iou=0.6674015564884573
Round 4 | Best m_IoU is: 0.753, OA is: 0.893 | val costTime=82.45651030540466
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.008 Acc=0.84 ---15439.12 ms/batch
Step 00046100 L_out=0.029 Acc=0.76 ---43059.20 ms/batch
Step 00046150 L_out=0.134 Acc=0.70 ---71098.37 ms/batch
Step 00046200 L_out=0.047 Acc=0.75 ---99207.12 ms/batch
Step 00046250 L_out=0.011 Acc=0.91 ---127627.14 ms/batch
Step 00046300 L_out=0.044 Acc=0.87 ---156262.78 ms/batch
Step 00046350 L_out=0.021 Acc=0.68 ---185166.40 ms/batch
Step 00046400 L_out=0.002 Acc=0.90 ---213647.96 ms/batch
Step 00046450 L_out=0.112 Acc=0.89 ---242225.11 ms/batch
Step 00046500 L_out=0.027 Acc=0.86 ---270839.53 ms/batch
Step 00046550 L_out=0.012 Acc=0.84 ---298688.19 ms/batch
Step 00046600 L_out=0.004 Acc=0.84 ---326571.03 ms/batch
Step 00046650 L_out=0.104 Acc=0.82 ---354335.84 ms/batch
Round 4 | epoch=9, train costTime=376.3074941635132, | total_activation_sum=2196523
Round 4 | epoch=10, current m_iou=0.7452101662734458
Round 4 | Best m_IoU is: 0.753, OA is: 0.893 | val costTime=85.72371006011963
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.004 Acc=0.90 --- 5445.24 ms/batch
Step 00046750 L_out=0.025 Acc=0.75 ---33862.75 ms/batch
Step 00046800 L_out=0.012 Acc=0.78 ---61868.30 ms/batch
Step 00046850 L_out=0.073 Acc=0.85 ---90986.26 ms/batch
Step 00046900 L_out=0.006 Acc=0.79 ---119541.31 ms/batch
Step 00046950 L_out=0.046 Acc=0.81 ---147941.82 ms/batch
Step 00047000 L_out=0.040 Acc=0.78 ---176014.22 ms/batch
Step 00047050 L_out=0.005 Acc=0.71 ---204229.57 ms/batch
Step 00047100 L_out=0.001 Acc=0.87 ---232852.16 ms/batch
Step 00047150 L_out=0.005 Acc=0.91 ---261130.85 ms/batch
Step 00047200 L_out=0.015 Acc=0.82 ---289361.46 ms/batch
Step 00047250 L_out=0.006 Acc=0.68 ---317677.65 ms/batch
Step 00047300 L_out=0.006 Acc=0.80 ---345932.36 ms/batch
Step 00047350 L_out=0.008 Acc=0.78 ---374292.45 ms/batch
Round 4 | epoch=10, train costTime=377.8683681488037, | total_activation_sum=2409654
Round 4 | epoch=11, current m_iou=0.7652230799049727
Round 4 | Best m_IoU is: 0.765, OA is: 0.909 | val costTime=88.48927092552185
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.006 Acc=0.85 ---24631.08 ms/batch
Step 00047450 L_out=0.018 Acc=0.72 ---53283.39 ms/batch
Step 00047500 L_out=0.008 Acc=0.80 ---80959.86 ms/batch
Step 00047550 L_out=0.005 Acc=0.90 ---109351.96 ms/batch
Step 00047600 L_out=0.004 Acc=0.89 ---137512.95 ms/batch
Step 00047650 L_out=0.052 Acc=0.87 ---166088.03 ms/batch
Step 00047700 L_out=0.019 Acc=0.87 ---194230.80 ms/batch
Step 00047750 L_out=0.040 Acc=0.78 ---222434.93 ms/batch
Step 00047800 L_out=0.015 Acc=0.84 ---250986.67 ms/batch
Step 00047850 L_out=0.030 Acc=0.71 ---278658.97 ms/batch
Step 00047900 L_out=0.008 Acc=0.83 ---306830.47 ms/batch
Step 00047950 L_out=0.012 Acc=0.85 ---334895.03 ms/batch
Step 00048000 L_out=0.014 Acc=0.60 ---362914.52 ms/batch
Round 4 | epoch=11, train costTime=375.97063422203064, | total_activation_sum=2299586
Round 4 | epoch=12, current m_iou=0.783034450526585
Round 4 | Best m_IoU is: 0.783, OA is: 0.927 | val costTime=90.08227801322937
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.002 Acc=0.81 ---14940.61 ms/batch
Step 00048100 L_out=0.004 Acc=0.90 ---42616.66 ms/batch
Step 00048150 L_out=0.012 Acc=0.84 ---70836.99 ms/batch
Step 00048200 L_out=0.039 Acc=0.88 ---98463.47 ms/batch
Step 00048250 L_out=0.020 Acc=0.78 ---126431.66 ms/batch
Step 00048300 L_out=0.006 Acc=0.83 ---154166.75 ms/batch
Step 00048350 L_out=0.041 Acc=0.87 ---182493.41 ms/batch
Step 00048400 L_out=0.027 Acc=0.76 ---210566.30 ms/batch
Step 00048450 L_out=0.007 Acc=0.67 ---238131.95 ms/batch
Step 00048500 L_out=0.002 Acc=0.89 ---266155.09 ms/batch
Step 00048550 L_out=0.003 Acc=0.78 ---294393.81 ms/batch
Step 00048600 L_out=0.062 Acc=0.92 ---323109.48 ms/batch
Step 00048650 L_out=0.021 Acc=0.69 ---350747.15 ms/batch
Round 4 | epoch=12, train costTime=373.17724204063416, | total_activation_sum=2236612
Round 4 | epoch=13, current m_iou=0.7798514683476097
Round 4 | Best m_IoU is: 0.783, OA is: 0.927 | val costTime=87.39319348335266
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.002 Acc=0.88 --- 5103.48 ms/batch
Step 00048750 L_out=0.015 Acc=0.91 ---32691.04 ms/batch
Step 00048800 L_out=0.003 Acc=0.70 ---60218.18 ms/batch
Step 00048850 L_out=0.077 Acc=0.90 ---87988.34 ms/batch
Step 00048900 L_out=0.023 Acc=0.70 ---115546.53 ms/batch
Step 00048950 L_out=0.030 Acc=0.91 ---143625.92 ms/batch
Step 00049000 L_out=0.032 Acc=0.70 ---171687.08 ms/batch
Step 00049050 L_out=0.006 Acc=0.84 ---199962.25 ms/batch
Step 00049100 L_out=0.009 Acc=0.85 ---227759.29 ms/batch
Step 00049150 L_out=0.003 Acc=0.70 ---255139.47 ms/batch
Step 00049200 L_out=0.003 Acc=0.81 ---282895.79 ms/batch
Step 00049250 L_out=0.015 Acc=0.89 ---310797.33 ms/batch
Step 00049300 L_out=0.023 Acc=0.86 ---339361.95 ms/batch
Step 00049350 L_out=0.005 Acc=0.81 ---368003.46 ms/batch
Round 4 | epoch=13, train costTime=372.23775267601013, | total_activation_sum=2302104
Round 4 | epoch=14, current m_iou=0.7924508887862031
Round 4 | Best m_IoU is: 0.792, OA is: 0.933 | val costTime=92.18493795394897
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.012 Acc=0.86 ---23578.68 ms/batch
Step 00049450 L_out=0.049 Acc=0.86 ---51240.41 ms/batch
Step 00049500 L_out=0.020 Acc=0.91 ---79048.54 ms/batch
Step 00049550 L_out=0.005 Acc=0.65 ---106743.31 ms/batch
Step 00049600 L_out=0.006 Acc=0.82 ---134593.13 ms/batch
Step 00049650 L_out=0.025 Acc=0.67 ---162611.01 ms/batch
Step 00049700 L_out=0.025 Acc=0.81 ---190077.97 ms/batch
Step 00049750 L_out=0.012 Acc=0.71 ---218045.61 ms/batch
Step 00049800 L_out=0.011 Acc=0.67 ---245716.65 ms/batch
Step 00049850 L_out=0.034 Acc=0.95 ---273466.23 ms/batch
Step 00049900 L_out=0.001 Acc=0.85 ---301929.65 ms/batch
Step 00049950 L_out=0.058 Acc=0.65 ---329872.62 ms/batch
Step 00050000 L_out=0.013 Acc=0.87 ---357971.05 ms/batch
Round 4 | epoch=14, train costTime=371.4856631755829, | total_activation_sum=2334877
Round 4 | epoch=15, current m_iou=0.7875357639925233
Round 4 | Best m_IoU is: 0.792, OA is: 0.933 | val costTime=86.48596787452698
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.015 Acc=0.84 ---14434.62 ms/batch
Step 00050100 L_out=0.007 Acc=0.91 ---42528.70 ms/batch
Step 00050150 L_out=0.222 Acc=0.88 ---70266.93 ms/batch
Step 00050200 L_out=0.003 Acc=0.86 ---98274.53 ms/batch
Step 00050250 L_out=0.021 Acc=0.84 ---125628.08 ms/batch
Step 00050300 L_out=0.006 Acc=0.87 ---153660.35 ms/batch
Step 00050350 L_out=0.004 Acc=0.73 ---181724.21 ms/batch
Step 00050400 L_out=0.036 Acc=0.80 ---210085.55 ms/batch
Step 00050450 L_out=0.035 Acc=0.86 ---238983.21 ms/batch
Step 00050500 L_out=0.012 Acc=0.79 ---267282.78 ms/batch
Step 00050550 L_out=0.094 Acc=0.87 ---295671.62 ms/batch
Step 00050600 L_out=0.073 Acc=0.52 ---323750.86 ms/batch
Step 00050650 L_out=0.008 Acc=0.87 ---352144.72 ms/batch
Round 4 | epoch=15, train costTime=375.4340841770172, | total_activation_sum=2308749
Round 4 | epoch=16, current m_iou=0.7385191839429802
Round 4 | Best m_IoU is: 0.792, OA is: 0.933 | val costTime=94.53676152229309
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.012 Acc=0.76 --- 4801.56 ms/batch
Step 00050750 L_out=0.004 Acc=0.86 ---34530.88 ms/batch
Step 00050800 L_out=0.010 Acc=0.70 ---62481.45 ms/batch
Step 00050850 L_out=0.014 Acc=0.79 ---90874.30 ms/batch
Step 00050900 L_out=0.005 Acc=0.82 ---118464.80 ms/batch
Step 00050950 L_out=0.012 Acc=0.76 ---146838.07 ms/batch
Step 00051000 L_out=0.036 Acc=0.80 ---174648.89 ms/batch
Step 00051050 L_out=0.018 Acc=0.88 ---202301.10 ms/batch
Step 00051100 L_out=0.029 Acc=0.93 ---230417.19 ms/batch
Step 00051150 L_out=0.066 Acc=0.83 ---258204.09 ms/batch
Step 00051200 L_out=0.028 Acc=0.84 ---286317.67 ms/batch
Step 00051250 L_out=0.017 Acc=0.76 ---314134.70 ms/batch
Step 00051300 L_out=0.061 Acc=0.76 ---341830.26 ms/batch
Step 00051350 L_out=0.017 Acc=0.90 ---369821.17 ms/batch
Round 4 | epoch=16, train costTime=374.61375665664673, | total_activation_sum=2321998
Round 4 | epoch=17, current m_iou=0.7776434154576382
Round 4 | Best m_IoU is: 0.792, OA is: 0.933 | val costTime=94.43370246887207
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.010 Acc=0.81 ---22353.56 ms/batch
Step 00051450 L_out=0.033 Acc=0.87 ---50644.25 ms/batch
Step 00051500 L_out=0.012 Acc=0.89 ---78388.76 ms/batch
Step 00051550 L_out=0.001 Acc=0.88 ---106524.22 ms/batch
Step 00051600 L_out=0.005 Acc=0.85 ---134230.07 ms/batch
Step 00051650 L_out=0.005 Acc=0.86 ---162313.21 ms/batch
Step 00051700 L_out=0.006 Acc=0.88 ---190722.82 ms/batch
Step 00051750 L_out=0.001 Acc=0.89 ---219397.43 ms/batch
Step 00051800 L_out=0.007 Acc=0.85 ---247837.45 ms/batch
Step 00051850 L_out=0.003 Acc=0.92 ---275848.89 ms/batch
Step 00051900 L_out=0.002 Acc=0.84 ---303767.07 ms/batch
Step 00051950 L_out=0.004 Acc=0.86 ---332107.17 ms/batch
Step 00052000 L_out=0.006 Acc=0.88 ---361137.38 ms/batch
Round 4 | epoch=17, train costTime=375.30503153800964, | total_activation_sum=2300055
Round 4 | epoch=18, current m_iou=0.7751022023025433
Round 4 | Best m_IoU is: 0.792, OA is: 0.933 | val costTime=90.96063995361328
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.008 Acc=0.64 ---14106.15 ms/batch
Step 00052100 L_out=0.002 Acc=0.94 ---43395.69 ms/batch
Step 00052150 L_out=0.005 Acc=0.92 ---71663.68 ms/batch
Step 00052200 L_out=0.008 Acc=0.85 ---99638.67 ms/batch
Step 00052250 L_out=0.017 Acc=0.72 ---127238.16 ms/batch
Step 00052300 L_out=0.019 Acc=0.95 ---154934.39 ms/batch
Step 00052350 L_out=0.010 Acc=0.82 ---183038.27 ms/batch
Step 00052400 L_out=0.005 Acc=0.90 ---210573.38 ms/batch
Step 00052450 L_out=0.146 Acc=0.93 ---238332.15 ms/batch
Step 00052500 L_out=0.008 Acc=0.84 ---266151.04 ms/batch
Step 00052550 L_out=0.023 Acc=0.82 ---293988.64 ms/batch
Step 00052600 L_out=0.034 Acc=0.80 ---321718.60 ms/batch
Step 00052650 L_out=0.005 Acc=0.87 ---350006.05 ms/batch
Round 4 | epoch=18, train costTime=374.02711963653564, | total_activation_sum=2313832
Round 4 | epoch=19, current m_iou=0.7665609768139617
Round 4 | Best m_IoU is: 0.792, OA is: 0.933 | val costTime=83.97423100471497
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.008 Acc=0.79 --- 4045.42 ms/batch
Step 00052750 L_out=0.037 Acc=0.77 ---32250.32 ms/batch
Step 00052800 L_out=0.090 Acc=0.82 ---60224.56 ms/batch
Step 00052850 L_out=0.235 Acc=0.89 ---88104.94 ms/batch
Step 00052900 L_out=0.009 Acc=0.86 ---115767.64 ms/batch
Step 00052950 L_out=0.004 Acc=0.84 ---143853.80 ms/batch
Step 00053000 L_out=0.016 Acc=0.92 ---171922.90 ms/batch
Step 00053050 L_out=0.072 Acc=0.92 ---199349.91 ms/batch
Step 00053100 L_out=0.010 Acc=0.86 ---227253.20 ms/batch
Step 00053150 L_out=0.048 Acc=0.85 ---255105.79 ms/batch
Step 00053200 L_out=0.007 Acc=0.77 ---283236.91 ms/batch
Step 00053250 L_out=0.013 Acc=0.78 ---311004.95 ms/batch
Step 00053300 L_out=0.003 Acc=0.89 ---339118.59 ms/batch
Step 00053350 L_out=0.011 Acc=0.88 ---367517.63 ms/batch
Round 4 | epoch=19, train costTime=373.1335127353668, | total_activation_sum=2312815
Round 4 | epoch=20, current m_iou=0.7831256004484585
Round 4 | Best m_IoU is: 0.792, OA is: 0.933 | val costTime=89.04739713668823
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.249 Acc=0.83 ---22457.22 ms/batch
Step 00053450 L_out=0.002 Acc=0.81 ---50094.07 ms/batch
Step 00053500 L_out=0.032 Acc=0.89 ---77828.86 ms/batch
Step 00053550 L_out=0.004 Acc=0.87 ---105714.47 ms/batch
Step 00053600 L_out=0.016 Acc=0.84 ---133717.35 ms/batch
Step 00053650 L_out=0.021 Acc=0.72 ---162233.88 ms/batch
Step 00053700 L_out=0.023 Acc=0.76 ---190298.74 ms/batch
Step 00053750 L_out=0.004 Acc=0.84 ---218471.45 ms/batch
Step 00053800 L_out=0.022 Acc=0.88 ---246154.18 ms/batch
Step 00053850 L_out=0.021 Acc=0.90 ---274349.10 ms/batch
Step 00053900 L_out=0.124 Acc=0.91 ---302971.21 ms/batch
Step 00053950 L_out=0.005 Acc=0.89 ---331349.31 ms/batch
Step 00054000 L_out=0.014 Acc=0.89 ---359223.66 ms/batch
Round 4 | epoch=20, train costTime=374.51887345314026, | total_activation_sum=2316551
Round 4 | epoch=21, current m_iou=0.7976654844921506
Round 4 | Best m_IoU is: 0.798, OA is: 0.926 | val costTime=88.21371102333069
Round 4 | ****EPOCH 21****
Step 00054050 L_out=0.030 Acc=0.88 ---12988.26 ms/batch
Step 00054100 L_out=0.005 Acc=0.90 ---41296.87 ms/batch
Step 00054150 L_out=0.012 Acc=0.87 ---69786.68 ms/batch
Step 00054200 L_out=0.008 Acc=0.81 ---97676.36 ms/batch
Step 00054250 L_out=0.025 Acc=0.92 ---125715.22 ms/batch
Step 00054300 L_out=0.030 Acc=0.75 ---153678.46 ms/batch
Step 00054350 L_out=0.016 Acc=0.88 ---182054.84 ms/batch
Step 00054400 L_out=0.008 Acc=0.81 ---210331.42 ms/batch
Step 00054450 L_out=0.008 Acc=0.80 ---237674.05 ms/batch
Step 00054500 L_out=0.081 Acc=0.84 ---265557.97 ms/batch
Step 00054550 L_out=0.007 Acc=0.84 ---293208.76 ms/batch
Step 00054600 L_out=0.014 Acc=0.75 ---320655.60 ms/batch
Step 00054650 L_out=0.032 Acc=0.88 ---348461.96 ms/batch
Round 4 | epoch=21, train costTime=373.6254494190216, | total_activation_sum=2326602
Round 4 | epoch=22, current m_iou=0.806988787672785
Round 4 | Best m_IoU is: 0.807, OA is: 0.932 | val costTime=97.83671283721924
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.008 Acc=0.85 --- 3427.40 ms/batch
Step 00054750 L_out=0.017 Acc=0.82 ---31860.70 ms/batch
Step 00054800 L_out=0.009 Acc=0.76 ---59441.03 ms/batch
Step 00054850 L_out=0.021 Acc=0.90 ---87184.37 ms/batch
Step 00054900 L_out=0.002 Acc=0.94 ---115042.86 ms/batch
Step 00054950 L_out=0.004 Acc=0.81 ---142801.15 ms/batch
Step 00055000 L_out=0.085 Acc=0.75 ---171273.96 ms/batch
Step 00055050 L_out=0.005 Acc=0.78 ---199338.96 ms/batch
Step 00055100 L_out=0.039 Acc=0.89 ---227955.98 ms/batch
Step 00055150 L_out=0.008 Acc=0.79 ---255867.88 ms/batch
Step 00055200 L_out=0.004 Acc=0.87 ---283682.30 ms/batch
Step 00055250 L_out=0.006 Acc=0.90 ---311535.89 ms/batch
Step 00055300 L_out=0.010 Acc=0.75 ---339776.17 ms/batch
Step 00055350 L_out=0.007 Acc=0.85 ---367578.57 ms/batch
Round 4 | epoch=22, train costTime=373.6009576320648, | total_activation_sum=2249341
Round 4 | epoch=23, current m_iou=0.7692793220582699
Round 4 | Best m_IoU is: 0.807, OA is: 0.932 | val costTime=89.46390962600708
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.006 Acc=0.71 ---22063.14 ms/batch
Step 00055450 L_out=0.022 Acc=0.86 ---50209.50 ms/batch
Step 00055500 L_out=0.021 Acc=0.71 ---78265.81 ms/batch
Step 00055550 L_out=0.010 Acc=0.75 ---106191.47 ms/batch
Step 00055600 L_out=0.007 Acc=0.77 ---134138.78 ms/batch
Step 00055650 L_out=0.003 Acc=0.85 ---162071.28 ms/batch
Step 00055700 L_out=0.011 Acc=0.91 ---190298.13 ms/batch
Step 00055750 L_out=0.002 Acc=0.89 ---217967.03 ms/batch
Step 00055800 L_out=0.002 Acc=0.81 ---245924.86 ms/batch
Step 00055850 L_out=0.040 Acc=0.84 ---273545.07 ms/batch
Step 00055900 L_out=0.008 Acc=0.84 ---301880.04 ms/batch
Step 00055950 L_out=0.002 Acc=0.88 ---329989.54 ms/batch
Step 00056000 L_out=0.010 Acc=0.88 ---359013.33 ms/batch
Round 4 | epoch=23, train costTime=374.76635360717773, | total_activation_sum=2309171
Round 4 | epoch=24, current m_iou=0.7858090792486697
Round 4 | Best m_IoU is: 0.807, OA is: 0.932 | val costTime=91.94655728340149
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.018 Acc=0.68 ---12255.74 ms/batch
Step 00056100 L_out=0.046 Acc=0.87 ---40147.85 ms/batch
Step 00056150 L_out=0.004 Acc=0.89 ---68360.90 ms/batch
Step 00056200 L_out=0.032 Acc=0.82 ---96292.61 ms/batch
Step 00056250 L_out=0.007 Acc=0.89 ---124527.22 ms/batch
Step 00056300 L_out=0.003 Acc=0.85 ---152637.71 ms/batch
Step 00056350 L_out=0.005 Acc=0.89 ---181726.15 ms/batch
Step 00056400 L_out=0.011 Acc=0.88 ---209346.16 ms/batch
Step 00056450 L_out=0.000 Acc=0.92 ---237340.09 ms/batch
Step 00056500 L_out=0.013 Acc=0.86 ---265456.16 ms/batch
Step 00056550 L_out=0.010 Acc=0.82 ---293550.56 ms/batch
Step 00056600 L_out=0.013 Acc=0.91 ---321451.27 ms/batch
Step 00056650 L_out=0.005 Acc=0.87 ---349318.18 ms/batch
Round 4 | epoch=24, train costTime=374.0057554244995, | total_activation_sum=2306446
Round 4 | epoch=25, current m_iou=0.800713224087703
Round 4 | Best m_IoU is: 0.807, OA is: 0.932 | val costTime=83.4051718711853
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.012 Acc=0.79 --- 2833.69 ms/batch
Step 00056750 L_out=0.004 Acc=0.86 ---30067.53 ms/batch
Step 00056800 L_out=0.010 Acc=0.74 ---57815.61 ms/batch
Step 00056850 L_out=0.005 Acc=0.83 ---86204.00 ms/batch
Step 00056900 L_out=0.005 Acc=0.90 ---114020.21 ms/batch
Step 00056950 L_out=0.016 Acc=0.91 ---141808.87 ms/batch
Step 00057000 L_out=0.004 Acc=0.77 ---169699.51 ms/batch
Step 00057050 L_out=0.009 Acc=0.87 ---197546.77 ms/batch
Step 00057100 L_out=0.011 Acc=0.66 ---225716.83 ms/batch
Step 00057150 L_out=0.075 Acc=0.93 ---253243.06 ms/batch
Step 00057200 L_out=0.005 Acc=0.88 ---281218.05 ms/batch
Step 00057250 L_out=0.016 Acc=0.92 ---308964.40 ms/batch
Step 00057300 L_out=0.002 Acc=0.90 ---337019.06 ms/batch
Step 00057350 L_out=0.004 Acc=0.94 ---364575.20 ms/batch
Round 4 | epoch=25, train costTime=371.3132207393646, | total_activation_sum=2278742
Round 4 | epoch=26, current m_iou=0.792351009555476
Round 4 | Best m_IoU is: 0.807, OA is: 0.932 | val costTime=91.11849474906921
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.009 Acc=0.86 ---21033.97 ms/batch
Step 00057450 L_out=0.002 Acc=0.89 ---48862.85 ms/batch
Step 00057500 L_out=0.031 Acc=0.93 ---76493.55 ms/batch
Step 00057550 L_out=0.032 Acc=0.89 ---104570.70 ms/batch
Step 00057600 L_out=0.004 Acc=0.76 ---132264.30 ms/batch
Step 00057650 L_out=0.018 Acc=0.78 ---159783.98 ms/batch
Step 00057700 L_out=0.034 Acc=0.84 ---188619.45 ms/batch
Step 00057750 L_out=0.007 Acc=0.90 ---216847.26 ms/batch
Step 00057800 L_out=0.109 Acc=0.81 ---245018.20 ms/batch
Step 00057850 L_out=0.003 Acc=0.91 ---273658.87 ms/batch
Step 00057900 L_out=0.003 Acc=0.94 ---301972.58 ms/batch
Step 00057950 L_out=0.002 Acc=0.82 ---330454.29 ms/batch
Step 00058000 L_out=0.021 Acc=0.84 ---358130.08 ms/batch
Round 4 | epoch=26, train costTime=374.2385940551758, | total_activation_sum=2377863
Round 4 | epoch=27, current m_iou=0.7964016136974443
Round 4 | Best m_IoU is: 0.807, OA is: 0.932 | val costTime=89.00687456130981
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.007 Acc=0.85 ---11717.15 ms/batch
Step 00058100 L_out=0.002 Acc=0.84 ---39908.59 ms/batch
Step 00058150 L_out=0.009 Acc=0.86 ---67832.66 ms/batch
Step 00058200 L_out=0.022 Acc=0.93 ---95711.41 ms/batch
Step 00058250 L_out=0.010 Acc=0.89 ---123985.91 ms/batch
Step 00058300 L_out=0.054 Acc=0.75 ---152268.73 ms/batch
Step 00058350 L_out=0.002 Acc=0.74 ---180213.67 ms/batch
Step 00058400 L_out=0.002 Acc=0.84 ---208329.73 ms/batch
Step 00058450 L_out=0.004 Acc=0.68 ---235644.84 ms/batch
Step 00058500 L_out=0.006 Acc=0.89 ---263925.48 ms/batch
Step 00058550 L_out=0.003 Acc=0.88 ---291871.03 ms/batch
Step 00058600 L_out=0.014 Acc=0.94 ---319053.44 ms/batch
Step 00058650 L_out=0.068 Acc=0.82 ---347053.62 ms/batch
Round 4 | epoch=27, train costTime=372.52430844306946, | total_activation_sum=2344757
Round 4 | epoch=28, current m_iou=0.8216901253653441
Round 4 | Best m_IoU is: 0.822, OA is: 0.944 | val costTime=95.75115919113159
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.003 Acc=0.91 --- 2559.89 ms/batch
Step 00058750 L_out=0.004 Acc=0.87 ---30495.79 ms/batch
Step 00058800 L_out=0.002 Acc=0.89 ---57909.65 ms/batch
Step 00058850 L_out=0.009 Acc=0.84 ---85580.88 ms/batch
Step 00058900 L_out=0.016 Acc=0.83 ---113427.57 ms/batch
Step 00058950 L_out=0.020 Acc=0.68 ---140966.68 ms/batch
Step 00059000 L_out=0.014 Acc=0.74 ---168160.49 ms/batch
Step 00059050 L_out=0.007 Acc=0.86 ---196060.07 ms/batch
Step 00059100 L_out=0.013 Acc=0.90 ---223477.29 ms/batch
Step 00059150 L_out=0.115 Acc=0.92 ---251048.09 ms/batch
Step 00059200 L_out=0.014 Acc=0.90 ---278538.26 ms/batch
Step 00059250 L_out=0.067 Acc=0.87 ---306492.25 ms/batch
Step 00059300 L_out=0.007 Acc=0.75 ---333752.46 ms/batch
Step 00059350 L_out=0.012 Acc=0.78 ---361011.92 ms/batch
