Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.283 Acc=0.51 ---30156.10 ms/batch
Step 00000100 L_out=0.194 Acc=0.73 ---57725.27 ms/batch
Step 00000150 L_out=0.067 Acc=0.67 ---83010.00 ms/batch
Step 00000200 L_out=0.037 Acc=0.78 ---110300.18 ms/batch
Step 00000250 L_out=0.093 Acc=0.60 ---137064.83 ms/batch
Step 00000300 L_out=0.053 Acc=0.36 ---164130.19 ms/batch
Step 00000350 L_out=0.272 Acc=0.42 ---191089.26 ms/batch
Step 00000400 L_out=0.191 Acc=0.34 ---217700.23 ms/batch
Step 00000450 L_out=0.434 Acc=0.59 ---244273.63 ms/batch
Step 00000500 L_out=0.067 Acc=0.65 ---271491.01 ms/batch
Step 00000550 L_out=0.137 Acc=0.62 ---298479.42 ms/batch
Step 00000600 L_out=0.029 Acc=0.46 ---324923.87 ms/batch
Step 00000650 L_out=0.040 Acc=0.58 ---351676.65 ms/batch
Round 2 | epoch=0, train costTime=360.50849056243896, | total_activation_sum=3821304
Round 2 | epoch=1, current m_iou=0.3576742494903733
Round 2 | Best m_IoU is: 0.358, OA is: 0.706 | val costTime=151.8490433692932
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.089 Acc=0.67 ---18145.86 ms/batch
Step 00000750 L_out=0.206 Acc=0.62 ---45852.44 ms/batch
Step 00000800 L_out=0.101 Acc=0.73 ---71624.56 ms/batch
Step 00000850 L_out=0.325 Acc=0.27 ---97350.43 ms/batch
Step 00000900 L_out=0.049 Acc=0.75 ---123957.67 ms/batch
Step 00000950 L_out=0.073 Acc=0.42 ---150225.10 ms/batch
Step 00001000 L_out=0.147 Acc=0.54 ---176701.28 ms/batch
Step 00001050 L_out=0.194 Acc=0.58 ---203285.46 ms/batch
Step 00001100 L_out=0.037 Acc=0.51 ---230893.35 ms/batch
Step 00001150 L_out=0.112 Acc=0.69 ---257331.64 ms/batch
Step 00001200 L_out=0.137 Acc=0.58 ---284142.83 ms/batch
Step 00001250 L_out=0.282 Acc=0.70 ---311103.66 ms/batch
Step 00001300 L_out=0.138 Acc=0.64 ---337803.68 ms/batch
Round 2 | epoch=1, train costTime=355.95150661468506, | total_activation_sum=3425791
Round 2 | epoch=2, current m_iou=0.3365476673860851
Round 2 | Best m_IoU is: 0.358, OA is: 0.706 | val costTime=152.86286997795105
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.126 Acc=0.74 --- 8987.23 ms/batch
Step 00001400 L_out=0.128 Acc=0.57 ---36471.71 ms/batch
Step 00001450 L_out=0.053 Acc=0.52 ---64662.27 ms/batch
Step 00001500 L_out=0.133 Acc=0.46 ---89234.32 ms/batch
Step 00001550 L_out=0.098 Acc=0.55 ---116311.00 ms/batch
Step 00001600 L_out=0.088 Acc=0.55 ---143464.59 ms/batch
Step 00001650 L_out=0.042 Acc=0.68 ---170521.15 ms/batch
Step 00001700 L_out=0.139 Acc=0.61 ---197682.19 ms/batch
Step 00001750 L_out=0.155 Acc=0.65 ---224619.95 ms/batch
Step 00001800 L_out=0.060 Acc=0.70 ---251777.57 ms/batch
Step 00001850 L_out=0.222 Acc=0.74 ---279073.27 ms/batch
Step 00001900 L_out=0.044 Acc=0.75 ---306477.64 ms/batch
Step 00001950 L_out=0.083 Acc=0.70 ---333100.92 ms/batch
Step 00002000 L_out=0.053 Acc=0.68 ---361388.93 ms/batch
Round 2 | epoch=2, train costTime=361.9357318878174, | total_activation_sum=3434973
Round 2 | epoch=3, current m_iou=0.32041910093549475
Round 2 | Best m_IoU is: 0.358, OA is: 0.706 | val costTime=151.4052734375
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.039 Acc=0.60 ---27078.24 ms/batch
Step 00002100 L_out=0.072 Acc=0.60 ---55307.94 ms/batch
Step 00002150 L_out=0.140 Acc=0.69 ---79851.98 ms/batch
Step 00002200 L_out=0.086 Acc=0.74 ---106013.90 ms/batch
Step 00002250 L_out=0.083 Acc=0.70 ---132465.21 ms/batch
Step 00002300 L_out=0.157 Acc=0.63 ---160339.78 ms/batch
Step 00002350 L_out=0.513 Acc=0.58 ---187781.43 ms/batch
Step 00002400 L_out=0.088 Acc=0.75 ---214835.58 ms/batch
Step 00002450 L_out=0.107 Acc=0.72 ---241768.29 ms/batch
Step 00002500 L_out=0.162 Acc=0.69 ---268988.24 ms/batch
Step 00002550 L_out=0.047 Acc=0.78 ---296405.17 ms/batch
Step 00002600 L_out=0.109 Acc=0.46 ---323927.41 ms/batch
Step 00002650 L_out=0.065 Acc=0.70 ---351305.78 ms/batch
Round 2 | epoch=3, train costTime=361.1873662471771, | total_activation_sum=3419113
Round 2 | epoch=4, current m_iou=0.43142949741773984
Round 2 | Best m_IoU is: 0.431, OA is: 0.731 | val costTime=151.58651852607727
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.133 Acc=0.74 ---17759.66 ms/batch
Step 00002750 L_out=0.071 Acc=0.52 ---44874.28 ms/batch
Step 00002800 L_out=0.203 Acc=0.77 ---71963.35 ms/batch
Step 00002850 L_out=0.046 Acc=0.74 ---97095.05 ms/batch
Step 00002900 L_out=0.170 Acc=0.69 ---123703.71 ms/batch
Step 00002950 L_out=0.087 Acc=0.73 ---150860.51 ms/batch
Step 00003000 L_out=0.063 Acc=0.65 ---178049.50 ms/batch
Step 00003050 L_out=0.112 Acc=0.61 ---205092.20 ms/batch
Step 00003100 L_out=0.037 Acc=0.76 ---232248.88 ms/batch
Step 00003150 L_out=0.040 Acc=0.78 ---259205.37 ms/batch
Step 00003200 L_out=0.133 Acc=0.88 ---286334.96 ms/batch
Step 00003250 L_out=0.394 Acc=0.81 ---313426.09 ms/batch
Step 00003300 L_out=0.041 Acc=0.78 ---340331.59 ms/batch
Round 2 | epoch=4, train costTime=359.56317234039307, | total_activation_sum=3440931
Round 2 | epoch=5, current m_iou=0.4195796030305915
Round 2 | Best m_IoU is: 0.431, OA is: 0.731 | val costTime=140.68585014343262
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.152 Acc=0.69 --- 8586.70 ms/batch
Step 00003400 L_out=0.151 Acc=0.77 ---37093.45 ms/batch
Step 00003450 L_out=0.132 Acc=0.54 ---64784.43 ms/batch
Step 00003500 L_out=0.033 Acc=0.74 ---89346.35 ms/batch
Step 00003550 L_out=0.034 Acc=0.58 ---116532.62 ms/batch
Step 00003600 L_out=0.046 Acc=0.73 ---143396.88 ms/batch
Step 00003650 L_out=0.095 Acc=0.76 ---170292.43 ms/batch
Step 00003700 L_out=0.120 Acc=0.48 ---197401.65 ms/batch
Step 00003750 L_out=0.071 Acc=0.45 ---224021.17 ms/batch
Step 00003800 L_out=0.110 Acc=0.76 ---250786.76 ms/batch
Step 00003850 L_out=0.153 Acc=0.69 ---277454.38 ms/batch
Step 00003900 L_out=0.267 Acc=0.79 ---305035.66 ms/batch
Step 00003950 L_out=0.122 Acc=0.66 ---331922.33 ms/batch
Step 00004000 L_out=0.101 Acc=0.60 ---358807.07 ms/batch
Round 2 | epoch=5, train costTime=359.8439984321594, | total_activation_sum=3437741
Round 2 | epoch=6, current m_iou=0.4528600902441056
Round 2 | Best m_IoU is: 0.453, OA is: 0.766 | val costTime=146.6507637500763
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.019 Acc=0.64 ---26766.60 ms/batch
Step 00004100 L_out=0.045 Acc=0.71 ---54365.42 ms/batch
Step 00004150 L_out=0.060 Acc=0.64 ---79751.89 ms/batch
Step 00004200 L_out=0.142 Acc=0.52 ---105851.83 ms/batch
Step 00004250 L_out=0.055 Acc=0.73 ---132105.99 ms/batch
Step 00004300 L_out=0.046 Acc=0.73 ---158989.64 ms/batch
Step 00004350 L_out=0.050 Acc=0.67 ---185805.66 ms/batch
Step 00004400 L_out=0.050 Acc=0.66 ---212586.53 ms/batch
Step 00004450 L_out=0.033 Acc=0.74 ---239217.22 ms/batch
Step 00004500 L_out=0.180 Acc=0.69 ---265618.48 ms/batch
Step 00004550 L_out=0.040 Acc=0.60 ---292048.72 ms/batch
Step 00004600 L_out=0.053 Acc=0.77 ---318905.56 ms/batch
Step 00004650 L_out=0.046 Acc=0.80 ---345578.36 ms/batch
Round 2 | epoch=6, train costTime=355.6530909538269, | total_activation_sum=3416118
Round 2 | epoch=7, current m_iou=0.4440380119828867
Round 2 | Best m_IoU is: 0.453, OA is: 0.766 | val costTime=144.9785921573639
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.045 Acc=0.75 ---17139.95 ms/batch
Step 00004750 L_out=0.070 Acc=0.83 ---44498.87 ms/batch
Step 00004800 L_out=0.313 Acc=0.72 ---71720.48 ms/batch
Step 00004850 L_out=0.476 Acc=0.63 ---96615.42 ms/batch
Step 00004900 L_out=0.020 Acc=0.73 ---123010.96 ms/batch
Step 00004950 L_out=0.056 Acc=0.74 ---149517.53 ms/batch
Step 00005000 L_out=0.256 Acc=0.77 ---176041.60 ms/batch
Step 00005050 L_out=0.197 Acc=0.64 ---202728.61 ms/batch
Step 00005100 L_out=0.063 Acc=0.62 ---229428.94 ms/batch
Step 00005150 L_out=0.085 Acc=0.71 ---256867.50 ms/batch
Step 00005200 L_out=0.151 Acc=0.73 ---284102.93 ms/batch
Step 00005250 L_out=0.017 Acc=0.70 ---310834.10 ms/batch
Step 00005300 L_out=0.036 Acc=0.73 ---337526.07 ms/batch
Round 2 | epoch=7, train costTime=357.06194829940796, | total_activation_sum=3413866
Round 2 | epoch=8, current m_iou=0.427899518165885
Round 2 | Best m_IoU is: 0.453, OA is: 0.766 | val costTime=139.91378116607666
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.043 Acc=0.82 --- 7873.93 ms/batch
Step 00005400 L_out=0.031 Acc=0.80 ---35743.43 ms/batch
Step 00005450 L_out=0.185 Acc=0.34 ---63104.76 ms/batch
Step 00005500 L_out=0.090 Acc=0.60 ---87952.07 ms/batch
Step 00005550 L_out=0.070 Acc=0.70 ---114517.57 ms/batch
Step 00005600 L_out=0.132 Acc=0.83 ---141353.13 ms/batch
Step 00005650 L_out=0.051 Acc=0.78 ---167898.14 ms/batch
Step 00005700 L_out=0.081 Acc=0.66 ---194497.67 ms/batch
Step 00005750 L_out=0.027 Acc=0.74 ---221276.89 ms/batch
Step 00005800 L_out=0.130 Acc=0.79 ---247661.33 ms/batch
Step 00005850 L_out=0.020 Acc=0.72 ---275107.30 ms/batch
Step 00005900 L_out=0.009 Acc=0.73 ---301595.15 ms/batch
Step 00005950 L_out=0.180 Acc=0.80 ---328324.55 ms/batch
Step 00006000 L_out=0.043 Acc=0.73 ---355177.54 ms/batch
Round 2 | epoch=8, train costTime=356.72963547706604, | total_activation_sum=3405430
Round 2 | epoch=9, current m_iou=0.4521227409560651
Round 2 | Best m_IoU is: 0.453, OA is: 0.766 | val costTime=150.89665699005127
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.016 Acc=0.53 ---25961.12 ms/batch
Step 00006100 L_out=0.042 Acc=0.67 ---53313.79 ms/batch
Step 00006150 L_out=0.055 Acc=0.87 ---79261.42 ms/batch
Step 00006200 L_out=0.097 Acc=0.76 ---105308.88 ms/batch
Step 00006250 L_out=0.070 Acc=0.69 ---132498.63 ms/batch
Step 00006300 L_out=0.089 Acc=0.69 ---159805.33 ms/batch
Step 00006350 L_out=0.114 Acc=0.88 ---186715.38 ms/batch
Step 00006400 L_out=0.072 Acc=0.76 ---214013.84 ms/batch
Step 00006450 L_out=0.142 Acc=0.76 ---240686.41 ms/batch
Step 00006500 L_out=0.014 Acc=0.72 ---266611.35 ms/batch
Step 00006550 L_out=0.047 Acc=0.86 ---293783.88 ms/batch
Step 00006600 L_out=0.033 Acc=0.84 ---321467.69 ms/batch
Step 00006650 L_out=0.039 Acc=0.73 ---348367.34 ms/batch
Round 2 | epoch=9, train costTime=359.2160322666168, | total_activation_sum=3385979
Round 2 | epoch=10, current m_iou=0.5102534288257679
Round 2 | Best m_IoU is: 0.510, OA is: 0.820 | val costTime=150.23738312721252
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.110 Acc=0.66 ---16545.26 ms/batch
Step 00006750 L_out=0.018 Acc=0.76 ---43983.51 ms/batch
Step 00006800 L_out=0.154 Acc=0.79 ---71730.34 ms/batch
Step 00006850 L_out=0.221 Acc=0.85 ---96257.61 ms/batch
Step 00006900 L_out=0.034 Acc=0.70 ---122673.65 ms/batch
Step 00006950 L_out=0.122 Acc=0.62 ---149743.56 ms/batch
Step 00007000 L_out=0.029 Acc=0.73 ---176047.79 ms/batch
Step 00007050 L_out=0.104 Acc=0.80 ---202083.37 ms/batch
Step 00007100 L_out=0.071 Acc=0.81 ---229340.45 ms/batch
Step 00007150 L_out=0.144 Acc=0.89 ---256521.72 ms/batch
Step 00007200 L_out=0.072 Acc=0.66 ---283353.41 ms/batch
Step 00007250 L_out=0.229 Acc=0.68 ---310526.64 ms/batch
Step 00007300 L_out=0.103 Acc=0.75 ---337617.06 ms/batch