Round 4 | epoch=28, train costTime=368.1803936958313, | total_activation_sum=2317335
Round 4 | epoch=29, current m_iou=0.8219027341336828
Round 4 | Best m_IoU is: 0.822, OA is: 0.942 | val costTime=86.7587685585022
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.001 Acc=0.88 ---20750.50 ms/batch
Step 00059450 L_out=0.004 Acc=0.86 ---49100.42 ms/batch
Step 00059500 L_out=0.061 Acc=0.95 ---77296.17 ms/batch
Step 00059550 L_out=0.305 Acc=0.65 ---105312.16 ms/batch
Step 00059600 L_out=0.029 Acc=0.83 ---133205.30 ms/batch
Step 00059650 L_out=0.002 Acc=0.93 ---161181.14 ms/batch
Step 00059700 L_out=0.015 Acc=0.86 ---189423.63 ms/batch
Step 00059750 L_out=0.004 Acc=0.82 ---217111.22 ms/batch
Step 00059800 L_out=0.012 Acc=0.84 ---245570.19 ms/batch
Step 00059850 L_out=0.020 Acc=0.82 ---273741.12 ms/batch
Step 00059900 L_out=0.015 Acc=0.81 ---300504.82 ms/batch
Step 00059950 L_out=0.003 Acc=0.87 ---328353.39 ms/batch
Step 00060000 L_out=0.003 Acc=0.82 ---356836.27 ms/batch
Round 4 | epoch=29, train costTime=373.679523229599, | total_activation_sum=2278495
Round 4 | epoch=30, current m_iou=0.8247523501864462
Round 4 | Best m_IoU is: 0.825, OA is: 0.940 | val costTime=90.14029788970947
Round 4 | ****EPOCH 30****
Round 5 | ****EPOCH 0****
Step 00060050 L_out=0.007 Acc=0.62 --- 9767.95 ms/batch
Step 00060100 L_out=0.114 Acc=0.42 ---33755.65 ms/batch
Step 00060150 L_out=0.015 Acc=0.64 ---58025.56 ms/batch
Step 00060200 L_out=0.008 Acc=0.47 ---82201.92 ms/batch
Step 00060250 L_out=0.064 Acc=0.46 ---106112.98 ms/batch
Step 00060300 L_out=0.059 Acc=0.68 ---130218.29 ms/batch
Step 00060350 L_out=0.108 Acc=0.32 ---154378.04 ms/batch
Step 00060400 L_out=0.032 Acc=0.52 ---178405.01 ms/batch
Step 00060450 L_out=0.032 Acc=0.78 ---202482.34 ms/batch
Step 00060500 L_out=0.044 Acc=0.71 ---226528.04 ms/batch
Step 00060550 L_out=0.032 Acc=0.56 ---250518.31 ms/batch
Step 00060600 L_out=0.077 Acc=0.59 ---274495.96 ms/batch
Step 00060650 L_out=0.022 Acc=0.74 ---298305.93 ms/batch
Round 5 | epoch=0, train costTime=320.86256527900696, | total_activation_sum=2611132
Round 5 | epoch=1, current m_iou=0.43952926078106946
Round 5 | Best m_IoU is: 0.440, OA is: 0.577 | val costTime=72.24821972846985
Round 5 | ****EPOCH 1****
Step 00060700 L_out=0.030 Acc=0.76 --- 1387.30 ms/batch
Step 00060750 L_out=0.039 Acc=0.45 ---26828.58 ms/batch
Step 00060800 L_out=0.004 Acc=0.83 ---54887.65 ms/batch
Step 00060850 L_out=0.034 Acc=0.67 ---82584.09 ms/batch
Step 00060900 L_out=0.095 Acc=0.62 ---110852.92 ms/batch
Step 00060950 L_out=0.341 Acc=0.52 ---138812.33 ms/batch
Step 00061000 L_out=0.034 Acc=0.71 ---166984.59 ms/batch
Step 00061050 L_out=0.063 Acc=0.75 ---194817.19 ms/batch
Step 00061100 L_out=0.045 Acc=0.78 ---222710.15 ms/batch
Step 00061150 L_out=0.005 Acc=0.84 ---250800.11 ms/batch
Step 00061200 L_out=0.025 Acc=0.69 ---279195.81 ms/batch
Step 00061250 L_out=0.029 Acc=0.80 ---306578.84 ms/batch
Step 00061300 L_out=0.026 Acc=0.70 ---334547.76 ms/batch
Step 00061350 L_out=0.048 Acc=0.89 ---361834.17 ms/batch
Round 5 | epoch=1, train costTime=369.9674274921417, | total_activation_sum=2537457
Round 5 | epoch=2, current m_iou=0.7159914169441495
Round 5 | Best m_IoU is: 0.716, OA is: 0.860 | val costTime=89.5329065322876
Round 5 | ****EPOCH 2****
Step 00061400 L_out=0.010 Acc=0.85 ---20286.31 ms/batch
Step 00061450 L_out=0.017 Acc=0.88 ---48117.04 ms/batch
Step 00061500 L_out=0.027 Acc=0.77 ---76709.50 ms/batch
Step 00061550 L_out=0.160 Acc=0.76 ---105118.34 ms/batch
Step 00061600 L_out=0.045 Acc=0.73 ---133002.92 ms/batch
Step 00061650 L_out=0.018 Acc=0.74 ---160923.35 ms/batch
Step 00061700 L_out=0.018 Acc=0.77 ---188778.31 ms/batch
Step 00061750 L_out=0.025 Acc=0.80 ---217191.38 ms/batch
Step 00061800 L_out=0.039 Acc=0.83 ---245407.43 ms/batch
Step 00061850 L_out=0.033 Acc=0.60 ---273069.47 ms/batch
Step 00061900 L_out=0.016 Acc=0.76 ---301059.28 ms/batch
Step 00061950 L_out=0.009 Acc=0.84 ---328117.01 ms/batch
Step 00062000 L_out=0.013 Acc=0.54 ---355866.90 ms/batch
Round 5 | epoch=2, train costTime=373.96085953712463, | total_activation_sum=2655932
Round 5 | epoch=3, current m_iou=0.7208750919915987
Round 5 | Best m_IoU is: 0.721, OA is: 0.875 | val costTime=92.08580780029297
Round 5 | ****EPOCH 3****
Step 00062050 L_out=0.013 Acc=0.84 ---11121.35 ms/batch
Step 00062100 L_out=0.082 Acc=0.70 ---39044.62 ms/batch
Step 00062150 L_out=0.001 Acc=0.86 ---66731.85 ms/batch
Step 00062200 L_out=0.007 Acc=0.74 ---94555.20 ms/batch
Step 00062250 L_out=0.230 Acc=0.88 ---122260.22 ms/batch
Step 00062300 L_out=0.027 Acc=0.75 ---149523.66 ms/batch
Step 00062350 L_out=0.015 Acc=0.69 ---177569.30 ms/batch
Step 00062400 L_out=0.027 Acc=0.71 ---205178.85 ms/batch
Step 00062450 L_out=0.017 Acc=0.61 ---232784.18 ms/batch
Step 00062500 L_out=0.011 Acc=0.79 ---261027.51 ms/batch
Step 00062550 L_out=0.044 Acc=0.69 ---289434.26 ms/batch
Step 00062600 L_out=0.018 Acc=0.74 ---317694.73 ms/batch
Step 00062650 L_out=0.033 Acc=0.79 ---345531.28 ms/batch
Round 5 | epoch=3, train costTime=372.40951776504517, | total_activation_sum=2536453
Round 5 | epoch=4, current m_iou=0.7730039420153384
Round 5 | Best m_IoU is: 0.773, OA is: 0.910 | val costTime=82.85349583625793
Round 5 | ****EPOCH 4****
Step 00062700 L_out=0.003 Acc=0.85 --- 1020.19 ms/batch
Step 00062750 L_out=0.009 Acc=0.71 ---29304.60 ms/batch
Step 00062800 L_out=0.013 Acc=0.76 ---56810.12 ms/batch
Step 00062850 L_out=0.049 Acc=0.87 ---84763.74 ms/batch
Step 00062900 L_out=0.022 Acc=0.73 ---112346.45 ms/batch
Step 00062950 L_out=0.014 Acc=0.54 ---139971.69 ms/batch
Step 00063000 L_out=0.020 Acc=0.74 ---167538.71 ms/batch
Step 00063050 L_out=0.015 Acc=0.59 ---195667.83 ms/batch
Step 00063100 L_out=0.033 Acc=0.74 ---223324.14 ms/batch
Step 00063150 L_out=0.013 Acc=0.81 ---251395.06 ms/batch
Step 00063200 L_out=0.009 Acc=0.85 ---279329.21 ms/batch
Step 00063250 L_out=0.108 Acc=0.73 ---306874.64 ms/batch
Step 00063300 L_out=0.020 Acc=0.82 ---334798.44 ms/batch
Step 00063350 L_out=0.010 Acc=0.89 ---363237.36 ms/batch
Round 5 | epoch=4, train costTime=372.1318247318268, | total_activation_sum=2494729
Round 5 | epoch=5, current m_iou=0.7705126150660798
Round 5 | Best m_IoU is: 0.773, OA is: 0.910 | val costTime=88.6115255355835
Round 5 | ****EPOCH 5****
Step 00063400 L_out=0.001 Acc=0.85 ---20188.29 ms/batch
Step 00063450 L_out=0.014 Acc=0.80 ---48307.00 ms/batch
Step 00063500 L_out=0.026 Acc=0.65 ---76693.09 ms/batch
Step 00063550 L_out=0.000 Acc=0.76 ---104897.16 ms/batch
Step 00063600 L_out=0.076 Acc=0.75 ---133294.61 ms/batch
Step 00063650 L_out=0.012 Acc=0.78 ---161453.71 ms/batch
Step 00063700 L_out=0.032 Acc=0.85 ---189310.62 ms/batch
Step 00063750 L_out=0.007 Acc=0.83 ---217669.07 ms/batch
Step 00063800 L_out=0.019 Acc=0.87 ---245216.90 ms/batch
Step 00063850 L_out=0.006 Acc=0.80 ---272807.47 ms/batch
Step 00063900 L_out=0.004 Acc=0.88 ---301137.35 ms/batch
Step 00063950 L_out=0.015 Acc=0.85 ---328860.69 ms/batch
Step 00064000 L_out=0.017 Acc=0.73 ---356339.62 ms/batch
Round 5 | epoch=5, train costTime=373.9205901622772, | total_activation_sum=2574339
Round 5 | epoch=6, current m_iou=0.6841804132953717
Round 5 | Best m_IoU is: 0.773, OA is: 0.910 | val costTime=92.29921746253967
Round 5 | ****EPOCH 6****
Step 00064050 L_out=0.055 Acc=0.61 ---10607.16 ms/batch
Step 00064100 L_out=0.016 Acc=0.83 ---38809.30 ms/batch
Step 00064150 L_out=0.050 Acc=0.88 ---67071.05 ms/batch
Step 00064200 L_out=0.273 Acc=0.85 ---94901.34 ms/batch
Step 00064250 L_out=0.014 Acc=0.71 ---122767.59 ms/batch
Step 00064300 L_out=0.018 Acc=0.73 ---150031.99 ms/batch
Step 00064350 L_out=0.012 Acc=0.77 ---178569.74 ms/batch
Step 00064400 L_out=0.032 Acc=0.83 ---206845.83 ms/batch
Step 00064450 L_out=0.008 Acc=0.79 ---234824.55 ms/batch
Step 00064500 L_out=0.010 Acc=0.80 ---262818.98 ms/batch
Step 00064550 L_out=0.003 Acc=0.92 ---290884.56 ms/batch
Step 00064600 L_out=0.011 Acc=0.91 ---319072.18 ms/batch
Step 00064650 L_out=0.005 Acc=0.74 ---347454.65 ms/batch
Round 5 | epoch=6, train costTime=374.609570980072, | total_activation_sum=2546146
Round 5 | epoch=7, current m_iou=0.725404572318463
Round 5 | Best m_IoU is: 0.773, OA is: 0.910 | val costTime=90.04739356040955
Round 5 | ****EPOCH 7****
Step 00064700 L_out=0.009 Acc=0.54 ---  562.18 ms/batch
Step 00064750 L_out=0.028 Acc=0.74 ---28735.54 ms/batch
Step 00064800 L_out=0.116 Acc=0.88 ---56633.94 ms/batch
Step 00064850 L_out=0.005 Acc=0.79 ---84516.14 ms/batch
Step 00064900 L_out=0.005 Acc=0.75 ---112161.57 ms/batch
Step 00064950 L_out=0.003 Acc=0.78 ---139874.65 ms/batch
Step 00065000 L_out=0.019 Acc=0.77 ---167631.76 ms/batch
Step 00065050 L_out=0.009 Acc=0.83 ---195245.03 ms/batch
Step 00065100 L_out=0.013 Acc=0.80 ---222997.89 ms/batch
Step 00065150 L_out=0.011 Acc=0.88 ---250537.55 ms/batch
Step 00065200 L_out=0.070 Acc=0.77 ---278229.64 ms/batch
Step 00065250 L_out=0.017 Acc=0.77 ---305981.13 ms/batch
Step 00065300 L_out=0.046 Acc=0.82 ---333834.85 ms/batch
Step 00065350 L_out=0.007 Acc=0.89 ---361722.96 ms/batch
Round 5 | epoch=7, train costTime=370.9809184074402, | total_activation_sum=2512992
Round 5 | epoch=8, current m_iou=0.7858322908658987
Round 5 | Best m_IoU is: 0.786, OA is: 0.932 | val costTime=92.52634239196777
Round 5 | ****EPOCH 8****
Step 00065400 L_out=0.004 Acc=0.77 ---19085.38 ms/batch
Step 00065450 L_out=0.049 Acc=0.84 ---47142.28 ms/batch
Step 00065500 L_out=0.037 Acc=0.81 ---74948.25 ms/batch
Step 00065550 L_out=0.010 Acc=0.81 ---103531.20 ms/batch
Step 00065600 L_out=0.001 Acc=0.87 ---132268.61 ms/batch
Step 00065650 L_out=0.021 Acc=0.71 ---160296.72 ms/batch
Step 00065700 L_out=0.069 Acc=0.78 ---187987.63 ms/batch
Step 00065750 L_out=0.233 Acc=0.86 ---215919.37 ms/batch
Step 00065800 L_out=0.168 Acc=0.96 ---243608.88 ms/batch
Step 00065850 L_out=0.010 Acc=0.86 ---272568.77 ms/batch
Step 00065900 L_out=0.003 Acc=0.92 ---300566.24 ms/batch
Step 00065950 L_out=0.004 Acc=0.87 ---328192.03 ms/batch
Step 00066000 L_out=0.026 Acc=0.72 ---356716.34 ms/batch
Round 5 | epoch=8, train costTime=374.901736497879, | total_activation_sum=2485142
Round 5 | epoch=9, current m_iou=0.7688776221772174
Round 5 | Best m_IoU is: 0.786, OA is: 0.932 | val costTime=82.2508192062378
Round 5 | ****EPOCH 9****
Step 00066050 L_out=0.012 Acc=0.82 --- 9666.49 ms/batch
Step 00066100 L_out=0.004 Acc=0.88 ---37526.04 ms/batch
Step 00066150 L_out=0.003 Acc=0.83 ---66178.74 ms/batch
Step 00066200 L_out=0.042 Acc=0.81 ---94345.13 ms/batch
Step 00066250 L_out=0.014 Acc=0.80 ---122235.79 ms/batch
Step 00066300 L_out=0.007 Acc=0.82 ---150631.62 ms/batch
Step 00066350 L_out=0.022 Acc=0.79 ---178253.29 ms/batch
Step 00066400 L_out=0.069 Acc=0.77 ---206442.63 ms/batch
Step 00066450 L_out=0.029 Acc=0.76 ---234728.23 ms/batch
Step 00066500 L_out=0.091 Acc=0.69 ---263018.28 ms/batch
Step 00066550 L_out=0.036 Acc=0.77 ---291056.68 ms/batch
Step 00066600 L_out=0.008 Acc=0.92 ---318902.25 ms/batch
Step 00066650 L_out=0.008 Acc=0.82 ---346749.95 ms/batch
Step 00066700 L_out=0.002 Acc=0.83 ---374987.31 ms/batch
Round 5 | epoch=9, train costTime=374.9893364906311, | total_activation_sum=2684695
Round 5 | epoch=10, current m_iou=0.7775723424128342
Round 5 | Best m_IoU is: 0.786, OA is: 0.932 | val costTime=94.70621371269226
Round 5 | ****EPOCH 10****
Step 00066750 L_out=0.001 Acc=0.84 ---28252.02 ms/batch
Step 00066800 L_out=0.020 Acc=0.87 ---56087.61 ms/batch
Step 00066850 L_out=0.003 Acc=0.84 ---83813.11 ms/batch
Step 00066900 L_out=0.007 Acc=0.80 ---111906.05 ms/batch
Step 00066950 L_out=0.016 Acc=0.85 ---139771.31 ms/batch
Step 00067000 L_out=0.007 Acc=0.86 ---167590.55 ms/batch
Step 00067050 L_out=0.027 Acc=0.84 ---195711.95 ms/batch
Step 00067100 L_out=0.008 Acc=0.78 ---222988.78 ms/batch
Step 00067150 L_out=0.035 Acc=0.66 ---251613.13 ms/batch
Step 00067200 L_out=0.008 Acc=0.79 ---280128.68 ms/batch
Step 00067250 L_out=0.007 Acc=0.77 ---307630.19 ms/batch
Step 00067300 L_out=0.004 Acc=0.83 ---336185.22 ms/batch
Step 00067350 L_out=0.015 Acc=0.78 ---364453.92 ms/batch
Round 5 | epoch=10, train costTime=374.4147198200226, | total_activation_sum=2466093
Round 5 | epoch=11, current m_iou=0.7917701992018198
Round 5 | Best m_IoU is: 0.792, OA is: 0.923 | val costTime=89.43851256370544
Round 5 | ****EPOCH 11****
Step 00067400 L_out=0.014 Acc=0.80 ---18524.37 ms/batch
Step 00067450 L_out=0.004 Acc=0.87 ---46253.19 ms/batch
Step 00067500 L_out=0.009 Acc=0.69 ---73523.15 ms/batch
Step 00067550 L_out=0.009 Acc=0.86 ---101261.31 ms/batch
Step 00067600 L_out=0.046 Acc=0.77 ---129186.83 ms/batch
Step 00067650 L_out=0.009 Acc=0.88 ---157094.53 ms/batch
Step 00067700 L_out=0.006 Acc=0.70 ---185606.09 ms/batch
Step 00067750 L_out=0.003 Acc=0.75 ---215050.90 ms/batch
Step 00067800 L_out=0.010 Acc=0.90 ---243595.11 ms/batch
Step 00067850 L_out=0.022 Acc=0.84 ---271542.64 ms/batch
Step 00067900 L_out=0.010 Acc=0.89 ---299823.46 ms/batch
Step 00067950 L_out=0.010 Acc=0.92 ---328666.17 ms/batch
Step 00068000 L_out=0.002 Acc=0.85 ---356982.43 ms/batch
Round 5 | epoch=11, train costTime=375.77407217025757, | total_activation_sum=2494745
Round 5 | epoch=12, current m_iou=0.7834417817574527
Round 5 | Best m_IoU is: 0.792, OA is: 0.923 | val costTime=97.42620539665222
Round 5 | ****EPOCH 12****
Step 00068050 L_out=0.012 Acc=0.82 --- 8938.90 ms/batch
Step 00068100 L_out=0.008 Acc=0.70 ---36674.91 ms/batch
Step 00068150 L_out=0.022 Acc=0.88 ---64391.65 ms/batch
Step 00068200 L_out=0.034 Acc=0.78 ---91715.11 ms/batch
Step 00068250 L_out=0.007 Acc=0.90 ---119200.98 ms/batch
Step 00068300 L_out=0.023 Acc=0.89 ---147294.79 ms/batch
Step 00068350 L_out=0.170 Acc=0.75 ---175721.78 ms/batch
Step 00068400 L_out=0.007 Acc=0.82 ---204490.10 ms/batch
Step 00068450 L_out=0.102 Acc=0.91 ---232669.22 ms/batch
Step 00068500 L_out=0.023 Acc=0.84 ---260581.07 ms/batch
Step 00068550 L_out=0.002 Acc=0.87 ---288388.24 ms/batch
Step 00068600 L_out=0.003 Acc=0.88 ---316746.39 ms/batch
Step 00068650 L_out=0.008 Acc=0.70 ---344233.64 ms/batch
Step 00068700 L_out=0.011 Acc=0.79 ---372930.54 ms/batch
Round 5 | epoch=12, train costTime=373.6603949069977, | total_activation_sum=2500122
Round 5 | epoch=13, current m_iou=0.7517711662129756
Round 5 | Best m_IoU is: 0.792, OA is: 0.923 | val costTime=87.3445987701416
Round 5 | ****EPOCH 13****
Step 00068750 L_out=0.038 Acc=0.53 ---27330.81 ms/batch
Step 00068800 L_out=0.013 Acc=0.89 ---56199.79 ms/batch
Step 00068850 L_out=0.019 Acc=0.93 ---83705.54 ms/batch
Step 00068900 L_out=0.026 Acc=0.65 ---111613.41 ms/batch
Step 00068950 L_out=0.167 Acc=0.82 ---139532.36 ms/batch
Step 00069000 L_out=0.006 Acc=0.84 ---167229.09 ms/batch
Step 00069050 L_out=0.004 Acc=0.90 ---194750.89 ms/batch
Step 00069100 L_out=0.002 Acc=0.90 ---222369.83 ms/batch
Step 00069150 L_out=0.006 Acc=0.93 ---250577.86 ms/batch
Step 00069200 L_out=0.020 Acc=0.88 ---278910.43 ms/batch
Step 00069250 L_out=0.043 Acc=0.58 ---306666.68 ms/batch
Step 00069300 L_out=0.009 Acc=0.77 ---334571.53 ms/batch
Step 00069350 L_out=0.054 Acc=0.84 ---362533.33 ms/batch
Round 5 | epoch=13, train costTime=372.5956907272339, | total_activation_sum=2561075
Round 5 | epoch=14, current m_iou=0.7742356688005712
Round 5 | Best m_IoU is: 0.792, OA is: 0.923 | val costTime=91.40538191795349
Round 5 | ****EPOCH 14****
Step 00069400 L_out=0.015 Acc=0.84 ---18030.29 ms/batch
Step 00069450 L_out=0.007 Acc=0.90 ---45687.11 ms/batch
Step 00069500 L_out=0.007 Acc=0.80 ---73559.09 ms/batch
Step 00069550 L_out=0.022 Acc=0.85 ---101345.77 ms/batch
Step 00069600 L_out=0.006 Acc=0.85 ---129264.32 ms/batch
Step 00069650 L_out=0.014 Acc=0.86 ---157806.36 ms/batch
Step 00069700 L_out=0.009 Acc=0.80 ---185363.33 ms/batch
Step 00069750 L_out=0.003 Acc=0.78 ---213274.40 ms/batch
Step 00069800 L_out=0.006 Acc=0.85 ---241245.87 ms/batch
Step 00069850 L_out=0.025 Acc=0.88 ---269508.56 ms/batch
Step 00069900 L_out=0.004 Acc=0.93 ---297329.71 ms/batch
Step 00069950 L_out=0.019 Acc=0.80 ---324884.19 ms/batch
Step 00070000 L_out=0.009 Acc=0.85 ---352507.60 ms/batch
Round 5 | epoch=14, train costTime=372.03831815719604, | total_activation_sum=2538821
Round 5 | epoch=15, current m_iou=0.7732970761890013
Round 5 | Best m_IoU is: 0.792, OA is: 0.923 | val costTime=90.94529318809509
Round 5 | ****EPOCH 15****
Step 00070050 L_out=0.007 Acc=0.82 --- 8438.84 ms/batch
Step 00070100 L_out=0.031 Acc=0.80 ---37093.04 ms/batch
Step 00070150 L_out=0.013 Acc=0.85 ---65170.40 ms/batch
Step 00070200 L_out=0.020 Acc=0.90 ---92815.54 ms/batch
Step 00070250 L_out=0.163 Acc=0.90 ---120366.78 ms/batch
Step 00070300 L_out=0.007 Acc=0.83 ---148269.39 ms/batch
Step 00070350 L_out=0.085 Acc=0.93 ---176207.46 ms/batch
Step 00070400 L_out=0.014 Acc=0.87 ---204277.19 ms/batch
Step 00070450 L_out=0.006 Acc=0.76 ---232194.15 ms/batch
Step 00070500 L_out=0.010 Acc=0.90 ---260578.84 ms/batch
Step 00070550 L_out=0.012 Acc=0.92 ---289640.68 ms/batch
Step 00070600 L_out=0.022 Acc=0.87 ---317965.37 ms/batch
Step 00070650 L_out=0.053 Acc=0.87 ---345723.99 ms/batch
Step 00070700 L_out=0.034 Acc=0.88 ---374259.39 ms/batch
Round 5 | epoch=15, train costTime=375.31910252571106, | total_activation_sum=2615281
Round 5 | epoch=16, current m_iou=0.7540260996614785
Round 5 | Best m_IoU is: 0.792, OA is: 0.923 | val costTime=87.53313755989075
Round 5 | ****EPOCH 16****
Step 00070750 L_out=0.010 Acc=0.88 ---28000.84 ms/batch
Step 00070800 L_out=0.008 Acc=0.84 ---56197.52 ms/batch
Step 00070850 L_out=0.056 Acc=0.77 ---84290.62 ms/batch
Step 00070900 L_out=0.002 Acc=0.92 ---112893.07 ms/batch
Step 00070950 L_out=0.003 Acc=0.83 ---141061.31 ms/batch
Step 00071000 L_out=0.010 Acc=0.83 ---169457.07 ms/batch
Step 00071050 L_out=0.006 Acc=0.81 ---197173.34 ms/batch
Step 00071100 L_out=0.027 Acc=0.92 ---225292.60 ms/batch
Step 00071150 L_out=0.016 Acc=0.77 ---253997.42 ms/batch
Step 00071200 L_out=0.008 Acc=0.79 ---282431.72 ms/batch
Step 00071250 L_out=0.005 Acc=0.87 ---310491.08 ms/batch
Step 00071300 L_out=0.002 Acc=0.86 ---338761.36 ms/batch
Step 00071350 L_out=0.012 Acc=0.90 ---366078.61 ms/batch
Round 5 | epoch=16, train costTime=376.7161831855774, | total_activation_sum=2436411
Round 5 | epoch=17, current m_iou=0.7922355008379447
Round 5 | Best m_IoU is: 0.792, OA is: 0.924 | val costTime=95.4159255027771
Round 5 | ****EPOCH 17****
Step 00071400 L_out=0.003 Acc=0.84 ---17896.95 ms/batch
Step 00071450 L_out=0.021 Acc=0.86 ---45593.74 ms/batch
Step 00071500 L_out=0.014 Acc=0.83 ---74065.10 ms/batch
Step 00071550 L_out=0.007 Acc=0.83 ---101899.51 ms/batch
Step 00071600 L_out=0.004 Acc=0.76 ---129655.48 ms/batch
Step 00071650 L_out=0.002 Acc=0.84 ---157583.48 ms/batch
Step 00071700 L_out=0.029 Acc=0.94 ---184869.49 ms/batch
Step 00071750 L_out=0.021 Acc=0.82 ---212367.20 ms/batch
Step 00071800 L_out=0.003 Acc=0.92 ---240233.38 ms/batch
Step 00071850 L_out=0.020 Acc=0.80 ---268117.85 ms/batch
Step 00071900 L_out=0.005 Acc=0.94 ---295985.82 ms/batch
Step 00071950 L_out=0.006 Acc=0.88 ---323178.33 ms/batch
Step 00072000 L_out=0.007 Acc=0.91 ---350741.33 ms/batch
Round 5 | epoch=17, train costTime=370.65998339653015, | total_activation_sum=2645243
Round 5 | epoch=18, current m_iou=0.8123768896265906
Round 5 | Best m_IoU is: 0.812, OA is: 0.938 | val costTime=86.81114935874939
Round 5 | ****EPOCH 18****
Step 00072050 L_out=0.002 Acc=0.89 --- 8080.81 ms/batch
Step 00072100 L_out=0.004 Acc=0.84 ---36540.92 ms/batch
Step 00072150 L_out=0.008 Acc=0.88 ---64377.42 ms/batch
Step 00072200 L_out=0.007 Acc=0.86 ---92653.04 ms/batch
Step 00072250 L_out=0.014 Acc=0.71 ---120695.62 ms/batch
Step 00072300 L_out=0.023 Acc=0.88 ---149240.72 ms/batch
Step 00072350 L_out=0.085 Acc=0.91 ---177754.39 ms/batch
Step 00072400 L_out=0.007 Acc=0.83 ---205899.64 ms/batch
Step 00072450 L_out=0.014 Acc=0.76 ---233650.47 ms/batch
Step 00072500 L_out=0.005 Acc=0.83 ---261636.59 ms/batch
Step 00072550 L_out=0.083 Acc=0.86 ---289541.40 ms/batch
Step 00072600 L_out=0.002 Acc=0.87 ---318154.64 ms/batch
Step 00072650 L_out=0.008 Acc=0.83 ---345743.85 ms/batch
Step 00072700 L_out=0.002 Acc=0.88 ---374107.58 ms/batch
Round 5 | epoch=18, train costTime=375.83148527145386, | total_activation_sum=2481958
Round 5 | epoch=19, current m_iou=0.8124093733702205
Round 5 | Best m_IoU is: 0.812, OA is: 0.938 | val costTime=91.3471086025238
Round 5 | ****EPOCH 19****
Step 00072750 L_out=0.286 Acc=0.92 ---26149.14 ms/batch
Step 00072800 L_out=0.005 Acc=0.92 ---53847.34 ms/batch
Step 00072850 L_out=0.085 Acc=0.80 ---82209.98 ms/batch
Step 00072900 L_out=0.018 Acc=0.75 ---110073.30 ms/batch
Step 00072950 L_out=0.040 Acc=0.83 ---137485.80 ms/batch
Step 00073000 L_out=0.009 Acc=0.89 ---165355.00 ms/batch
Step 00073050 L_out=0.017 Acc=0.84 ---192953.59 ms/batch
Step 00073100 L_out=0.022 Acc=0.68 ---220907.63 ms/batch
Step 00073150 L_out=0.006 Acc=0.88 ---248840.27 ms/batch
Step 00073200 L_out=0.002 Acc=0.83 ---277484.07 ms/batch
Step 00073250 L_out=0.019 Acc=0.85 ---305422.65 ms/batch
Step 00073300 L_out=0.017 Acc=0.86 ---333357.45 ms/batch
Step 00073350 L_out=0.007 Acc=0.82 ---361398.26 ms/batch
Round 5 | epoch=19, train costTime=372.66403913497925, | total_activation_sum=2579599
Round 5 | epoch=20, current m_iou=0.7929285573384013
Round 5 | Best m_IoU is: 0.812, OA is: 0.938 | val costTime=96.82848834991455
Round 5 | ****EPOCH 20****
Step 00073400 L_out=0.011 Acc=0.86 ---17173.22 ms/batch
Step 00073450 L_out=0.026 Acc=0.81 ---45436.32 ms/batch
Step 00073500 L_out=0.002 Acc=0.90 ---73659.82 ms/batch
Step 00073550 L_out=0.006 Acc=0.89 ---101497.70 ms/batch
Step 00073600 L_out=0.001 Acc=0.86 ---128428.27 ms/batch
Step 00073650 L_out=0.004 Acc=0.77 ---156256.71 ms/batch
Step 00073700 L_out=0.007 Acc=0.82 ---184099.27 ms/batch
Step 00073750 L_out=0.007 Acc=0.84 ---211880.96 ms/batch
Step 00073800 L_out=0.005 Acc=0.84 ---239452.24 ms/batch
Step 00073850 L_out=0.007 Acc=0.94 ---267696.72 ms/batch
Step 00073900 L_out=0.003 Acc=0.88 ---296369.79 ms/batch
Step 00073950 L_out=0.003 Acc=0.78 ---324392.90 ms/batch
Step 00074000 L_out=0.008 Acc=0.88 ---352218.57 ms/batch
Round 5 | epoch=20, train costTime=372.6963517665863, | total_activation_sum=2637549
Round 5 | epoch=21, current m_iou=0.8095463805988438
Round 5 | Best m_IoU is: 0.812, OA is: 0.938 | val costTime=88.331552028656
Round 5 | ****EPOCH 21****
Step 00074050 L_out=0.023 Acc=0.86 --- 7269.71 ms/batch
Step 00074100 L_out=0.001 Acc=0.95 ---34515.38 ms/batch
Step 00074150 L_out=0.010 Acc=0.86 ---62007.64 ms/batch
Step 00074200 L_out=0.001 Acc=0.84 ---89409.44 ms/batch
Step 00074250 L_out=0.025 Acc=0.48 ---117229.24 ms/batch
Step 00074300 L_out=0.027 Acc=0.54 ---144972.62 ms/batch
Step 00074350 L_out=0.006 Acc=0.86 ---173553.92 ms/batch
Step 00074400 L_out=0.014 Acc=0.83 ---201250.11 ms/batch
Step 00074450 L_out=0.016 Acc=0.87 ---229402.39 ms/batch
Step 00074500 L_out=0.012 Acc=0.88 ---257216.28 ms/batch
Step 00074550 L_out=0.022 Acc=0.80 ---285140.14 ms/batch
Step 00074600 L_out=0.034 Acc=0.78 ---313321.78 ms/batch
Step 00074650 L_out=0.013 Acc=0.67 ---341112.92 ms/batch
Step 00074700 L_out=0.016 Acc=0.82 ---368628.26 ms/batch
Round 5 | epoch=21, train costTime=371.11803698539734, | total_activation_sum=2447738
Round 5 | epoch=22, current m_iou=0.8044291671382642
Round 5 | Best m_IoU is: 0.812, OA is: 0.938 | val costTime=102.56022810935974
Round 5 | ****EPOCH 22****
Step 00074750 L_out=0.114 Acc=0.85 ---25996.31 ms/batch
Step 00074800 L_out=0.054 Acc=0.83 ---54529.20 ms/batch
Step 00074850 L_out=0.016 Acc=0.83 ---81994.55 ms/batch
Step 00074900 L_out=0.006 Acc=0.86 ---109927.20 ms/batch
Step 00074950 L_out=0.002 Acc=0.84 ---139266.72 ms/batch
Step 00075000 L_out=0.007 Acc=0.82 ---167967.26 ms/batch
Step 00075050 L_out=0.042 Acc=0.85 ---196059.95 ms/batch
Step 00075100 L_out=0.205 Acc=0.90 ---223484.69 ms/batch
Step 00075150 L_out=0.005 Acc=0.89 ---252097.31 ms/batch
Step 00075200 L_out=0.004 Acc=0.88 ---279593.43 ms/batch
Step 00075250 L_out=0.006 Acc=0.86 ---307615.32 ms/batch
Step 00075300 L_out=0.167 Acc=0.79 ---336530.47 ms/batch
Step 00075350 L_out=0.003 Acc=0.91 ---364496.53 ms/batch
Round 5 | epoch=22, train costTime=376.0407898426056, | total_activation_sum=2592242
Round 5 | epoch=23, current m_iou=0.810323020153159
Round 5 | Best m_IoU is: 0.812, OA is: 0.938 | val costTime=94.30697822570801
Round 5 | ****EPOCH 23****
Step 00075400 L_out=0.020 Acc=0.83 ---16119.93 ms/batch
Step 00075450 L_out=0.003 Acc=0.82 ---44113.47 ms/batch
Step 00075500 L_out=0.000 Acc=0.81 ---72476.02 ms/batch
Step 00075550 L_out=0.037 Acc=0.94 ---100288.99 ms/batch
Step 00075600 L_out=0.002 Acc=0.83 ---128696.78 ms/batch
Step 00075650 L_out=0.009 Acc=0.86 ---156416.16 ms/batch
Step 00075700 L_out=0.011 Acc=0.91 ---184127.52 ms/batch
Step 00075750 L_out=0.011 Acc=0.80 ---211696.69 ms/batch
Step 00075800 L_out=0.132 Acc=0.87 ---239796.65 ms/batch
Step 00075850 L_out=0.007 Acc=0.88 ---268423.98 ms/batch
Step 00075900 L_out=0.027 Acc=0.78 ---297098.58 ms/batch
Step 00075950 L_out=0.005 Acc=0.82 ---325646.91 ms/batch
Step 00076000 L_out=0.002 Acc=0.90 ---354050.77 ms/batch
Round 5 | epoch=23, train costTime=375.23636078834534, | total_activation_sum=2565832
Round 5 | epoch=24, current m_iou=0.8008924358275958
Round 5 | Best m_IoU is: 0.812, OA is: 0.938 | val costTime=96.48690700531006
Round 5 | ****EPOCH 24****
Step 00076050 L_out=0.009 Acc=0.75 --- 6612.65 ms/batch
Step 00076100 L_out=0.087 Acc=0.88 ---35340.16 ms/batch
Step 00076150 L_out=0.006 Acc=0.87 ---63015.92 ms/batch
Step 00076200 L_out=0.018 Acc=0.80 ---90908.02 ms/batch
Step 00076250 L_out=0.002 Acc=0.94 ---118681.48 ms/batch
Step 00076300 L_out=0.001 Acc=0.93 ---146848.29 ms/batch
Step 00076350 L_out=0.003 Acc=0.89 ---174770.67 ms/batch
Step 00076400 L_out=0.002 Acc=0.91 ---202329.30 ms/batch
Step 00076450 L_out=0.005 Acc=0.87 ---231104.67 ms/batch
Step 00076500 L_out=0.007 Acc=0.86 ---258637.01 ms/batch
Step 00076550 L_out=0.006 Acc=0.75 ---286231.89 ms/batch
Step 00076600 L_out=0.010 Acc=0.83 ---313781.74 ms/batch
Step 00076650 L_out=0.002 Acc=0.90 ---341712.64 ms/batch
Step 00076700 L_out=0.046 Acc=0.79 ---369772.65 ms/batch
Round 5 | epoch=24, train costTime=372.4596383571625, | total_activation_sum=2467338
Round 5 | epoch=25, current m_iou=0.8061182339166701
Round 5 | Best m_IoU is: 0.812, OA is: 0.938 | val costTime=93.09413051605225
Round 5 | ****EPOCH 25****
Step 00076750 L_out=0.003 Acc=0.95 ---25346.68 ms/batch
Step 00076800 L_out=0.045 Acc=0.66 ---53692.61 ms/batch
Step 00076850 L_out=0.004 Acc=0.77 ---82135.12 ms/batch
Step 00076900 L_out=0.002 Acc=0.91 ---110425.94 ms/batch
Step 00076950 L_out=0.002 Acc=0.81 ---138804.42 ms/batch
Step 00077000 L_out=0.009 Acc=0.83 ---167272.60 ms/batch
Step 00077050 L_out=0.001 Acc=0.84 ---195353.39 ms/batch
Step 00077100 L_out=0.001 Acc=0.88 ---223171.11 ms/batch
Step 00077150 L_out=0.030 Acc=0.83 ---251722.67 ms/batch
Step 00077200 L_out=0.038 Acc=0.86 ---279945.57 ms/batch
Step 00077250 L_out=0.004 Acc=0.92 ---307271.85 ms/batch
Step 00077300 L_out=0.029 Acc=0.94 ---335187.21 ms/batch
Step 00077350 L_out=0.008 Acc=0.91 ---363420.40 ms/batch
Round 5 | epoch=25, train costTime=375.2697217464447, | total_activation_sum=2509122
Round 5 | epoch=26, current m_iou=0.7989171252373233
Round 5 | Best m_IoU is: 0.812, OA is: 0.938 | val costTime=93.10184574127197
Round 5 | ****EPOCH 26****
Step 00077400 L_out=0.003 Acc=0.94 ---15647.72 ms/batch
Step 00077450 L_out=0.004 Acc=0.91 ---43349.31 ms/batch
Step 00077500 L_out=0.020 Acc=0.81 ---71337.40 ms/batch
Step 00077550 L_out=0.003 Acc=0.91 ---99282.12 ms/batch
Step 00077600 L_out=0.001 Acc=0.88 ---126869.47 ms/batch
Step 00077650 L_out=0.010 Acc=0.93 ---155107.28 ms/batch
Step 00077700 L_out=0.001 Acc=0.89 ---182873.86 ms/batch
Step 00077750 L_out=0.016 Acc=0.90 ---210944.57 ms/batch
Step 00077800 L_out=0.088 Acc=0.92 ---239549.39 ms/batch
Step 00077850 L_out=0.001 Acc=0.86 ---267120.20 ms/batch
Step 00077900 L_out=0.020 Acc=0.92 ---295444.40 ms/batch
Step 00077950 L_out=0.012 Acc=0.88 ---323516.13 ms/batch
Step 00078000 L_out=0.008 Acc=0.88 ---351473.21 ms/batch
Round 5 | epoch=26, train costTime=372.8176486492157, | total_activation_sum=2509089
Round 5 | epoch=27, current m_iou=0.8082099937329137
Round 5 | Best m_IoU is: 0.812, OA is: 0.938 | val costTime=89.04375672340393
Round 5 | ****EPOCH 27****
Step 00078050 L_out=0.006 Acc=0.88 --- 6351.74 ms/batch
Step 00078100 L_out=0.008 Acc=0.82 ---34695.68 ms/batch
Step 00078150 L_out=0.005 Acc=0.89 ---62398.19 ms/batch
Step 00078200 L_out=0.201 Acc=0.87 ---90071.15 ms/batch
Step 00078250 L_out=0.009 Acc=0.86 ---118125.66 ms/batch
Step 00078300 L_out=0.022 Acc=0.91 ---146096.32 ms/batch
Step 00078350 L_out=0.004 Acc=0.82 ---173794.37 ms/batch
Step 00078400 L_out=0.002 Acc=0.86 ---201938.70 ms/batch
Step 00078450 L_out=0.010 Acc=0.81 ---230251.06 ms/batch
Step 00078500 L_out=0.001 Acc=0.87 ---258884.65 ms/batch
Step 00078550 L_out=0.024 Acc=0.90 ---286205.67 ms/batch
Step 00078600 L_out=0.041 Acc=0.91 ---314016.01 ms/batch
Step 00078650 L_out=0.001 Acc=0.92 ---341293.62 ms/batch
Step 00078700 L_out=0.009 Acc=0.92 ---369064.58 ms/batch
Round 5 | epoch=27, train costTime=372.4008252620697, | total_activation_sum=2595668
Round 5 | epoch=28, current m_iou=0.811625405994899
Round 5 | Best m_IoU is: 0.812, OA is: 0.938 | val costTime=87.12324714660645
Round 5 | ****EPOCH 28****
Step 00078750 L_out=0.007 Acc=0.85 ---24676.05 ms/batch
Step 00078800 L_out=0.013 Acc=0.82 ---52677.36 ms/batch
Step 00078850 L_out=0.008 Acc=0.89 ---81173.08 ms/batch
Step 00078900 L_out=0.018 Acc=0.83 ---108822.04 ms/batch
Step 00078950 L_out=0.012 Acc=0.88 ---137308.60 ms/batch
Step 00079000 L_out=0.005 Acc=0.82 ---165154.39 ms/batch
Step 00079050 L_out=0.006 Acc=0.84 ---192722.55 ms/batch
Step 00079100 L_out=0.108 Acc=0.93 ---220883.92 ms/batch
Step 00079150 L_out=0.007 Acc=0.87 ---248999.88 ms/batch
Step 00079200 L_out=0.005 Acc=0.62 ---276963.54 ms/batch
Step 00079250 L_out=0.009 Acc=0.82 ---305666.45 ms/batch
Step 00079300 L_out=0.046 Acc=0.86 ---333769.33 ms/batch
Step 00079350 L_out=0.008 Acc=0.84 ---362504.27 ms/batch
Round 5 | epoch=28, train costTime=375.31037974357605, | total_activation_sum=2518573
Round 5 | epoch=29, current m_iou=0.8122354480712619
Round 5 | Best m_IoU is: 0.812, OA is: 0.938 | val costTime=91.1767692565918
Round 5 | ****EPOCH 29****
Step 00079400 L_out=0.001 Acc=0.87 ---15254.76 ms/batch
Step 00079450 L_out=0.012 Acc=0.85 ---43298.58 ms/batch
Step 00079500 L_out=0.033 Acc=0.88 ---70795.74 ms/batch
Step 00079550 L_out=0.013 Acc=0.86 ---99201.64 ms/batch
Step 00079600 L_out=0.004 Acc=0.70 ---127332.65 ms/batch
Step 00079650 L_out=0.005 Acc=0.96 ---154924.47 ms/batch
Step 00079700 L_out=0.034 Acc=0.70 ---183976.21 ms/batch
Step 00079750 L_out=0.026 Acc=0.86 ---212354.24 ms/batch
Step 00079800 L_out=0.010 Acc=0.84 ---240121.04 ms/batch
Step 00079850 L_out=0.015 Acc=0.88 ---267879.94 ms/batch
Step 00079900 L_out=0.008 Acc=0.81 ---296147.54 ms/batch
Step 00079950 L_out=0.002 Acc=0.90 ---324407.79 ms/batch
Step 00080000 L_out=0.013 Acc=0.83 ---352251.92 ms/batch
Round 5 | epoch=29, train costTime=375.03085446357727, | total_activation_sum=2610035
Round 5 | epoch=30, current m_iou=0.8175824931920637
Round 5 | Best m_IoU is: 0.818, OA is: 0.942 | val costTime=97.09319376945496
Round 5 | ****EPOCH 30****
Round 6 | ****EPOCH 0****
Step 00080050 L_out=0.215 Acc=0.84 --- 4677.10 ms/batch
Step 00080100 L_out=0.063 Acc=0.37 ---28642.76 ms/batch
Step 00080150 L_out=0.069 Acc=0.29 ---52551.56 ms/batch
Step 00080200 L_out=0.059 Acc=0.31 ---76492.76 ms/batch
Step 00080250 L_out=0.076 Acc=0.34 ---100270.62 ms/batch
Step 00080300 L_out=0.088 Acc=0.55 ---124123.79 ms/batch
Step 00080350 L_out=0.039 Acc=0.67 ---148241.07 ms/batch
Step 00080400 L_out=0.655 Acc=0.59 ---172298.92 ms/batch
Step 00080450 L_out=0.026 Acc=0.68 ---196215.81 ms/batch
Step 00080500 L_out=0.012 Acc=0.49 ---220217.69 ms/batch
Step 00080550 L_out=0.036 Acc=0.62 ---244150.21 ms/batch
Step 00080600 L_out=0.471 Acc=0.70 ---268161.64 ms/batch
Step 00080650 L_out=0.003 Acc=0.83 ---291785.89 ms/batch
Step 00080700 L_out=0.016 Acc=0.68 ---315548.39 ms/batch
Round 6 | epoch=0, train costTime=318.85310411453247, | total_activation_sum=2815403
Round 6 | epoch=1, current m_iou=0.591952296874444
Round 6 | Best m_IoU is: 0.592, OA is: 0.740 | val costTime=66.71407318115234
Round 6 | ****EPOCH 1****
Step 00080750 L_out=0.042 Acc=0.72 ---23441.87 ms/batch
Step 00080800 L_out=0.016 Acc=0.78 ---50450.26 ms/batch
Step 00080850 L_out=0.006 Acc=0.76 ---78305.53 ms/batch
Step 00080900 L_out=0.010 Acc=0.80 ---105906.82 ms/batch
Step 00080950 L_out=0.034 Acc=0.58 ---133833.65 ms/batch
Step 00081000 L_out=0.053 Acc=0.74 ---161372.36 ms/batch
Step 00081050 L_out=0.026 Acc=0.83 ---189133.83 ms/batch
Step 00081100 L_out=0.315 Acc=0.84 ---216669.78 ms/batch
Step 00081150 L_out=0.010 Acc=0.66 ---244205.71 ms/batch
Step 00081200 L_out=0.042 Acc=0.86 ---271788.14 ms/batch
Step 00081250 L_out=0.012 Acc=0.78 ---299362.01 ms/batch
Step 00081300 L_out=0.079 Acc=0.54 ---327040.58 ms/batch
Step 00081350 L_out=0.013 Acc=0.78 ---354579.14 ms/batch
Round 6 | epoch=1, train costTime=368.1323893070221, | total_activation_sum=2767577
Round 6 | epoch=2, current m_iou=0.6743015304875996
Round 6 | Best m_IoU is: 0.674, OA is: 0.823 | val costTime=80.45132613182068
Round 6 | ****EPOCH 2****
Step 00081400 L_out=0.011 Acc=0.78 ---14327.92 ms/batch
Step 00081450 L_out=0.006 Acc=0.73 ---41439.32 ms/batch
Step 00081500 L_out=0.015 Acc=0.79 ---68049.83 ms/batch
Step 00081550 L_out=0.006 Acc=0.84 ---95448.80 ms/batch
Step 00081600 L_out=0.089 Acc=0.84 ---123152.49 ms/batch
Step 00081650 L_out=0.046 Acc=0.74 ---150576.62 ms/batch
Step 00081700 L_out=0.012 Acc=0.73 ---178283.31 ms/batch
Step 00081750 L_out=0.006 Acc=0.85 ---206083.45 ms/batch
Step 00081800 L_out=0.006 Acc=0.81 ---233241.44 ms/batch
Step 00081850 L_out=0.006 Acc=0.90 ---260544.56 ms/batch
Step 00081900 L_out=0.007 Acc=0.68 ---288191.16 ms/batch
Step 00081950 L_out=0.261 Acc=0.87 ---316171.90 ms/batch
Step 00082000 L_out=0.038 Acc=0.73 ---343718.48 ms/batch
Round 6 | epoch=2, train costTime=366.2832581996918, | total_activation_sum=2709022
Round 6 | epoch=3, current m_iou=0.7073203012577235
Round 6 | Best m_IoU is: 0.707, OA is: 0.873 | val costTime=79.47765612602234
Round 6 | ****EPOCH 3****
Step 00082050 L_out=0.007 Acc=0.67 --- 4906.10 ms/batch
Step 00082100 L_out=0.131 Acc=0.16 ---32115.32 ms/batch
Step 00082150 L_out=0.031 Acc=0.76 ---59376.30 ms/batch
Step 00082200 L_out=0.006 Acc=0.72 ---86536.71 ms/batch
Step 00082250 L_out=0.232 Acc=0.85 ---113831.90 ms/batch
Step 00082300 L_out=0.031 Acc=0.80 ---141076.10 ms/batch
Step 00082350 L_out=0.089 Acc=0.85 ---168338.20 ms/batch
Step 00082400 L_out=0.018 Acc=0.80 ---196379.73 ms/batch
Step 00082450 L_out=0.043 Acc=0.93 ---224356.99 ms/batch
Step 00082500 L_out=0.038 Acc=0.64 ---251703.98 ms/batch
Step 00082550 L_out=0.418 Acc=0.70 ---279404.81 ms/batch
Step 00082600 L_out=0.018 Acc=0.79 ---307091.87 ms/batch
Step 00082650 L_out=0.004 Acc=0.79 ---335741.44 ms/batch
Step 00082700 L_out=0.022 Acc=0.49 ---363060.24 ms/batch
Round 6 | epoch=3, train costTime=367.6255714893341, | total_activation_sum=2766479
Round 6 | epoch=4, current m_iou=0.7747339880586878
Round 6 | Best m_IoU is: 0.775, OA is: 0.920 | val costTime=80.77035999298096
Round 6 | ****EPOCH 4****
Step 00082750 L_out=0.003 Acc=0.80 ---23294.66 ms/batch
Step 00082800 L_out=0.298 Acc=0.77 ---51062.11 ms/batch
Step 00082850 L_out=0.009 Acc=0.90 ---78928.81 ms/batch
Step 00082900 L_out=0.021 Acc=0.83 ---106638.81 ms/batch
Step 00082950 L_out=0.057 Acc=0.82 ---134165.22 ms/batch
Step 00083000 L_out=0.005 Acc=0.85 ---161554.44 ms/batch
Step 00083050 L_out=0.014 Acc=0.92 ---189391.69 ms/batch
Step 00083100 L_out=0.010 Acc=0.76 ---216704.70 ms/batch
Step 00083150 L_out=0.024 Acc=0.72 ---244475.39 ms/batch
Step 00083200 L_out=0.160 Acc=0.94 ---271663.44 ms/batch
Step 00083250 L_out=0.013 Acc=0.90 ---299351.88 ms/batch
Step 00083300 L_out=0.011 Acc=0.81 ---327295.28 ms/batch
Step 00083350 L_out=0.008 Acc=0.80 ---354678.26 ms/batch
Round 6 | epoch=4, train costTime=368.25991678237915, | total_activation_sum=2725706
Round 6 | epoch=5, current m_iou=0.7674699253150163
Round 6 | Best m_IoU is: 0.775, OA is: 0.920 | val costTime=80.74456000328064
Round 6 | ****EPOCH 5****
Step 00083400 L_out=0.165 Acc=0.75 ---13721.44 ms/batch
Step 00083450 L_out=0.005 Acc=0.83 ---41599.50 ms/batch
Step 00083500 L_out=0.009 Acc=0.89 ---68384.96 ms/batch
Step 00083550 L_out=0.086 Acc=0.83 ---95207.71 ms/batch
Step 00083600 L_out=0.050 Acc=0.76 ---122132.92 ms/batch
Step 00083650 L_out=0.012 Acc=0.54 ---148806.02 ms/batch
Step 00083700 L_out=0.031 Acc=0.71 ---175419.50 ms/batch
Step 00083750 L_out=0.010 Acc=0.81 ---202848.68 ms/batch
Step 00083800 L_out=0.013 Acc=0.84 ---229567.45 ms/batch
Step 00083850 L_out=0.013 Acc=0.71 ---256373.46 ms/batch
Step 00083900 L_out=0.006 Acc=0.80 ---283242.45 ms/batch
Step 00083950 L_out=0.005 Acc=0.80 ---310373.23 ms/batch
Step 00084000 L_out=0.219 Acc=0.88 ---337399.88 ms/batch
Round 6 | epoch=5, train costTime=360.25779390335083, | total_activation_sum=2852492
Round 6 | epoch=6, current m_iou=0.7945671294905203
Round 6 | Best m_IoU is: 0.795, OA is: 0.928 | val costTime=76.40088415145874
Round 6 | ****EPOCH 6****
Step 00084050 L_out=0.014 Acc=0.84 --- 4288.14 ms/batch
Step 00084100 L_out=0.060 Acc=0.75 ---31221.33 ms/batch
Step 00084150 L_out=0.008 Acc=0.66 ---57903.79 ms/batch
Step 00084200 L_out=0.046 Acc=0.55 ---84652.27 ms/batch
Step 00084250 L_out=0.025 Acc=0.73 ---111748.05 ms/batch
Step 00084300 L_out=0.019 Acc=0.68 ---138546.53 ms/batch
Step 00084350 L_out=0.012 Acc=0.81 ---166021.67 ms/batch
Step 00084400 L_out=0.004 Acc=0.87 ---192795.18 ms/batch
Step 00084450 L_out=0.018 Acc=0.74 ---219383.64 ms/batch
Step 00084500 L_out=0.013 Acc=0.62 ---246098.83 ms/batch
Step 00084550 L_out=0.015 Acc=0.87 ---273185.87 ms/batch
Step 00084600 L_out=0.001 Acc=0.77 ---300447.45 ms/batch
Step 00084650 L_out=0.027 Acc=0.90 ---327136.19 ms/batch
Step 00084700 L_out=0.044 Acc=0.84 ---353933.51 ms/batch
Round 6 | epoch=6, train costTime=358.9143557548523, | total_activation_sum=2718458
Round 6 | epoch=7, current m_iou=0.7929812134113905
Round 6 | Best m_IoU is: 0.795, OA is: 0.928 | val costTime=68.2607250213623
Round 6 | ****EPOCH 7****
Step 00084750 L_out=0.030 Acc=0.85 ---22281.31 ms/batch
Step 00084800 L_out=0.028 Acc=0.87 ---49249.99 ms/batch
Step 00084850 L_out=0.112 Acc=0.88 ---76403.76 ms/batch
Step 00084900 L_out=0.019 Acc=0.91 ---103153.50 ms/batch
Step 00084950 L_out=0.009 Acc=0.70 ---129997.44 ms/batch
Step 00085000 L_out=0.019 Acc=0.90 ---156638.28 ms/batch
Step 00085050 L_out=0.052 Acc=0.69 ---183501.21 ms/batch
Step 00085100 L_out=0.041 Acc=0.67 ---210180.60 ms/batch
Step 00085150 L_out=0.016 Acc=0.82 ---237296.83 ms/batch
Step 00085200 L_out=0.038 Acc=0.87 ---264203.73 ms/batch
Step 00085250 L_out=0.021 Acc=0.85 ---291004.93 ms/batch
Step 00085300 L_out=0.001 Acc=0.90 ---317962.93 ms/batch
Step 00085350 L_out=0.012 Acc=0.79 ---344827.39 ms/batch
Round 6 | epoch=7, train costTime=358.72652649879456, | total_activation_sum=2718494
Round 6 | epoch=8, current m_iou=0.8014032816111754
Round 6 | Best m_IoU is: 0.801, OA is: 0.931 | val costTime=64.87131071090698
Round 6 | ****EPOCH 8****
Step 00085400 L_out=0.002 Acc=0.81 ---12790.02 ms/batch
Step 00085450 L_out=0.014 Acc=0.84 ---39586.09 ms/batch
Step 00085500 L_out=0.024 Acc=0.76 ---66175.19 ms/batch
Step 00085550 L_out=0.025 Acc=0.89 ---93066.34 ms/batch
Step 00085600 L_out=0.002 Acc=0.88 ---119890.05 ms/batch
Step 00085650 L_out=0.019 Acc=0.89 ---146581.73 ms/batch
Step 00085700 L_out=0.020 Acc=0.86 ---173152.88 ms/batch
Step 00085750 L_out=0.001 Acc=0.83 ---199964.40 ms/batch
Step 00085800 L_out=0.010 Acc=0.91 ---226372.23 ms/batch
Step 00085850 L_out=0.015 Acc=0.81 ---252999.55 ms/batch
Step 00085900 L_out=0.084 Acc=0.76 ---280743.84 ms/batch
Step 00085950 L_out=0.054 Acc=0.85 ---307311.62 ms/batch
Step 00086000 L_out=0.019 Acc=0.90 ---334144.82 ms/batch
Round 6 | epoch=8, train costTime=357.09196639060974, | total_activation_sum=2872976