Round 2 | epoch=10, train costTime=357.6218316555023, | total_activation_sum=3548354
Round 2 | epoch=11, current m_iou=0.5111382501872653
Round 2 | Best m_IoU is: 0.511, OA is: 0.818 | val costTime=151.16170501708984
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.092 Acc=0.82 --- 7316.97 ms/batch
Step 00007400 L_out=0.088 Acc=0.61 ---35084.09 ms/batch
Step 00007450 L_out=0.018 Acc=0.76 ---62852.68 ms/batch
Step 00007500 L_out=0.052 Acc=0.82 ---87602.89 ms/batch
Step 00007550 L_out=0.038 Acc=0.58 ---113958.23 ms/batch
Step 00007600 L_out=0.122 Acc=0.67 ---140931.27 ms/batch
Step 00007650 L_out=0.080 Acc=0.77 ---168183.45 ms/batch
Step 00007700 L_out=0.014 Acc=0.83 ---195313.40 ms/batch
Step 00007750 L_out=0.023 Acc=0.64 ---222302.24 ms/batch
Step 00007800 L_out=0.101 Acc=0.84 ---249364.54 ms/batch
Step 00007850 L_out=0.054 Acc=0.69 ---276260.35 ms/batch
Step 00007900 L_out=0.055 Acc=0.76 ---303073.18 ms/batch
Step 00007950 L_out=0.050 Acc=0.76 ---329548.69 ms/batch
Step 00008000 L_out=0.019 Acc=0.77 ---356934.64 ms/batch
Round 2 | epoch=11, train costTime=359.15226912498474, | total_activation_sum=3418008
Round 2 | epoch=12, current m_iou=0.48916088580482875
Round 2 | Best m_IoU is: 0.511, OA is: 0.818 | val costTime=148.2905468940735
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.047 Acc=0.75 ---24757.20 ms/batch
Step 00008100 L_out=0.041 Acc=0.82 ---52361.92 ms/batch
Step 00008150 L_out=0.035 Acc=0.75 ---79275.97 ms/batch
Step 00008200 L_out=0.007 Acc=0.71 ---103970.63 ms/batch
Step 00008250 L_out=0.016 Acc=0.71 ---130266.14 ms/batch
Step 00008300 L_out=0.037 Acc=0.73 ---156638.83 ms/batch
Step 00008350 L_out=0.067 Acc=0.83 ---183268.31 ms/batch
Step 00008400 L_out=0.615 Acc=0.65 ---209703.15 ms/batch
Step 00008450 L_out=0.102 Acc=0.74 ---236519.45 ms/batch
Step 00008500 L_out=0.160 Acc=0.65 ---263262.87 ms/batch
Step 00008550 L_out=0.574 Acc=0.49 ---289724.54 ms/batch
Step 00008600 L_out=0.049 Acc=0.69 ---316351.06 ms/batch
Step 00008650 L_out=0.035 Acc=0.72 ---343066.35 ms/batch
Round 2 | epoch=12, train costTime=354.1131708621979, | total_activation_sum=3432161
Round 2 | epoch=13, current m_iou=0.4939672786684907
Round 2 | Best m_IoU is: 0.511, OA is: 0.818 | val costTime=149.13308906555176
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.038 Acc=0.77 ---15826.21 ms/batch
Step 00008750 L_out=0.208 Acc=0.80 ---43585.83 ms/batch
Step 00008800 L_out=0.052 Acc=0.81 ---71071.70 ms/batch
Step 00008850 L_out=0.055 Acc=0.66 ---95651.96 ms/batch
Step 00008900 L_out=0.148 Acc=0.88 ---122817.44 ms/batch
Step 00008950 L_out=0.057 Acc=0.79 ---149950.34 ms/batch
Step 00009000 L_out=0.119 Acc=0.69 ---177253.85 ms/batch
Step 00009050 L_out=0.025 Acc=0.89 ---204386.20 ms/batch
Step 00009100 L_out=0.042 Acc=0.90 ---232147.50 ms/batch
Step 00009150 L_out=0.036 Acc=0.84 ---259312.00 ms/batch
Step 00009200 L_out=0.009 Acc=0.90 ---286423.82 ms/batch
Step 00009250 L_out=0.157 Acc=0.80 ---313626.45 ms/batch
Step 00009300 L_out=0.053 Acc=0.93 ---340797.35 ms/batch
Round 2 | epoch=13, train costTime=360.9523046016693, | total_activation_sum=3406519
Round 2 | epoch=14, current m_iou=0.5220087487950777
Round 2 | Best m_IoU is: 0.522, OA is: 0.823 | val costTime=140.4155149459839
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.011 Acc=0.79 --- 6613.52 ms/batch
Step 00009400 L_out=0.045 Acc=0.79 ---33412.22 ms/batch
Step 00009450 L_out=0.030 Acc=0.85 ---60870.22 ms/batch
Step 00009500 L_out=0.050 Acc=0.85 ---87149.19 ms/batch
Step 00009550 L_out=0.115 Acc=0.87 ---112848.81 ms/batch
Step 00009600 L_out=0.034 Acc=0.83 ---139401.48 ms/batch
Step 00009650 L_out=0.035 Acc=0.81 ---165916.56 ms/batch
Step 00009700 L_out=0.109 Acc=0.85 ---192547.44 ms/batch
Step 00009750 L_out=0.024 Acc=0.73 ---218985.40 ms/batch
Step 00009800 L_out=0.027 Acc=0.86 ---245590.95 ms/batch
Step 00009850 L_out=0.012 Acc=0.86 ---272529.55 ms/batch
Step 00009900 L_out=0.097 Acc=0.85 ---299132.14 ms/batch
Step 00009950 L_out=0.130 Acc=0.85 ---325694.87 ms/batch
Step 00010000 L_out=0.041 Acc=0.78 ---352149.72 ms/batch
Round 2 | epoch=14, train costTime=354.80042934417725, | total_activation_sum=3452066
Round 2 | epoch=15, current m_iou=0.5330782154328996
Round 2 | Best m_IoU is: 0.533, OA is: 0.841 | val costTime=150.1758472919464
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.073 Acc=0.65 ---24394.30 ms/batch
Step 00010100 L_out=0.082 Acc=0.84 ---51735.54 ms/batch
Step 00010150 L_out=0.063 Acc=0.77 ---79174.72 ms/batch
Step 00010200 L_out=0.104 Acc=0.70 ---102710.12 ms/batch
Step 00010250 L_out=0.070 Acc=0.77 ---125522.30 ms/batch
Step 00010300 L_out=0.022 Acc=0.87 ---148047.12 ms/batch
Step 00010350 L_out=0.056 Acc=0.70 ---170924.62 ms/batch
Step 00010400 L_out=0.055 Acc=0.76 ---193129.27 ms/batch
Step 00010450 L_out=0.027 Acc=0.82 ---215473.87 ms/batch
Step 00010500 L_out=0.067 Acc=0.72 ---237959.12 ms/batch
Step 00010550 L_out=0.007 Acc=0.66 ---261012.97 ms/batch
Step 00010600 L_out=0.035 Acc=0.82 ---283441.29 ms/batch
Step 00010650 L_out=0.111 Acc=0.72 ---305856.13 ms/batch
Round 2 | epoch=15, train costTime=315.72496247291565, | total_activation_sum=3480883
Round 2 | epoch=16, current m_iou=0.5482799054071048
Round 2 | Best m_IoU is: 0.548, OA is: 0.855 | val costTime=123.97605299949646
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.043 Acc=0.81 ---12352.11 ms/batch
Step 00010750 L_out=0.080 Acc=0.72 ---34794.20 ms/batch
Step 00010800 L_out=0.090 Acc=0.66 ---57098.52 ms/batch
Step 00010850 L_out=0.020 Acc=0.88 ---79428.84 ms/batch
Step 00010900 L_out=0.069 Acc=0.69 ---101810.87 ms/batch
Step 00010950 L_out=0.019 Acc=0.75 ---124108.83 ms/batch
Step 00011000 L_out=0.068 Acc=0.86 ---146476.48 ms/batch
Step 00011050 L_out=0.118 Acc=0.67 ---168826.77 ms/batch
Step 00011100 L_out=0.044 Acc=0.79 ---191459.54 ms/batch
Step 00011150 L_out=0.110 Acc=0.86 ---214376.66 ms/batch
Step 00011200 L_out=0.038 Acc=0.74 ---236526.46 ms/batch
Step 00011250 L_out=0.019 Acc=0.92 ---258985.18 ms/batch
Step 00011300 L_out=0.056 Acc=0.61 ---281913.65 ms/batch
Round 2 | epoch=16, train costTime=299.31469464302063, | total_activation_sum=3394754
Round 2 | epoch=17, current m_iou=0.5451814723267999
Round 2 | Best m_IoU is: 0.548, OA is: 0.855 | val costTime=122.76608991622925
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.033 Acc=0.83 --- 4919.34 ms/batch
Step 00011400 L_out=0.065 Acc=0.86 ---30698.94 ms/batch
Step 00011450 L_out=0.028 Acc=0.79 ---58199.74 ms/batch
Step 00011500 L_out=0.022 Acc=0.76 ---85371.52 ms/batch
Step 00011550 L_out=0.027 Acc=0.85 ---112493.25 ms/batch
Step 00011600 L_out=0.032 Acc=0.85 ---140526.95 ms/batch
Step 00011650 L_out=0.078 Acc=0.59 ---167876.73 ms/batch
Step 00011700 L_out=0.019 Acc=0.74 ---195116.59 ms/batch
Step 00011750 L_out=0.055 Acc=0.76 ---221889.64 ms/batch
Step 00011800 L_out=0.011 Acc=0.91 ---248523.99 ms/batch
Step 00011850 L_out=0.027 Acc=0.82 ---274914.74 ms/batch
Step 00011900 L_out=0.043 Acc=0.71 ---301419.51 ms/batch
Step 00011950 L_out=0.038 Acc=0.84 ---328423.96 ms/batch
Step 00012000 L_out=0.032 Acc=0.79 ---355326.19 ms/batch
Round 2 | epoch=17, train costTime=358.58811831474304, | total_activation_sum=3480682
Round 2 | epoch=18, current m_iou=0.5595354522583593
Round 2 | Best m_IoU is: 0.560, OA is: 0.865 | val costTime=144.31512665748596
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.052 Acc=0.92 ---21183.87 ms/batch
Step 00012100 L_out=0.027 Acc=0.80 ---48690.73 ms/batch
Step 00012150 L_out=0.080 Acc=0.69 ---75970.04 ms/batch
Step 00012200 L_out=0.045 Acc=0.78 ---103322.29 ms/batch
Step 00012250 L_out=0.021 Acc=0.84 ---130843.04 ms/batch
Step 00012300 L_out=0.016 Acc=0.85 ---158263.01 ms/batch
Step 00012350 L_out=0.027 Acc=0.83 ---185276.59 ms/batch
Step 00012400 L_out=0.041 Acc=0.84 ---213127.38 ms/batch
Step 00012450 L_out=0.027 Acc=0.86 ---239574.11 ms/batch
Step 00012500 L_out=0.079 Acc=0.68 ---266490.12 ms/batch
Step 00012550 L_out=0.019 Acc=0.85 ---293749.31 ms/batch
Step 00012600 L_out=0.010 Acc=0.87 ---321134.60 ms/batch
Step 00012650 L_out=0.035 Acc=0.71 ---348201.53 ms/batch
Round 2 | epoch=18, train costTime=360.6545445919037, | total_activation_sum=3421106
Round 2 | epoch=19, current m_iou=0.5493740836588893
Round 2 | Best m_IoU is: 0.560, OA is: 0.865 | val costTime=151.97323513031006
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.032 Acc=0.84 ---12414.27 ms/batch
Step 00012750 L_out=0.124 Acc=0.86 ---38622.51 ms/batch
Step 00012800 L_out=0.025 Acc=0.90 ---65925.59 ms/batch
Step 00012850 L_out=0.018 Acc=0.80 ---92726.51 ms/batch
Step 00012900 L_out=0.054 Acc=0.80 ---120088.50 ms/batch
Step 00012950 L_out=0.016 Acc=0.71 ---146717.56 ms/batch
Step 00013000 L_out=0.075 Acc=0.82 ---174061.52 ms/batch
Step 00013050 L_out=0.041 Acc=0.78 ---200832.65 ms/batch
Step 00013100 L_out=0.038 Acc=0.83 ---227476.31 ms/batch
Step 00013150 L_out=0.015 Acc=0.88 ---254556.28 ms/batch
Step 00013200 L_out=0.047 Acc=0.84 ---281347.84 ms/batch
Step 00013250 L_out=0.007 Acc=0.83 ---307788.24 ms/batch
Step 00013300 L_out=0.086 Acc=0.81 ---334810.36 ms/batch
Round 2 | epoch=19, train costTime=356.291383266449, | total_activation_sum=3387020
Round 2 | epoch=20, current m_iou=0.5572418136610766
Round 2 | Best m_IoU is: 0.560, OA is: 0.865 | val costTime=165.97892928123474
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.015 Acc=0.89 --- 5565.92 ms/batch
Step 00013400 L_out=0.029 Acc=0.81 ---30182.46 ms/batch
Step 00013450 L_out=0.009 Acc=0.77 ---57142.28 ms/batch
Step 00013500 L_out=0.020 Acc=0.92 ---84346.86 ms/batch
Step 00013550 L_out=0.044 Acc=0.80 ---111394.62 ms/batch
Step 00013600 L_out=0.026 Acc=0.95 ---138438.24 ms/batch
Step 00013650 L_out=0.015 Acc=0.77 ---165640.78 ms/batch
Step 00013700 L_out=0.024 Acc=0.80 ---193007.03 ms/batch
Step 00013750 L_out=0.031 Acc=0.82 ---220207.79 ms/batch
Step 00013800 L_out=0.017 Acc=0.84 ---246726.32 ms/batch
Step 00013850 L_out=0.006 Acc=0.93 ---273422.04 ms/batch
Step 00013900 L_out=0.006 Acc=0.84 ---300532.63 ms/batch
Step 00013950 L_out=0.024 Acc=0.81 ---327163.61 ms/batch
Step 00014000 L_out=0.085 Acc=0.88 ---353831.60 ms/batch
Round 2 | epoch=20, train costTime=357.4970865249634, | total_activation_sum=3431912
Round 2 | epoch=21, current m_iou=0.5592354383837816
Round 2 | Best m_IoU is: 0.560, OA is: 0.865 | val costTime=164.62468910217285
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.013 Acc=0.88 ---20679.47 ms/batch
Step 00014100 L_out=0.019 Acc=0.81 ---48092.08 ms/batch
Step 00014150 L_out=0.036 Acc=0.90 ---75166.77 ms/batch
Step 00014200 L_out=0.020 Acc=0.75 ---102811.04 ms/batch
Step 00014250 L_out=0.160 Acc=0.78 ---130212.25 ms/batch
Step 00014300 L_out=0.057 Acc=0.79 ---157593.63 ms/batch
Step 00014350 L_out=0.016 Acc=0.84 ---184623.88 ms/batch
Step 00014400 L_out=0.012 Acc=0.90 ---212297.00 ms/batch
Step 00014450 L_out=0.051 Acc=0.64 ---239405.35 ms/batch