Round 6 | epoch=9, current m_iou=0.774659539526239
Round 6 | Best m_IoU is: 0.801, OA is: 0.931 | val costTime=72.85781717300415
Round 6 | ****EPOCH 9****
Step 00086050 L_out=0.012 Acc=0.91 --- 3644.84 ms/batch
Step 00086100 L_out=0.021 Acc=0.87 ---30351.62 ms/batch
Step 00086150 L_out=0.008 Acc=0.88 ---57242.98 ms/batch
Step 00086200 L_out=0.005 Acc=0.79 ---84052.43 ms/batch
Step 00086250 L_out=0.007 Acc=0.86 ---111080.54 ms/batch
Step 00086300 L_out=0.031 Acc=0.63 ---137896.52 ms/batch
Step 00086350 L_out=0.023 Acc=0.37 ---165067.31 ms/batch
Step 00086400 L_out=0.007 Acc=0.70 ---191724.97 ms/batch
Step 00086450 L_out=0.013 Acc=0.70 ---218327.06 ms/batch
Step 00086500 L_out=0.033 Acc=0.81 ---245124.47 ms/batch
Step 00086550 L_out=0.007 Acc=0.85 ---271883.11 ms/batch
Step 00086600 L_out=0.006 Acc=0.85 ---298944.49 ms/batch
Step 00086650 L_out=0.013 Acc=0.84 ---325889.84 ms/batch
Step 00086700 L_out=0.027 Acc=0.71 ---352490.87 ms/batch
Round 6 | epoch=9, train costTime=357.8046655654907, | total_activation_sum=2717145
Round 6 | epoch=10, current m_iou=0.8186037908221302
Round 6 | Best m_IoU is: 0.819, OA is: 0.943 | val costTime=79.63824319839478
Round 6 | ****EPOCH 10****
Step 00086750 L_out=0.002 Acc=0.83 ---21702.02 ms/batch
Step 00086800 L_out=0.010 Acc=0.88 ---48634.38 ms/batch
Step 00086850 L_out=0.002 Acc=0.89 ---75873.79 ms/batch
Step 00086900 L_out=0.048 Acc=0.74 ---102333.39 ms/batch
Step 00086950 L_out=0.011 Acc=0.93 ---129383.92 ms/batch
Step 00087000 L_out=0.005 Acc=0.81 ---156670.10 ms/batch
Step 00087050 L_out=0.010 Acc=0.78 ---184114.79 ms/batch
Step 00087100 L_out=0.013 Acc=0.83 ---210864.70 ms/batch
Step 00087150 L_out=0.009 Acc=0.86 ---238066.60 ms/batch
Step 00087200 L_out=0.001 Acc=0.82 ---264817.91 ms/batch
Step 00087250 L_out=0.010 Acc=0.91 ---291692.72 ms/batch
Step 00087300 L_out=0.011 Acc=0.92 ---319017.31 ms/batch
Step 00087350 L_out=0.002 Acc=0.88 ---345796.37 ms/batch
Round 6 | epoch=10, train costTime=360.58436012268066, | total_activation_sum=2866125
Round 6 | epoch=11, current m_iou=0.8103024134036091
Round 6 | Best m_IoU is: 0.819, OA is: 0.943 | val costTime=75.77562284469604
Round 6 | ****EPOCH 11****
Step 00087400 L_out=0.001 Acc=0.84 ---12095.87 ms/batch
Step 00087450 L_out=0.024 Acc=0.83 ---39047.52 ms/batch
Step 00087500 L_out=0.015 Acc=0.92 ---65697.86 ms/batch
Step 00087550 L_out=0.016 Acc=0.87 ---92532.72 ms/batch
Step 00087600 L_out=0.003 Acc=0.84 ---119469.23 ms/batch
Step 00087650 L_out=0.013 Acc=0.89 ---146443.58 ms/batch
Step 00087700 L_out=0.014 Acc=0.76 ---173035.44 ms/batch
Step 00087750 L_out=0.007 Acc=0.84 ---199676.42 ms/batch
Step 00087800 L_out=0.012 Acc=0.71 ---226303.44 ms/batch
Step 00087850 L_out=0.205 Acc=0.46 ---253267.96 ms/batch
Step 00087900 L_out=0.006 Acc=0.79 ---280135.00 ms/batch
Step 00087950 L_out=0.020 Acc=0.80 ---307244.78 ms/batch
Step 00088000 L_out=0.008 Acc=0.81 ---334066.78 ms/batch
Round 6 | epoch=11, train costTime=358.03291606903076, | total_activation_sum=2725971
Round 6 | epoch=12, current m_iou=0.7851291364533539
Round 6 | Best m_IoU is: 0.819, OA is: 0.943 | val costTime=70.97920274734497
Round 6 | ****EPOCH 12****
Step 00088050 L_out=0.027 Acc=0.88 --- 2886.79 ms/batch
Step 00088100 L_out=0.072 Acc=0.93 ---29719.63 ms/batch
Step 00088150 L_out=0.040 Acc=0.65 ---56667.05 ms/batch
Step 00088200 L_out=0.010 Acc=0.90 ---83772.76 ms/batch
Step 00088250 L_out=0.010 Acc=0.91 ---110821.52 ms/batch
Step 00088300 L_out=0.023 Acc=0.81 ---137800.57 ms/batch
Step 00088350 L_out=0.023 Acc=0.84 ---165597.26 ms/batch
Step 00088400 L_out=0.006 Acc=0.90 ---192582.09 ms/batch
Step 00088450 L_out=0.004 Acc=0.87 ---219306.23 ms/batch
Step 00088500 L_out=0.027 Acc=0.80 ---245859.84 ms/batch
Step 00088550 L_out=0.002 Acc=0.84 ---272684.32 ms/batch
Step 00088600 L_out=0.004 Acc=0.88 ---299485.12 ms/batch
Step 00088650 L_out=0.001 Acc=0.88 ---326264.71 ms/batch
Step 00088700 L_out=0.043 Acc=0.89 ---353071.68 ms/batch
Round 6 | epoch=12, train costTime=358.9018976688385, | total_activation_sum=2671918
Round 6 | epoch=13, current m_iou=0.7930106279051328
Round 6 | Best m_IoU is: 0.819, OA is: 0.943 | val costTime=73.9586751461029
Round 6 | ****EPOCH 13****
Step 00088750 L_out=0.003 Acc=0.82 ---21381.97 ms/batch
Step 00088800 L_out=0.025 Acc=0.86 ---47846.01 ms/batch
Step 00088850 L_out=0.002 Acc=0.81 ---74870.02 ms/batch
Step 00088900 L_out=0.009 Acc=0.94 ---101647.45 ms/batch
Step 00088950 L_out=0.146 Acc=0.82 ---128652.90 ms/batch
Step 00089000 L_out=0.009 Acc=0.85 ---155476.41 ms/batch
Step 00089050 L_out=0.001 Acc=0.89 ---182165.96 ms/batch
Step 00089100 L_out=0.021 Acc=0.88 ---208768.41 ms/batch
Step 00089150 L_out=0.116 Acc=0.91 ---235997.96 ms/batch
Step 00089200 L_out=0.003 Acc=0.84 ---263224.97 ms/batch
Step 00089250 L_out=0.002 Acc=0.89 ---290343.31 ms/batch
Step 00089300 L_out=0.006 Acc=0.83 ---317159.72 ms/batch
Step 00089350 L_out=0.010 Acc=0.83 ---344017.51 ms/batch
Round 6 | epoch=13, train costTime=359.035076379776, | total_activation_sum=2894633
Round 6 | epoch=14, current m_iou=0.8067387909255989
Round 6 | Best m_IoU is: 0.819, OA is: 0.943 | val costTime=73.91030502319336
Round 6 | ****EPOCH 14****
Step 00089400 L_out=0.004 Acc=0.90 ---11943.63 ms/batch
Step 00089450 L_out=0.009 Acc=0.85 ---38842.70 ms/batch
Step 00089500 L_out=0.069 Acc=0.80 ---65617.25 ms/batch
Step 00089550 L_out=0.058 Acc=0.76 ---92449.05 ms/batch
Step 00089600 L_out=0.088 Acc=0.72 ---119435.47 ms/batch
Step 00089650 L_out=0.002 Acc=0.87 ---146820.21 ms/batch
Step 00089700 L_out=0.006 Acc=0.90 ---174187.88 ms/batch
Step 00089750 L_out=0.005 Acc=0.92 ---201406.68 ms/batch
Step 00089800 L_out=0.007 Acc=0.84 ---228423.45 ms/batch
Step 00089850 L_out=0.001 Acc=0.91 ---255043.92 ms/batch
Step 00089900 L_out=0.011 Acc=0.82 ---282014.98 ms/batch
Step 00089950 L_out=0.008 Acc=0.87 ---308664.29 ms/batch
Step 00090000 L_out=0.005 Acc=0.91 ---335692.31 ms/batch
Round 6 | epoch=14, train costTime=359.94919323921204, | total_activation_sum=2675473
Round 6 | epoch=15, current m_iou=0.8231754047475934
Round 6 | Best m_IoU is: 0.823, OA is: 0.937 | val costTime=78.60067319869995
Round 6 | ****EPOCH 15****
Step 00090050 L_out=0.009 Acc=0.86 --- 2746.01 ms/batch
Step 00090100 L_out=0.002 Acc=0.82 ---29535.81 ms/batch
Step 00090150 L_out=0.004 Acc=0.85 ---56579.54 ms/batch
Step 00090200 L_out=0.007 Acc=0.89 ---83315.61 ms/batch
Step 00090250 L_out=0.002 Acc=0.91 ---110434.77 ms/batch
Step 00090300 L_out=0.009 Acc=0.81 ---137272.50 ms/batch
Step 00090350 L_out=0.014 Acc=0.88 ---164294.49 ms/batch
Step 00090400 L_out=0.007 Acc=0.87 ---190997.91 ms/batch
Step 00090450 L_out=0.004 Acc=0.85 ---217713.60 ms/batch
Step 00090500 L_out=0.014 Acc=0.80 ---244637.46 ms/batch
Step 00090550 L_out=0.163 Acc=0.81 ---271590.80 ms/batch
Step 00090600 L_out=0.005 Acc=0.89 ---298634.20 ms/batch
Step 00090650 L_out=0.023 Acc=0.91 ---325642.80 ms/batch
Step 00090700 L_out=0.003 Acc=0.90 ---352724.17 ms/batch
Round 6 | epoch=15, train costTime=359.1941149234772, | total_activation_sum=2761620
Round 6 | epoch=16, current m_iou=0.7907087755200741
Round 6 | Best m_IoU is: 0.823, OA is: 0.937 | val costTime=74.6453173160553
Round 6 | ****EPOCH 16****
Step 00090750 L_out=0.002 Acc=0.83 ---20278.03 ms/batch
Step 00090800 L_out=0.019 Acc=0.93 ---47027.15 ms/batch
Step 00090850 L_out=0.037 Acc=0.69 ---73463.31 ms/batch
Step 00090900 L_out=0.006 Acc=0.86 ---100349.84 ms/batch
Step 00090950 L_out=0.004 Acc=0.89 ---127179.49 ms/batch
Step 00091000 L_out=0.013 Acc=0.71 ---153759.27 ms/batch
Step 00091050 L_out=0.017 Acc=0.83 ---180809.84 ms/batch
Step 00091100 L_out=0.008 Acc=0.88 ---208338.11 ms/batch
Step 00091150 L_out=0.007 Acc=0.88 ---235082.48 ms/batch
Step 00091200 L_out=0.002 Acc=0.96 ---261245.81 ms/batch
Step 00091250 L_out=0.005 Acc=0.90 ---288275.34 ms/batch
Step 00091300 L_out=0.009 Acc=0.92 ---314924.11 ms/batch
Step 00091350 L_out=0.031 Acc=0.68 ---341696.79 ms/batch
Round 6 | epoch=16, train costTime=357.5435469150543, | total_activation_sum=2862716
Round 6 | epoch=17, current m_iou=0.8237386243445867
Round 6 | Best m_IoU is: 0.824, OA is: 0.938 | val costTime=85.04955172538757
Round 6 | ****EPOCH 17****
Step 00091400 L_out=0.002 Acc=0.92 ---11011.49 ms/batch
Step 00091450 L_out=0.006 Acc=0.92 ---37697.17 ms/batch
Step 00091500 L_out=0.002 Acc=0.84 ---64499.45 ms/batch
Step 00091550 L_out=0.009 Acc=0.78 ---91064.87 ms/batch
Step 00091600 L_out=0.003 Acc=0.84 ---117795.92 ms/batch
Step 00091650 L_out=0.017 Acc=0.76 ---144913.83 ms/batch
Step 00091700 L_out=0.056 Acc=0.85 ---171929.69 ms/batch
Step 00091750 L_out=0.007 Acc=0.79 ---199311.14 ms/batch
Step 00091800 L_out=0.001 Acc=0.89 ---226783.97 ms/batch
Step 00091850 L_out=0.007 Acc=0.95 ---253801.09 ms/batch
Step 00091900 L_out=0.043 Acc=0.92 ---280617.31 ms/batch
Step 00091950 L_out=0.013 Acc=0.88 ---306767.88 ms/batch
Step 00092000 L_out=0.036 Acc=0.88 ---333929.19 ms/batch
Round 6 | epoch=17, train costTime=358.8145248889923, | total_activation_sum=2810515
Round 6 | epoch=18, current m_iou=0.8390052566550518
Round 6 | Best m_IoU is: 0.839, OA is: 0.946 | val costTime=74.80641984939575
Round 6 | ****EPOCH 18****
Step 00092050 L_out=0.012 Acc=0.70 --- 2214.63 ms/batch
Step 00092100 L_out=0.019 Acc=0.85 ---29139.90 ms/batch
Step 00092150 L_out=0.016 Acc=0.90 ---56174.53 ms/batch
Step 00092200 L_out=0.013 Acc=0.81 ---82727.25 ms/batch
Step 00092250 L_out=0.045 Acc=0.93 ---109404.57 ms/batch
Step 00092300 L_out=0.004 Acc=0.74 ---136183.43 ms/batch
Step 00092350 L_out=0.009 Acc=0.86 ---163005.32 ms/batch
Step 00092400 L_out=0.006 Acc=0.83 ---189483.38 ms/batch
Step 00092450 L_out=0.023 Acc=0.90 ---216633.38 ms/batch
Step 00092500 L_out=0.003 Acc=0.90 ---243693.67 ms/batch
Step 00092550 L_out=0.103 Acc=0.91 ---270558.17 ms/batch
Step 00092600 L_out=0.106 Acc=0.92 ---297589.53 ms/batch
Step 00092650 L_out=0.003 Acc=0.92 ---324377.60 ms/batch
Step 00092700 L_out=0.009 Acc=0.84 ---351497.20 ms/batch
Round 6 | epoch=18, train costTime=358.59959983825684, | total_activation_sum=2653629
Round 6 | epoch=19, current m_iou=0.8326603104872929
Round 6 | Best m_IoU is: 0.839, OA is: 0.946 | val costTime=73.20384478569031
Round 6 | ****EPOCH 19****
Step 00092750 L_out=0.002 Acc=0.91 ---19538.26 ms/batch
Step 00092800 L_out=0.019 Acc=0.84 ---46335.69 ms/batch
Step 00092850 L_out=0.005 Acc=0.85 ---73055.07 ms/batch
Step 00092900 L_out=0.013 Acc=0.87 ---99561.38 ms/batch
Step 00092950 L_out=0.012 Acc=0.85 ---126346.51 ms/batch
Step 00093000 L_out=0.009 Acc=0.88 ---153734.08 ms/batch
Step 00093050 L_out=0.003 Acc=0.87 ---180450.41 ms/batch
Step 00093100 L_out=0.008 Acc=0.90 ---207461.22 ms/batch
Step 00093150 L_out=0.007 Acc=0.81 ---234056.86 ms/batch
Step 00093200 L_out=0.003 Acc=0.94 ---260960.98 ms/batch
Step 00093250 L_out=0.014 Acc=0.85 ---287854.33 ms/batch
Step 00093300 L_out=0.016 Acc=0.87 ---314801.60 ms/batch
Step 00093350 L_out=0.003 Acc=0.85 ---341573.11 ms/batch
Round 6 | epoch=19, train costTime=357.9504220485687, | total_activation_sum=2853022
Round 6 | epoch=20, current m_iou=0.8396892843161532
Round 6 | Best m_IoU is: 0.840, OA is: 0.947 | val costTime=73.34086489677429
Round 6 | ****EPOCH 20****
Step 00093400 L_out=0.007 Acc=0.88 ---10863.11 ms/batch
Step 00093450 L_out=0.027 Acc=0.80 ---37597.38 ms/batch
Step 00093500 L_out=0.030 Acc=0.89 ---64779.60 ms/batch
Step 00093550 L_out=0.009 Acc=0.82 ---91715.18 ms/batch
Step 00093600 L_out=0.009 Acc=0.70 ---118727.15 ms/batch
Step 00093650 L_out=0.007 Acc=0.90 ---146166.32 ms/batch
Step 00093700 L_out=0.013 Acc=0.86 ---172844.68 ms/batch
Step 00093750 L_out=0.026 Acc=0.75 ---199901.48 ms/batch
Step 00093800 L_out=0.016 Acc=0.82 ---227049.48 ms/batch
Step 00093850 L_out=0.008 Acc=0.87 ---253865.26 ms/batch
Step 00093900 L_out=0.014 Acc=0.92 ---280338.15 ms/batch
Step 00093950 L_out=0.014 Acc=0.89 ---306938.56 ms/batch
Step 00094000 L_out=0.003 Acc=0.87 ---333507.12 ms/batch
Round 6 | epoch=20, train costTime=358.7188563346863, | total_activation_sum=2682923
Round 6 | epoch=21, current m_iou=0.8423335588065065
Round 6 | Best m_IoU is: 0.842, OA is: 0.949 | val costTime=75.53396940231323
Round 6 | ****EPOCH 21****
Step 00094050 L_out=0.018 Acc=0.86 --- 1764.31 ms/batch
Step 00094100 L_out=0.030 Acc=0.87 ---28918.41 ms/batch
Step 00094150 L_out=0.021 Acc=0.77 ---55578.51 ms/batch
Step 00094200 L_out=0.046 Acc=0.69 ---82500.64 ms/batch
Step 00094250 L_out=0.015 Acc=0.84 ---108858.30 ms/batch
Step 00094300 L_out=0.009 Acc=0.92 ---136284.63 ms/batch
Step 00094350 L_out=0.025 Acc=0.76 ---163726.64 ms/batch
Step 00094400 L_out=0.002 Acc=0.84 ---191253.89 ms/batch
Step 00094450 L_out=0.002 Acc=0.68 ---218644.24 ms/batch
Step 00094500 L_out=0.013 Acc=0.95 ---246159.27 ms/batch
Step 00094550 L_out=0.004 Acc=0.87 ---273432.29 ms/batch
Step 00094600 L_out=0.002 Acc=0.86 ---300915.55 ms/batch
Step 00094650 L_out=0.108 Acc=0.76 ---328649.31 ms/batch
Step 00094700 L_out=0.004 Acc=0.85 ---355650.67 ms/batch
Round 6 | epoch=21, train costTime=363.52286529541016, | total_activation_sum=2799372
Round 6 | epoch=22, current m_iou=0.8462216664476939
Round 6 | Best m_IoU is: 0.846, OA is: 0.950 | val costTime=65.86482906341553
Round 6 | ****EPOCH 22****
Step 00094750 L_out=0.002 Acc=0.88 ---19918.30 ms/batch
Step 00094800 L_out=0.001 Acc=0.95 ---47487.80 ms/batch
Step 00094850 L_out=0.024 Acc=0.79 ---74613.59 ms/batch
Step 00094900 L_out=0.013 Acc=0.92 ---101796.46 ms/batch
Step 00094950 L_out=0.002 Acc=0.87 ---128987.54 ms/batch
Step 00095000 L_out=0.005 Acc=0.83 ---156104.32 ms/batch
Step 00095050 L_out=0.020 Acc=0.86 ---184075.88 ms/batch
Step 00095100 L_out=0.009 Acc=0.84 ---211224.11 ms/batch
Step 00095150 L_out=0.008 Acc=0.86 ---238357.78 ms/batch
Step 00095200 L_out=0.003 Acc=0.86 ---265655.24 ms/batch
Step 00095250 L_out=0.147 Acc=0.90 ---292786.95 ms/batch
Step 00095300 L_out=0.012 Acc=0.84 ---320376.54 ms/batch
Step 00095350 L_out=0.003 Acc=0.88 ---347685.44 ms/batch
Round 6 | epoch=22, train costTime=364.6374714374542, | total_activation_sum=2776557
Round 6 | epoch=23, current m_iou=0.8521760053058588
Round 6 | Best m_IoU is: 0.852, OA is: 0.952 | val costTime=73.51478886604309
Round 6 | ****EPOCH 23****
Step 00095400 L_out=0.008 Acc=0.86 ---10046.34 ms/batch
Step 00095450 L_out=0.007 Acc=0.87 ---37886.42 ms/batch
Step 00095500 L_out=0.014 Acc=0.85 ---64980.75 ms/batch
Step 00095550 L_out=0.005 Acc=0.65 ---92108.97 ms/batch
Step 00095600 L_out=0.011 Acc=0.93 ---119387.56 ms/batch
Step 00095650 L_out=0.003 Acc=0.79 ---146419.43 ms/batch
Step 00095700 L_out=0.006 Acc=0.91 ---173635.98 ms/batch
Step 00095750 L_out=0.003 Acc=0.85 ---200887.10 ms/batch
Step 00095800 L_out=0.019 Acc=0.79 ---227988.97 ms/batch
Step 00095850 L_out=0.012 Acc=0.86 ---255085.44 ms/batch
Step 00095900 L_out=0.007 Acc=0.81 ---282445.40 ms/batch
Step 00095950 L_out=0.003 Acc=0.80 ---309690.92 ms/batch
Step 00096000 L_out=0.027 Acc=0.88 ---336865.03 ms/batch
Round 6 | epoch=23, train costTime=363.00930547714233, | total_activation_sum=2792541
Round 6 | epoch=24, current m_iou=0.8407648061373589
Round 6 | Best m_IoU is: 0.852, OA is: 0.952 | val costTime=80.5157151222229
Round 6 | ****EPOCH 24****
Step 00096050 L_out=0.059 Acc=0.81 ---  942.70 ms/batch
Step 00096100 L_out=0.013 Acc=0.85 ---28105.41 ms/batch
Step 00096150 L_out=0.024 Acc=0.92 ---55417.28 ms/batch
Step 00096200 L_out=0.006 Acc=0.90 ---82679.00 ms/batch
Step 00096250 L_out=0.004 Acc=0.89 ---109717.74 ms/batch
Step 00096300 L_out=0.000 Acc=0.84 ---137360.57 ms/batch
Step 00096350 L_out=0.002 Acc=0.93 ---164869.13 ms/batch
Step 00096400 L_out=0.012 Acc=0.84 ---191837.73 ms/batch
Step 00096450 L_out=0.009 Acc=0.89 ---219422.02 ms/batch
Step 00096500 L_out=0.040 Acc=0.63 ---247042.80 ms/batch
Step 00096550 L_out=0.001 Acc=0.85 ---274157.46 ms/batch
Step 00096600 L_out=0.007 Acc=0.93 ---301445.21 ms/batch
Step 00096650 L_out=0.011 Acc=0.89 ---328446.63 ms/batch
Step 00096700 L_out=0.002 Acc=0.93 ---355652.84 ms/batch
Round 6 | epoch=24, train costTime=364.0903654098511, | total_activation_sum=2723939
Round 6 | epoch=25, current m_iou=0.8262771442532344
Round 6 | Best m_IoU is: 0.852, OA is: 0.952 | val costTime=70.27025699615479
Round 6 | ****EPOCH 25****
Step 00096750 L_out=0.005 Acc=0.87 ---18760.81 ms/batch
Step 00096800 L_out=0.038 Acc=0.66 ---45712.10 ms/batch
Step 00096850 L_out=0.003 Acc=0.86 ---72816.74 ms/batch
Step 00096900 L_out=0.004 Acc=0.88 ---99944.53 ms/batch
Step 00096950 L_out=0.017 Acc=0.95 ---127654.95 ms/batch
Step 00097000 L_out=0.005 Acc=0.81 ---155057.03 ms/batch
Step 00097050 L_out=0.026 Acc=0.67 ---182368.80 ms/batch
Step 00097100 L_out=0.023 Acc=0.83 ---209388.21 ms/batch
Step 00097150 L_out=0.001 Acc=0.90 ---237137.14 ms/batch
Step 00097200 L_out=0.002 Acc=0.91 ---264703.88 ms/batch
Step 00097250 L_out=0.014 Acc=0.91 ---292007.87 ms/batch
Step 00097300 L_out=0.003 Acc=0.87 ---319421.33 ms/batch
Step 00097350 L_out=0.007 Acc=0.84 ---346658.99 ms/batch
Round 6 | epoch=25, train costTime=363.91337871551514, | total_activation_sum=2772077
Round 6 | epoch=26, current m_iou=0.8475777188285245
Round 6 | Best m_IoU is: 0.852, OA is: 0.952 | val costTime=81.18207669258118
Round 6 | ****EPOCH 26****
Step 00097400 L_out=0.008 Acc=0.89 --- 9776.51 ms/batch
Step 00097450 L_out=0.002 Acc=0.87 ---37359.03 ms/batch
Step 00097500 L_out=0.006 Acc=0.92 ---64638.91 ms/batch
Step 00097550 L_out=0.038 Acc=0.88 ---91645.75 ms/batch
Step 00097600 L_out=0.003 Acc=0.86 ---118868.27 ms/batch
Step 00097650 L_out=0.044 Acc=0.90 ---147651.89 ms/batch
Step 00097700 L_out=0.002 Acc=0.95 ---175358.29 ms/batch
Step 00097750 L_out=0.003 Acc=0.85 ---203274.89 ms/batch
Step 00097800 L_out=0.002 Acc=0.81 ---230822.29 ms/batch
Step 00097850 L_out=0.009 Acc=0.87 ---259903.49 ms/batch
Step 00097900 L_out=0.011 Acc=0.86 ---287124.95 ms/batch
Step 00097950 L_out=0.007 Acc=0.92 ---314658.80 ms/batch
Step 00098000 L_out=0.005 Acc=0.66 ---342499.31 ms/batch
Round 6 | epoch=26, train costTime=369.427597284317, | total_activation_sum=2674236
Round 6 | epoch=27, current m_iou=0.8495410570171353
Round 6 | Best m_IoU is: 0.852, OA is: 0.952 | val costTime=73.13684940338135
Round 6 | ****EPOCH 27****
Step 00098050 L_out=0.002 Acc=0.84 ---  513.62 ms/batch
Step 00098100 L_out=0.004 Acc=0.91 ---27645.92 ms/batch
Step 00098150 L_out=0.010 Acc=0.94 ---54883.60 ms/batch
Step 00098200 L_out=0.007 Acc=0.89 ---81950.02 ms/batch
Step 00098250 L_out=0.001 Acc=0.91 ---109355.92 ms/batch
Step 00098300 L_out=0.012 Acc=0.88 ---136583.49 ms/batch
Step 00098350 L_out=0.007 Acc=0.86 ---163275.30 ms/batch
Step 00098400 L_out=0.020 Acc=0.83 ---190260.10 ms/batch
Step 00098450 L_out=0.006 Acc=0.81 ---217493.99 ms/batch
Step 00098500 L_out=0.003 Acc=0.87 ---244422.67 ms/batch
Step 00098550 L_out=0.116 Acc=0.91 ---271278.83 ms/batch
Step 00098600 L_out=0.003 Acc=0.89 ---298624.16 ms/batch
Step 00098650 L_out=0.037 Acc=0.83 ---325627.86 ms/batch
Step 00098700 L_out=0.012 Acc=0.89 ---352581.70 ms/batch
Round 6 | epoch=27, train costTime=361.3568682670593, | total_activation_sum=2834922
Round 6 | epoch=28, current m_iou=0.8428191744019315
Round 6 | Best m_IoU is: 0.852, OA is: 0.952 | val costTime=81.71840786933899
Round 6 | ****EPOCH 28****
Step 00098750 L_out=0.011 Acc=0.89 ---18875.63 ms/batch
Step 00098800 L_out=0.018 Acc=0.91 ---45892.70 ms/batch
Step 00098850 L_out=0.002 Acc=0.89 ---73066.72 ms/batch
Step 00098900 L_out=0.003 Acc=0.83 ---100357.36 ms/batch
Step 00098950 L_out=0.007 Acc=0.87 ---127848.70 ms/batch
Step 00099000 L_out=0.028 Acc=0.91 ---155192.88 ms/batch
Step 00099050 L_out=0.002 Acc=0.85 ---182591.71 ms/batch
Step 00099100 L_out=0.001 Acc=0.94 ---209596.16 ms/batch
Step 00099150 L_out=0.022 Acc=0.90 ---236659.03 ms/batch
Step 00099200 L_out=0.001 Acc=0.91 ---264894.34 ms/batch
Step 00099250 L_out=0.017 Acc=0.80 ---292252.60 ms/batch
Step 00099300 L_out=0.005 Acc=0.89 ---319516.47 ms/batch
Step 00099350 L_out=0.008 Acc=0.88 ---347212.13 ms/batch
Round 6 | epoch=28, train costTime=364.9272711277008, | total_activation_sum=2748992