Step 00014500 L_out=0.225 Acc=0.37 ---266383.82 ms/batch
Step 00014550 L_out=0.098 Acc=0.79 ---293401.07 ms/batch
Step 00014600 L_out=0.043 Acc=0.80 ---320565.13 ms/batch
Step 00014650 L_out=0.024 Acc=0.83 ---347615.70 ms/batch
Round 2 | epoch=21, train costTime=360.60160636901855, | total_activation_sum=3430832
Round 2 | epoch=22, current m_iou=0.541259309257823
Round 2 | Best m_IoU is: 0.560, OA is: 0.865 | val costTime=157.40507864952087
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.066 Acc=0.89 ---13354.61 ms/batch
Step 00014750 L_out=0.033 Acc=0.87 ---38075.30 ms/batch
Step 00014800 L_out=0.020 Acc=0.82 ---64797.02 ms/batch
Step 00014850 L_out=0.061 Acc=0.73 ---91851.02 ms/batch
Step 00014900 L_out=0.028 Acc=0.92 ---118624.61 ms/batch
Step 00014950 L_out=0.015 Acc=0.86 ---145153.25 ms/batch
Step 00015000 L_out=0.061 Acc=0.80 ---171977.50 ms/batch
Step 00015050 L_out=0.040 Acc=0.77 ---198681.78 ms/batch
Step 00015100 L_out=0.006 Acc=0.76 ---225319.06 ms/batch
Step 00015150 L_out=0.044 Acc=0.77 ---252162.73 ms/batch
Step 00015200 L_out=0.008 Acc=0.85 ---278732.39 ms/batch
Step 00015250 L_out=0.049 Acc=0.82 ---306005.90 ms/batch
Step 00015300 L_out=0.023 Acc=0.85 ---332343.99 ms/batch
Round 2 | epoch=22, train costTime=353.97454500198364, | total_activation_sum=3439709
Round 2 | epoch=23, current m_iou=0.5344836376216254
Round 2 | Best m_IoU is: 0.560, OA is: 0.865 | val costTime=164.20362329483032
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.021 Acc=0.82 --- 4718.74 ms/batch
Step 00015400 L_out=0.022 Acc=0.87 ---29237.97 ms/batch
Step 00015450 L_out=0.026 Acc=0.81 ---56245.21 ms/batch
Step 00015500 L_out=0.024 Acc=0.82 ---83014.67 ms/batch
Step 00015550 L_out=0.009 Acc=0.93 ---109411.08 ms/batch
Step 00015600 L_out=0.084 Acc=0.88 ---135839.44 ms/batch
Step 00015650 L_out=0.022 Acc=0.79 ---163101.50 ms/batch
Step 00015700 L_out=0.005 Acc=0.96 ---189736.53 ms/batch
Step 00015750 L_out=0.130 Acc=0.75 ---216525.77 ms/batch
Step 00015800 L_out=0.026 Acc=0.93 ---242884.04 ms/batch
Step 00015850 L_out=0.006 Acc=0.91 ---269478.76 ms/batch
Step 00015900 L_out=0.004 Acc=0.88 ---296344.94 ms/batch
Step 00015950 L_out=0.021 Acc=0.88 ---322752.16 ms/batch
Step 00016000 L_out=0.012 Acc=0.69 ---349852.21 ms/batch
Round 2 | epoch=23, train costTime=354.0791931152344, | total_activation_sum=3449095
Round 2 | epoch=24, current m_iou=0.5562065336638898
Round 2 | Best m_IoU is: 0.560, OA is: 0.865 | val costTime=162.51896619796753
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.041 Acc=0.93 ---21491.23 ms/batch
Step 00016100 L_out=0.057 Acc=0.76 ---47948.58 ms/batch
Step 00016150 L_out=0.025 Acc=0.87 ---74762.31 ms/batch
Step 00016200 L_out=0.031 Acc=0.84 ---101387.69 ms/batch
Step 00016250 L_out=0.093 Acc=0.86 ---128115.55 ms/batch
Step 00016300 L_out=0.080 Acc=0.86 ---154780.42 ms/batch
Step 00016350 L_out=0.009 Acc=0.81 ---181542.11 ms/batch
Step 00016400 L_out=0.032 Acc=0.85 ---208364.79 ms/batch
Step 00016450 L_out=0.010 Acc=0.92 ---235411.90 ms/batch
Step 00016500 L_out=0.063 Acc=0.82 ---262384.65 ms/batch
Step 00016550 L_out=0.043 Acc=0.77 ---289425.62 ms/batch
Step 00016600 L_out=0.009 Acc=0.85 ---316605.08 ms/batch
Step 00016650 L_out=0.025 Acc=0.87 ---342851.36 ms/batch
Round 2 | epoch=24, train costTime=356.24364948272705, | total_activation_sum=3459248
Round 2 | epoch=25, current m_iou=0.5840403848489115
Round 2 | Best m_IoU is: 0.584, OA is: 0.882 | val costTime=162.7213020324707
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.082 Acc=0.83 ---13827.23 ms/batch
Step 00016750 L_out=0.010 Acc=0.86 ---37976.71 ms/batch
Step 00016800 L_out=0.034 Acc=0.89 ---64206.56 ms/batch
Step 00016850 L_out=0.049 Acc=0.74 ---91337.39 ms/batch
Step 00016900 L_out=0.035 Acc=0.74 ---118453.22 ms/batch
Step 00016950 L_out=0.025 Acc=0.84 ---145881.01 ms/batch
Step 00017000 L_out=0.016 Acc=0.88 ---172921.09 ms/batch
Step 00017050 L_out=0.042 Acc=0.93 ---200490.54 ms/batch
Step 00017100 L_out=0.047 Acc=0.96 ---227576.01 ms/batch
Step 00017150 L_out=0.029 Acc=0.82 ---254477.97 ms/batch
Step 00017200 L_out=0.026 Acc=0.85 ---281508.10 ms/batch
Step 00017250 L_out=0.032 Acc=0.95 ---308507.16 ms/batch
Step 00017300 L_out=0.043 Acc=0.90 ---335969.75 ms/batch
Round 2 | epoch=25, train costTime=358.6604290008545, | total_activation_sum=3445593
Round 2 | epoch=26, current m_iou=0.5815230753145961
Round 2 | Best m_IoU is: 0.584, OA is: 0.882 | val costTime=163.42162442207336
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.047 Acc=0.84 --- 4309.77 ms/batch
Step 00017400 L_out=0.007 Acc=0.88 ---28977.90 ms/batch
Step 00017450 L_out=0.023 Acc=0.89 ---56658.73 ms/batch
Step 00017500 L_out=0.119 Acc=0.87 ---83864.89 ms/batch
Step 00017550 L_out=0.022 Acc=0.76 ---111135.31 ms/batch
Step 00017600 L_out=0.029 Acc=0.86 ---137892.19 ms/batch
Step 00017650 L_out=0.008 Acc=0.90 ---164378.63 ms/batch
Step 00017700 L_out=0.011 Acc=0.88 ---190696.01 ms/batch
Step 00017750 L_out=0.013 Acc=0.86 ---217137.98 ms/batch
Step 00017800 L_out=0.006 Acc=0.87 ---244577.69 ms/batch
Step 00017850 L_out=0.010 Acc=0.85 ---272034.77 ms/batch
Step 00017900 L_out=0.021 Acc=0.81 ---299591.46 ms/batch
Step 00017950 L_out=0.072 Acc=0.79 ---326701.28 ms/batch
Step 00018000 L_out=0.011 Acc=0.77 ---353698.75 ms/batch
Round 2 | epoch=26, train costTime=358.5108985900879, | total_activation_sum=3420227
Round 2 | epoch=27, current m_iou=0.5858740080627393
Round 2 | Best m_IoU is: 0.586, OA is: 0.881 | val costTime=138.22288632392883
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.037 Acc=0.85 ---21266.93 ms/batch
Step 00018100 L_out=0.031 Acc=0.85 ---46417.89 ms/batch
Step 00018150 L_out=0.043 Acc=0.87 ---73619.17 ms/batch
Step 00018200 L_out=0.034 Acc=0.82 ---100977.21 ms/batch
Step 00018250 L_out=0.026 Acc=0.89 ---128380.36 ms/batch
Step 00018300 L_out=0.002 Acc=0.87 ---155344.41 ms/batch
Step 00018350 L_out=0.029 Acc=0.87 ---182596.94 ms/batch
Step 00018400 L_out=0.026 Acc=0.86 ---209848.42 ms/batch
Step 00018450 L_out=0.014 Acc=0.85 ---236844.12 ms/batch
Step 00018500 L_out=0.026 Acc=0.81 ---263498.42 ms/batch
Step 00018550 L_out=0.012 Acc=0.80 ---290455.15 ms/batch
Step 00018600 L_out=0.050 Acc=0.85 ---317733.40 ms/batch
Step 00018650 L_out=0.049 Acc=0.81 ---344424.50 ms/batch
Round 2 | epoch=27, train costTime=357.86184310913086, | total_activation_sum=3413434
Round 2 | epoch=28, current m_iou=0.5847020253727364
Round 2 | Best m_IoU is: 0.586, OA is: 0.881 | val costTime=136.81527876853943
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.004 Acc=0.93 ---13148.18 ms/batch
Step 00018750 L_out=0.014 Acc=0.89 ---38325.75 ms/batch
Step 00018800 L_out=0.075 Acc=0.94 ---64895.60 ms/batch
Step 00018850 L_out=0.037 Acc=0.90 ---91277.82 ms/batch
Step 00018900 L_out=0.103 Acc=0.70 ---118114.73 ms/batch
Step 00018950 L_out=0.024 Acc=0.89 ---145607.66 ms/batch
Step 00019000 L_out=0.013 Acc=0.88 ---172183.38 ms/batch
Step 00019050 L_out=0.022 Acc=0.82 ---198689.13 ms/batch
Step 00019100 L_out=0.008 Acc=0.85 ---225118.09 ms/batch
Step 00019150 L_out=0.009 Acc=0.80 ---251899.70 ms/batch
Step 00019200 L_out=0.012 Acc=0.88 ---278648.12 ms/batch
Step 00019250 L_out=0.005 Acc=0.89 ---305279.97 ms/batch
Step 00019300 L_out=0.012 Acc=0.78 ---332770.42 ms/batch
Round 2 | epoch=28, train costTime=356.15114641189575, | total_activation_sum=3447640
Round 2 | epoch=29, current m_iou=0.5908191356996835
Round 2 | Best m_IoU is: 0.591, OA is: 0.885 | val costTime=161.79775476455688
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.010 Acc=0.86 --- 4030.14 ms/batch
Step 00019400 L_out=0.006 Acc=0.92 ---29097.33 ms/batch
Step 00019450 L_out=0.017 Acc=0.74 ---55791.15 ms/batch
Step 00019500 L_out=0.015 Acc=0.84 ---83026.03 ms/batch
Step 00019550 L_out=0.009 Acc=0.89 ---110039.24 ms/batch
Step 00019600 L_out=0.159 Acc=0.72 ---136841.52 ms/batch
Step 00019650 L_out=0.037 Acc=0.84 ---163620.98 ms/batch
Step 00019700 L_out=0.061 Acc=0.87 ---190308.04 ms/batch
Step 00019750 L_out=0.043 Acc=0.95 ---216937.08 ms/batch
Step 00019800 L_out=0.029 Acc=0.79 ---243715.29 ms/batch
Step 00019850 L_out=0.020 Acc=0.90 ---270387.18 ms/batch
Step 00019900 L_out=0.012 Acc=0.89 ---297026.94 ms/batch
Step 00019950 L_out=0.016 Acc=0.87 ---323561.94 ms/batch
Step 00020000 L_out=0.019 Acc=0.81 ---350059.78 ms/batch
Round 2 | epoch=29, train costTime=355.29779958724976, | total_activation_sum=3433160
Round 2 | epoch=30, current m_iou=0.5770811336888754
Round 2 | Best m_IoU is: 0.591, OA is: 0.885 | val costTime=162.4215748310089
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=0.904 Acc=0.29 ---21851.79 ms/batch
Step 00020100 L_out=0.403 Acc=0.23 ---49885.09 ms/batch
Step 00020150 L_out=0.177 Acc=0.67 ---77389.82 ms/batch
Step 00020200 L_out=0.286 Acc=0.28 ---102674.59 ms/batch
Step 00020250 L_out=0.109 Acc=0.48 ---129961.44 ms/batch
Step 00020300 L_out=0.334 Acc=0.43 ---157287.57 ms/batch
Step 00020350 L_out=0.720 Acc=0.34 ---184732.31 ms/batch
Step 00020400 L_out=0.296 Acc=0.84 ---211865.81 ms/batch
Step 00020450 L_out=0.253 Acc=0.56 ---238626.65 ms/batch
Step 00020500 L_out=0.171 Acc=0.82 ---265801.03 ms/batch
Step 00020550 L_out=0.245 Acc=0.69 ---293223.84 ms/batch
Step 00020600 L_out=0.167 Acc=0.73 ---320611.42 ms/batch
Step 00020650 L_out=0.091 Acc=0.75 ---347616.38 ms/batch
Round 3 | epoch=0, train costTime=362.17801332473755, | total_activation_sum=6205912
Round 3 | epoch=1, current m_iou=0.26866578650710216
Round 3 | Best m_IoU is: 0.269, OA is: 0.580 | val costTime=148.726877450943
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.204 Acc=0.86 ---12605.99 ms/batch
Step 00020750 L_out=0.169 Acc=0.63 ---40358.63 ms/batch
Step 00020800 L_out=0.152 Acc=0.61 ---67318.57 ms/batch
Step 00020850 L_out=0.158 Acc=0.55 ---94238.72 ms/batch
Step 00020900 L_out=0.299 Acc=0.73 ---119644.61 ms/batch
Step 00020950 L_out=0.358 Acc=0.66 ---146742.91 ms/batch
Step 00021000 L_out=0.189 Acc=0.59 ---174111.83 ms/batch
Step 00021050 L_out=0.171 Acc=0.79 ---201490.09 ms/batch
Step 00021100 L_out=0.160 Acc=0.64 ---228637.94 ms/batch
Step 00021150 L_out=0.194 Acc=0.74 ---255935.80 ms/batch
Step 00021200 L_out=0.242 Acc=0.73 ---282485.42 ms/batch
Step 00021250 L_out=0.716 Acc=0.82 ---309578.71 ms/batch
Step 00021300 L_out=0.274 Acc=0.68 ---336986.50 ms/batch
Round 3 | epoch=1, train costTime=360.6121482849121, | total_activation_sum=6348363
Round 3 | epoch=2, current m_iou=0.39116484228648196
Round 3 | Best m_IoU is: 0.391, OA is: 0.734 | val costTime=141.75192785263062
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.118 Acc=0.73 --- 3421.02 ms/batch
Step 00021400 L_out=0.264 Acc=0.75 ---30778.61 ms/batch
Step 00021450 L_out=0.283 Acc=0.57 ---58204.11 ms/batch
Step 00021500 L_out=0.067 Acc=0.84 ---85148.26 ms/batch
Step 00021550 L_out=0.051 Acc=0.87 ---109929.10 ms/batch
Step 00021600 L_out=0.168 Acc=0.76 ---136950.35 ms/batch
Step 00021650 L_out=0.051 Acc=0.74 ---163561.21 ms/batch
Step 00021700 L_out=0.318 Acc=0.85 ---189938.64 ms/batch
Step 00021750 L_out=0.243 Acc=0.71 ---217329.16 ms/batch
Step 00021800 L_out=0.042 Acc=0.74 ---244519.45 ms/batch
Step 00021850 L_out=0.203 Acc=0.82 ---271762.70 ms/batch
Step 00021900 L_out=0.072 Acc=0.79 ---299028.88 ms/batch
Step 00021950 L_out=0.223 Acc=0.73 ---325799.53 ms/batch
Step 00022000 L_out=0.480 Acc=0.66 ---352265.66 ms/batch
Round 3 | epoch=2, train costTime=358.2911469936371, | total_activation_sum=6196213
Round 3 | epoch=3, current m_iou=0.5225466049902865
Round 3 | Best m_IoU is: 0.523, OA is: 0.849 | val costTime=147.92865467071533
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.207 Acc=0.83 ---21697.97 ms/batch
Step 00022100 L_out=0.158 Acc=0.78 ---49731.34 ms/batch
Step 00022150 L_out=0.067 Acc=0.86 ---77223.77 ms/batch
Step 00022200 L_out=0.078 Acc=0.79 ---102605.05 ms/batch
Step 00022250 L_out=0.044 Acc=0.57 ---128962.68 ms/batch
Step 00022300 L_out=0.044 Acc=0.77 ---156418.40 ms/batch
Step 00022350 L_out=0.159 Acc=0.76 ---183485.73 ms/batch
Step 00022400 L_out=0.521 Acc=0.92 ---210778.60 ms/batch
Step 00022450 L_out=0.201 Acc=0.86 ---238566.19 ms/batch
Step 00022500 L_out=0.435 Acc=0.57 ---265800.27 ms/batch
Step 00022550 L_out=0.233 Acc=0.86 ---292989.99 ms/batch
Step 00022600 L_out=0.176 Acc=0.80 ---320059.91 ms/batch
Step 00022650 L_out=0.146 Acc=0.69 ---347410.98 ms/batch
Round 3 | epoch=3, train costTime=362.50184297561646, | total_activation_sum=6246710
Round 3 | epoch=4, current m_iou=0.5850003857115764
Round 3 | Best m_IoU is: 0.585, OA is: 0.888 | val costTime=147.74236059188843
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.070 Acc=0.80 ---11779.18 ms/batch
Step 00022750 L_out=0.137 Acc=0.67 ---39694.95 ms/batch
Step 00022800 L_out=0.111 Acc=0.77 ---67355.52 ms/batch
Step 00022850 L_out=0.096 Acc=0.77 ---94424.28 ms/batch
Step 00022900 L_out=0.158 Acc=0.89 ---119213.80 ms/batch
Step 00022950 L_out=0.088 Acc=0.79 ---145988.38 ms/batch
Step 00023000 L_out=0.082 Acc=0.80 ---172455.63 ms/batch
Step 00023050 L_out=0.054 Acc=0.80 ---199097.11 ms/batch
Step 00023100 L_out=0.151 Acc=0.89 ---225551.91 ms/batch
Step 00023150 L_out=0.130 Acc=0.84 ---252089.68 ms/batch
Step 00023200 L_out=0.083 Acc=0.90 ---278547.91 ms/batch
Step 00023250 L_out=0.071 Acc=0.86 ---305278.99 ms/batch
Step 00023300 L_out=0.020 Acc=0.94 ---331697.93 ms/batch
Round 3 | epoch=4, train costTime=356.3395059108734, | total_activation_sum=6299566
Round 3 | epoch=5, current m_iou=0.5695959782679665
Round 3 | Best m_IoU is: 0.585, OA is: 0.888 | val costTime=148.51685738563538
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.718 Acc=0.78 --- 2629.52 ms/batch
Step 00023400 L_out=0.091 Acc=0.69 ---30181.80 ms/batch
Step 00023450 L_out=0.088 Acc=0.81 ---57669.35 ms/batch
Step 00023500 L_out=0.205 Acc=0.79 ---85721.67 ms/batch
Step 00023550 L_out=0.117 Acc=0.69 ---110166.87 ms/batch
Step 00023600 L_out=0.037 Acc=0.77 ---136215.65 ms/batch
Step 00023650 L_out=0.030 Acc=0.87 ---162437.92 ms/batch
Step 00023700 L_out=0.049 Acc=0.78 ---190115.93 ms/batch
Step 00023750 L_out=0.206 Acc=0.78 ---217120.64 ms/batch
Step 00023800 L_out=0.137 Acc=0.78 ---244520.85 ms/batch
Step 00023850 L_out=0.201 Acc=0.79 ---271617.50 ms/batch
Step 00023900 L_out=0.020 Acc=0.71 ---299406.37 ms/batch
Step 00023950 L_out=0.060 Acc=0.90 ---326255.06 ms/batch
Step 00024000 L_out=0.063 Acc=0.89 ---352745.03 ms/batch
Round 3 | epoch=5, train costTime=359.16770339012146, | total_activation_sum=6179988
Round 3 | epoch=6, current m_iou=0.5961663826017563
Round 3 | Best m_IoU is: 0.596, OA is: 0.881 | val costTime=143.7307698726654
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.137 Acc=0.81 ---20756.81 ms/batch
Step 00024100 L_out=0.023 Acc=0.80 ---49015.40 ms/batch
Step 00024150 L_out=0.053 Acc=0.78 ---76349.55 ms/batch
Step 00024200 L_out=0.086 Acc=0.87 ---102026.00 ms/batch
Step 00024250 L_out=0.231 Acc=0.70 ---128426.02 ms/batch
Step 00024300 L_out=0.029 Acc=0.87 ---155172.75 ms/batch
Step 00024350 L_out=0.025 Acc=0.80 ---181823.35 ms/batch
Step 00024400 L_out=0.029 Acc=0.93 ---208005.96 ms/batch
Step 00024450 L_out=0.018 Acc=0.84 ---236414.01 ms/batch
Step 00024500 L_out=0.237 Acc=0.74 ---263526.12 ms/batch
Step 00024550 L_out=0.118 Acc=0.90 ---291207.72 ms/batch
Step 00024600 L_out=0.161 Acc=0.82 ---318448.51 ms/batch
Step 00024650 L_out=0.256 Acc=0.84 ---345674.54 ms/batch
Round 3 | epoch=6, train costTime=361.47620940208435, | total_activation_sum=6252267
Round 3 | epoch=7, current m_iou=0.6155432092343434
Round 3 | Best m_IoU is: 0.616, OA is: 0.890 | val costTime=143.02019548416138
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.240 Acc=0.86 ---11654.86 ms/batch
Step 00024750 L_out=0.236 Acc=0.83 ---39148.13 ms/batch
Step 00024800 L_out=0.228 Acc=0.87 ---66283.73 ms/batch
Step 00024850 L_out=0.028 Acc=0.83 ---93243.80 ms/batch
Step 00024900 L_out=0.173 Acc=0.86 ---118294.59 ms/batch
Step 00024950 L_out=0.023 Acc=0.88 ---145784.44 ms/batch
Step 00025000 L_out=0.036 Acc=0.82 ---173126.13 ms/batch
Step 00025050 L_out=0.086 Acc=0.85 ---200240.00 ms/batch
Step 00025100 L_out=0.096 Acc=0.77 ---227466.68 ms/batch
Step 00025150 L_out=0.070 Acc=0.89 ---254480.27 ms/batch
Step 00025200 L_out=0.166 Acc=0.91 ---281562.82 ms/batch
Step 00025250 L_out=0.022 Acc=0.82 ---308667.75 ms/batch
Step 00025300 L_out=0.021 Acc=0.91 ---335417.60 ms/batch
Round 3 | epoch=7, train costTime=359.8480803966522, | total_activation_sum=6303175
Round 3 | epoch=8, current m_iou=0.6151255118276817
Round 3 | Best m_IoU is: 0.616, OA is: 0.890 | val costTime=146.55085134506226
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.038 Acc=0.79 --- 2245.33 ms/batch
Step 00025400 L_out=0.073 Acc=0.79 ---29910.24 ms/batch
Step 00025450 L_out=0.025 Acc=0.86 ---57531.68 ms/batch
Step 00025500 L_out=0.049 Acc=0.88 ---85207.80 ms/batch
Step 00025550 L_out=0.069 Acc=0.88 ---109838.04 ms/batch
Step 00025600 L_out=0.139 Acc=0.71 ---136881.37 ms/batch
Step 00025650 L_out=0.128 Acc=0.81 ---164183.17 ms/batch
Step 00025700 L_out=0.027 Acc=0.88 ---191078.18 ms/batch
Step 00025750 L_out=0.142 Acc=0.83 ---218244.36 ms/batch
Step 00025800 L_out=0.084 Acc=0.93 ---245314.26 ms/batch
Step 00025850 L_out=0.069 Acc=0.83 ---272745.48 ms/batch
Step 00025900 L_out=0.056 Acc=0.91 ---299552.72 ms/batch
Step 00025950 L_out=0.031 Acc=0.85 ---326554.21 ms/batch
Step 00026000 L_out=0.031 Acc=0.92 ---353033.78 ms/batch
Round 3 | epoch=8, train costTime=359.92757749557495, | total_activation_sum=6224734
Round 3 | epoch=9, current m_iou=0.6385885207896529
Round 3 | Best m_IoU is: 0.639, OA is: 0.905 | val costTime=148.30503296852112
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.051 Acc=0.88 ---20348.52 ms/batch
Step 00026100 L_out=0.051 Acc=0.90 ---48179.34 ms/batch
Step 00026150 L_out=0.026 Acc=0.91 ---75641.89 ms/batch
Step 00026200 L_out=0.033 Acc=0.85 ---101773.17 ms/batch
Step 00026250 L_out=0.034 Acc=0.85 ---127893.20 ms/batch
Step 00026300 L_out=0.030 Acc=0.84 ---155351.87 ms/batch
Step 00026350 L_out=0.310 Acc=0.70 ---183566.34 ms/batch
Step 00026400 L_out=0.162 Acc=0.75 ---210944.45 ms/batch
Step 00026450 L_out=0.061 Acc=0.88 ---238062.28 ms/batch
Step 00026500 L_out=0.081 Acc=0.86 ---264765.97 ms/batch
Step 00026550 L_out=0.137 Acc=0.72 ---291948.41 ms/batch
Step 00026600 L_out=0.027 Acc=0.90 ---318650.06 ms/batch
Step 00026650 L_out=0.026 Acc=0.90 ---345060.22 ms/batch
Round 3 | epoch=9, train costTime=361.0391879081726, | total_activation_sum=6218783
Round 3 | epoch=10, current m_iou=0.6364835882781081
Round 3 | Best m_IoU is: 0.639, OA is: 0.905 | val costTime=141.78086352348328
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.217 Acc=0.87 ---10914.74 ms/batch
Step 00026750 L_out=0.019 Acc=0.85 ---38300.04 ms/batch
Step 00026800 L_out=0.067 Acc=0.92 ---66064.96 ms/batch
Step 00026850 L_out=0.029 Acc=0.83 ---93365.11 ms/batch
Step 00026900 L_out=0.009 Acc=0.83 ---118290.42 ms/batch
Step 00026950 L_out=0.059 Acc=0.82 ---145411.45 ms/batch
Step 00027000 L_out=0.011 Acc=0.90 ---172646.89 ms/batch
Step 00027050 L_out=0.039 Acc=0.90 ---199453.47 ms/batch
Step 00027100 L_out=0.034 Acc=0.89 ---226646.60 ms/batch
Step 00027150 L_out=0.122 Acc=0.83 ---253120.22 ms/batch
Step 00027200 L_out=0.078 Acc=0.83 ---279743.85 ms/batch
Step 00027250 L_out=0.337 Acc=0.73 ---306280.43 ms/batch
Step 00027300 L_out=0.049 Acc=0.88 ---333005.02 ms/batch
Round 3 | epoch=10, train costTime=358.06737518310547, | total_activation_sum=6289597
Round 3 | epoch=11, current m_iou=0.6434578475410146
Round 3 | Best m_IoU is: 0.643, OA is: 0.906 | val costTime=142.14743447303772
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.074 Acc=0.91 --- 1809.53 ms/batch
Step 00027400 L_out=0.121 Acc=0.78 ---29309.76 ms/batch
Step 00027450 L_out=0.075 Acc=0.82 ---56724.33 ms/batch
Step 00027500 L_out=0.333 Acc=0.73 ---84404.38 ms/batch
Step 00027550 L_out=0.043 Acc=0.89 ---109442.63 ms/batch
Step 00027600 L_out=0.047 Acc=0.85 ---136416.58 ms/batch
Step 00027650 L_out=0.025 Acc=0.92 ---163291.16 ms/batch
Step 00027700 L_out=0.044 Acc=0.84 ---189951.95 ms/batch
Step 00027750 L_out=0.236 Acc=0.87 ---216551.58 ms/batch
Step 00027800 L_out=0.009 Acc=0.97 ---243212.79 ms/batch
Step 00027850 L_out=0.044 Acc=0.85 ---269808.15 ms/batch
Step 00027900 L_out=0.050 Acc=0.91 ---296216.90 ms/batch
Step 00027950 L_out=0.048 Acc=0.89 ---322786.25 ms/batch
Step 00028000 L_out=0.023 Acc=0.82 ---349588.90 ms/batch
Round 3 | epoch=11, train costTime=357.2256746292114, | total_activation_sum=6208381
Round 3 | epoch=12, current m_iou=0.6384763760366475
Round 3 | Best m_IoU is: 0.643, OA is: 0.906 | val costTime=142.59385585784912
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.076 Acc=0.90 ---20003.80 ms/batch
Step 00028100 L_out=0.019 Acc=0.89 ---47433.78 ms/batch
Step 00028150 L_out=0.141 Acc=0.91 ---75301.01 ms/batch
Step 00028200 L_out=0.142 Acc=0.75 ---102650.68 ms/batch
Step 00028250 L_out=0.033 Acc=0.93 ---127312.89 ms/batch
Step 00028300 L_out=0.018 Acc=0.90 ---153616.68 ms/batch
Step 00028350 L_out=0.052 Acc=0.85 ---179680.74 ms/batch
Step 00028400 L_out=0.032 Acc=0.87 ---207124.92 ms/batch
Step 00028450 L_out=0.043 Acc=0.87 ---234516.89 ms/batch
Step 00028500 L_out=0.080 Acc=0.92 ---260497.92 ms/batch
Step 00028550 L_out=0.088 Acc=0.84 ---286633.46 ms/batch
Step 00028600 L_out=0.019 Acc=0.95 ---312638.88 ms/batch
Step 00028650 L_out=0.014 Acc=0.86 ---339177.00 ms/batch
Round 3 | epoch=12, train costTime=355.5677123069763, | total_activation_sum=6311888
Round 3 | epoch=13, current m_iou=0.6470828955810672
Round 3 | Best m_IoU is: 0.647, OA is: 0.908 | val costTime=139.52444314956665
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.014 Acc=0.94 ---10046.13 ms/batch