Round 6 | epoch=29, current m_iou=0.8423400074744092
Round 6 | Best m_IoU is: 0.852, OA is: 0.952 | val costTime=73.3948392868042
Round 6 | ****EPOCH 29****
Step 00099400 L_out=0.016 Acc=0.86 --- 9263.11 ms/batch
Step 00099450 L_out=0.010 Acc=0.82 ---36362.91 ms/batch
Step 00099500 L_out=0.007 Acc=0.96 ---63203.75 ms/batch
Step 00099550 L_out=0.006 Acc=0.70 ---89970.11 ms/batch
Step 00099600 L_out=0.006 Acc=0.89 ---116794.88 ms/batch
Step 00099650 L_out=0.010 Acc=0.84 ---143273.36 ms/batch
Step 00099700 L_out=0.006 Acc=0.75 ---170549.70 ms/batch
Step 00099750 L_out=0.004 Acc=0.82 ---197479.22 ms/batch
Step 00099800 L_out=0.001 Acc=0.91 ---224207.93 ms/batch
Step 00099850 L_out=0.012 Acc=0.92 ---250803.81 ms/batch
Step 00099900 L_out=0.002 Acc=0.90 ---277736.87 ms/batch
Step 00099950 L_out=0.026 Acc=0.80 ---304776.49 ms/batch
Step 00100000 L_out=0.009 Acc=0.91 ---331349.27 ms/batch
Step 00100050 L_out=0.016 Acc=0.90 ---358026.14 ms/batch
Round 6 | epoch=29, train costTime=358.02627396583557, | total_activation_sum=2758290
Round 6 | epoch=30, current m_iou=0.8424035147651795
Round 6 | Best m_IoU is: 0.852, OA is: 0.952 | val costTime=78.82860279083252
Round 6 | ****EPOCH 30****
Round 7 | ****EPOCH 0****
Step 00100100 L_out=0.022 Acc=0.30 ---25390.96 ms/batch
Step 00100150 L_out=0.308 Acc=0.36 ---50666.43 ms/batch
Step 00100200 L_out=0.126 Acc=0.40 ---76834.34 ms/batch
Step 00100250 L_out=1.329 Acc=0.23 ---102458.14 ms/batch
Step 00100300 L_out=1.045 Acc=0.38 ---127940.12 ms/batch
Step 00100350 L_out=0.028 Acc=0.42 ---153960.39 ms/batch
Step 00100400 L_out=0.269 Acc=0.61 ---179941.99 ms/batch
Step 00100450 L_out=0.190 Acc=0.40 ---205993.07 ms/batch
Step 00100500 L_out=0.027 Acc=0.48 ---232121.05 ms/batch
Step 00100550 L_out=0.084 Acc=0.30 ---257612.25 ms/batch
Step 00100600 L_out=0.035 Acc=0.41 ---283132.96 ms/batch
Step 00100650 L_out=0.025 Acc=0.81 ---308746.19 ms/batch
Step 00100700 L_out=0.013 Acc=0.76 ---334460.68 ms/batch
Round 7 | epoch=0, train costTime=343.15044116973877, | total_activation_sum=3139705
Round 7 | epoch=1, current m_iou=0.6639863943371651
Round 7 | Best m_IoU is: 0.664, OA is: 0.825 | val costTime=75.24466490745544
Round 7 | ****EPOCH 1****
Step 00100750 L_out=0.105 Acc=0.27 ---21116.85 ms/batch
Step 00100800 L_out=1.626 Acc=0.83 ---52655.75 ms/batch
Step 00100850 L_out=0.022 Acc=0.70 ---84760.26 ms/batch
Step 00100900 L_out=0.018 Acc=0.84 ---116121.23 ms/batch
Step 00100950 L_out=0.019 Acc=0.75 ---147576.73 ms/batch
Step 00101000 L_out=0.025 Acc=0.82 ---177968.78 ms/batch
Step 00101050 L_out=0.030 Acc=0.73 ---208520.80 ms/batch
Step 00101100 L_out=0.048 Acc=0.44 ---239704.62 ms/batch
Step 00101150 L_out=0.066 Acc=0.80 ---270557.20 ms/batch
Step 00101200 L_out=0.055 Acc=0.74 ---301956.20 ms/batch
Step 00101250 L_out=0.022 Acc=0.65 ---334272.74 ms/batch
Step 00101300 L_out=0.224 Acc=0.93 ---365267.51 ms/batch
Step 00101350 L_out=0.009 Acc=0.78 ---395890.32 ms/batch
Round 7 | epoch=1, train costTime=417.2708020210266, | total_activation_sum=2940590
Round 7 | epoch=2, current m_iou=0.7321650070271459
Round 7 | Best m_IoU is: 0.732, OA is: 0.886 | val costTime=72.43830108642578
Round 7 | ****EPOCH 2****
Step 00101400 L_out=0.020 Acc=0.79 --- 9840.21 ms/batch
Step 00101450 L_out=0.033 Acc=0.65 ---42154.42 ms/batch
Step 00101500 L_out=0.059 Acc=0.45 ---72921.09 ms/batch
Step 00101550 L_out=0.066 Acc=0.70 ---104381.69 ms/batch
Step 00101600 L_out=0.011 Acc=0.77 ---135320.94 ms/batch
Step 00101650 L_out=0.015 Acc=0.81 ---167852.84 ms/batch
Step 00101700 L_out=0.010 Acc=0.90 ---200734.49 ms/batch
Step 00101750 L_out=0.045 Acc=0.81 ---231980.77 ms/batch
Step 00101800 L_out=0.018 Acc=0.79 ---263446.95 ms/batch
Step 00101850 L_out=0.076 Acc=0.77 ---295936.23 ms/batch
Step 00101900 L_out=0.007 Acc=0.84 ---327000.44 ms/batch
Step 00101950 L_out=0.013 Acc=0.70 ---360409.89 ms/batch
Step 00102000 L_out=0.019 Acc=0.82 ---391410.80 ms/batch
Step 00102050 L_out=0.006 Acc=0.86 ---422278.92 ms/batch
Round 7 | epoch=2, train costTime=423.08525013923645, | total_activation_sum=2903554
Round 7 | epoch=3, current m_iou=0.7131378578739586
Round 7 | Best m_IoU is: 0.732, OA is: 0.886 | val costTime=79.01066613197327
Round 7 | ****EPOCH 3****
Step 00102100 L_out=0.012 Acc=0.73 ---31646.13 ms/batch
Step 00102150 L_out=0.004 Acc=0.84 ---63822.87 ms/batch
Step 00102200 L_out=0.028 Acc=0.72 ---95032.60 ms/batch
Step 00102250 L_out=0.006 Acc=0.89 ---126289.97 ms/batch
Step 00102300 L_out=0.080 Acc=0.85 ---158165.14 ms/batch
Step 00102350 L_out=0.018 Acc=0.92 ---188772.04 ms/batch
Step 00102400 L_out=0.106 Acc=0.54 ---220535.86 ms/batch
Step 00102450 L_out=0.028 Acc=0.78 ---252775.29 ms/batch
Step 00102500 L_out=0.008 Acc=0.72 ---284094.48 ms/batch
Step 00102550 L_out=0.023 Acc=0.84 ---315513.38 ms/batch
Step 00102600 L_out=0.153 Acc=0.75 ---347001.92 ms/batch
Step 00102650 L_out=0.023 Acc=0.80 ---379228.07 ms/batch
Step 00102700 L_out=0.016 Acc=0.86 ---408586.56 ms/batch
Round 7 | epoch=3, train costTime=418.5040395259857, | total_activation_sum=2823949
Round 7 | epoch=4, current m_iou=0.791208642106422
Round 7 | Best m_IoU is: 0.791, OA is: 0.926 | val costTime=80.04410147666931
Round 7 | ****EPOCH 4****
Step 00102750 L_out=0.049 Acc=0.76 ---20982.63 ms/batch
Step 00102800 L_out=0.013 Acc=0.86 ---52904.69 ms/batch
Step 00102850 L_out=0.260 Acc=0.82 ---84777.02 ms/batch
Step 00102900 L_out=0.023 Acc=0.76 ---115578.03 ms/batch
Step 00102950 L_out=0.023 Acc=0.89 ---147116.26 ms/batch
Step 00103000 L_out=0.009 Acc=0.89 ---177681.34 ms/batch
Step 00103050 L_out=0.003 Acc=0.90 ---210068.51 ms/batch
Step 00103100 L_out=1.015 Acc=0.86 ---241615.93 ms/batch
Step 00103150 L_out=0.010 Acc=0.75 ---273553.78 ms/batch
Step 00103200 L_out=0.015 Acc=0.58 ---306845.86 ms/batch
Step 00103250 L_out=0.223 Acc=0.78 ---338021.20 ms/batch
Step 00103300 L_out=0.004 Acc=0.78 ---369019.55 ms/batch
Step 00103350 L_out=0.033 Acc=0.82 ---400341.34 ms/batch
Round 7 | epoch=4, train costTime=421.5049319267273, | total_activation_sum=2978691
Round 7 | epoch=5, current m_iou=0.778852577064253
Round 7 | Best m_IoU is: 0.791, OA is: 0.926 | val costTime=86.74529480934143
Round 7 | ****EPOCH 5****
Step 00103400 L_out=0.012 Acc=0.83 ---10385.02 ms/batch
Step 00103450 L_out=0.025 Acc=0.87 ---42079.53 ms/batch
Step 00103500 L_out=0.154 Acc=0.87 ---74678.68 ms/batch
Step 00103550 L_out=0.010 Acc=0.86 ---106986.74 ms/batch
Step 00103600 L_out=0.018 Acc=0.64 ---137848.93 ms/batch
Step 00103650 L_out=0.004 Acc=0.85 ---168148.46 ms/batch
Step 00103700 L_out=0.042 Acc=0.72 ---200035.57 ms/batch
Step 00103750 L_out=0.005 Acc=0.83 ---230090.20 ms/batch
Step 00103800 L_out=0.017 Acc=0.72 ---261800.79 ms/batch
Step 00103850 L_out=0.012 Acc=0.77 ---293227.06 ms/batch
Step 00103900 L_out=0.048 Acc=0.88 ---325637.70 ms/batch
Step 00103950 L_out=0.013 Acc=0.90 ---357000.03 ms/batch
Step 00104000 L_out=0.004 Acc=0.84 ---390188.04 ms/batch
Step 00104050 L_out=0.097 Acc=0.77 ---421033.12 ms/batch
Round 7 | epoch=5, train costTime=422.28327655792236, | total_activation_sum=3045832
Round 7 | epoch=6, current m_iou=0.7781256935134768
Round 7 | Best m_IoU is: 0.791, OA is: 0.926 | val costTime=85.04463076591492
Round 7 | ****EPOCH 6****
Step 00104100 L_out=0.051 Acc=0.80 ---30445.40 ms/batch
Step 00104150 L_out=0.020 Acc=0.79 ---60753.94 ms/batch
Step 00104200 L_out=0.023 Acc=0.90 ---92012.47 ms/batch
Step 00104250 L_out=0.002 Acc=0.85 ---124185.25 ms/batch
Step 00104300 L_out=0.007 Acc=0.87 ---156241.65 ms/batch
Step 00104350 L_out=0.013 Acc=0.89 ---189068.90 ms/batch
Step 00104400 L_out=0.023 Acc=0.86 ---219789.16 ms/batch
Step 00104450 L_out=0.011 Acc=0.92 ---251846.26 ms/batch
Step 00104500 L_out=0.058 Acc=0.80 ---283133.99 ms/batch
Step 00104550 L_out=0.019 Acc=0.91 ---313957.78 ms/batch
Step 00104600 L_out=0.006 Acc=0.86 ---344561.25 ms/batch
Step 00104650 L_out=0.041 Acc=0.70 ---375292.00 ms/batch
Step 00104700 L_out=0.007 Acc=0.69 ---407144.86 ms/batch
Round 7 | epoch=6, train costTime=418.71904850006104, | total_activation_sum=2855981
Round 7 | epoch=7, current m_iou=0.7673449453130822
Round 7 | Best m_IoU is: 0.791, OA is: 0.926 | val costTime=85.5620505809784
Round 7 | ****EPOCH 7****
Step 00104750 L_out=0.045 Acc=0.79 ---19163.22 ms/batch
Step 00104800 L_out=0.012 Acc=0.91 ---50776.91 ms/batch
Step 00104850 L_out=0.068 Acc=0.90 ---82921.22 ms/batch
Step 00104900 L_out=0.012 Acc=0.79 ---114845.42 ms/batch
Step 00104950 L_out=0.028 Acc=0.75 ---146549.70 ms/batch
Step 00105000 L_out=0.004 Acc=0.78 ---178326.13 ms/batch
Step 00105050 L_out=0.027 Acc=0.66 ---210063.49 ms/batch
Step 00105100 L_out=0.003 Acc=0.74 ---242424.81 ms/batch
Step 00105150 L_out=0.016 Acc=0.86 ---274761.10 ms/batch
Step 00105200 L_out=0.022 Acc=0.77 ---305783.96 ms/batch
Step 00105250 L_out=0.070 Acc=0.89 ---338323.15 ms/batch
Step 00105300 L_out=0.004 Acc=0.84 ---368900.43 ms/batch
Step 00105350 L_out=0.030 Acc=0.82 ---400688.62 ms/batch
Round 7 | epoch=7, train costTime=423.75646710395813, | total_activation_sum=3007070
Round 7 | epoch=8, current m_iou=0.7976856338243068
Round 7 | Best m_IoU is: 0.798, OA is: 0.934 | val costTime=83.27472043037415
Round 7 | ****EPOCH 8****
Step 00105400 L_out=0.316 Acc=0.86 --- 8815.74 ms/batch
Step 00105450 L_out=0.007 Acc=0.85 ---41228.73 ms/batch
Step 00105500 L_out=0.003 Acc=0.87 ---72223.53 ms/batch
Step 00105550 L_out=0.009 Acc=0.75 ---105468.16 ms/batch
Step 00105600 L_out=0.021 Acc=0.86 ---137097.32 ms/batch
Step 00105650 L_out=0.016 Acc=0.69 ---169080.15 ms/batch
Step 00105700 L_out=0.032 Acc=0.82 ---200760.99 ms/batch
Step 00105750 L_out=0.022 Acc=0.78 ---232412.16 ms/batch
Step 00105800 L_out=0.013 Acc=0.89 ---264728.42 ms/batch
Step 00105850 L_out=0.005 Acc=0.89 ---297613.62 ms/batch
Step 00105900 L_out=0.015 Acc=0.82 ---328836.01 ms/batch
Step 00105950 L_out=0.003 Acc=0.90 ---362106.72 ms/batch
Step 00106000 L_out=0.002 Acc=0.92 ---393160.66 ms/batch
Step 00106050 L_out=0.009 Acc=0.95 ---424162.14 ms/batch
Round 7 | epoch=8, train costTime=426.01920771598816, | total_activation_sum=2907498
Round 7 | epoch=9, current m_iou=0.7859613586676035
Round 7 | Best m_IoU is: 0.798, OA is: 0.934 | val costTime=81.75295639038086
Round 7 | ****EPOCH 9****
Step 00106100 L_out=0.031 Acc=0.92 ---28438.97 ms/batch
Step 00106150 L_out=0.012 Acc=0.78 ---59797.60 ms/batch
Step 00106200 L_out=0.024 Acc=0.78 ---91416.74 ms/batch
Step 00106250 L_out=0.043 Acc=0.79 ---122340.89 ms/batch
Step 00106300 L_out=0.001 Acc=0.69 ---152931.58 ms/batch
Step 00106350 L_out=0.001 Acc=0.89 ---184308.11 ms/batch
Step 00106400 L_out=0.009 Acc=0.86 ---216990.66 ms/batch
Step 00106450 L_out=0.017 Acc=0.86 ---248100.63 ms/batch
Step 00106500 L_out=0.012 Acc=0.84 ---279693.04 ms/batch
Step 00106550 L_out=0.015 Acc=0.92 ---312235.15 ms/batch
Step 00106600 L_out=0.008 Acc=0.89 ---343826.06 ms/batch
Step 00106650 L_out=0.236 Acc=0.87 ---375595.56 ms/batch
Step 00106700 L_out=0.006 Acc=0.88 ---405679.61 ms/batch
Round 7 | epoch=9, train costTime=418.02541637420654, | total_activation_sum=2945737
Round 7 | epoch=10, current m_iou=0.8195117557994074
Round 7 | Best m_IoU is: 0.820, OA is: 0.936 | val costTime=80.27500891685486
Round 7 | ****EPOCH 10****
Step 00106750 L_out=0.007 Acc=0.94 ---19532.12 ms/batch
Step 00106800 L_out=0.003 Acc=0.80 ---49765.17 ms/batch
Step 00106850 L_out=0.008 Acc=0.90 ---82184.05 ms/batch
Step 00106900 L_out=0.199 Acc=0.87 ---114127.14 ms/batch
Step 00106950 L_out=0.013 Acc=0.63 ---146922.07 ms/batch
Step 00107000 L_out=0.001 Acc=0.83 ---178198.38 ms/batch
Step 00107050 L_out=0.015 Acc=0.82 ---208743.93 ms/batch
Step 00107100 L_out=0.076 Acc=0.93 ---240882.18 ms/batch
Step 00107150 L_out=0.054 Acc=0.80 ---271466.16 ms/batch
Step 00107200 L_out=0.011 Acc=0.88 ---302946.34 ms/batch
Step 00107250 L_out=0.001 Acc=0.92 ---333001.01 ms/batch
Step 00107300 L_out=0.005 Acc=0.88 ---363940.66 ms/batch
Step 00107350 L_out=0.014 Acc=0.91 ---394858.28 ms/batch
Round 7 | epoch=10, train costTime=418.2904522418976, | total_activation_sum=2959327
Round 7 | epoch=11, current m_iou=0.8251791414343311
Round 7 | Best m_IoU is: 0.825, OA is: 0.947 | val costTime=85.72303628921509
Round 7 | ****EPOCH 11****
Step 00107400 L_out=0.011 Acc=0.92 --- 7636.92 ms/batch
Step 00107450 L_out=0.009 Acc=0.88 ---38854.88 ms/batch
Step 00107500 L_out=0.003 Acc=0.88 ---71290.71 ms/batch
Step 00107550 L_out=0.016 Acc=0.87 ---103457.44 ms/batch
Step 00107600 L_out=0.003 Acc=0.82 ---135590.03 ms/batch
Step 00107650 L_out=0.021 Acc=0.89 ---166526.82 ms/batch
Step 00107700 L_out=0.013 Acc=0.72 ---198918.63 ms/batch
Step 00107750 L_out=0.008 Acc=0.85 ---231752.33 ms/batch
Step 00107800 L_out=0.026 Acc=0.93 ---264072.60 ms/batch
Step 00107850 L_out=0.021 Acc=0.82 ---296097.04 ms/batch
Step 00107900 L_out=0.030 Acc=0.73 ---327789.78 ms/batch
Step 00107950 L_out=0.024 Acc=0.83 ---358712.74 ms/batch
Step 00108000 L_out=0.295 Acc=0.87 ---390307.05 ms/batch
Step 00108050 L_out=0.025 Acc=0.65 ---421426.72 ms/batch
Round 7 | epoch=11, train costTime=423.9612572193146, | total_activation_sum=2903681
Round 7 | epoch=12, current m_iou=0.8128871519582817
Round 7 | Best m_IoU is: 0.825, OA is: 0.947 | val costTime=73.69538283348083
Round 7 | ****EPOCH 12****
Step 00108100 L_out=0.011 Acc=0.82 ---27486.14 ms/batch
Step 00108150 L_out=0.013 Acc=0.77 ---58019.26 ms/batch
Step 00108200 L_out=0.002 Acc=0.85 ---90672.46 ms/batch
Step 00108250 L_out=0.000 Acc=0.81 ---122432.56 ms/batch
Step 00108300 L_out=0.005 Acc=0.90 ---153596.99 ms/batch
Step 00108350 L_out=0.240 Acc=0.51 ---186345.85 ms/batch
Step 00108400 L_out=0.011 Acc=0.87 ---218057.34 ms/batch
Step 00108450 L_out=0.001 Acc=0.82 ---250263.33 ms/batch
Step 00108500 L_out=0.131 Acc=0.88 ---280767.85 ms/batch
Step 00108550 L_out=0.007 Acc=0.91 ---312194.14 ms/batch
Step 00108600 L_out=0.031 Acc=0.84 ---344052.54 ms/batch
Step 00108650 L_out=0.020 Acc=0.84 ---376985.13 ms/batch
Step 00108700 L_out=0.000 Acc=0.91 ---407705.42 ms/batch
Round 7 | epoch=12, train costTime=421.24761605262756, | total_activation_sum=3011839
Round 7 | epoch=13, current m_iou=0.821804338323338
Round 7 | Best m_IoU is: 0.825, OA is: 0.947 | val costTime=91.91706204414368
Round 7 | ****EPOCH 13****
Step 00108750 L_out=0.014 Acc=0.85 ---17626.49 ms/batch
Step 00108800 L_out=0.066 Acc=0.83 ---48592.16 ms/batch
Step 00108850 L_out=0.012 Acc=0.85 ---78298.94 ms/batch
Step 00108900 L_out=0.022 Acc=0.75 ---108646.51 ms/batch
Step 00108950 L_out=0.016 Acc=0.84 ---138715.54 ms/batch
Step 00109000 L_out=0.017 Acc=0.80 ---168026.91 ms/batch
Step 00109050 L_out=0.003 Acc=0.97 ---197799.58 ms/batch
Step 00109100 L_out=0.112 Acc=0.88 ---227896.69 ms/batch
Step 00109150 L_out=0.005 Acc=0.93 ---259020.89 ms/batch
Step 00109200 L_out=0.011 Acc=0.80 ---289092.03 ms/batch
Step 00109250 L_out=0.017 Acc=0.70 ---319706.16 ms/batch
Step 00109300 L_out=0.029 Acc=0.95 ---350502.00 ms/batch
Step 00109350 L_out=0.001 Acc=0.90 ---382859.08 ms/batch
Round 7 | epoch=13, train costTime=406.8931221961975, | total_activation_sum=2921660
Round 7 | epoch=14, current m_iou=0.8258726447794189
Round 7 | Best m_IoU is: 0.826, OA is: 0.945 | val costTime=87.19773387908936
Round 7 | ****EPOCH 14****
Step 00109400 L_out=0.027 Acc=0.81 --- 7052.01 ms/batch
Step 00109450 L_out=0.045 Acc=0.83 ---38606.18 ms/batch
Step 00109500 L_out=0.006 Acc=0.83 ---68327.53 ms/batch
Step 00109550 L_out=0.004 Acc=0.83 ---98818.77 ms/batch
Step 00109600 L_out=0.003 Acc=0.92 ---129292.41 ms/batch
Step 00109650 L_out=0.178 Acc=0.92 ---159415.27 ms/batch
Step 00109700 L_out=0.121 Acc=0.92 ---190738.67 ms/batch
Step 00109750 L_out=0.003 Acc=0.81 ---222396.55 ms/batch
Step 00109800 L_out=0.055 Acc=0.66 ---253574.17 ms/batch
Step 00109850 L_out=0.004 Acc=0.85 ---284287.80 ms/batch
Step 00109900 L_out=0.014 Acc=0.87 ---313520.68 ms/batch
Step 00109950 L_out=0.003 Acc=0.89 ---343217.78 ms/batch
Step 00110000 L_out=0.012 Acc=0.75 ---372884.28 ms/batch
Step 00110050 L_out=0.008 Acc=0.95 ---402435.88 ms/batch
Round 7 | epoch=14, train costTime=405.46476697921753, | total_activation_sum=2847714
Round 7 | epoch=15, current m_iou=0.8234658461653597
Round 7 | Best m_IoU is: 0.826, OA is: 0.945 | val costTime=96.15075850486755
Round 7 | ****EPOCH 15****
Step 00110100 L_out=0.007 Acc=0.79 ---28203.57 ms/batch
Step 00110150 L_out=0.010 Acc=0.85 ---59149.64 ms/batch
Step 00110200 L_out=0.009 Acc=0.89 ---89186.62 ms/batch
Step 00110250 L_out=0.000 Acc=0.89 ---120063.50 ms/batch
Step 00110300 L_out=0.009 Acc=0.85 ---150380.93 ms/batch
Step 00110350 L_out=0.000 Acc=0.92 ---181205.36 ms/batch
Step 00110400 L_out=0.010 Acc=0.71 ---212581.83 ms/batch
Step 00110450 L_out=0.020 Acc=0.89 ---244414.70 ms/batch
Step 00110500 L_out=0.002 Acc=0.91 ---275398.66 ms/batch
Step 00110550 L_out=0.010 Acc=0.82 ---305948.87 ms/batch
Step 00110600 L_out=0.012 Acc=0.95 ---336468.23 ms/batch
Step 00110650 L_out=0.001 Acc=0.83 ---368152.12 ms/batch
Step 00110700 L_out=0.014 Acc=0.73 ---399236.25 ms/batch
Round 7 | epoch=15, train costTime=412.92060947418213, | total_activation_sum=2984301
Round 7 | epoch=16, current m_iou=0.8241175991900282
Round 7 | Best m_IoU is: 0.826, OA is: 0.945 | val costTime=95.31717920303345
Round 7 | ****EPOCH 16****
Step 00110750 L_out=0.008 Acc=0.76 ---17666.30 ms/batch
Step 00110800 L_out=0.097 Acc=0.90 ---48318.56 ms/batch
Step 00110850 L_out=0.287 Acc=0.83 ---78876.04 ms/batch
Step 00110900 L_out=0.001 Acc=0.93 ---109934.57 ms/batch
Step 00110950 L_out=0.005 Acc=0.94 ---142298.56 ms/batch
Step 00111000 L_out=0.010 Acc=0.91 ---173798.07 ms/batch
Step 00111050 L_out=0.057 Acc=0.90 ---204530.22 ms/batch
Step 00111100 L_out=0.033 Acc=0.90 ---235130.10 ms/batch
Step 00111150 L_out=0.008 Acc=0.80 ---265345.07 ms/batch
Step 00111200 L_out=0.180 Acc=0.89 ---295259.53 ms/batch
Step 00111250 L_out=0.022 Acc=0.88 ---326574.62 ms/batch
Step 00111300 L_out=0.010 Acc=0.82 ---357626.70 ms/batch
Step 00111350 L_out=0.018 Acc=0.81 ---388364.95 ms/batch
Round 7 | epoch=16, train costTime=413.31278920173645, | total_activation_sum=2941791
Round 7 | epoch=17, current m_iou=0.8292215103574103
Round 7 | Best m_IoU is: 0.829, OA is: 0.951 | val costTime=87.99665427207947
Round 7 | ****EPOCH 17****
Step 00111400 L_out=0.115 Acc=0.91 --- 7223.17 ms/batch
Step 00111450 L_out=0.007 Acc=0.91 ---39083.40 ms/batch
Step 00111500 L_out=0.006 Acc=0.84 ---70375.98 ms/batch
Step 00111550 L_out=0.007 Acc=0.85 ---100766.25 ms/batch
Step 00111600 L_out=0.017 Acc=0.70 ---132057.04 ms/batch
Step 00111650 L_out=0.045 Acc=0.87 ---161905.54 ms/batch
Step 00111700 L_out=0.008 Acc=0.90 ---192292.64 ms/batch
Step 00111750 L_out=0.015 Acc=0.82 ---224055.79 ms/batch
Step 00111800 L_out=0.003 Acc=0.81 ---254990.46 ms/batch
Step 00111850 L_out=0.010 Acc=0.94 ---286433.23 ms/batch
Step 00111900 L_out=0.008 Acc=0.80 ---318180.16 ms/batch
Step 00111950 L_out=0.014 Acc=0.84 ---348860.50 ms/batch
Step 00112000 L_out=0.003 Acc=0.92 ---379403.55 ms/batch
Step 00112050 L_out=0.008 Acc=0.82 ---410359.34 ms/batch
Round 7 | epoch=17, train costTime=413.71586894989014, | total_activation_sum=2998471
Round 7 | epoch=18, current m_iou=0.8461825609060523
Round 7 | Best m_IoU is: 0.846, OA is: 0.954 | val costTime=92.00778913497925
Round 7 | ****EPOCH 18****
Step 00112100 L_out=0.004 Acc=0.85 ---27399.68 ms/batch
Step 00112150 L_out=0.005 Acc=0.89 ---58395.86 ms/batch
Step 00112200 L_out=0.004 Acc=0.80 ---90025.83 ms/batch
Step 00112250 L_out=0.006 Acc=0.85 ---120413.68 ms/batch
Step 00112300 L_out=0.188 Acc=0.82 ---150287.14 ms/batch
Step 00112350 L_out=0.192 Acc=0.91 ---181073.12 ms/batch
Step 00112400 L_out=0.007 Acc=0.82 ---211595.36 ms/batch
Step 00112450 L_out=0.011 Acc=0.85 ---241747.54 ms/batch
Step 00112500 L_out=0.001 Acc=0.91 ---271826.44 ms/batch
Step 00112550 L_out=0.063 Acc=0.80 ---300614.69 ms/batch
Step 00112600 L_out=0.004 Acc=0.79 ---331085.83 ms/batch
Step 00112650 L_out=0.007 Acc=0.88 ---360763.95 ms/batch
Step 00112700 L_out=0.004 Acc=0.87 ---390033.09 ms/batch
Round 7 | epoch=18, train costTime=403.5375590324402, | total_activation_sum=2816247
Round 7 | epoch=19, current m_iou=0.8443586429137598
Round 7 | Best m_IoU is: 0.846, OA is: 0.954 | val costTime=81.64195585250854
Round 7 | ****EPOCH 19****
Step 00112750 L_out=0.002 Acc=0.86 ---16456.35 ms/batch
Step 00112800 L_out=0.002 Acc=0.87 ---46567.71 ms/batch
Step 00112850 L_out=0.002 Acc=0.91 ---76654.24 ms/batch
Step 00112900 L_out=0.021 Acc=0.79 ---106913.77 ms/batch
Step 00112950 L_out=0.020 Acc=0.76 ---136618.34 ms/batch
Step 00113000 L_out=0.014 Acc=0.79 ---166089.80 ms/batch
Step 00113050 L_out=0.015 Acc=0.87 ---196640.99 ms/batch
Step 00113100 L_out=0.029 Acc=0.96 ---227371.95 ms/batch
Step 00113150 L_out=0.006 Acc=0.85 ---256270.91 ms/batch
Step 00113200 L_out=0.026 Acc=0.84 ---286227.92 ms/batch
Step 00113250 L_out=0.002 Acc=0.91 ---316944.86 ms/batch
Step 00113300 L_out=0.006 Acc=0.88 ---347452.92 ms/batch
Step 00113350 L_out=0.018 Acc=0.90 ---377706.76 ms/batch
Round 7 | epoch=19, train costTime=402.23794531822205, | total_activation_sum=2967718
Round 7 | epoch=20, current m_iou=0.8588338229481332
Round 7 | Best m_IoU is: 0.859, OA is: 0.956 | val costTime=85.802743434906
Round 7 | ****EPOCH 20****
Step 00113400 L_out=0.007 Acc=0.89 --- 5747.03 ms/batch
Step 00113450 L_out=0.009 Acc=0.82 ---35820.41 ms/batch
Step 00113500 L_out=0.324 Acc=0.89 ---65429.94 ms/batch
Step 00113550 L_out=0.019 Acc=0.79 ---95674.06 ms/batch
Step 00113600 L_out=0.014 Acc=0.89 ---125320.60 ms/batch
Step 00113650 L_out=0.003 Acc=0.95 ---156872.16 ms/batch
Step 00113700 L_out=0.012 Acc=0.90 ---187963.39 ms/batch
Step 00113750 L_out=0.002 Acc=0.83 ---218416.68 ms/batch
Step 00113800 L_out=0.004 Acc=0.81 ---248539.26 ms/batch
Step 00113850 L_out=0.001 Acc=0.93 ---280712.90 ms/batch
Step 00113900 L_out=0.016 Acc=0.82 ---313173.58 ms/batch
Step 00113950 L_out=0.126 Acc=0.95 ---344659.54 ms/batch
Step 00114000 L_out=0.007 Acc=0.87 ---376646.94 ms/batch
Step 00114050 L_out=0.003 Acc=0.94 ---409253.63 ms/batch
Round 7 | epoch=20, train costTime=413.36568450927734, | total_activation_sum=2952527
Round 7 | epoch=21, current m_iou=0.8393607866058641
Round 7 | Best m_IoU is: 0.859, OA is: 0.956 | val costTime=91.4805338382721
Round 7 | ****EPOCH 21****
Step 00114100 L_out=0.008 Acc=0.92 ---27805.24 ms/batch
Step 00114150 L_out=0.007 Acc=0.86 ---59535.06 ms/batch
Step 00114200 L_out=0.292 Acc=0.86 ---92279.04 ms/batch
Step 00114250 L_out=0.002 Acc=0.81 ---122932.02 ms/batch
Step 00114300 L_out=0.006 Acc=0.83 ---154822.57 ms/batch
Step 00114350 L_out=0.002 Acc=0.83 ---186158.38 ms/batch
Step 00114400 L_out=0.005 Acc=0.81 ---217286.80 ms/batch
Step 00114450 L_out=0.007 Acc=0.92 ---247879.79 ms/batch
Step 00114500 L_out=0.011 Acc=0.80 ---279737.95 ms/batch
Step 00114550 L_out=0.124 Acc=0.91 ---311408.67 ms/batch
Step 00114600 L_out=0.019 Acc=0.90 ---343094.52 ms/batch
Step 00114650 L_out=0.004 Acc=0.89 ---375398.55 ms/batch
Step 00114700 L_out=0.010 Acc=0.91 ---407641.05 ms/batch
Round 7 | epoch=21, train costTime=422.21410751342773, | total_activation_sum=2995527
Round 7 | epoch=22, current m_iou=0.8333880064914676
Round 7 | Best m_IoU is: 0.859, OA is: 0.956 | val costTime=85.15114545822144
Round 7 | ****EPOCH 22****
Step 00114750 L_out=0.019 Acc=0.76 ---14704.38 ms/batch
Step 00114800 L_out=0.004 Acc=0.91 ---43494.47 ms/batch
Step 00114850 L_out=0.008 Acc=0.82 ---74339.79 ms/batch
Step 00114900 L_out=0.002 Acc=0.83 ---103314.07 ms/batch
Step 00114950 L_out=0.009 Acc=0.86 ---133557.25 ms/batch
Step 00115000 L_out=0.021 Acc=0.67 ---164692.68 ms/batch
Step 00115050 L_out=0.011 Acc=0.81 ---195216.14 ms/batch
Step 00115100 L_out=0.015 Acc=0.79 ---225765.82 ms/batch
Step 00115150 L_out=0.001 Acc=0.79 ---255911.06 ms/batch
Step 00115200 L_out=0.002 Acc=0.86 ---285725.77 ms/batch
Step 00115250 L_out=0.010 Acc=0.92 ---314845.35 ms/batch
Step 00115300 L_out=0.004 Acc=0.96 ---345031.99 ms/batch
Step 00115350 L_out=0.011 Acc=0.92 ---375123.43 ms/batch
Round 7 | epoch=22, train costTime=402.0746819972992, | total_activation_sum=3023167
Round 7 | epoch=23, current m_iou=0.825831329410124
Round 7 | Best m_IoU is: 0.859, OA is: 0.956 | val costTime=84.69582724571228
Round 7 | ****EPOCH 23****
Step 00115400 L_out=0.001 Acc=0.86 --- 5456.00 ms/batch
Step 00115450 L_out=0.014 Acc=0.87 ---38643.75 ms/batch
Step 00115500 L_out=0.002 Acc=0.94 ---72310.78 ms/batch
Step 00115550 L_out=0.015 Acc=0.81 ---102063.70 ms/batch
Step 00115600 L_out=0.014 Acc=0.78 ---130982.12 ms/batch
Step 00115650 L_out=0.003 Acc=0.90 ---161974.54 ms/batch
Step 00115700 L_out=0.001 Acc=0.93 ---194210.61 ms/batch
Step 00115750 L_out=0.017 Acc=0.87 ---226636.12 ms/batch
Step 00115800 L_out=0.006 Acc=0.86 ---256994.60 ms/batch
Step 00115850 L_out=0.003 Acc=0.84 ---288326.81 ms/batch
Step 00115900 L_out=0.002 Acc=0.86 ---320365.21 ms/batch
Step 00115950 L_out=0.015 Acc=0.91 ---352524.00 ms/batch
Step 00116000 L_out=0.006 Acc=0.89 ---384354.64 ms/batch
Step 00116050 L_out=0.005 Acc=0.85 ---415168.57 ms/batch
Round 7 | epoch=23, train costTime=419.9776985645294, | total_activation_sum=2804217
Round 7 | epoch=24, current m_iou=0.8428310280642873
Round 7 | Best m_IoU is: 0.859, OA is: 0.956 | val costTime=78.89416146278381
Round 7 | ****EPOCH 24****
Step 00116100 L_out=0.004 Acc=0.89 ---24647.26 ms/batch
Step 00116150 L_out=0.004 Acc=0.77 ---54548.92 ms/batch
Step 00116200 L_out=0.000 Acc=0.94 ---85281.88 ms/batch
Step 00116250 L_out=0.004 Acc=0.95 ---114943.68 ms/batch
Step 00116300 L_out=0.010 Acc=0.89 ---145441.78 ms/batch
Step 00116350 L_out=0.014 Acc=0.88 ---174905.89 ms/batch
Step 00116400 L_out=0.021 Acc=0.90 ---205104.23 ms/batch
Step 00116450 L_out=0.013 Acc=0.84 ---237310.98 ms/batch
Step 00116500 L_out=0.005 Acc=0.92 ---269481.80 ms/batch
Step 00116550 L_out=0.007 Acc=0.78 ---301791.54 ms/batch
Step 00116600 L_out=0.136 Acc=0.90 ---334795.06 ms/batch
Step 00116650 L_out=0.033 Acc=0.79 ---367706.91 ms/batch
Step 00116700 L_out=0.011 Acc=0.88 ---400808.31 ms/batch
Round 7 | epoch=24, train costTime=415.54950976371765, | total_activation_sum=2978023
Round 7 | epoch=25, current m_iou=0.8456173388322041
Round 7 | Best m_IoU is: 0.859, OA is: 0.956 | val costTime=86.50360369682312
Round 7 | ****EPOCH 25****
Step 00116750 L_out=0.007 Acc=0.93 ---15286.62 ms/batch
Step 00116800 L_out=0.006 Acc=0.87 ---46370.17 ms/batch
Step 00116850 L_out=0.003 Acc=0.89 ---77569.87 ms/batch
Step 00116900 L_out=0.012 Acc=0.80 ---109078.42 ms/batch
Step 00116950 L_out=0.009 Acc=0.86 ---138334.95 ms/batch
Step 00117000 L_out=0.092 Acc=0.88 ---167761.07 ms/batch
Step 00117050 L_out=0.008 Acc=0.73 ---197345.73 ms/batch
Step 00117100 L_out=0.004 Acc=0.90 ---227449.20 ms/batch
Step 00117150 L_out=0.023 Acc=0.86 ---257568.34 ms/batch
Step 00117200 L_out=0.029 Acc=0.77 ---286973.86 ms/batch
Step 00117250 L_out=0.009 Acc=0.87 ---318018.39 ms/batch
Step 00117300 L_out=0.004 Acc=0.92 ---349172.33 ms/batch
Step 00117350 L_out=0.003 Acc=0.84 ---380976.41 ms/batch
Round 7 | epoch=25, train costTime=407.1581406593323, | total_activation_sum=2912783
Round 7 | epoch=26, current m_iou=0.8185798915689091
Round 7 | Best m_IoU is: 0.859, OA is: 0.956 | val costTime=81.88202595710754
Round 7 | ****EPOCH 26****
Step 00117400 L_out=0.083 Acc=0.93 --- 4781.00 ms/batch
Step 00117450 L_out=0.013 Acc=0.81 ---35259.92 ms/batch
Step 00117500 L_out=0.006 Acc=0.82 ---67939.55 ms/batch
Step 00117550 L_out=0.006 Acc=0.89 ---99129.53 ms/batch
Step 00117600 L_out=0.011 Acc=0.91 ---131335.09 ms/batch
Step 00117650 L_out=0.008 Acc=0.93 ---162710.01 ms/batch
Step 00117700 L_out=0.015 Acc=0.88 ---194714.94 ms/batch
Step 00117750 L_out=0.001 Acc=0.89 ---225837.32 ms/batch
Step 00117800 L_out=0.003 Acc=0.84 ---259549.71 ms/batch
Step 00117850 L_out=0.008 Acc=0.80 ---289166.65 ms/batch
Step 00117900 L_out=0.001 Acc=0.87 ---320023.18 ms/batch
Step 00117950 L_out=0.017 Acc=0.93 ---351222.93 ms/batch
Step 00118000 L_out=0.001 Acc=0.92 ---383075.16 ms/batch
Step 00118050 L_out=0.006 Acc=0.87 ---415605.43 ms/batch
Round 7 | epoch=26, train costTime=421.45002150535583, | total_activation_sum=2908976
Round 7 | epoch=27, current m_iou=0.8370729199097857
Round 7 | Best m_IoU is: 0.859, OA is: 0.956 | val costTime=82.46913981437683
Round 7 | ****EPOCH 27****
Step 00118100 L_out=0.012 Acc=0.88 ---25085.27 ms/batch
Step 00118150 L_out=0.096 Acc=0.91 ---56740.89 ms/batch
Step 00118200 L_out=0.021 Acc=0.87 ---86328.52 ms/batch
Step 00118250 L_out=0.001 Acc=0.79 ---118477.39 ms/batch
Step 00118300 L_out=0.009 Acc=0.85 ---149425.96 ms/batch
Step 00118350 L_out=0.042 Acc=0.94 ---182133.89 ms/batch
Step 00118400 L_out=0.009 Acc=0.90 ---212486.71 ms/batch
Step 00118450 L_out=0.001 Acc=0.91 ---242946.94 ms/batch
Step 00118500 L_out=0.003 Acc=0.85 ---274725.54 ms/batch
Step 00118550 L_out=0.011 Acc=0.79 ---307231.91 ms/batch
Step 00118600 L_out=0.011 Acc=0.75 ---337628.75 ms/batch
Step 00118650 L_out=0.001 Acc=0.91 ---369437.25 ms/batch
Step 00118700 L_out=0.007 Acc=0.78 ---400789.34 ms/batch
Round 7 | epoch=27, train costTime=417.6709632873535, | total_activation_sum=3010163
Round 7 | epoch=28, current m_iou=0.8361913495321267
Round 7 | Best m_IoU is: 0.859, OA is: 0.956 | val costTime=84.3531448841095
Round 7 | ****EPOCH 28****
Step 00118750 L_out=0.013 Acc=0.76 ---15013.74 ms/batch
Step 00118800 L_out=0.005 Acc=0.89 ---46943.39 ms/batch
Step 00118850 L_out=0.008 Acc=0.82 ---77904.35 ms/batch
Step 00118900 L_out=0.003 Acc=0.91 ---108384.86 ms/batch
Step 00118950 L_out=0.011 Acc=0.79 ---139570.55 ms/batch
Step 00119000 L_out=0.017 Acc=0.72 ---171223.86 ms/batch
Step 00119050 L_out=0.006 Acc=0.93 ---202350.37 ms/batch
Step 00119100 L_out=0.001 Acc=0.93 ---233250.11 ms/batch
Step 00119150 L_out=0.006 Acc=0.91 ---264914.54 ms/batch
Step 00119200 L_out=0.001 Acc=0.95 ---296159.75 ms/batch
Step 00119250 L_out=0.029 Acc=0.85 ---327979.82 ms/batch
Step 00119300 L_out=0.007 Acc=0.81 ---359154.15 ms/batch
Step 00119350 L_out=0.003 Acc=0.88 ---389417.54 ms/batch
Round 7 | epoch=28, train costTime=415.9544839859009, | total_activation_sum=2994160
Round 7 | epoch=29, current m_iou=0.82651210676017
Round 7 | Best m_IoU is: 0.859, OA is: 0.956 | val costTime=88.778324842453
Round 7 | ****EPOCH 29****
Step 00119400 L_out=0.009 Acc=0.84 --- 4045.81 ms/batch
Step 00119450 L_out=0.045 Acc=0.94 ---37000.79 ms/batch
Step 00119500 L_out=0.004 Acc=0.88 ---68829.55 ms/batch
Step 00119550 L_out=0.008 Acc=0.89 ---100100.47 ms/batch
Step 00119600 L_out=0.015 Acc=0.88 ---131810.06 ms/batch
Step 00119650 L_out=0.008 Acc=0.89 ---162248.49 ms/batch
Step 00119700 L_out=0.020 Acc=0.83 ---193680.43 ms/batch
Step 00119750 L_out=0.002 Acc=0.90 ---226110.42 ms/batch
Step 00119800 L_out=0.014 Acc=0.84 ---257521.41 ms/batch
Step 00119850 L_out=0.002 Acc=0.84 ---288227.90 ms/batch
Step 00119900 L_out=0.003 Acc=0.90 ---320161.42 ms/batch
Step 00119950 L_out=0.004 Acc=0.91 ---351660.28 ms/batch
Step 00120000 L_out=0.004 Acc=0.73 ---382980.31 ms/batch
Step 00120050 L_out=0.001 Acc=0.85 ---415647.54 ms/batch
Round 7 | epoch=29, train costTime=421.99132776260376, | total_activation_sum=2925358
Round 7 | epoch=30, current m_iou=0.8296082135903101
Round 7 | Best m_IoU is: 0.859, OA is: 0.956 | val costTime=84.14078402519226
Round 7 | ****EPOCH 30****
Round 8 | ****EPOCH 0****
Step 00120100 L_out=0.003 Acc=0.94 ---20539.87 ms/batch
Step 00120150 L_out=0.698 Acc=0.24 ---46459.14 ms/batch
Step 00120200 L_out=0.128 Acc=0.33 ---72457.75 ms/batch
Step 00120250 L_out=0.143 Acc=0.22 ---97991.54 ms/batch
Step 00120300 L_out=0.049 Acc=0.31 ---123258.27 ms/batch
Step 00120350 L_out=0.107 Acc=0.39 ---148756.64 ms/batch
Step 00120400 L_out=0.217 Acc=0.57 ---174636.21 ms/batch
Step 00120450 L_out=0.036 Acc=0.35 ---200894.15 ms/batch
Step 00120500 L_out=0.159 Acc=0.55 ---226356.08 ms/batch
Step 00120550 L_out=0.046 Acc=0.54 ---251471.16 ms/batch
Step 00120600 L_out=0.060 Acc=0.37 ---276867.44 ms/batch
Step 00120650 L_out=0.028 Acc=0.56 ---302340.26 ms/batch
Step 00120700 L_out=0.087 Acc=0.54 ---327782.03 ms/batch
Round 8 | epoch=0, train costTime=341.5126168727875, | total_activation_sum=3249404
Round 8 | epoch=1, current m_iou=0.5281485571198734
Round 8 | Best m_IoU is: 0.528, OA is: 0.701 | val costTime=61.630451679229736
Round 8 | ****EPOCH 1****
Step 00120750 L_out=0.058 Acc=0.46 ---11790.02 ms/batch
Step 00120800 L_out=0.059 Acc=0.73 ---37446.20 ms/batch
Step 00120850 L_out=0.013 Acc=0.71 ---62591.12 ms/batch
Step 00120900 L_out=0.108 Acc=0.57 ---88408.51 ms/batch
Step 00120950 L_out=0.113 Acc=0.53 ---116798.05 ms/batch
Step 00121000 L_out=0.060 Acc=0.75 ---149268.77 ms/batch
Step 00121050 L_out=0.046 Acc=0.48 ---179634.47 ms/batch
Step 00121100 L_out=0.087 Acc=0.49 ---210130.38 ms/batch
Step 00121150 L_out=0.104 Acc=0.75 ---241484.63 ms/batch
Step 00121200 L_out=0.318 Acc=0.77 ---272883.99 ms/batch
Step 00121250 L_out=0.063 Acc=0.72 ---302778.66 ms/batch
Step 00121300 L_out=0.013 Acc=0.65 ---335720.16 ms/batch
Step 00121350 L_out=0.058 Acc=0.75 ---367068.12 ms/batch
Round 8 | epoch=1, train costTime=394.7603430747986, | total_activation_sum=3067327
Round 8 | epoch=2, current m_iou=0.6386403664752167
Round 8 | Best m_IoU is: 0.639, OA is: 0.781 | val costTime=67.32016563415527
Round 8 | ****EPOCH 2****
Step 00121400 L_out=0.046 Acc=0.75 --- 3878.87 ms/batch
Step 00121450 L_out=0.027 Acc=0.54 ---35991.93 ms/batch
Step 00121500 L_out=0.040 Acc=0.49 ---68209.19 ms/batch
Step 00121550 L_out=0.089 Acc=0.73 ---99059.27 ms/batch
Step 00121600 L_out=0.141 Acc=0.84 ---130673.93 ms/batch
Step 00121650 L_out=0.010 Acc=0.77 ---162412.73 ms/batch
Step 00121700 L_out=0.226 Acc=0.81 ---193598.87 ms/batch
Step 00121750 L_out=0.041 Acc=0.73 ---224301.65 ms/batch
Step 00121800 L_out=0.018 Acc=0.53 ---256771.31 ms/batch
Step 00121850 L_out=0.020 Acc=0.88 ---288337.07 ms/batch
Step 00121900 L_out=0.290 Acc=0.70 ---318885.72 ms/batch
Step 00121950 L_out=0.262 Acc=0.90 ---350341.71 ms/batch
Step 00122000 L_out=0.021 Acc=0.79 ---382369.03 ms/batch
Step 00122050 L_out=0.019 Acc=0.72 ---413545.29 ms/batch
Round 8 | epoch=2, train costTime=420.05578351020813, | total_activation_sum=3094867
Round 8 | epoch=3, current m_iou=0.7552513383393766
Round 8 | Best m_IoU is: 0.755, OA is: 0.893 | val costTime=80.97028064727783
Round 8 | ****EPOCH 3****
Step 00122100 L_out=0.028 Acc=0.47 ---24703.94 ms/batch
Step 00122150 L_out=0.253 Acc=0.87 ---56677.24 ms/batch
Step 00122200 L_out=0.015 Acc=0.82 ---87762.41 ms/batch
Step 00122250 L_out=0.017 Acc=0.79 ---118168.28 ms/batch
Step 00122300 L_out=0.028 Acc=0.74 ---147862.01 ms/batch
Step 00122350 L_out=0.014 Acc=0.77 ---179675.67 ms/batch
Step 00122400 L_out=0.036 Acc=0.70 ---210359.86 ms/batch
Step 00122450 L_out=0.014 Acc=0.90 ---241165.65 ms/batch
Step 00122500 L_out=0.183 Acc=0.93 ---272708.42 ms/batch
Step 00122550 L_out=0.028 Acc=0.83 ---303629.53 ms/batch
Step 00122600 L_out=0.010 Acc=0.93 ---334863.44 ms/batch
Step 00122650 L_out=0.021 Acc=0.79 ---366681.67 ms/batch
Step 00122700 L_out=1.894 Acc=0.80 ---399506.77 ms/batch
Round 8 | epoch=3, train costTime=418.24731159210205, | total_activation_sum=3082093
Round 8 | epoch=4, current m_iou=0.7480469693932479
Round 8 | Best m_IoU is: 0.755, OA is: 0.893 | val costTime=68.79449152946472
Round 8 | ****EPOCH 4****
Step 00122750 L_out=0.046 Acc=0.83 ---14850.58 ms/batch
Step 00122800 L_out=0.006 Acc=0.54 ---47109.24 ms/batch
Step 00122850 L_out=0.004 Acc=0.89 ---78332.90 ms/batch
Step 00122900 L_out=0.003 Acc=0.86 ---109815.68 ms/batch
Step 00122950 L_out=0.015 Acc=0.76 ---139893.28 ms/batch
Step 00123000 L_out=0.010 Acc=0.69 ---171822.77 ms/batch
Step 00123050 L_out=0.005 Acc=0.85 ---203219.52 ms/batch
Step 00123100 L_out=0.028 Acc=0.90 ---234974.19 ms/batch
Step 00123150 L_out=0.013 Acc=0.89 ---266830.80 ms/batch
Step 00123200 L_out=0.010 Acc=0.81 ---298191.70 ms/batch
Step 00123250 L_out=0.031 Acc=0.91 ---329280.27 ms/batch
Step 00123300 L_out=0.016 Acc=0.77 ---359864.42 ms/batch
Step 00123350 L_out=0.022 Acc=0.86 ---392070.62 ms/batch
Round 8 | epoch=4, train costTime=421.85313057899475, | total_activation_sum=3111332
Round 8 | epoch=5, current m_iou=0.8044372986331048
Round 8 | Best m_IoU is: 0.804, OA is: 0.929 | val costTime=89.0924711227417
Round 8 | ****EPOCH 5****
Step 00123400 L_out=0.020 Acc=0.87 --- 3259.33 ms/batch
Step 00123450 L_out=0.016 Acc=0.81 ---34128.56 ms/batch
Step 00123500 L_out=0.012 Acc=0.84 ---65612.64 ms/batch
Step 00123550 L_out=0.169 Acc=0.91 ---96856.15 ms/batch
Step 00123600 L_out=0.134 Acc=0.87 ---128514.65 ms/batch
Step 00123650 L_out=0.076 Acc=0.85 ---160655.49 ms/batch
Step 00123700 L_out=0.007 Acc=0.78 ---191797.28 ms/batch
Step 00123750 L_out=0.016 Acc=0.73 ---222186.20 ms/batch
Step 00123800 L_out=0.001 Acc=0.79 ---255124.81 ms/batch
Step 00123850 L_out=0.028 Acc=0.75 ---286313.13 ms/batch
Step 00123900 L_out=0.132 Acc=0.91 ---317304.93 ms/batch
Step 00123950 L_out=0.010 Acc=0.88 ---348703.70 ms/batch
Step 00124000 L_out=0.041 Acc=0.68 ---381062.10 ms/batch
Step 00124050 L_out=0.007 Acc=0.61 ---412119.98 ms/batch
Round 8 | epoch=5, train costTime=419.9500331878662, | total_activation_sum=3023813
Round 8 | epoch=6, current m_iou=0.8480632233674761
Round 8 | Best m_IoU is: 0.848, OA is: 0.942 | val costTime=75.35196042060852
Round 8 | ****EPOCH 6****
Step 00124100 L_out=0.150 Acc=0.78 ---23537.34 ms/batch
Step 00124150 L_out=0.029 Acc=0.89 ---53895.52 ms/batch
Step 00124200 L_out=0.001 Acc=0.91 ---84430.76 ms/batch
Step 00124250 L_out=0.011 Acc=0.80 ---115766.76 ms/batch
Step 00124300 L_out=0.033 Acc=0.75 ---147054.47 ms/batch
Step 00124350 L_out=0.014 Acc=0.80 ---179234.21 ms/batch
Step 00124400 L_out=0.030 Acc=0.87 ---210230.43 ms/batch
Step 00124450 L_out=0.023 Acc=0.83 ---241941.03 ms/batch
Step 00124500 L_out=0.004 Acc=0.86 ---273463.62 ms/batch
Step 00124550 L_out=0.013 Acc=0.85 ---304397.66 ms/batch
Step 00124600 L_out=0.013 Acc=0.83 ---336499.16 ms/batch
Step 00124650 L_out=0.013 Acc=0.83 ---367199.82 ms/batch
Step 00124700 L_out=0.003 Acc=0.87 ---398092.33 ms/batch
Round 8 | epoch=6, train costTime=416.3049592971802, | total_activation_sum=3197680
Round 8 | epoch=7, current m_iou=0.851587785153266
Round 8 | Best m_IoU is: 0.852, OA is: 0.945 | val costTime=72.07786870002747
Round 8 | ****EPOCH 7****
Step 00124750 L_out=0.009 Acc=0.82 ---13561.73 ms/batch
Step 00124800 L_out=0.031 Acc=0.72 ---44965.04 ms/batch
Step 00124850 L_out=0.026 Acc=0.89 ---76451.26 ms/batch
Step 00124900 L_out=0.018 Acc=0.82 ---107510.06 ms/batch
Step 00124950 L_out=0.012 Acc=0.75 ---138383.75 ms/batch
Step 00125000 L_out=0.015 Acc=0.88 ---169542.90 ms/batch
Step 00125050 L_out=0.007 Acc=0.70 ---200359.82 ms/batch
Step 00125100 L_out=0.005 Acc=0.91 ---232085.44 ms/batch
Step 00125150 L_out=0.004 Acc=0.85 ---264201.32 ms/batch
Step 00125200 L_out=0.011 Acc=0.83 ---295090.51 ms/batch
Step 00125250 L_out=0.013 Acc=0.80 ---327007.42 ms/batch
Step 00125300 L_out=0.174 Acc=0.81 ---358767.98 ms/batch
Step 00125350 L_out=0.004 Acc=0.87 ---390125.98 ms/batch
Round 8 | epoch=7, train costTime=418.4655158519745, | total_activation_sum=3086924
Round 8 | epoch=8, current m_iou=0.8513314782801925
Round 8 | Best m_IoU is: 0.852, OA is: 0.945 | val costTime=67.46264362335205
Round 8 | ****EPOCH 8****
Step 00125400 L_out=0.014 Acc=0.73 --- 2798.14 ms/batch
Step 00125450 L_out=0.058 Acc=0.62 ---35918.30 ms/batch
Step 00125500 L_out=0.026 Acc=0.80 ---66721.96 ms/batch
Step 00125550 L_out=0.007 Acc=0.85 ---97138.27 ms/batch
Step 00125600 L_out=0.084 Acc=0.89 ---128617.26 ms/batch
Step 00125650 L_out=0.014 Acc=0.74 ---160566.71 ms/batch
Step 00125700 L_out=0.002 Acc=0.81 ---192554.49 ms/batch
Step 00125750 L_out=0.030 Acc=0.75 ---225725.16 ms/batch
Step 00125800 L_out=0.051 Acc=0.74 ---258116.74 ms/batch
Step 00125850 L_out=0.008 Acc=0.89 ---290542.50 ms/batch
Step 00125900 L_out=0.086 Acc=0.63 ---322278.23 ms/batch
Step 00125950 L_out=0.004 Acc=0.87 ---354204.73 ms/batch
Step 00126000 L_out=0.011 Acc=0.77 ---386020.12 ms/batch
Step 00126050 L_out=0.003 Acc=0.81 ---415137.22 ms/batch