Step 00028750 L_out=0.067 Acc=0.87 ---36605.46 ms/batch
Step 00028800 L_out=0.050 Acc=0.78 ---63575.32 ms/batch
Step 00028850 L_out=0.037 Acc=0.83 ---90521.38 ms/batch
Step 00028900 L_out=0.030 Acc=0.83 ---114404.64 ms/batch
Step 00028950 L_out=0.103 Acc=0.85 ---140379.02 ms/batch
Step 00029000 L_out=0.017 Acc=0.93 ---166768.54 ms/batch
Step 00029050 L_out=0.112 Acc=0.86 ---192623.73 ms/batch
Step 00029100 L_out=0.027 Acc=0.94 ---219228.08 ms/batch
Step 00029150 L_out=0.055 Acc=0.80 ---245512.30 ms/batch
Step 00029200 L_out=0.024 Acc=0.92 ---271446.63 ms/batch
Step 00029250 L_out=0.021 Acc=0.89 ---297360.11 ms/batch
Step 00029300 L_out=0.048 Acc=0.95 ---324597.30 ms/batch
Round 3 | epoch=13, train costTime=349.4397521018982, | total_activation_sum=6259022
Round 3 | epoch=14, current m_iou=0.6360079114785634
Round 3 | Best m_IoU is: 0.647, OA is: 0.908 | val costTime=136.29459166526794
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.028 Acc=0.74 --- 1070.70 ms/batch
Step 00029400 L_out=0.067 Acc=0.91 ---27565.72 ms/batch
Step 00029450 L_out=0.090 Acc=0.89 ---54418.80 ms/batch
Step 00029500 L_out=0.032 Acc=0.84 ---81172.43 ms/batch
Step 00029550 L_out=0.055 Acc=0.79 ---106420.88 ms/batch
Step 00029600 L_out=0.038 Acc=0.89 ---131796.96 ms/batch
Step 00029650 L_out=0.046 Acc=0.92 ---157651.17 ms/batch
Step 00029700 L_out=0.031 Acc=0.86 ---183548.17 ms/batch
Step 00029750 L_out=0.050 Acc=0.87 ---212250.74 ms/batch
Step 00029800 L_out=0.019 Acc=0.93 ---238010.01 ms/batch
Step 00029850 L_out=0.050 Acc=0.89 ---263650.02 ms/batch
Step 00029900 L_out=0.032 Acc=0.84 ---289888.68 ms/batch
Step 00029950 L_out=0.027 Acc=0.90 ---315614.76 ms/batch
Step 00030000 L_out=0.027 Acc=0.87 ---341582.32 ms/batch
Round 3 | epoch=14, train costTime=349.51730847358704, | total_activation_sum=6254543
Round 3 | epoch=15, current m_iou=0.6310190361069654
Round 3 | Best m_IoU is: 0.647, OA is: 0.908 | val costTime=139.13070106506348
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.066 Acc=0.79 ---18856.18 ms/batch
Step 00030100 L_out=0.021 Acc=0.91 ---46073.75 ms/batch
Step 00030150 L_out=0.136 Acc=0.86 ---72465.83 ms/batch
Step 00030200 L_out=0.032 Acc=0.89 ---99274.52 ms/batch
Step 00030250 L_out=0.006 Acc=0.89 ---121392.23 ms/batch
Step 00030300 L_out=0.010 Acc=0.95 ---143721.45 ms/batch
Step 00030350 L_out=0.023 Acc=0.90 ---165820.22 ms/batch
Step 00030400 L_out=0.065 Acc=0.67 ---187888.07 ms/batch
Step 00030450 L_out=0.023 Acc=0.95 ---209716.21 ms/batch
Step 00030500 L_out=0.100 Acc=0.80 ---231467.35 ms/batch
Step 00030550 L_out=0.020 Acc=0.91 ---253278.71 ms/batch
Step 00030600 L_out=0.106 Acc=0.86 ---275953.64 ms/batch
Step 00030650 L_out=0.120 Acc=0.88 ---297660.14 ms/batch
Round 3 | epoch=15, train costTime=311.6759035587311, | total_activation_sum=6188795
Round 3 | epoch=16, current m_iou=0.635850417659103
Round 3 | Best m_IoU is: 0.647, OA is: 0.908 | val costTime=117.27433657646179
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.031 Acc=0.91 --- 7865.50 ms/batch
Step 00030750 L_out=0.030 Acc=0.89 ---29587.28 ms/batch
Step 00030800 L_out=0.064 Acc=0.91 ---51434.87 ms/batch
Step 00030850 L_out=0.062 Acc=0.88 ---73058.34 ms/batch
Step 00030900 L_out=0.011 Acc=0.97 ---94793.54 ms/batch
Step 00030950 L_out=0.026 Acc=0.90 ---116568.65 ms/batch
Step 00031000 L_out=0.043 Acc=0.89 ---138256.88 ms/batch
Step 00031050 L_out=0.029 Acc=0.88 ---159979.08 ms/batch
Step 00031100 L_out=0.073 Acc=0.89 ---181657.94 ms/batch
Step 00031150 L_out=0.075 Acc=0.91 ---203509.16 ms/batch
Step 00031200 L_out=0.023 Acc=0.87 ---225698.99 ms/batch
Step 00031250 L_out=0.176 Acc=0.83 ---247476.45 ms/batch
Step 00031300 L_out=0.046 Acc=0.78 ---269348.43 ms/batch
Round 3 | epoch=16, train costTime=290.75071263313293, | total_activation_sum=6264896
Round 3 | epoch=17, current m_iou=0.6441254209938369
Round 3 | Best m_IoU is: 0.647, OA is: 0.908 | val costTime=116.89724612236023
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.046 Acc=0.90 ---  453.93 ms/batch
Step 00031400 L_out=0.010 Acc=0.91 ---22233.36 ms/batch
Step 00031450 L_out=0.020 Acc=0.90 ---45633.00 ms/batch
Step 00031500 L_out=0.011 Acc=0.89 ---71989.95 ms/batch
Step 00031550 L_out=0.118 Acc=0.85 ---99115.87 ms/batch
Step 00031600 L_out=0.067 Acc=0.78 ---125168.20 ms/batch
Step 00031650 L_out=0.064 Acc=0.91 ---150741.30 ms/batch
Step 00031700 L_out=0.020 Acc=0.88 ---176481.43 ms/batch
Step 00031750 L_out=0.091 Acc=0.81 ---202579.12 ms/batch
Step 00031800 L_out=0.043 Acc=0.82 ---228307.56 ms/batch
Step 00031850 L_out=0.049 Acc=0.79 ---254445.15 ms/batch
Step 00031900 L_out=0.137 Acc=0.90 ---279947.61 ms/batch
Step 00031950 L_out=0.021 Acc=0.87 ---306168.27 ms/batch
Step 00032000 L_out=0.081 Acc=0.83 ---332182.00 ms/batch
Round 3 | epoch=17, train costTime=341.25540471076965, | total_activation_sum=6192830
Round 3 | epoch=18, current m_iou=0.6379708813007134
Round 3 | Best m_IoU is: 0.647, OA is: 0.908 | val costTime=151.71950817108154
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.025 Acc=0.88 ---17877.84 ms/batch
Step 00032100 L_out=0.067 Acc=0.88 ---42256.82 ms/batch
Step 00032150 L_out=0.040 Acc=0.82 ---70083.77 ms/batch
Step 00032200 L_out=0.032 Acc=0.91 ---96606.96 ms/batch
Step 00032250 L_out=0.014 Acc=0.93 ---123115.81 ms/batch
Step 00032300 L_out=0.092 Acc=0.92 ---149995.63 ms/batch
Step 00032350 L_out=0.051 Acc=0.87 ---176501.94 ms/batch
Step 00032400 L_out=0.030 Acc=0.95 ---202371.44 ms/batch
Step 00032450 L_out=0.028 Acc=0.91 ---228728.62 ms/batch
Step 00032500 L_out=0.059 Acc=0.89 ---254821.10 ms/batch
Step 00032550 L_out=0.013 Acc=0.83 ---280505.83 ms/batch
Step 00032600 L_out=0.055 Acc=0.88 ---306281.16 ms/batch
Step 00032650 L_out=0.035 Acc=0.90 ---331899.84 ms/batch
Round 3 | epoch=18, train costTime=349.0479226112366, | total_activation_sum=6286033
Round 3 | epoch=19, current m_iou=0.649748486812534
Round 3 | Best m_IoU is: 0.650, OA is: 0.907 | val costTime=132.47253465652466
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.014 Acc=0.85 --- 9015.47 ms/batch
Step 00032750 L_out=0.052 Acc=0.90 ---35148.09 ms/batch
Step 00032800 L_out=0.041 Acc=0.87 ---59420.29 ms/batch
Step 00032850 L_out=0.221 Acc=0.72 ---86746.15 ms/batch
Step 00032900 L_out=0.012 Acc=0.91 ---115346.98 ms/batch
Step 00032950 L_out=0.061 Acc=0.89 ---141609.09 ms/batch
Step 00033000 L_out=0.030 Acc=0.88 ---169326.19 ms/batch
Step 00033050 L_out=0.035 Acc=0.91 ---195015.24 ms/batch
Step 00033100 L_out=0.086 Acc=0.91 ---221022.19 ms/batch
Step 00033150 L_out=0.091 Acc=0.87 ---249391.92 ms/batch
Step 00033200 L_out=0.022 Acc=0.89 ---277831.91 ms/batch
Step 00033250 L_out=0.046 Acc=0.93 ---307133.09 ms/batch
Step 00033300 L_out=0.018 Acc=0.93 ---334623.98 ms/batch
Step 00033350 L_out=0.032 Acc=0.89 ---361680.15 ms/batch
Round 3 | epoch=19, train costTime=361.6802749633789, | total_activation_sum=6213697
Round 3 | epoch=20, current m_iou=0.6428975163276709
Round 3 | Best m_IoU is: 0.650, OA is: 0.907 | val costTime=148.1852240562439
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.050 Acc=0.94 ---27176.38 ms/batch
Step 00033450 L_out=0.135 Acc=0.84 ---50894.60 ms/batch
Step 00033500 L_out=0.071 Acc=0.91 ---77429.91 ms/batch
Step 00033550 L_out=0.026 Acc=0.91 ---106858.74 ms/batch
Step 00033600 L_out=0.064 Acc=0.87 ---133791.60 ms/batch
Step 00033650 L_out=0.034 Acc=0.92 ---160243.12 ms/batch
Step 00033700 L_out=0.076 Acc=0.92 ---185886.69 ms/batch
Step 00033750 L_out=0.045 Acc=0.90 ---212505.35 ms/batch
Step 00033800 L_out=0.016 Acc=0.89 ---238896.78 ms/batch
Step 00033850 L_out=0.063 Acc=0.88 ---265800.19 ms/batch
Step 00033900 L_out=0.422 Acc=0.86 ---293522.76 ms/batch
Step 00033950 L_out=0.021 Acc=0.94 ---319919.64 ms/batch
Step 00034000 L_out=0.032 Acc=0.89 ---347292.06 ms/batch
Round 3 | epoch=20, train costTime=356.1213049888611, | total_activation_sum=6278423
Round 3 | epoch=21, current m_iou=0.6470094775306426
Round 3 | Best m_IoU is: 0.650, OA is: 0.907 | val costTime=150.92354655265808
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.013 Acc=0.91 ---17739.36 ms/batch
Step 00034100 L_out=0.027 Acc=0.84 ---43177.60 ms/batch
Step 00034150 L_out=0.013 Acc=0.88 ---70013.93 ms/batch
Step 00034200 L_out=0.111 Acc=0.82 ---96980.88 ms/batch
Step 00034250 L_out=0.017 Acc=0.94 ---123193.26 ms/batch
Step 00034300 L_out=0.056 Acc=0.88 ---150569.60 ms/batch
Step 00034350 L_out=0.008 Acc=0.90 ---176751.75 ms/batch
Step 00034400 L_out=0.010 Acc=0.96 ---202943.35 ms/batch
Step 00034450 L_out=0.027 Acc=0.82 ---229179.44 ms/batch
Step 00034500 L_out=0.147 Acc=0.69 ---255340.86 ms/batch
Step 00034550 L_out=0.052 Acc=0.85 ---282480.83 ms/batch
Step 00034600 L_out=0.026 Acc=0.94 ---309063.78 ms/batch
Step 00034650 L_out=0.012 Acc=0.84 ---335718.87 ms/batch
Round 3 | epoch=21, train costTime=353.54139971733093, | total_activation_sum=6207836
Round 3 | epoch=22, current m_iou=0.6514580413440156
Round 3 | Best m_IoU is: 0.651, OA is: 0.909 | val costTime=151.37904810905457
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.019 Acc=0.89 --- 8353.68 ms/batch
Step 00034750 L_out=0.020 Acc=0.82 ---34956.87 ms/batch
Step 00034800 L_out=0.015 Acc=0.91 ---58633.58 ms/batch
Step 00034850 L_out=0.047 Acc=0.90 ---84518.32 ms/batch
Step 00034900 L_out=0.057 Acc=0.92 ---110732.07 ms/batch
Step 00034950 L_out=0.052 Acc=0.85 ---136959.08 ms/batch
Step 00035000 L_out=0.022 Acc=0.87 ---163140.40 ms/batch
Step 00035050 L_out=0.049 Acc=0.82 ---189005.65 ms/batch
Step 00035100 L_out=0.012 Acc=0.92 ---215328.52 ms/batch
Step 00035150 L_out=0.071 Acc=0.86 ---241349.92 ms/batch
Step 00035200 L_out=0.032 Acc=0.86 ---267559.12 ms/batch
Step 00035250 L_out=0.008 Acc=0.90 ---293209.59 ms/batch
Step 00035300 L_out=0.032 Acc=0.79 ---319248.46 ms/batch
Step 00035350 L_out=0.025 Acc=0.89 ---345598.40 ms/batch
Round 3 | epoch=22, train costTime=346.1241261959076, | total_activation_sum=6204714
Round 3 | epoch=23, current m_iou=0.6573852052713351
Round 3 | Best m_IoU is: 0.657, OA is: 0.909 | val costTime=151.97588849067688
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.121 Acc=0.72 ---26151.00 ms/batch
Step 00035450 L_out=0.010 Acc=0.93 ---50872.39 ms/batch
Step 00035500 L_out=0.144 Acc=0.90 ---77520.25 ms/batch
Step 00035550 L_out=0.016 Acc=0.88 ---103414.07 ms/batch
Step 00035600 L_out=0.010 Acc=0.90 ---129616.22 ms/batch
Step 00035650 L_out=0.038 Acc=0.82 ---156502.47 ms/batch
Step 00035700 L_out=0.034 Acc=0.88 ---183282.37 ms/batch
Step 00035750 L_out=0.026 Acc=0.90 ---209696.14 ms/batch
Step 00035800 L_out=0.041 Acc=0.87 ---235974.10 ms/batch
Step 00035850 L_out=0.007 Acc=0.86 ---261946.94 ms/batch
Step 00035900 L_out=0.013 Acc=0.95 ---287785.97 ms/batch
Step 00035950 L_out=0.133 Acc=0.83 ---313557.53 ms/batch
Step 00036000 L_out=0.019 Acc=0.89 ---340187.34 ms/batch
Round 3 | epoch=23, train costTime=349.6477200984955, | total_activation_sum=6283168