Round 8 | epoch=8, train costTime=422.67310404777527, | total_activation_sum=3095915
Round 8 | epoch=9, current m_iou=0.8339757411680802
Round 8 | Best m_IoU is: 0.852, OA is: 0.945 | val costTime=89.08698987960815
Round 8 | ****EPOCH 9****
Step 00126100 L_out=0.005 Acc=0.83 ---21180.24 ms/batch
Step 00126150 L_out=0.004 Acc=0.94 ---50495.29 ms/batch
Step 00126200 L_out=0.018 Acc=0.75 ---80773.16 ms/batch
Step 00126250 L_out=0.004 Acc=0.78 ---111313.75 ms/batch
Step 00126300 L_out=0.015 Acc=0.84 ---142170.82 ms/batch
Step 00126350 L_out=0.005 Acc=0.91 ---171896.09 ms/batch
Step 00126400 L_out=0.138 Acc=0.95 ---202000.67 ms/batch
Step 00126450 L_out=0.045 Acc=0.58 ---232810.25 ms/batch
Step 00126500 L_out=0.013 Acc=0.82 ---264492.82 ms/batch
Step 00126550 L_out=0.003 Acc=0.81 ---295030.44 ms/batch
Step 00126600 L_out=0.017 Acc=0.84 ---324907.31 ms/batch
Step 00126650 L_out=0.009 Acc=0.78 ---355540.21 ms/batch
Step 00126700 L_out=0.030 Acc=0.85 ---386259.91 ms/batch
Round 8 | epoch=9, train costTime=404.2646083831787, | total_activation_sum=3062178
Round 8 | epoch=10, current m_iou=0.836768673013421
Round 8 | Best m_IoU is: 0.852, OA is: 0.945 | val costTime=87.65075516700745
Round 8 | ****EPOCH 10****
Step 00126750 L_out=0.009 Acc=0.78 ---12212.09 ms/batch
Step 00126800 L_out=0.003 Acc=0.82 ---40822.36 ms/batch
Step 00126850 L_out=0.001 Acc=0.94 ---70682.76 ms/batch
Step 00126900 L_out=0.007 Acc=0.77 ---100076.26 ms/batch
Step 00126950 L_out=0.000 Acc=0.88 ---130859.32 ms/batch
Step 00127000 L_out=0.048 Acc=0.80 ---161432.50 ms/batch
Step 00127050 L_out=0.010 Acc=0.88 ---190791.67 ms/batch
Step 00127100 L_out=0.004 Acc=0.93 ---221674.57 ms/batch
Step 00127150 L_out=0.206 Acc=0.69 ---252202.82 ms/batch
Step 00127200 L_out=0.021 Acc=0.90 ---280504.11 ms/batch
Step 00127250 L_out=0.028 Acc=0.87 ---311925.38 ms/batch
Step 00127300 L_out=0.004 Acc=0.86 ---340784.31 ms/batch
Step 00127350 L_out=0.011 Acc=0.82 ---368974.50 ms/batch
Round 8 | epoch=10, train costTime=396.59712171554565, | total_activation_sum=2969753
Round 8 | epoch=11, current m_iou=0.8414457635794297
Round 8 | Best m_IoU is: 0.852, OA is: 0.945 | val costTime=86.10457444190979
Round 8 | ****EPOCH 11****
Step 00127400 L_out=0.205 Acc=0.92 --- 1957.59 ms/batch
Step 00127450 L_out=0.001 Acc=0.87 ---31321.63 ms/batch
Step 00127500 L_out=0.005 Acc=0.86 ---60779.79 ms/batch
Step 00127550 L_out=0.009 Acc=0.71 ---91135.41 ms/batch
Step 00127600 L_out=0.120 Acc=0.81 ---121044.78 ms/batch
Step 00127650 L_out=0.007 Acc=0.84 ---150810.01 ms/batch
Step 00127700 L_out=0.016 Acc=0.86 ---180767.87 ms/batch
Step 00127750 L_out=0.004 Acc=0.83 ---209794.63 ms/batch
Step 00127800 L_out=0.008 Acc=0.87 ---239385.38 ms/batch
Step 00127850 L_out=0.002 Acc=0.89 ---268907.84 ms/batch
Step 00127900 L_out=0.011 Acc=0.93 ---297907.60 ms/batch
Step 00127950 L_out=0.000 Acc=0.85 ---328908.75 ms/batch
Step 00128000 L_out=0.004 Acc=0.88 ---359152.49 ms/batch
Step 00128050 L_out=0.010 Acc=0.87 ---389314.36 ms/batch
Round 8 | epoch=11, train costTime=398.1476626396179, | total_activation_sum=3124224
Round 8 | epoch=12, current m_iou=0.8549235979430665
Round 8 | Best m_IoU is: 0.855, OA is: 0.953 | val costTime=82.92520785331726
Round 8 | ****EPOCH 12****
Step 00128100 L_out=0.019 Acc=0.83 ---23309.61 ms/batch
Step 00128150 L_out=0.009 Acc=0.88 ---54945.33 ms/batch
Step 00128200 L_out=0.019 Acc=0.53 ---87543.15 ms/batch
Step 00128250 L_out=0.001 Acc=0.90 ---118617.69 ms/batch
Step 00128300 L_out=0.012 Acc=0.82 ---150335.71 ms/batch
Step 00128350 L_out=0.214 Acc=0.85 ---179149.96 ms/batch
Step 00128400 L_out=0.008 Acc=0.91 ---208689.22 ms/batch
Step 00128450 L_out=0.105 Acc=0.85 ---238157.89 ms/batch
Step 00128500 L_out=0.061 Acc=0.72 ---268062.89 ms/batch
Step 00128550 L_out=0.009 Acc=0.78 ---298081.29 ms/batch
Step 00128600 L_out=0.001 Acc=0.72 ---328191.68 ms/batch
Step 00128650 L_out=0.038 Acc=0.89 ---358569.66 ms/batch
Step 00128700 L_out=0.004 Acc=0.85 ---388881.40 ms/batch
Round 8 | epoch=12, train costTime=408.30808997154236, | total_activation_sum=3082601
Round 8 | epoch=13, current m_iou=0.8534430390821072
Round 8 | Best m_IoU is: 0.855, OA is: 0.953 | val costTime=87.38895750045776
Round 8 | ****EPOCH 13****
Step 00128750 L_out=0.021 Acc=0.84 ---10810.47 ms/batch
Step 00128800 L_out=0.123 Acc=0.89 ---41438.85 ms/batch
Step 00128850 L_out=0.001 Acc=0.79 ---71049.58 ms/batch
Step 00128900 L_out=0.004 Acc=0.91 ---100965.11 ms/batch
Step 00128950 L_out=0.014 Acc=0.85 ---130680.63 ms/batch
Step 00129000 L_out=0.000 Acc=0.89 ---160949.27 ms/batch
Step 00129050 L_out=0.010 Acc=0.90 ---190727.84 ms/batch
Step 00129100 L_out=0.026 Acc=0.76 ---219841.90 ms/batch
Step 00129150 L_out=0.005 Acc=0.89 ---249145.00 ms/batch
Step 00129200 L_out=0.026 Acc=0.78 ---278654.69 ms/batch
Step 00129250 L_out=0.006 Acc=0.89 ---307677.33 ms/batch
Step 00129300 L_out=0.001 Acc=0.91 ---336762.05 ms/batch
Step 00129350 L_out=0.003 Acc=0.84 ---366353.87 ms/batch
Round 8 | epoch=13, train costTime=394.94373536109924, | total_activation_sum=3008719
Round 8 | epoch=14, current m_iou=0.8597188955651248
Round 8 | Best m_IoU is: 0.860, OA is: 0.954 | val costTime=81.22707629203796
Round 8 | ****EPOCH 14****
Step 00129400 L_out=0.002 Acc=0.85 --- 1153.80 ms/batch
Step 00129450 L_out=0.006 Acc=0.83 ---31063.14 ms/batch
Step 00129500 L_out=0.016 Acc=0.83 ---59811.38 ms/batch
Step 00129550 L_out=0.007 Acc=0.83 ---88520.48 ms/batch
Step 00129600 L_out=0.006 Acc=0.84 ---117599.59 ms/batch
Step 00129650 L_out=0.000 Acc=0.77 ---146780.05 ms/batch
Step 00129700 L_out=0.003 Acc=0.80 ---174851.36 ms/batch
Step 00129750 L_out=0.012 Acc=0.81 ---204173.78 ms/batch
Step 00129800 L_out=0.008 Acc=0.90 ---234406.93 ms/batch
Step 00129850 L_out=0.234 Acc=0.82 ---264133.77 ms/batch
Step 00129900 L_out=0.002 Acc=0.96 ---293842.63 ms/batch
Step 00129950 L_out=0.010 Acc=0.84 ---322980.06 ms/batch
Step 00130000 L_out=0.016 Acc=0.86 ---351446.70 ms/batch
Step 00130050 L_out=0.007 Acc=0.85 ---381303.45 ms/batch
Round 8 | epoch=14, train costTime=390.6778371334076, | total_activation_sum=3147846
Round 8 | epoch=15, current m_iou=0.8791260489472126
Round 8 | Best m_IoU is: 0.879, OA is: 0.957 | val costTime=78.26009392738342
Round 8 | ****EPOCH 15****
Step 00130100 L_out=0.005 Acc=0.86 ---22507.53 ms/batch
Step 00130150 L_out=0.005 Acc=0.88 ---55521.48 ms/batch
Step 00130200 L_out=0.004 Acc=0.87 ---87729.22 ms/batch
Step 00130250 L_out=0.002 Acc=0.86 ---121527.68 ms/batch
Step 00130300 L_out=0.003 Acc=0.91 ---154799.25 ms/batch
Step 00130350 L_out=0.002 Acc=0.88 ---188361.44 ms/batch
Step 00130400 L_out=0.006 Acc=0.85 ---219858.92 ms/batch
Step 00130450 L_out=0.003 Acc=0.86 ---252029.41 ms/batch
Step 00130500 L_out=0.115 Acc=0.88 ---281906.86 ms/batch
Step 00130550 L_out=0.051 Acc=0.91 ---311451.10 ms/batch
Step 00130600 L_out=0.031 Acc=0.81 ---340850.76 ms/batch
Step 00130650 L_out=0.047 Acc=0.93 ---370695.59 ms/batch
Step 00130700 L_out=0.008 Acc=0.87 ---400590.91 ms/batch
Round 8 | epoch=15, train costTime=419.5771949291229, | total_activation_sum=3073475
Round 8 | epoch=16, current m_iou=0.8498142894434338
Round 8 | Best m_IoU is: 0.879, OA is: 0.957 | val costTime=74.6852035522461
Round 8 | ****EPOCH 16****
Step 00130750 L_out=0.002 Acc=0.76 ---10139.15 ms/batch
Step 00130800 L_out=0.006 Acc=0.87 ---40147.18 ms/batch
Step 00130850 L_out=0.009 Acc=0.72 ---68730.42 ms/batch
Step 00130900 L_out=0.018 Acc=0.82 ---98016.32 ms/batch
Step 00130950 L_out=0.014 Acc=0.90 ---127125.34 ms/batch
Step 00131000 L_out=0.010 Acc=0.82 ---157745.68 ms/batch
Step 00131050 L_out=0.002 Acc=0.86 ---188161.14 ms/batch
Step 00131100 L_out=0.009 Acc=0.89 ---216885.02 ms/batch
Step 00131150 L_out=0.018 Acc=0.84 ---245756.67 ms/batch
Step 00131200 L_out=0.001 Acc=0.89 ---275513.50 ms/batch
Step 00131250 L_out=0.008 Acc=0.87 ---305789.00 ms/batch
Step 00131300 L_out=0.085 Acc=0.80 ---336274.86 ms/batch
Step 00131350 L_out=0.016 Acc=0.79 ---365814.64 ms/batch
Round 8 | epoch=16, train costTime=394.280485868454, | total_activation_sum=3187257
Round 8 | epoch=17, current m_iou=0.8639693231244506
Round 8 | Best m_IoU is: 0.879, OA is: 0.957 | val costTime=92.2882993221283
Round 8 | ****EPOCH 17****
Step 00131400 L_out=0.002 Acc=0.93 ---  715.65 ms/batch
Step 00131450 L_out=0.001 Acc=0.90 ---30974.69 ms/batch
Step 00131500 L_out=0.008 Acc=0.90 ---61438.09 ms/batch
Step 00131550 L_out=0.008 Acc=0.91 ---91702.21 ms/batch
Step 00131600 L_out=0.001 Acc=0.81 ---121588.66 ms/batch
Step 00131650 L_out=0.012 Acc=0.82 ---151186.15 ms/batch
Step 00131700 L_out=0.010 Acc=0.89 ---179808.30 ms/batch
Step 00131750 L_out=0.004 Acc=0.92 ---208812.27 ms/batch
Step 00131800 L_out=0.015 Acc=0.72 ---238917.16 ms/batch
Step 00131850 L_out=0.011 Acc=0.86 ---269783.82 ms/batch
Step 00131900 L_out=0.032 Acc=0.89 ---299962.12 ms/batch
Step 00131950 L_out=0.004 Acc=0.87 ---329497.03 ms/batch
Step 00132000 L_out=0.003 Acc=0.89 ---360565.86 ms/batch
Step 00132050 L_out=0.048 Acc=0.90 ---391534.42 ms/batch
Round 8 | epoch=17, train costTime=401.4916994571686, | total_activation_sum=3101466
Round 8 | epoch=18, current m_iou=0.8635392115801803
Round 8 | Best m_IoU is: 0.879, OA is: 0.957 | val costTime=78.03385090827942
Round 8 | ****EPOCH 18****
Step 00132100 L_out=0.004 Acc=0.78 ---20386.34 ms/batch
Step 00132150 L_out=0.003 Acc=0.91 ---50747.58 ms/batch
Step 00132200 L_out=0.012 Acc=0.85 ---83454.40 ms/batch
Step 00132250 L_out=0.166 Acc=0.90 ---118212.17 ms/batch
Step 00132300 L_out=0.044 Acc=0.75 ---148145.87 ms/batch
Step 00132350 L_out=0.006 Acc=0.94 ---178621.78 ms/batch
Step 00132400 L_out=0.010 Acc=0.89 ---210902.20 ms/batch
Step 00132450 L_out=0.008 Acc=0.77 ---242755.04 ms/batch
Step 00132500 L_out=0.003 Acc=0.86 ---274604.60 ms/batch
Step 00132550 L_out=0.025 Acc=0.92 ---306884.57 ms/batch
Step 00132600 L_out=0.006 Acc=0.89 ---336809.63 ms/batch
Step 00132650 L_out=0.007 Acc=0.97 ---366744.19 ms/batch
Step 00132700 L_out=0.005 Acc=0.73 ---396107.27 ms/batch
Round 8 | epoch=18, train costTime=415.1677439212799, | total_activation_sum=3000044
Round 8 | epoch=19, current m_iou=0.867775157860579
Round 8 | Best m_IoU is: 0.879, OA is: 0.957 | val costTime=80.97836542129517
Round 8 | ****EPOCH 19****
Step 00132750 L_out=0.025 Acc=0.78 ---10116.95 ms/batch
Step 00132800 L_out=0.000 Acc=0.93 ---40800.79 ms/batch
Step 00132850 L_out=0.006 Acc=0.85 ---70748.03 ms/batch
Step 00132900 L_out=0.015 Acc=0.86 ---100375.58 ms/batch
Step 00132950 L_out=0.012 Acc=0.81 ---130308.47 ms/batch
Step 00133000 L_out=0.002 Acc=0.88 ---160828.32 ms/batch
Step 00133050 L_out=0.013 Acc=0.90 ---190806.75 ms/batch
Step 00133100 L_out=0.005 Acc=0.94 ---220011.74 ms/batch
Step 00133150 L_out=0.009 Acc=0.81 ---251069.22 ms/batch
Step 00133200 L_out=0.000 Acc=0.95 ---281076.41 ms/batch
Step 00133250 L_out=0.002 Acc=0.79 ---311263.11 ms/batch
Step 00133300 L_out=0.002 Acc=0.86 ---341075.00 ms/batch
Step 00133350 L_out=0.006 Acc=0.86 ---371560.35 ms/batch
Step 00133400 L_out=0.005 Acc=0.87 ---401262.13 ms/batch
Round 8 | epoch=19, train costTime=401.2622365951538, | total_activation_sum=3076204
Round 8 | epoch=20, current m_iou=0.8617355718156392
Round 8 | Best m_IoU is: 0.879, OA is: 0.957 | val costTime=86.62577271461487
Round 8 | ****EPOCH 20****
Step 00133450 L_out=0.013 Acc=0.85 ---30739.61 ms/batch
Step 00133500 L_out=0.021 Acc=0.70 ---60714.88 ms/batch
Step 00133550 L_out=0.005 Acc=0.87 ---89933.91 ms/batch
Step 00133600 L_out=0.005 Acc=0.90 ---119354.71 ms/batch
Step 00133650 L_out=0.003 Acc=0.94 ---148669.31 ms/batch
Step 00133700 L_out=0.021 Acc=0.79 ---178157.47 ms/batch
Step 00133750 L_out=0.004 Acc=0.84 ---207673.24 ms/batch
Step 00133800 L_out=0.008 Acc=0.83 ---237497.81 ms/batch
Step 00133850 L_out=0.003 Acc=0.88 ---267542.08 ms/batch
Step 00133900 L_out=0.025 Acc=0.89 ---298210.61 ms/batch
Step 00133950 L_out=0.003 Acc=0.68 ---327767.22 ms/batch
Step 00134000 L_out=0.125 Acc=0.83 ---357504.54 ms/batch
Step 00134050 L_out=0.243 Acc=0.79 ---387385.21 ms/batch
Round 8 | epoch=20, train costTime=397.0608985424042, | total_activation_sum=3092463
Round 8 | epoch=21, current m_iou=0.8550752634776755
Round 8 | Best m_IoU is: 0.879, OA is: 0.957 | val costTime=81.74048113822937
Round 8 | ****EPOCH 21****
Step 00134100 L_out=0.003 Acc=0.90 ---19682.67 ms/batch
Step 00134150 L_out=0.010 Acc=0.90 ---49480.08 ms/batch
Step 00134200 L_out=0.001 Acc=0.85 ---79510.84 ms/batch
Step 00134250 L_out=0.221 Acc=0.86 ---109863.97 ms/batch
Step 00134300 L_out=0.016 Acc=0.84 ---141228.88 ms/batch
Step 00134350 L_out=0.005 Acc=0.92 ---174171.23 ms/batch
Step 00134400 L_out=0.012 Acc=0.93 ---205905.79 ms/batch
Step 00134450 L_out=0.005 Acc=0.88 ---239034.77 ms/batch
Step 00134500 L_out=0.009 Acc=0.86 ---272440.59 ms/batch
Step 00134550 L_out=0.008 Acc=0.92 ---303793.06 ms/batch
Step 00134600 L_out=0.010 Acc=0.91 ---335414.54 ms/batch
Step 00134650 L_out=0.014 Acc=0.90 ---367194.27 ms/batch
Step 00134700 L_out=0.009 Acc=0.92 ---397605.63 ms/batch
Round 8 | epoch=21, train costTime=417.7510287761688, | total_activation_sum=3078866
Round 8 | epoch=22, current m_iou=0.8461641740597203
Round 8 | Best m_IoU is: 0.879, OA is: 0.957 | val costTime=88.04826045036316
Round 8 | ****EPOCH 22****
Step 00134750 L_out=0.007 Acc=0.93 --- 9614.78 ms/batch
Step 00134800 L_out=0.002 Acc=0.84 ---40026.00 ms/batch
Step 00134850 L_out=0.008 Acc=0.89 ---69865.64 ms/batch
Step 00134900 L_out=0.005 Acc=0.91 ---99440.56 ms/batch
Step 00134950 L_out=0.085 Acc=0.95 ---129819.91 ms/batch
Step 00135000 L_out=0.012 Acc=0.90 ---159575.28 ms/batch
Step 00135050 L_out=0.004 Acc=0.89 ---190319.80 ms/batch
Step 00135100 L_out=0.009 Acc=0.82 ---220047.73 ms/batch
Step 00135150 L_out=0.008 Acc=0.80 ---249437.20 ms/batch
Step 00135200 L_out=0.005 Acc=0.91 ---278437.58 ms/batch
Step 00135250 L_out=0.008 Acc=0.93 ---308082.92 ms/batch
Step 00135300 L_out=0.001 Acc=0.91 ---337761.11 ms/batch
Step 00135350 L_out=0.030 Acc=0.91 ---368064.62 ms/batch
Step 00135400 L_out=0.002 Acc=0.90 ---397343.70 ms/batch
Round 8 | epoch=22, train costTime=397.8629298210144, | total_activation_sum=3008076
Round 8 | epoch=23, current m_iou=0.8581699877119473
Round 8 | Best m_IoU is: 0.879, OA is: 0.957 | val costTime=86.92032384872437
Round 8 | ****EPOCH 23****
Step 00135450 L_out=0.009 Acc=0.94 ---30248.55 ms/batch
Step 00135500 L_out=0.000 Acc=0.71 ---59236.71 ms/batch
Step 00135550 L_out=0.007 Acc=0.89 ---89099.64 ms/batch
Step 00135600 L_out=0.004 Acc=0.86 ---118656.38 ms/batch
Step 00135650 L_out=0.050 Acc=0.86 ---147858.36 ms/batch
Step 00135700 L_out=0.001 Acc=0.93 ---177530.54 ms/batch
Step 00135750 L_out=0.029 Acc=0.92 ---206771.26 ms/batch
Step 00135800 L_out=0.207 Acc=0.90 ---236066.26 ms/batch
Step 00135850 L_out=0.003 Acc=0.79 ---266521.56 ms/batch
Step 00135900 L_out=0.011 Acc=0.93 ---296544.42 ms/batch
Step 00135950 L_out=0.294 Acc=0.95 ---325490.96 ms/batch
Step 00136000 L_out=0.002 Acc=0.90 ---355722.91 ms/batch
Step 00136050 L_out=0.012 Acc=0.86 ---385521.55 ms/batch
Round 8 | epoch=23, train costTime=396.35235810279846, | total_activation_sum=3159193
Round 8 | epoch=24, current m_iou=0.8577356264011892
Round 8 | Best m_IoU is: 0.879, OA is: 0.957 | val costTime=89.09102845191956
Round 8 | ****EPOCH 24****
Step 00136100 L_out=0.004 Acc=0.87 ---19854.74 ms/batch
Step 00136150 L_out=0.004 Acc=0.97 ---49683.76 ms/batch
Step 00136200 L_out=0.002 Acc=0.88 ---79352.29 ms/batch
Step 00136250 L_out=0.004 Acc=0.95 ---108778.63 ms/batch
Step 00136300 L_out=0.003 Acc=0.91 ---139705.73 ms/batch
Step 00136350 L_out=0.004 Acc=0.91 ---171096.39 ms/batch
Step 00136400 L_out=0.003 Acc=0.91 ---204225.65 ms/batch
Step 00136450 L_out=0.008 Acc=0.93 ---236771.91 ms/batch
Step 00136500 L_out=0.004 Acc=0.91 ---269988.56 ms/batch
Step 00136550 L_out=0.034 Acc=0.91 ---303537.20 ms/batch
Step 00136600 L_out=0.082 Acc=0.80 ---336475.90 ms/batch
Step 00136650 L_out=0.076 Acc=0.89 ---368722.65 ms/batch
Step 00136700 L_out=0.013 Acc=0.81 ---399860.27 ms/batch
Round 8 | epoch=24, train costTime=420.69403529167175, | total_activation_sum=3113577
Round 8 | epoch=25, current m_iou=0.8632047034706137
Round 8 | Best m_IoU is: 0.879, OA is: 0.957 | val costTime=87.5576663017273
Round 8 | ****EPOCH 25****
Step 00136750 L_out=0.007 Acc=0.80 --- 9082.60 ms/batch
Step 00136800 L_out=0.008 Acc=0.91 ---38373.51 ms/batch
Step 00136850 L_out=0.005 Acc=0.87 ---69027.75 ms/batch
Step 00136900 L_out=0.026 Acc=0.90 ---99126.69 ms/batch
Step 00136950 L_out=0.031 Acc=0.90 ---129410.20 ms/batch
Step 00137000 L_out=0.000 Acc=0.83 ---158773.73 ms/batch
Step 00137050 L_out=0.004 Acc=0.88 ---188617.94 ms/batch
Step 00137100 L_out=0.002 Acc=0.80 ---217844.95 ms/batch
Step 00137150 L_out=0.001 Acc=0.88 ---248119.56 ms/batch
Step 00137200 L_out=0.005 Acc=0.84 ---278982.87 ms/batch
Step 00137250 L_out=0.002 Acc=0.91 ---308408.52 ms/batch
Step 00137300 L_out=0.003 Acc=0.95 ---338335.67 ms/batch
Step 00137350 L_out=0.004 Acc=0.88 ---368285.30 ms/batch
Step 00137400 L_out=0.010 Acc=0.91 ---399333.56 ms/batch
Round 8 | epoch=25, train costTime=400.5019738674164, | total_activation_sum=3073707
Round 8 | epoch=26, current m_iou=0.8646853952677267
Round 8 | Best m_IoU is: 0.879, OA is: 0.957 | val costTime=85.52673697471619
Round 8 | ****EPOCH 26****
Step 00137450 L_out=0.007 Acc=0.88 ---28626.59 ms/batch
Step 00137500 L_out=0.001 Acc=0.93 ---59204.59 ms/batch
Step 00137550 L_out=0.003 Acc=0.80 ---89406.44 ms/batch
Step 00137600 L_out=0.008 Acc=0.85 ---119746.68 ms/batch
Step 00137650 L_out=0.002 Acc=0.88 ---149502.78 ms/batch
Step 00137700 L_out=0.054 Acc=0.78 ---179550.66 ms/batch
Step 00137750 L_out=0.010 Acc=0.79 ---208511.11 ms/batch
Step 00137800 L_out=0.004 Acc=0.90 ---238347.54 ms/batch
Step 00137850 L_out=0.008 Acc=0.90 ---268915.60 ms/batch
Step 00137900 L_out=0.006 Acc=0.88 ---299716.31 ms/batch
Step 00137950 L_out=0.008 Acc=0.94 ---330031.12 ms/batch
Step 00138000 L_out=0.003 Acc=0.87 ---361673.29 ms/batch
Step 00138050 L_out=0.010 Acc=0.78 ---391816.28 ms/batch
Round 8 | epoch=26, train costTime=402.80103635787964, | total_activation_sum=3040569
Round 8 | epoch=27, current m_iou=0.8529147426994783
Round 8 | Best m_IoU is: 0.879, OA is: 0.957 | val costTime=80.77813076972961
Round 8 | ****EPOCH 27****
Step 00138100 L_out=0.032 Acc=0.89 ---19173.43 ms/batch
Step 00138150 L_out=0.002 Acc=0.83 ---49607.46 ms/batch
Step 00138200 L_out=0.003 Acc=0.80 ---78719.63 ms/batch
Step 00138250 L_out=0.006 Acc=0.85 ---108848.40 ms/batch
Step 00138300 L_out=0.001 Acc=0.90 ---139295.56 ms/batch
Step 00138350 L_out=0.008 Acc=0.93 ---171619.02 ms/batch
Step 00138400 L_out=0.014 Acc=0.85 ---204612.61 ms/batch
Step 00138450 L_out=0.002 Acc=0.88 ---236863.74 ms/batch
Step 00138500 L_out=0.005 Acc=0.93 ---268969.58 ms/batch
Step 00138550 L_out=0.004 Acc=0.85 ---300783.17 ms/batch
Step 00138600 L_out=0.011 Acc=0.92 ---332780.47 ms/batch
Step 00138650 L_out=0.007 Acc=0.88 ---366433.90 ms/batch
Step 00138700 L_out=0.020 Acc=0.92 ---397757.52 ms/batch
Round 8 | epoch=27, train costTime=419.8154764175415, | total_activation_sum=3097223
Round 8 | epoch=28, current m_iou=0.8690826643746734
Round 8 | Best m_IoU is: 0.879, OA is: 0.957 | val costTime=87.47711229324341
Round 8 | ****EPOCH 28****
Step 00138750 L_out=0.001 Acc=0.95 --- 8704.44 ms/batch
Step 00138800 L_out=0.026 Acc=0.85 ---38962.90 ms/batch
Step 00138850 L_out=0.131 Acc=0.91 ---68729.49 ms/batch
Step 00138900 L_out=0.014 Acc=0.87 ---98602.99 ms/batch
Step 00138950 L_out=0.001 Acc=0.86 ---128065.41 ms/batch
Step 00139000 L_out=0.012 Acc=0.92 ---157806.84 ms/batch
Step 00139050 L_out=0.004 Acc=0.93 ---186984.47 ms/batch
Step 00139100 L_out=0.013 Acc=0.87 ---217017.90 ms/batch
Step 00139150 L_out=0.009 Acc=0.82 ---246544.05 ms/batch
Step 00139200 L_out=0.009 Acc=0.87 ---276733.60 ms/batch
Step 00139250 L_out=0.011 Acc=0.89 ---306650.81 ms/batch
Step 00139300 L_out=0.003 Acc=0.86 ---337180.05 ms/batch
Step 00139350 L_out=0.010 Acc=0.89 ---367507.68 ms/batch
Step 00139400 L_out=0.001 Acc=0.90 ---396806.95 ms/batch