Round 3 | epoch=24, current m_iou=0.656643841629961
Round 3 | Best m_IoU is: 0.657, OA is: 0.909 | val costTime=150.7536599636078
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.036 Acc=0.93 ---17433.84 ms/batch
Step 00036100 L_out=0.031 Acc=0.87 ---43209.54 ms/batch
Step 00036150 L_out=0.004 Acc=0.90 ---67414.39 ms/batch
Step 00036200 L_out=0.026 Acc=0.90 ---93751.52 ms/batch
Step 00036250 L_out=0.096 Acc=0.92 ---119501.28 ms/batch
Step 00036300 L_out=0.020 Acc=0.91 ---145982.46 ms/batch
Step 00036350 L_out=0.036 Acc=0.87 ---171988.84 ms/batch
Step 00036400 L_out=0.020 Acc=0.95 ---198146.32 ms/batch
Step 00036450 L_out=0.005 Acc=0.93 ---224042.25 ms/batch
Step 00036500 L_out=0.008 Acc=0.90 ---252197.93 ms/batch
Step 00036550 L_out=0.024 Acc=0.83 ---278335.38 ms/batch
Step 00036600 L_out=0.029 Acc=0.85 ---304272.10 ms/batch
Step 00036650 L_out=0.017 Acc=0.86 ---330370.02 ms/batch
Round 3 | epoch=24, train costTime=348.87748670578003, | total_activation_sum=6290054
Round 3 | epoch=25, current m_iou=0.6505402080350653
Round 3 | Best m_IoU is: 0.657, OA is: 0.909 | val costTime=149.7034571170807
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.028 Acc=0.92 --- 8044.85 ms/batch
Step 00036750 L_out=0.135 Acc=0.86 ---34755.98 ms/batch
Step 00036800 L_out=0.064 Acc=0.87 ---58595.94 ms/batch
Step 00036850 L_out=0.017 Acc=0.86 ---84230.35 ms/batch
Step 00036900 L_out=0.020 Acc=0.89 ---111048.96 ms/batch
Step 00036950 L_out=0.096 Acc=0.90 ---140730.49 ms/batch
Step 00037000 L_out=0.029 Acc=0.91 ---168710.05 ms/batch
Step 00037050 L_out=0.011 Acc=0.86 ---194703.52 ms/batch
Step 00037100 L_out=0.022 Acc=0.89 ---220578.01 ms/batch
Step 00037150 L_out=0.006 Acc=0.92 ---246488.08 ms/batch
Step 00037200 L_out=0.014 Acc=0.92 ---272326.00 ms/batch
Step 00037250 L_out=0.036 Acc=0.91 ---298434.58 ms/batch
Step 00037300 L_out=0.029 Acc=0.91 ---324726.77 ms/batch
Step 00037350 L_out=0.041 Acc=0.91 ---350735.72 ms/batch
Round 3 | epoch=25, train costTime=351.7489564418793, | total_activation_sum=6206241
Round 3 | epoch=26, current m_iou=0.6537292680030973
Round 3 | Best m_IoU is: 0.657, OA is: 0.909 | val costTime=151.20863342285156
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.148 Acc=0.77 ---25650.77 ms/batch
Step 00037450 L_out=0.068 Acc=0.83 ---50918.09 ms/batch
Step 00037500 L_out=0.038 Acc=0.93 ---78458.62 ms/batch
Step 00037550 L_out=0.038 Acc=0.89 ---104433.40 ms/batch
Step 00037600 L_out=0.036 Acc=0.85 ---130425.54 ms/batch
Step 00037650 L_out=0.259 Acc=0.87 ---156384.23 ms/batch
Step 00037700 L_out=0.033 Acc=0.76 ---182319.36 ms/batch
Step 00037750 L_out=0.007 Acc=0.92 ---211358.97 ms/batch
Step 00037800 L_out=0.035 Acc=0.89 ---237153.67 ms/batch
Step 00037850 L_out=0.094 Acc=0.91 ---263508.97 ms/batch
Step 00037900 L_out=0.023 Acc=0.93 ---290221.10 ms/batch
Step 00037950 L_out=0.031 Acc=0.92 ---317913.42 ms/batch
Step 00038000 L_out=0.025 Acc=0.88 ---345419.41 ms/batch
Round 3 | epoch=26, train costTime=355.57648825645447, | total_activation_sum=6258242
Round 3 | epoch=27, current m_iou=0.6544930963154734
Round 3 | Best m_IoU is: 0.657, OA is: 0.909 | val costTime=149.54518604278564
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.032 Acc=0.88 ---16522.59 ms/batch
Step 00038100 L_out=0.064 Acc=0.92 ---42611.27 ms/batch
Step 00038150 L_out=0.009 Acc=0.93 ---66293.01 ms/batch
Step 00038200 L_out=0.011 Acc=0.91 ---92429.35 ms/batch
Step 00038250 L_out=0.028 Acc=0.87 ---119884.65 ms/batch
Step 00038300 L_out=0.029 Acc=0.89 ---146201.87 ms/batch
Step 00038350 L_out=0.031 Acc=0.93 ---172242.73 ms/batch
Step 00038400 L_out=0.103 Acc=0.85 ---198220.81 ms/batch
Step 00038450 L_out=0.019 Acc=0.87 ---224218.69 ms/batch
Step 00038500 L_out=0.046 Acc=0.87 ---250220.83 ms/batch
Step 00038550 L_out=0.050 Acc=0.89 ---276277.43 ms/batch
Step 00038600 L_out=0.039 Acc=0.85 ---304216.07 ms/batch
Step 00038650 L_out=0.092 Acc=0.85 ---331988.50 ms/batch
Round 3 | epoch=27, train costTime=350.71322560310364, | total_activation_sum=6239840
Round 3 | epoch=28, current m_iou=0.6640939834388808
Round 3 | Best m_IoU is: 0.664, OA is: 0.913 | val costTime=149.0074439048767
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.024 Acc=0.79 --- 7468.14 ms/batch
Step 00038750 L_out=0.073 Acc=0.94 ---34584.43 ms/batch
Step 00038800 L_out=0.105 Acc=0.86 ---59048.09 ms/batch
Step 00038850 L_out=0.034 Acc=0.89 ---84607.46 ms/batch
Step 00038900 L_out=0.016 Acc=0.92 ---111158.65 ms/batch
Step 00038950 L_out=0.038 Acc=0.92 ---138313.24 ms/batch
Step 00039000 L_out=0.041 Acc=0.93 ---165920.19 ms/batch
Step 00039050 L_out=0.026 Acc=0.92 ---193905.99 ms/batch
Step 00039100 L_out=0.022 Acc=0.86 ---220010.07 ms/batch
Step 00039150 L_out=0.011 Acc=0.90 ---247481.92 ms/batch
Step 00039200 L_out=0.010 Acc=0.92 ---274274.29 ms/batch
Step 00039250 L_out=0.036 Acc=0.90 ---300399.83 ms/batch
Step 00039300 L_out=0.010 Acc=0.91 ---326419.78 ms/batch
Step 00039350 L_out=0.049 Acc=0.93 ---352369.01 ms/batch
Round 3 | epoch=28, train costTime=353.9632556438446, | total_activation_sum=6243296
Round 3 | epoch=29, current m_iou=0.6578296705425191
Round 3 | Best m_IoU is: 0.664, OA is: 0.913 | val costTime=148.14065861701965
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.128 Acc=0.74 ---25352.97 ms/batch
Step 00039450 L_out=0.036 Acc=0.87 ---51681.22 ms/batch
Step 00039500 L_out=0.021 Acc=0.93 ---76361.88 ms/batch
Step 00039550 L_out=0.038 Acc=0.87 ---103015.80 ms/batch
Step 00039600 L_out=0.050 Acc=0.90 ---129251.12 ms/batch
Step 00039650 L_out=0.066 Acc=0.87 ---156125.99 ms/batch
Step 00039700 L_out=0.059 Acc=0.82 ---182013.41 ms/batch
Step 00039750 L_out=0.014 Acc=0.92 ---208527.80 ms/batch
Step 00039800 L_out=0.021 Acc=0.94 ---234799.14 ms/batch
Step 00039850 L_out=0.007 Acc=0.94 ---262027.06 ms/batch
Step 00039900 L_out=0.042 Acc=0.89 ---288189.47 ms/batch
Step 00039950 L_out=0.009 Acc=0.89 ---314992.66 ms/batch
Step 00040000 L_out=0.031 Acc=0.79 ---342380.73 ms/batch
Round 3 | epoch=29, train costTime=353.64383602142334, | total_activation_sum=6234356
Round 3 | epoch=30, current m_iou=0.6585796658632104
Round 3 | Best m_IoU is: 0.664, OA is: 0.913 | val costTime=134.0351333618164
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=0.158 Acc=0.76 ---16079.52 ms/batch
Step 00040100 L_out=0.254 Acc=0.41 ---42839.53 ms/batch
Step 00040150 L_out=0.239 Acc=0.55 ---69576.90 ms/batch
Step 00040200 L_out=0.180 Acc=0.63 ---96373.45 ms/batch
Step 00040250 L_out=0.058 Acc=0.76 ---120520.74 ms/batch
Step 00040300 L_out=0.861 Acc=0.66 ---147545.80 ms/batch
Step 00040350 L_out=0.141 Acc=0.82 ---174661.07 ms/batch
Step 00040400 L_out=0.098 Acc=0.85 ---201280.65 ms/batch
Step 00040450 L_out=0.120 Acc=0.89 ---230074.02 ms/batch
Step 00040500 L_out=0.198 Acc=0.86 ---256342.72 ms/batch
Step 00040550 L_out=0.893 Acc=0.65 ---283603.95 ms/batch
Step 00040600 L_out=0.258 Acc=0.64 ---310087.01 ms/batch
Step 00040650 L_out=0.059 Acc=0.88 ---337028.91 ms/batch
Round 4 | epoch=0, train costTime=356.62447357177734, | total_activation_sum=8301943
Round 4 | epoch=1, current m_iou=0.4742153784153647
Round 4 | Best m_IoU is: 0.474, OA is: 0.790 | val costTime=137.58550095558167
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.073 Acc=0.87 --- 6867.05 ms/batch
Step 00040750 L_out=0.037 Acc=0.84 ---33603.16 ms/batch
Step 00040800 L_out=0.187 Acc=0.85 ---60303.82 ms/batch
Step 00040850 L_out=0.190 Acc=0.87 ---87449.77 ms/batch
Step 00040900 L_out=0.332 Acc=0.83 ---112653.53 ms/batch
Step 00040950 L_out=0.061 Acc=0.81 ---140917.38 ms/batch
Step 00041000 L_out=0.083 Acc=0.96 ---167370.74 ms/batch
Step 00041050 L_out=0.198 Acc=0.85 ---193572.94 ms/batch
Step 00041100 L_out=0.169 Acc=0.87 ---219929.56 ms/batch
Step 00041150 L_out=0.076 Acc=0.90 ---246059.58 ms/batch
Step 00041200 L_out=0.076 Acc=0.82 ---272422.27 ms/batch
Step 00041250 L_out=0.087 Acc=0.86 ---298327.89 ms/batch
Step 00041300 L_out=0.064 Acc=0.91 ---324512.75 ms/batch
Step 00041350 L_out=0.186 Acc=0.88 ---350941.64 ms/batch
Round 4 | epoch=1, train costTime=353.0860848426819, | total_activation_sum=8251023
Round 4 | epoch=2, current m_iou=0.639162800001061
Round 4 | Best m_IoU is: 0.639, OA is: 0.893 | val costTime=138.35001277923584
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.137 Acc=0.74 ---24181.20 ms/batch
Step 00041450 L_out=0.051 Acc=0.89 ---51295.45 ms/batch
Step 00041500 L_out=0.186 Acc=0.85 ---77992.75 ms/batch
Step 00041550 L_out=0.289 Acc=0.79 ---104956.59 ms/batch
Step 00041600 L_out=0.252 Acc=0.84 ---129765.53 ms/batch
Step 00041650 L_out=0.056 Acc=0.93 ---156155.32 ms/batch
Step 00041700 L_out=0.034 Acc=0.80 ---182433.28 ms/batch
Step 00041750 L_out=0.097 Acc=0.79 ---210254.87 ms/batch
Step 00041800 L_out=0.151 Acc=0.89 ---238183.27 ms/batch
Step 00041850 L_out=0.145 Acc=0.83 ---267313.71 ms/batch
Step 00041900 L_out=0.073 Acc=0.88 ---293669.20 ms/batch
Step 00041950 L_out=0.073 Acc=0.85 ---321865.83 ms/batch
Step 00042000 L_out=0.220 Acc=0.90 ---348187.51 ms/batch
Round 4 | epoch=2, train costTime=359.43375992774963, | total_activation_sum=8305808
Round 4 | epoch=3, current m_iou=0.643686842350806
Round 4 | Best m_IoU is: 0.644, OA is: 0.902 | val costTime=137.45505285263062
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.076 Acc=0.85 ---15302.36 ms/batch
Step 00042100 L_out=0.241 Acc=0.89 ---41505.02 ms/batch
Step 00042150 L_out=0.043 Acc=0.69 ---68448.51 ms/batch
Step 00042200 L_out=0.155 Acc=0.82 ---95125.10 ms/batch
Step 00042250 L_out=0.073 Acc=0.91 ---119550.82 ms/batch
Step 00042300 L_out=0.142 Acc=0.87 ---146891.83 ms/batch
Step 00042350 L_out=0.177 Acc=0.83 ---174326.68 ms/batch
Step 00042400 L_out=0.066 Acc=0.90 ---201682.46 ms/batch
Step 00042450 L_out=0.035 Acc=0.94 ---227568.24 ms/batch
Step 00042500 L_out=0.087 Acc=0.87 ---253493.55 ms/batch
Step 00042550 L_out=0.099 Acc=0.85 ---279591.39 ms/batch
Step 00042600 L_out=0.087 Acc=0.58 ---305567.07 ms/batch
Step 00042650 L_out=0.215 Acc=0.79 ---331795.69 ms/batch
Round 4 | epoch=3, train costTime=351.32257628440857, | total_activation_sum=8254798
Round 4 | epoch=4, current m_iou=0.6146252281961142
Round 4 | Best m_IoU is: 0.644, OA is: 0.902 | val costTime=137.33505773544312
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.026 Acc=0.83 --- 6679.03 ms/batch
Step 00042750 L_out=0.048 Acc=0.88 ---33550.40 ms/batch
Step 00042800 L_out=0.390 Acc=0.88 ---60297.54 ms/batch
Step 00042850 L_out=0.173 Acc=0.85 ---86974.75 ms/batch
Step 00042900 L_out=0.200 Acc=0.86 ---112830.91 ms/batch
Step 00042950 L_out=0.074 Acc=0.92 ---137409.24 ms/batch
Step 00043000 L_out=0.076 Acc=0.91 ---163359.55 ms/batch
Step 00043050 L_out=0.053 Acc=0.88 ---189393.48 ms/batch
Step 00043100 L_out=0.148 Acc=0.87 ---216292.61 ms/batch
Step 00043150 L_out=0.051 Acc=0.88 ---242562.97 ms/batch
Step 00043200 L_out=0.037 Acc=0.89 ---268823.14 ms/batch
Step 00043250 L_out=0.014 Acc=0.92 ---296478.01 ms/batch
Step 00043300 L_out=0.049 Acc=0.95 ---322428.06 ms/batch
Step 00043350 L_out=0.058 Acc=0.95 ---348583.02 ms/batch
Round 4 | epoch=4, train costTime=351.13092255592346, | total_activation_sum=8229826
Round 4 | epoch=5, current m_iou=0.6284034308940454
Round 4 | Best m_IoU is: 0.644, OA is: 0.902 | val costTime=136.92908358573914
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.035 Acc=0.92 ---24794.85 ms/batch
Step 00043450 L_out=0.070 Acc=0.82 ---52035.44 ms/batch
Step 00043500 L_out=0.057 Acc=0.90 ---78600.45 ms/batch
Step 00043550 L_out=0.224 Acc=0.84 ---105150.83 ms/batch
Step 00043600 L_out=0.066 Acc=0.89 ---129074.28 ms/batch
Step 00043650 L_out=0.048 Acc=0.91 ---155236.46 ms/batch
Step 00043700 L_out=0.019 Acc=0.86 ---181456.94 ms/batch
Step 00043750 L_out=0.080 Acc=0.91 ---207147.24 ms/batch
Step 00043800 L_out=0.019 Acc=0.86 ---233682.17 ms/batch
Step 00043850 L_out=0.094 Acc=0.87 ---260457.17 ms/batch
Step 00043900 L_out=0.048 Acc=0.89 ---286652.44 ms/batch
Step 00043950 L_out=0.023 Acc=0.93 ---312917.07 ms/batch
Step 00044000 L_out=0.010 Acc=0.97 ---338799.55 ms/batch
Round 4 | epoch=5, train costTime=350.1407392024994, | total_activation_sum=8293599
Round 4 | epoch=6, current m_iou=0.662182081382664
Round 4 | Best m_IoU is: 0.662, OA is: 0.913 | val costTime=141.50994491577148
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.051 Acc=0.87 ---14959.33 ms/batch
Step 00044100 L_out=0.003 Acc=0.94 ---41732.14 ms/batch
Step 00044150 L_out=0.226 Acc=0.74 ---68516.49 ms/batch
Step 00044200 L_out=0.080 Acc=0.92 ---95087.18 ms/batch
Step 00044250 L_out=0.071 Acc=0.84 ---120201.42 ms/batch
Step 00044300 L_out=0.090 Acc=0.89 ---144865.97 ms/batch
Step 00044350 L_out=0.120 Acc=0.86 ---170523.91 ms/batch
Step 00044400 L_out=0.206 Acc=0.85 ---196220.87 ms/batch
Step 00044450 L_out=0.202 Acc=0.75 ---222551.04 ms/batch
Step 00044500 L_out=0.026 Acc=0.87 ---248700.32 ms/batch
Step 00044550 L_out=0.051 Acc=0.89 ---275036.31 ms/batch
Step 00044600 L_out=0.048 Acc=0.89 ---301839.08 ms/batch
Step 00044650 L_out=0.133 Acc=0.82 ---327453.78 ms/batch
Round 4 | epoch=6, train costTime=347.5813248157501, | total_activation_sum=8236269
Round 4 | epoch=7, current m_iou=0.6703002860511316
Round 4 | Best m_IoU is: 0.670, OA is: 0.913 | val costTime=137.22064852714539
Round 4 | ****EPOCH 7****
Step 00044700 L_out=0.029 Acc=0.77 --- 5974.35 ms/batch
Step 00044750 L_out=0.045 Acc=0.85 ---32586.03 ms/batch
Step 00044800 L_out=0.073 Acc=0.92 ---59878.43 ms/batch
Step 00044850 L_out=0.147 Acc=0.77 ---86472.60 ms/batch
Step 00044900 L_out=0.072 Acc=0.84 ---113532.95 ms/batch
Step 00044950 L_out=0.372 Acc=0.87 ---138278.40 ms/batch
Step 00045000 L_out=0.219 Acc=0.82 ---164224.43 ms/batch
Step 00045050 L_out=0.174 Acc=0.84 ---191869.74 ms/batch
Step 00045100 L_out=0.110 Acc=0.88 ---217863.52 ms/batch
Step 00045150 L_out=0.087 Acc=0.88 ---243727.86 ms/batch
Step 00045200 L_out=0.036 Acc=0.91 ---269679.73 ms/batch
Step 00045250 L_out=0.057 Acc=0.91 ---295975.33 ms/batch
Step 00045300 L_out=0.188 Acc=0.84 ---321685.17 ms/batch
Step 00045350 L_out=0.070 Acc=0.89 ---347324.91 ms/batch
Round 4 | epoch=7, train costTime=350.44686794281006, | total_activation_sum=8342113
Round 4 | epoch=8, current m_iou=0.6591392986247191
Round 4 | Best m_IoU is: 0.670, OA is: 0.913 | val costTime=137.2128710746765
Round 4 | ****EPOCH 8****
Step 00045400 L_out=0.138 Acc=0.80 ---23474.07 ms/batch
Step 00045450 L_out=0.022 Acc=0.93 ---50056.37 ms/batch
Step 00045500 L_out=0.040 Acc=0.94 ---76449.19 ms/batch
Step 00045550 L_out=0.020 Acc=0.90 ---103092.46 ms/batch
Step 00045600 L_out=0.070 Acc=0.83 ---127258.25 ms/batch
Step 00045650 L_out=0.048 Acc=0.91 ---153008.61 ms/batch
Step 00045700 L_out=0.180 Acc=0.82 ---179450.35 ms/batch
Step 00045750 L_out=0.051 Acc=0.93 ---205923.20 ms/batch
Step 00045800 L_out=0.034 Acc=0.84 ---232692.71 ms/batch
Step 00045850 L_out=0.074 Acc=0.93 ---262641.55 ms/batch
Step 00045900 L_out=0.076 Acc=0.87 ---289057.51 ms/batch
Step 00045950 L_out=0.055 Acc=0.90 ---315450.19 ms/batch
Step 00046000 L_out=0.062 Acc=0.93 ---342172.75 ms/batch
Round 4 | epoch=8, train costTime=354.8079843521118, | total_activation_sum=8263231
Round 4 | epoch=9, current m_iou=0.6627401341273272
Round 4 | Best m_IoU is: 0.670, OA is: 0.913 | val costTime=137.75298690795898
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.174 Acc=0.92 ---14385.52 ms/batch
Step 00046100 L_out=0.017 Acc=0.86 ---41355.98 ms/batch
Step 00046150 L_out=0.030 Acc=0.88 ---67781.03 ms/batch
Step 00046200 L_out=0.226 Acc=0.74 ---94203.27 ms/batch
Step 00046250 L_out=0.043 Acc=0.91 ---120626.97 ms/batch
Step 00046300 L_out=0.068 Acc=0.88 ---144461.95 ms/batch
Step 00046350 L_out=0.061 Acc=0.88 ---171085.44 ms/batch
Step 00046400 L_out=0.014 Acc=0.92 ---197078.35 ms/batch
Step 00046450 L_out=0.037 Acc=0.93 ---223385.89 ms/batch
Step 00046500 L_out=0.078 Acc=0.87 ---249631.70 ms/batch
Step 00046550 L_out=0.065 Acc=0.89 ---275712.60 ms/batch
Step 00046600 L_out=0.060 Acc=0.88 ---301694.85 ms/batch
Step 00046650 L_out=0.041 Acc=0.96 ---327738.17 ms/batch
Round 4 | epoch=9, train costTime=350.6578574180603, | total_activation_sum=8266690
Round 4 | epoch=10, current m_iou=0.6411073283312932
Round 4 | Best m_IoU is: 0.670, OA is: 0.913 | val costTime=137.29971289634705
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.079 Acc=0.84 --- 5399.69 ms/batch
Step 00046750 L_out=0.048 Acc=0.89 ---31867.38 ms/batch
Step 00046800 L_out=0.022 Acc=0.96 ---58888.82 ms/batch
Step 00046850 L_out=0.041 Acc=0.92 ---85490.12 ms/batch
Step 00046900 L_out=0.160 Acc=0.75 ---111837.58 ms/batch
Step 00046950 L_out=0.064 Acc=0.92 ---135975.39 ms/batch
Step 00047000 L_out=0.054 Acc=0.91 ---161839.94 ms/batch
Step 00047050 L_out=0.094 Acc=0.88 ---187776.56 ms/batch
Step 00047100 L_out=0.033 Acc=0.91 ---214342.76 ms/batch
Step 00047150 L_out=0.044 Acc=0.88 ---240343.47 ms/batch
Step 00047200 L_out=0.127 Acc=0.69 ---266473.70 ms/batch
Step 00047250 L_out=0.064 Acc=0.93 ---292472.09 ms/batch
Step 00047300 L_out=0.065 Acc=0.84 ---318269.33 ms/batch
Step 00047350 L_out=0.061 Acc=0.94 ---344647.75 ms/batch
Round 4 | epoch=10, train costTime=348.37082862854004, | total_activation_sum=8255193
Round 4 | epoch=11, current m_iou=0.6339585029511271
Round 4 | Best m_IoU is: 0.670, OA is: 0.913 | val costTime=137.11020350456238
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.083 Acc=0.88 ---22952.58 ms/batch
Step 00047450 L_out=0.129 Acc=0.91 ---49642.27 ms/batch
Step 00047500 L_out=0.037 Acc=0.83 ---76397.51 ms/batch
Step 00047550 L_out=0.045 Acc=0.88 ---103372.06 ms/batch
Step 00047600 L_out=0.016 Acc=0.94 ---129012.39 ms/batch
Step 00047650 L_out=0.044 Acc=0.89 ---154277.24 ms/batch
Step 00047700 L_out=0.196 Acc=0.60 ---179995.72 ms/batch
Step 00047750 L_out=0.039 Acc=0.94 ---205908.81 ms/batch
Step 00047800 L_out=0.151 Acc=0.90 ---232311.94 ms/batch
Step 00047850 L_out=0.047 Acc=0.93 ---259888.24 ms/batch
Step 00047900 L_out=0.037 Acc=0.90 ---287149.54 ms/batch
Step 00047950 L_out=0.078 Acc=0.88 ---313696.87 ms/batch
Step 00048000 L_out=0.045 Acc=0.88 ---339793.23 ms/batch
Round 4 | epoch=11, train costTime=352.8168456554413, | total_activation_sum=8255480
Round 4 | epoch=12, current m_iou=0.6565067988057302
Round 4 | Best m_IoU is: 0.670, OA is: 0.913 | val costTime=137.3275032043457
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.041 Acc=0.86 ---13706.00 ms/batch
Step 00048100 L_out=0.098 Acc=0.91 ---40621.74 ms/batch
Step 00048150 L_out=0.075 Acc=0.91 ---67292.93 ms/batch
Step 00048200 L_out=0.031 Acc=0.94 ---93240.68 ms/batch
Step 00048250 L_out=0.041 Acc=0.90 ---120089.13 ms/batch
Step 00048300 L_out=0.078 Acc=0.92 ---143990.50 ms/batch
Step 00048350 L_out=0.044 Acc=0.83 ---170964.99 ms/batch
Step 00048400 L_out=0.030 Acc=0.91 ---197684.56 ms/batch
Step 00048450 L_out=0.023 Acc=0.95 ---223673.45 ms/batch
Step 00048500 L_out=0.025 Acc=0.94 ---251935.59 ms/batch
Step 00048550 L_out=0.014 Acc=0.91 ---279563.84 ms/batch
Step 00048600 L_out=0.037 Acc=0.93 ---306854.36 ms/batch
Step 00048650 L_out=0.123 Acc=0.93 ---332944.02 ms/batch
Round 4 | epoch=12, train costTime=354.29709935188293, | total_activation_sum=8266450
Round 4 | epoch=13, current m_iou=0.6589023666519634
Round 4 | Best m_IoU is: 0.670, OA is: 0.913 | val costTime=136.8197283744812
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.051 Acc=0.86 --- 5129.40 ms/batch
Step 00048750 L_out=0.582 Acc=0.74 ---31717.42 ms/batch
Step 00048800 L_out=0.044 Acc=0.90 ---58830.85 ms/batch
Step 00048850 L_out=0.062 Acc=0.88 ---86100.16 ms/batch
Step 00048900 L_out=0.019 Acc=0.89 ---112797.37 ms/batch
Step 00048950 L_out=0.018 Acc=0.87 ---137942.17 ms/batch
Step 00049000 L_out=0.011 Acc=0.95 ---163874.62 ms/batch
Step 00049050 L_out=0.044 Acc=0.91 ---190507.67 ms/batch
Step 00049100 L_out=0.107 Acc=0.88 ---218489.67 ms/batch
Step 00049150 L_out=0.066 Acc=0.92 ---245730.31 ms/batch
Step 00049200 L_out=0.033 Acc=0.76 ---272819.71 ms/batch
Step 00049250 L_out=0.038 Acc=0.92 ---298867.47 ms/batch
Step 00049300 L_out=0.034 Acc=0.91 ---325341.00 ms/batch
Step 00049350 L_out=0.144 Acc=0.83 ---351565.63 ms/batch
Round 4 | epoch=13, train costTime=355.77869939804077, | total_activation_sum=8312115
Round 4 | epoch=14, current m_iou=0.6636803730978345
Round 4 | Best m_IoU is: 0.670, OA is: 0.913 | val costTime=137.03022384643555
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.074 Acc=0.74 ---22349.48 ms/batch
Step 00049450 L_out=0.007 Acc=0.97 ---49037.53 ms/batch
Step 00049500 L_out=0.019 Acc=0.88 ---75974.51 ms/batch
Step 00049550 L_out=0.087 Acc=0.66 ---102676.78 ms/batch
Step 00049600 L_out=0.035 Acc=0.93 ---129276.55 ms/batch
Step 00049650 L_out=0.023 Acc=0.91 ---153360.11 ms/batch
Step 00049700 L_out=0.092 Acc=0.79 ---180881.73 ms/batch
Step 00049750 L_out=0.023 Acc=0.92 ---207235.48 ms/batch
Step 00049800 L_out=0.032 Acc=0.84 ---232846.49 ms/batch
Step 00049850 L_out=0.098 Acc=0.86 ---259639.88 ms/batch
Step 00049900 L_out=0.082 Acc=0.94 ---286685.00 ms/batch
Step 00049950 L_out=0.045 Acc=0.90 ---315177.32 ms/batch
Step 00050000 L_out=0.017 Acc=0.92 ---340760.83 ms/batch
Round 4 | epoch=14, train costTime=353.94462037086487, | total_activation_sum=8214286
Round 4 | epoch=15, current m_iou=0.6564140050677467
Round 4 | Best m_IoU is: 0.670, OA is: 0.913 | val costTime=138.06219124794006
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.028 Acc=0.93 ---13060.48 ms/batch
Step 00050100 L_out=0.031 Acc=0.92 ---39815.90 ms/batch
Step 00050150 L_out=0.049 Acc=0.90 ---66417.11 ms/batch
Step 00050200 L_out=0.033 Acc=0.91 ---92796.77 ms/batch
Step 00050250 L_out=0.037 Acc=0.91 ---119796.15 ms/batch
Step 00050300 L_out=0.023 Acc=0.81 ---143855.37 ms/batch
Step 00050350 L_out=0.035 Acc=0.89 ---166296.77 ms/batch