Round 8 | epoch=28, train costTime=398.5705518722534, | total_activation_sum=3133719
Round 8 | epoch=29, current m_iou=0.8709412831011709
Round 8 | Best m_IoU is: 0.879, OA is: 0.957 | val costTime=85.65538263320923
Round 8 | ****EPOCH 29****
Step 00139450 L_out=0.010 Acc=0.88 ---28179.75 ms/batch
Step 00139500 L_out=0.007 Acc=0.83 ---58786.61 ms/batch
Step 00139550 L_out=0.001 Acc=0.91 ---88217.85 ms/batch
Step 00139600 L_out=0.010 Acc=0.87 ---118206.67 ms/batch
Step 00139650 L_out=0.006 Acc=0.81 ---147573.39 ms/batch
Step 00139700 L_out=0.043 Acc=0.85 ---177564.03 ms/batch
Step 00139750 L_out=0.013 Acc=0.92 ---207491.79 ms/batch
Step 00139800 L_out=0.196 Acc=0.89 ---236986.81 ms/batch
Step 00139850 L_out=0.013 Acc=0.88 ---266797.86 ms/batch
Step 00139900 L_out=0.002 Acc=0.82 ---295988.70 ms/batch
Step 00139950 L_out=0.002 Acc=0.91 ---325292.70 ms/batch
Step 00140000 L_out=0.006 Acc=0.83 ---355002.45 ms/batch
Step 00140050 L_out=0.005 Acc=0.89 ---385780.39 ms/batch
Round 8 | epoch=29, train costTime=397.3766038417816, | total_activation_sum=3095111
Round 8 | epoch=30, current m_iou=0.874437826103888
Round 8 | Best m_IoU is: 0.879, OA is: 0.957 | val costTime=88.9710476398468
Round 8 | ****EPOCH 30****
Round 9 | ****EPOCH 0****
Step 00140100 L_out=0.016 Acc=0.90 ---14900.60 ms/batch
Step 00140150 L_out=0.223 Acc=0.49 ---39798.13 ms/batch
Step 00140200 L_out=0.313 Acc=0.47 ---64322.97 ms/batch
Step 00140250 L_out=0.041 Acc=0.61 ---89349.29 ms/batch
Step 00140300 L_out=0.033 Acc=0.73 ---114205.10 ms/batch
Step 00140350 L_out=0.762 Acc=0.31 ---139402.66 ms/batch
Step 00140400 L_out=0.017 Acc=0.50 ---166149.31 ms/batch
Step 00140450 L_out=0.037 Acc=0.62 ---192693.10 ms/batch
Step 00140500 L_out=0.108 Acc=0.72 ---219066.86 ms/batch
Step 00140550 L_out=0.035 Acc=0.72 ---245345.15 ms/batch
Step 00140600 L_out=0.054 Acc=0.66 ---271338.32 ms/batch
Step 00140650 L_out=0.016 Acc=0.74 ---297700.55 ms/batch
Step 00140700 L_out=0.019 Acc=0.90 ---323969.31 ms/batch
Round 9 | epoch=0, train costTime=343.31642413139343, | total_activation_sum=3271456
Round 9 | epoch=1, current m_iou=0.729140517932164
Round 9 | Best m_IoU is: 0.729, OA is: 0.884 | val costTime=81.61493563652039
Round 9 | ****EPOCH 1****
Step 00140750 L_out=0.092 Acc=0.74 --- 7568.40 ms/batch
Step 00140800 L_out=0.028 Acc=0.79 ---36600.77 ms/batch
Step 00140850 L_out=0.013 Acc=0.91 ---67466.83 ms/batch
Step 00140900 L_out=0.028 Acc=0.63 ---97353.29 ms/batch
Step 00140950 L_out=0.031 Acc=0.59 ---127161.81 ms/batch
Step 00141000 L_out=0.010 Acc=0.77 ---157133.17 ms/batch
Step 00141050 L_out=0.005 Acc=0.87 ---187962.69 ms/batch
Step 00141100 L_out=0.037 Acc=0.78 ---218773.14 ms/batch
Step 00141150 L_out=0.019 Acc=0.70 ---248651.69 ms/batch
Step 00141200 L_out=0.037 Acc=0.78 ---278623.73 ms/batch
Step 00141250 L_out=0.012 Acc=0.77 ---308122.54 ms/batch
Step 00141300 L_out=0.226 Acc=0.51 ---338462.07 ms/batch
Step 00141350 L_out=0.063 Acc=0.64 ---368910.54 ms/batch
Step 00141400 L_out=0.037 Acc=0.72 ---399147.75 ms/batch
Round 9 | epoch=1, train costTime=401.68869161605835, | total_activation_sum=3313522
Round 9 | epoch=2, current m_iou=0.7656306126907001
Round 9 | Best m_IoU is: 0.766, OA is: 0.903 | val costTime=86.81412172317505
Round 9 | ****EPOCH 2****
Step 00141450 L_out=0.007 Acc=0.84 ---27968.99 ms/batch
Step 00141500 L_out=0.006 Acc=0.84 ---57732.54 ms/batch
Step 00141550 L_out=0.006 Acc=0.67 ---87724.91 ms/batch
Step 00141600 L_out=0.011 Acc=0.78 ---118106.78 ms/batch
Step 00141650 L_out=0.012 Acc=0.88 ---147930.90 ms/batch
Step 00141700 L_out=0.011 Acc=0.79 ---177791.24 ms/batch
Step 00141750 L_out=0.022 Acc=0.85 ---208157.83 ms/batch
Step 00141800 L_out=0.010 Acc=0.73 ---239287.47 ms/batch
Step 00141850 L_out=0.013 Acc=0.55 ---270145.20 ms/batch
Step 00141900 L_out=0.017 Acc=0.75 ---300284.26 ms/batch
Step 00141950 L_out=0.027 Acc=0.78 ---329923.37 ms/batch
Step 00142000 L_out=0.006 Acc=0.72 ---359776.48 ms/batch
Step 00142050 L_out=0.026 Acc=0.78 ---389953.41 ms/batch
Round 9 | epoch=2, train costTime=402.8672001361847, | total_activation_sum=3157905
Round 9 | epoch=3, current m_iou=0.7962057029790545
Round 9 | Best m_IoU is: 0.796, OA is: 0.922 | val costTime=87.53572654724121
Round 9 | ****EPOCH 3****
Step 00142100 L_out=0.012 Acc=0.83 ---18030.43 ms/batch
Step 00142150 L_out=0.013 Acc=0.90 ---48572.10 ms/batch
Step 00142200 L_out=0.020 Acc=0.84 ---78294.72 ms/batch
Step 00142250 L_out=0.000 Acc=0.86 ---108317.20 ms/batch
Step 00142300 L_out=0.009 Acc=0.69 ---138272.88 ms/batch
Step 00142350 L_out=0.001 Acc=0.89 ---168339.76 ms/batch
Step 00142400 L_out=0.002 Acc=0.89 ---198243.38 ms/batch
Step 00142450 L_out=0.023 Acc=0.84 ---228162.81 ms/batch
Step 00142500 L_out=0.023 Acc=0.91 ---261596.26 ms/batch
Step 00142550 L_out=0.025 Acc=0.78 ---294528.67 ms/batch
Step 00142600 L_out=0.008 Acc=0.88 ---326522.21 ms/batch
Step 00142650 L_out=0.032 Acc=0.87 ---358768.98 ms/batch
Step 00142700 L_out=0.035 Acc=0.80 ---391290.96 ms/batch
Round 9 | epoch=3, train costTime=416.49395966529846, | total_activation_sum=3069072
Round 9 | epoch=4, current m_iou=0.8138749229905754
Round 9 | Best m_IoU is: 0.814, OA is: 0.938 | val costTime=88.54111361503601
Round 9 | ****EPOCH 4****
Step 00142750 L_out=0.016 Acc=0.86 --- 7382.40 ms/batch
Step 00142800 L_out=0.001 Acc=0.87 ---37887.22 ms/batch
Step 00142850 L_out=0.015 Acc=0.89 ---67267.45 ms/batch
Step 00142900 L_out=0.012 Acc=0.73 ---97489.58 ms/batch
Step 00142950 L_out=0.003 Acc=0.83 ---128571.51 ms/batch
Step 00143000 L_out=0.009 Acc=0.88 ---159582.85 ms/batch
Step 00143050 L_out=0.011 Acc=0.85 ---189972.29 ms/batch
Step 00143100 L_out=0.011 Acc=0.78 ---220337.73 ms/batch
Step 00143150 L_out=0.021 Acc=0.84 ---250861.25 ms/batch
Step 00143200 L_out=0.022 Acc=0.81 ---280966.54 ms/batch
Step 00143250 L_out=0.062 Acc=0.60 ---310884.93 ms/batch
Step 00143300 L_out=0.005 Acc=0.87 ---342861.33 ms/batch
Step 00143350 L_out=0.043 Acc=0.87 ---372636.84 ms/batch
Step 00143400 L_out=0.026 Acc=0.82 ---403543.20 ms/batch
Round 9 | epoch=4, train costTime=406.6152503490448, | total_activation_sum=3117987
Round 9 | epoch=5, current m_iou=0.8520597568960531
Round 9 | Best m_IoU is: 0.852, OA is: 0.961 | val costTime=77.9451277256012
Round 9 | ****EPOCH 5****
Step 00143450 L_out=0.009 Acc=0.77 ---26524.25 ms/batch
Step 00143500 L_out=0.014 Acc=0.88 ---55813.89 ms/batch
Step 00143550 L_out=0.009 Acc=0.83 ---86483.62 ms/batch
Step 00143600 L_out=0.028 Acc=0.83 ---115563.50 ms/batch
Step 00143650 L_out=0.001 Acc=0.84 ---144296.27 ms/batch
Step 00143700 L_out=0.005 Acc=0.79 ---173991.06 ms/batch
Step 00143750 L_out=0.121 Acc=0.89 ---204629.34 ms/batch
Step 00143800 L_out=0.013 Acc=0.82 ---234406.60 ms/batch
Step 00143850 L_out=0.002 Acc=0.95 ---264234.75 ms/batch
Step 00143900 L_out=0.012 Acc=0.82 ---293495.04 ms/batch
Step 00143950 L_out=0.010 Acc=0.92 ---323038.43 ms/batch
Step 00144000 L_out=0.005 Acc=0.73 ---353071.98 ms/batch
Step 00144050 L_out=0.004 Acc=0.85 ---382795.08 ms/batch
Round 9 | epoch=5, train costTime=396.2137773036957, | total_activation_sum=3124982
Round 9 | epoch=6, current m_iou=0.8401391927853794
Round 9 | Best m_IoU is: 0.852, OA is: 0.961 | val costTime=83.90626859664917
Round 9 | ****EPOCH 6****
Step 00144100 L_out=0.023 Acc=0.89 ---16240.99 ms/batch
Step 00144150 L_out=0.009 Acc=0.71 ---46840.07 ms/batch
Step 00144200 L_out=0.009 Acc=0.86 ---76326.94 ms/batch
Step 00144250 L_out=0.010 Acc=0.84 ---105914.41 ms/batch
Step 00144300 L_out=0.027 Acc=0.90 ---135488.61 ms/batch
Step 00144350 L_out=0.008 Acc=0.86 ---165668.62 ms/batch
Step 00144400 L_out=0.018 Acc=0.88 ---196846.95 ms/batch
Step 00144450 L_out=0.004 Acc=0.88 ---227328.80 ms/batch
Step 00144500 L_out=0.010 Acc=0.87 ---258710.24 ms/batch
Step 00144550 L_out=0.034 Acc=0.84 ---290277.77 ms/batch
Step 00144600 L_out=0.011 Acc=0.89 ---322505.27 ms/batch
Step 00144650 L_out=0.215 Acc=0.88 ---355390.09 ms/batch
Step 00144700 L_out=0.050 Acc=0.83 ---388991.03 ms/batch
Round 9 | epoch=6, train costTime=414.2207567691803, | total_activation_sum=3309060
Round 9 | epoch=7, current m_iou=0.7869262093927016
Round 9 | Best m_IoU is: 0.852, OA is: 0.961 | val costTime=83.76937508583069
Round 9 | ****EPOCH 7****
Step 00144750 L_out=0.037 Acc=0.77 --- 7004.80 ms/batch
Step 00144800 L_out=0.027 Acc=0.93 ---37201.13 ms/batch
Step 00144850 L_out=0.018 Acc=0.75 ---66777.80 ms/batch
Step 00144900 L_out=0.009 Acc=0.91 ---97034.25 ms/batch
Step 00144950 L_out=0.075 Acc=0.49 ---127047.42 ms/batch
Step 00145000 L_out=0.010 Acc=0.78 ---156586.66 ms/batch
Step 00145050 L_out=0.002 Acc=0.89 ---186949.78 ms/batch
Step 00145100 L_out=0.004 Acc=0.88 ---216016.74 ms/batch
Step 00145150 L_out=0.022 Acc=0.85 ---247192.59 ms/batch
Step 00145200 L_out=0.007 Acc=0.90 ---275960.83 ms/batch
Step 00145250 L_out=0.031 Acc=0.92 ---305785.87 ms/batch
Step 00145300 L_out=0.002 Acc=0.86 ---335098.20 ms/batch
Step 00145350 L_out=0.034 Acc=0.84 ---366100.48 ms/batch
Step 00145400 L_out=0.006 Acc=0.90 ---396659.42 ms/batch
Round 9 | epoch=7, train costTime=400.1189589500427, | total_activation_sum=3061787
Round 9 | epoch=8, current m_iou=0.8356257517139509
Round 9 | Best m_IoU is: 0.852, OA is: 0.961 | val costTime=77.97620606422424
Round 9 | ****EPOCH 8****
Step 00145450 L_out=0.005 Acc=0.77 ---26851.50 ms/batch
Step 00145500 L_out=0.019 Acc=0.89 ---57219.18 ms/batch
Step 00145550 L_out=0.001 Acc=0.83 ---87260.94 ms/batch
Step 00145600 L_out=0.016 Acc=0.84 ---117529.64 ms/batch
Step 00145650 L_out=0.010 Acc=0.80 ---148191.20 ms/batch
Step 00145700 L_out=0.469 Acc=0.85 ---178748.31 ms/batch
Step 00145750 L_out=0.005 Acc=0.87 ---209477.22 ms/batch
Step 00145800 L_out=0.003 Acc=0.86 ---239855.33 ms/batch
Step 00145850 L_out=0.187 Acc=0.89 ---269109.85 ms/batch
Step 00145900 L_out=0.019 Acc=0.95 ---299806.88 ms/batch
Step 00145950 L_out=0.012 Acc=0.79 ---329277.10 ms/batch
Step 00146000 L_out=0.009 Acc=0.88 ---360174.18 ms/batch
Step 00146050 L_out=0.015 Acc=0.89 ---389592.78 ms/batch
Round 9 | epoch=8, train costTime=403.3895573616028, | total_activation_sum=3232357
Round 9 | epoch=9, current m_iou=0.8110387566429271
Round 9 | Best m_IoU is: 0.852, OA is: 0.961 | val costTime=84.31059885025024
Round 9 | ****EPOCH 9****
Step 00146100 L_out=0.004 Acc=0.79 ---15680.97 ms/batch
Step 00146150 L_out=0.023 Acc=0.87 ---44920.19 ms/batch
Step 00146200 L_out=0.016 Acc=0.91 ---74309.59 ms/batch
Step 00146250 L_out=0.003 Acc=0.85 ---104065.55 ms/batch
Step 00146300 L_out=0.000 Acc=0.82 ---134167.88 ms/batch
Step 00146350 L_out=0.013 Acc=0.79 ---164436.25 ms/batch
Step 00146400 L_out=0.004 Acc=0.86 ---195527.86 ms/batch
Step 00146450 L_out=0.004 Acc=0.85 ---226063.98 ms/batch
Step 00146500 L_out=0.023 Acc=0.84 ---255102.99 ms/batch
Step 00146550 L_out=0.011 Acc=0.72 ---284568.15 ms/batch
Step 00146600 L_out=0.082 Acc=0.58 ---317562.83 ms/batch
Step 00146650 L_out=0.002 Acc=0.93 ---349951.46 ms/batch
Step 00146700 L_out=0.007 Acc=0.90 ---381725.85 ms/batch
Round 9 | epoch=9, train costTime=407.93924260139465, | total_activation_sum=3220805
Round 9 | epoch=10, current m_iou=0.8633003777125167
Round 9 | Best m_IoU is: 0.863, OA is: 0.958 | val costTime=93.89456844329834
Round 9 | ****EPOCH 10****
Step 00146750 L_out=0.014 Acc=0.83 --- 6891.41 ms/batch
Step 00146800 L_out=0.013 Acc=0.78 ---39193.20 ms/batch
Step 00146850 L_out=0.001 Acc=0.89 ---69424.39 ms/batch
Step 00146900 L_out=0.002 Acc=0.79 ---99258.94 ms/batch
Step 00146950 L_out=0.007 Acc=0.92 ---131677.38 ms/batch
Step 00147000 L_out=0.033 Acc=0.89 ---161675.89 ms/batch
Step 00147050 L_out=0.009 Acc=0.87 ---191325.90 ms/batch
Step 00147100 L_out=0.019 Acc=0.79 ---221910.00 ms/batch
Step 00147150 L_out=0.006 Acc=0.79 ---251131.28 ms/batch
Step 00147200 L_out=0.006 Acc=0.86 ---280195.24 ms/batch
Step 00147250 L_out=0.216 Acc=0.88 ---310581.97 ms/batch
Step 00147300 L_out=0.020 Acc=0.81 ---341902.73 ms/batch
Step 00147350 L_out=0.004 Acc=0.79 ---371756.72 ms/batch
Step 00147400 L_out=0.062 Acc=0.93 ---401781.73 ms/batch
Round 9 | epoch=10, train costTime=406.1226131916046, | total_activation_sum=3136297
Round 9 | epoch=11, current m_iou=0.8583503115415365
Round 9 | Best m_IoU is: 0.863, OA is: 0.958 | val costTime=68.77659440040588
Round 9 | ****EPOCH 11****
Step 00147450 L_out=0.025 Acc=0.85 ---25702.49 ms/batch
Step 00147500 L_out=0.007 Acc=0.83 ---56636.81 ms/batch
Step 00147550 L_out=0.006 Acc=0.87 ---86998.76 ms/batch
Step 00147600 L_out=0.002 Acc=0.82 ---117436.27 ms/batch
Step 00147650 L_out=0.076 Acc=0.83 ---147104.92 ms/batch
Step 00147700 L_out=0.003 Acc=0.60 ---176314.25 ms/batch
Step 00147750 L_out=0.002 Acc=0.84 ---206536.18 ms/batch
Step 00147800 L_out=0.005 Acc=0.92 ---236663.76 ms/batch
Step 00147850 L_out=0.119 Acc=0.95 ---266320.66 ms/batch
Step 00147900 L_out=0.001 Acc=0.88 ---295304.38 ms/batch
Step 00147950 L_out=0.002 Acc=0.90 ---325701.03 ms/batch
Step 00148000 L_out=0.025 Acc=0.86 ---354348.82 ms/batch
Step 00148050 L_out=0.001 Acc=0.87 ---385806.89 ms/batch
Round 9 | epoch=11, train costTime=399.64777159690857, | total_activation_sum=3259386
Round 9 | epoch=12, current m_iou=0.859996796663907
Round 9 | Best m_IoU is: 0.863, OA is: 0.958 | val costTime=85.89644694328308
Round 9 | ****EPOCH 12****
Step 00148100 L_out=0.015 Acc=0.83 ---15477.37 ms/batch
Step 00148150 L_out=0.018 Acc=0.90 ---46894.70 ms/batch
Step 00148200 L_out=0.001 Acc=0.93 ---76503.50 ms/batch
Step 00148250 L_out=0.003 Acc=0.80 ---107272.39 ms/batch
Step 00148300 L_out=0.034 Acc=0.77 ---136226.01 ms/batch
Step 00148350 L_out=0.041 Acc=0.83 ---164970.01 ms/batch
Step 00148400 L_out=0.032 Acc=0.85 ---196810.56 ms/batch
Step 00148450 L_out=0.001 Acc=0.85 ---225940.28 ms/batch
Step 00148500 L_out=0.006 Acc=0.91 ---257176.85 ms/batch
Step 00148550 L_out=0.029 Acc=0.86 ---287382.71 ms/batch
Step 00148600 L_out=0.011 Acc=0.86 ---316916.72 ms/batch
Step 00148650 L_out=0.002 Acc=0.76 ---348007.95 ms/batch
Step 00148700 L_out=0.010 Acc=0.93 ---380010.85 ms/batch
Round 9 | epoch=12, train costTime=406.25099086761475, | total_activation_sum=3159541
Round 9 | epoch=13, current m_iou=0.872499875213739
Round 9 | Best m_IoU is: 0.872, OA is: 0.959 | val costTime=83.86853456497192
Round 9 | ****EPOCH 13****
Step 00148750 L_out=0.004 Acc=0.87 --- 5544.19 ms/batch
Step 00148800 L_out=0.168 Acc=0.83 ---37576.40 ms/batch
Step 00148850 L_out=0.001 Acc=0.90 ---69843.59 ms/batch
Step 00148900 L_out=0.004 Acc=0.87 ---102311.64 ms/batch
Step 00148950 L_out=0.074 Acc=0.88 ---131896.43 ms/batch
Step 00149000 L_out=0.008 Acc=0.87 ---161558.22 ms/batch
Step 00149050 L_out=0.012 Acc=0.88 ---191890.29 ms/batch
Step 00149100 L_out=0.004 Acc=0.89 ---221350.57 ms/batch
Step 00149150 L_out=0.180 Acc=0.94 ---251937.07 ms/batch
Step 00149200 L_out=0.003 Acc=0.91 ---282313.71 ms/batch
Step 00149250 L_out=0.004 Acc=0.87 ---312525.18 ms/batch
Step 00149300 L_out=0.116 Acc=0.88 ---343495.29 ms/batch
Step 00149350 L_out=0.011 Acc=0.83 ---373612.68 ms/batch
Step 00149400 L_out=0.001 Acc=0.86 ---403884.89 ms/batch
Round 9 | epoch=13, train costTime=408.7407193183899, | total_activation_sum=3156639
Round 9 | epoch=14, current m_iou=0.8697810674789015
Round 9 | Best m_IoU is: 0.872, OA is: 0.959 | val costTime=85.75180578231812
Round 9 | ****EPOCH 14****
Step 00149450 L_out=0.021 Acc=0.91 ---24633.95 ms/batch
Step 00149500 L_out=0.019 Acc=0.86 ---53612.73 ms/batch
Step 00149550 L_out=0.004 Acc=0.89 ---82681.86 ms/batch
Step 00149600 L_out=0.003 Acc=0.86 ---111749.60 ms/batch
Step 00149650 L_out=0.020 Acc=0.69 ---140877.75 ms/batch
Step 00149700 L_out=0.080 Acc=0.94 ---171386.88 ms/batch
Step 00149750 L_out=0.002 Acc=0.91 ---200524.67 ms/batch
Step 00149800 L_out=0.002 Acc=0.79 ---229380.89 ms/batch
Step 00149850 L_out=0.003 Acc=0.84 ---258738.19 ms/batch
Step 00149900 L_out=0.001 Acc=0.88 ---288262.81 ms/batch
Step 00149950 L_out=0.008 Acc=0.89 ---318892.03 ms/batch
Step 00150000 L_out=0.003 Acc=0.85 ---348750.05 ms/batch
Step 00150050 L_out=0.003 Acc=0.90 ---378934.98 ms/batch
Round 9 | epoch=14, train costTime=393.9498805999756, | total_activation_sum=3113301
Round 9 | epoch=15, current m_iou=0.8749050419622705
Round 9 | Best m_IoU is: 0.875, OA is: 0.964 | val costTime=91.15369391441345
Round 9 | ****EPOCH 15****
Step 00150100 L_out=0.008 Acc=0.93 ---14488.68 ms/batch
Step 00150150 L_out=0.004 Acc=0.82 ---44354.57 ms/batch
Step 00150200 L_out=0.005 Acc=0.84 ---73893.15 ms/batch
Step 00150250 L_out=0.001 Acc=0.90 ---102686.65 ms/batch
Step 00150300 L_out=0.004 Acc=0.94 ---131011.71 ms/batch
Step 00150350 L_out=0.009 Acc=0.93 ---159694.71 ms/batch
Step 00150400 L_out=0.002 Acc=0.86 ---188949.42 ms/batch
Step 00150450 L_out=0.011 Acc=0.79 ---218025.86 ms/batch
Step 00150500 L_out=0.014 Acc=0.88 ---246936.69 ms/batch
Step 00150550 L_out=0.131 Acc=0.86 ---277092.74 ms/batch
Step 00150600 L_out=0.015 Acc=0.87 ---306755.71 ms/batch
Step 00150650 L_out=0.025 Acc=0.87 ---336955.28 ms/batch
Step 00150700 L_out=0.007 Acc=0.92 ---367493.05 ms/batch
Round 9 | epoch=15, train costTime=393.2057466506958, | total_activation_sum=3349624
Round 9 | epoch=16, current m_iou=0.8848547987235897
Round 9 | Best m_IoU is: 0.885, OA is: 0.966 | val costTime=79.85344099998474
Round 9 | ****EPOCH 16****
Step 00150750 L_out=0.168 Acc=0.92 --- 5591.22 ms/batch
Step 00150800 L_out=0.002 Acc=0.81 ---38468.90 ms/batch
Step 00150850 L_out=0.002 Acc=0.90 ---73247.25 ms/batch
Step 00150900 L_out=0.021 Acc=0.81 ---104937.40 ms/batch
Step 00150950 L_out=0.006 Acc=0.91 ---136849.83 ms/batch
Step 00151000 L_out=0.019 Acc=0.75 ---168501.39 ms/batch
Step 00151050 L_out=0.005 Acc=0.85 ---200315.70 ms/batch
Step 00151100 L_out=0.000 Acc=0.90 ---229139.90 ms/batch
Step 00151150 L_out=0.020 Acc=0.76 ---259637.14 ms/batch
Step 00151200 L_out=0.009 Acc=0.93 ---290162.45 ms/batch
Step 00151250 L_out=0.006 Acc=0.91 ---319574.15 ms/batch
Step 00151300 L_out=0.012 Acc=0.86 ---349251.87 ms/batch
Step 00151350 L_out=0.029 Acc=0.92 ---379397.62 ms/batch
Step 00151400 L_out=0.005 Acc=0.82 ---408838.87 ms/batch
Round 9 | epoch=16, train costTime=413.8879086971283, | total_activation_sum=3125510
Round 9 | epoch=17, current m_iou=0.8814033794601923
Round 9 | Best m_IoU is: 0.885, OA is: 0.966 | val costTime=88.00688076019287
Round 9 | ****EPOCH 17****
Step 00151450 L_out=0.005 Acc=0.87 ---24912.46 ms/batch
Step 00151500 L_out=0.002 Acc=0.81 ---55219.31 ms/batch
Step 00151550 L_out=0.003 Acc=0.88 ---85228.21 ms/batch
Step 00151600 L_out=0.010 Acc=0.90 ---114912.18 ms/batch
Step 00151650 L_out=0.009 Acc=0.85 ---143952.98 ms/batch
Step 00151700 L_out=0.008 Acc=0.89 ---172720.71 ms/batch
Step 00151750 L_out=0.006 Acc=0.90 ---202091.66 ms/batch
Step 00151800 L_out=0.009 Acc=0.82 ---231690.03 ms/batch
Step 00151850 L_out=0.004 Acc=0.86 ---261517.53 ms/batch
Step 00151900 L_out=0.015 Acc=0.86 ---289938.60 ms/batch
Step 00151950 L_out=0.004 Acc=0.89 ---320867.51 ms/batch
Step 00152000 L_out=0.007 Acc=0.92 ---351280.72 ms/batch
Step 00152050 L_out=0.011 Acc=0.85 ---381416.64 ms/batch
Round 9 | epoch=17, train costTime=396.14417600631714, | total_activation_sum=3074500
Round 9 | epoch=18, current m_iou=0.8811698353329074
Round 9 | Best m_IoU is: 0.885, OA is: 0.966 | val costTime=84.08002018928528
Round 9 | ****EPOCH 18****
Step 00152100 L_out=0.134 Acc=0.93 ---14439.10 ms/batch
Step 00152150 L_out=0.016 Acc=0.82 ---43945.01 ms/batch
Step 00152200 L_out=0.011 Acc=0.79 ---73205.61 ms/batch
Step 00152250 L_out=0.204 Acc=0.92 ---101834.14 ms/batch
Step 00152300 L_out=0.012 Acc=0.79 ---131013.88 ms/batch
Step 00152350 L_out=0.002 Acc=0.86 ---160362.87 ms/batch
Step 00152400 L_out=0.023 Acc=0.63 ---190241.76 ms/batch
Step 00152450 L_out=0.004 Acc=0.96 ---220904.03 ms/batch
Step 00152500 L_out=0.033 Acc=0.89 ---250671.90 ms/batch
Step 00152550 L_out=0.144 Acc=0.86 ---280358.27 ms/batch
Step 00152600 L_out=0.008 Acc=0.89 ---310002.05 ms/batch
Step 00152650 L_out=0.009 Acc=0.74 ---339642.14 ms/batch
Step 00152700 L_out=0.015 Acc=0.87 ---371284.13 ms/batch
Round 9 | epoch=18, train costTime=398.73907923698425, | total_activation_sum=3194730