Step 00050400 L_out=0.059 Acc=0.90 ---188225.04 ms/batch
Step 00050450 L_out=0.050 Acc=0.85 ---210678.69 ms/batch
Step 00050500 L_out=0.091 Acc=0.89 ---232572.93 ms/batch
Step 00050550 L_out=0.053 Acc=0.87 ---254257.93 ms/batch
Step 00050600 L_out=0.124 Acc=0.89 ---275874.21 ms/batch
Step 00050650 L_out=0.035 Acc=0.91 ---298059.02 ms/batch
Round 4 | epoch=15, train costTime=316.83545088768005, | total_activation_sum=8321204
Round 4 | epoch=16, current m_iou=0.6568040212362966
Round 4 | Best m_IoU is: 0.670, OA is: 0.913 | val costTime=116.35273146629333
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.075 Acc=0.94 --- 3418.06 ms/batch
Step 00050750 L_out=0.136 Acc=0.83 ---25226.03 ms/batch
Step 00050800 L_out=0.030 Acc=0.89 ---46834.21 ms/batch
Step 00050850 L_out=0.032 Acc=0.92 ---68542.42 ms/batch
Step 00050900 L_out=0.026 Acc=0.94 ---90073.54 ms/batch
Step 00050950 L_out=0.069 Acc=0.88 ---111967.10 ms/batch
Step 00051000 L_out=0.065 Acc=0.97 ---133695.02 ms/batch
Step 00051050 L_out=0.033 Acc=0.89 ---155436.01 ms/batch
Step 00051100 L_out=0.008 Acc=0.94 ---177232.14 ms/batch
Step 00051150 L_out=0.077 Acc=0.89 ---198873.57 ms/batch
Step 00051200 L_out=0.009 Acc=0.89 ---220736.95 ms/batch
Step 00051250 L_out=0.069 Acc=0.88 ---243097.10 ms/batch
Step 00051300 L_out=0.023 Acc=0.92 ---264982.57 ms/batch
Step 00051350 L_out=0.060 Acc=0.85 ---286733.53 ms/batch
Round 4 | epoch=16, train costTime=290.6612129211426, | total_activation_sum=8304003
Round 4 | epoch=17, current m_iou=0.655385033811013
Round 4 | Best m_IoU is: 0.670, OA is: 0.913 | val costTime=117.34470081329346
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.121 Acc=0.88 ---17844.85 ms/batch
Step 00051450 L_out=0.043 Acc=0.89 ---39721.51 ms/batch
Step 00051500 L_out=0.030 Acc=0.92 ---61657.05 ms/batch
Step 00051550 L_out=0.025 Acc=0.91 ---87994.33 ms/batch
Step 00051600 L_out=0.043 Acc=0.85 ---114625.04 ms/batch
Step 00051650 L_out=0.043 Acc=0.95 ---141086.41 ms/batch
Step 00051700 L_out=0.107 Acc=0.86 ---166824.38 ms/batch
Step 00051750 L_out=0.024 Acc=0.88 ---192911.77 ms/batch
Step 00051800 L_out=0.018 Acc=0.87 ---218946.10 ms/batch
Step 00051850 L_out=0.091 Acc=0.87 ---244911.60 ms/batch
Step 00051900 L_out=0.105 Acc=0.91 ---270666.52 ms/batch
Step 00051950 L_out=0.037 Acc=0.88 ---296691.45 ms/batch
Step 00052000 L_out=0.045 Acc=0.90 ---322741.12 ms/batch
Round 4 | epoch=17, train costTime=336.1776213645935, | total_activation_sum=8223531
Round 4 | epoch=18, current m_iou=0.652293452213963
Round 4 | Best m_IoU is: 0.670, OA is: 0.913 | val costTime=145.24243927001953
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.038 Acc=0.90 ---13191.44 ms/batch
Step 00052100 L_out=0.115 Acc=0.78 ---39618.67 ms/batch
Step 00052150 L_out=0.007 Acc=0.94 ---65683.20 ms/batch
Step 00052200 L_out=0.019 Acc=0.87 ---89593.64 ms/batch
Step 00052250 L_out=0.046 Acc=0.95 ---117742.63 ms/batch
Step 00052300 L_out=0.081 Acc=0.86 ---145945.16 ms/batch
Step 00052350 L_out=0.015 Acc=0.91 ---172324.58 ms/batch
Step 00052400 L_out=0.091 Acc=0.87 ---198882.25 ms/batch
Step 00052450 L_out=0.225 Acc=0.88 ---225251.10 ms/batch
Step 00052500 L_out=0.055 Acc=0.88 ---252464.13 ms/batch
Step 00052550 L_out=0.045 Acc=0.89 ---281021.93 ms/batch
Step 00052600 L_out=0.058 Acc=0.93 ---307627.62 ms/batch
Step 00052650 L_out=0.204 Acc=0.82 ---334995.25 ms/batch
Round 4 | epoch=18, train costTime=358.79818844795227, | total_activation_sum=8321879
Round 4 | epoch=19, current m_iou=0.6390285520975831
Round 4 | Best m_IoU is: 0.670, OA is: 0.913 | val costTime=144.685240983963
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.012 Acc=0.86 --- 3677.87 ms/batch
Step 00052750 L_out=0.040 Acc=0.93 ---30440.63 ms/batch
Step 00052800 L_out=0.113 Acc=0.90 ---57243.33 ms/batch
Step 00052850 L_out=0.011 Acc=0.91 ---81065.58 ms/batch
Step 00052900 L_out=0.047 Acc=0.92 ---106771.01 ms/batch
Step 00052950 L_out=0.025 Acc=0.94 ---133435.81 ms/batch
Step 00053000 L_out=0.039 Acc=0.94 ---159394.64 ms/batch
Step 00053050 L_out=0.014 Acc=0.93 ---187569.22 ms/batch
Step 00053100 L_out=0.027 Acc=0.90 ---213493.81 ms/batch
Step 00053150 L_out=0.081 Acc=0.92 ---240375.27 ms/batch
Step 00053200 L_out=0.021 Acc=0.95 ---266277.10 ms/batch
Step 00053250 L_out=0.025 Acc=0.96 ---292424.48 ms/batch
Step 00053300 L_out=0.021 Acc=0.96 ---318704.91 ms/batch
Step 00053350 L_out=0.118 Acc=0.91 ---345300.29 ms/batch
Round 4 | epoch=19, train costTime=351.52915382385254, | total_activation_sum=8298532
Round 4 | epoch=20, current m_iou=0.6520562482986317
Round 4 | Best m_IoU is: 0.670, OA is: 0.913 | val costTime=133.26294565200806
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.017 Acc=0.90 ---21475.79 ms/batch
Step 00053450 L_out=0.039 Acc=0.93 ---47970.88 ms/batch
Step 00053500 L_out=0.017 Acc=0.94 ---73623.93 ms/batch
Step 00053550 L_out=0.017 Acc=0.90 ---98457.45 ms/batch
Step 00053600 L_out=0.019 Acc=0.83 ---124537.33 ms/batch
Step 00053650 L_out=0.053 Acc=0.89 ---152778.63 ms/batch
Step 00053700 L_out=0.057 Acc=0.87 ---181346.85 ms/batch
Step 00053750 L_out=0.006 Acc=0.82 ---207144.92 ms/batch
Step 00053800 L_out=0.070 Acc=0.93 ---233357.69 ms/batch
Step 00053850 L_out=0.073 Acc=0.89 ---259182.29 ms/batch
Step 00053900 L_out=0.045 Acc=0.92 ---285254.60 ms/batch
Step 00053950 L_out=0.006 Acc=0.96 ---311300.21 ms/batch
Step 00054000 L_out=0.045 Acc=0.94 ---338094.19 ms/batch
Round 4 | epoch=20, train costTime=352.47029423713684, | total_activation_sum=8318565
Round 4 | epoch=21, current m_iou=0.6601876226456155
Round 4 | Best m_IoU is: 0.670, OA is: 0.913 | val costTime=144.30131340026855
Round 4 | ****EPOCH 21****
Step 00054050 L_out=0.071 Acc=0.91 ---12144.45 ms/batch
Step 00054100 L_out=0.053 Acc=0.91 ---39207.79 ms/batch
Step 00054150 L_out=0.046 Acc=0.89 ---65757.19 ms/batch
Step 00054200 L_out=0.028 Acc=0.89 ---89463.93 ms/batch
Step 00054250 L_out=0.036 Acc=0.89 ---115693.48 ms/batch
Step 00054300 L_out=0.047 Acc=0.81 ---142523.67 ms/batch
Step 00054350 L_out=0.023 Acc=0.95 ---171015.60 ms/batch
Step 00054400 L_out=0.011 Acc=0.91 ---198672.48 ms/batch
Step 00054450 L_out=0.043 Acc=0.82 ---229352.15 ms/batch
Step 00054500 L_out=0.006 Acc=0.91 ---256549.61 ms/batch
Step 00054550 L_out=0.007 Acc=0.94 ---282914.64 ms/batch
Step 00054600 L_out=0.073 Acc=0.88 ---309542.42 ms/batch
Step 00054650 L_out=0.022 Acc=0.91 ---335718.99 ms/batch
Round 4 | epoch=21, train costTime=359.9620997905731, | total_activation_sum=8248476
Round 4 | epoch=22, current m_iou=0.6615372299903228
Round 4 | Best m_IoU is: 0.670, OA is: 0.913 | val costTime=144.5457661151886
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.200 Acc=0.81 --- 3354.12 ms/batch
Step 00054750 L_out=0.011 Acc=0.90 ---30241.91 ms/batch
Step 00054800 L_out=0.004 Acc=0.84 ---57189.88 ms/batch
Step 00054850 L_out=0.017 Acc=0.90 ---81312.77 ms/batch
Step 00054900 L_out=0.013 Acc=0.95 ---107164.04 ms/batch
Step 00054950 L_out=0.034 Acc=0.88 ---132839.25 ms/batch
Step 00055000 L_out=0.009 Acc=0.91 ---159995.07 ms/batch
Step 00055050 L_out=0.044 Acc=0.90 ---186590.33 ms/batch
Step 00055100 L_out=0.018 Acc=0.90 ---212849.68 ms/batch
Step 00055150 L_out=0.103 Acc=0.93 ---240665.68 ms/batch
Step 00055200 L_out=0.026 Acc=0.88 ---266399.47 ms/batch
Step 00055250 L_out=0.025 Acc=0.91 ---292153.62 ms/batch
Step 00055300 L_out=0.012 Acc=0.90 ---319663.91 ms/batch
Step 00055350 L_out=0.033 Acc=0.89 ---345430.64 ms/batch
Round 4 | epoch=22, train costTime=350.8255763053894, | total_activation_sum=8312548
Round 4 | epoch=23, current m_iou=0.6559083181499712
Round 4 | Best m_IoU is: 0.670, OA is: 0.913 | val costTime=144.95916366577148
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.055 Acc=0.90 ---20851.67 ms/batch
Step 00055450 L_out=0.039 Acc=0.88 ---47444.59 ms/batch
Step 00055500 L_out=0.024 Acc=0.88 ---73812.27 ms/batch
Step 00055550 L_out=0.060 Acc=0.82 ---99039.10 ms/batch
Step 00055600 L_out=0.017 Acc=0.93 ---124735.95 ms/batch
Step 00055650 L_out=0.006 Acc=0.91 ---150723.33 ms/batch
Step 00055700 L_out=0.019 Acc=0.93 ---176456.82 ms/batch
Step 00055750 L_out=0.205 Acc=0.78 ---203818.04 ms/batch
Step 00055800 L_out=0.036 Acc=0.94 ---230546.50 ms/batch
Step 00055850 L_out=0.027 Acc=0.87 ---256741.42 ms/batch
Step 00055900 L_out=0.058 Acc=0.90 ---283546.85 ms/batch
Step 00055950 L_out=0.084 Acc=0.90 ---310639.25 ms/batch
Step 00056000 L_out=0.008 Acc=0.96 ---336743.09 ms/batch
Round 4 | epoch=23, train costTime=351.13563442230225, | total_activation_sum=8310683
Round 4 | epoch=24, current m_iou=0.6614327463183192
Round 4 | Best m_IoU is: 0.670, OA is: 0.913 | val costTime=134.82306575775146
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.008 Acc=0.90 ---11924.73 ms/batch
Step 00056100 L_out=0.019 Acc=0.89 ---39356.07 ms/batch
Step 00056150 L_out=0.049 Acc=0.91 ---66003.01 ms/batch
Step 00056200 L_out=0.034 Acc=0.92 ---89986.66 ms/batch
Step 00056250 L_out=0.008 Acc=0.87 ---119085.32 ms/batch
Step 00056300 L_out=0.083 Acc=0.90 ---145832.28 ms/batch
Step 00056350 L_out=0.024 Acc=0.95 ---172069.70 ms/batch
Step 00056400 L_out=0.043 Acc=0.89 ---198348.42 ms/batch
Step 00056450 L_out=0.064 Acc=0.93 ---224515.54 ms/batch
Step 00056500 L_out=0.013 Acc=0.95 ---250451.86 ms/batch
Step 00056550 L_out=0.040 Acc=0.96 ---276685.59 ms/batch
Step 00056600 L_out=0.007 Acc=0.94 ---302777.20 ms/batch
Step 00056650 L_out=0.011 Acc=0.92 ---328929.40 ms/batch
Round 4 | epoch=24, train costTime=352.1288938522339, | total_activation_sum=8256928
Round 4 | epoch=25, current m_iou=0.662925379512354
Round 4 | Best m_IoU is: 0.670, OA is: 0.913 | val costTime=142.5240080356598
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.101 Acc=0.78 --- 2606.75 ms/batch
Step 00056750 L_out=0.006 Acc=0.95 ---29256.97 ms/batch
Step 00056800 L_out=0.067 Acc=0.90 ---56026.36 ms/batch
Step 00056850 L_out=0.004 Acc=0.89 ---81372.85 ms/batch
Step 00056900 L_out=0.058 Acc=0.93 ---106790.84 ms/batch
Step 00056950 L_out=0.005 Acc=0.88 ---132916.22 ms/batch
Step 00057000 L_out=0.061 Acc=0.90 ---158802.71 ms/batch
Step 00057050 L_out=0.033 Acc=0.94 ---184743.17 ms/batch
Step 00057100 L_out=0.027 Acc=0.88 ---211232.92 ms/batch
Step 00057150 L_out=0.009 Acc=0.91 ---237444.84 ms/batch
Step 00057200 L_out=0.045 Acc=0.90 ---263279.15 ms/batch
Step 00057250 L_out=0.006 Acc=0.75 ---289219.57 ms/batch
Step 00057300 L_out=0.004 Acc=0.96 ---315149.45 ms/batch
Step 00057350 L_out=0.037 Acc=0.91 ---341441.31 ms/batch
Round 4 | epoch=25, train costTime=347.9309010505676, | total_activation_sum=8334853
Round 4 | epoch=26, current m_iou=0.6631125866840539
Round 4 | Best m_IoU is: 0.670, OA is: 0.913 | val costTime=136.48473644256592
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.031 Acc=0.89 ---20250.59 ms/batch
Step 00057450 L_out=0.014 Acc=0.92 ---46830.20 ms/batch
Step 00057500 L_out=0.016 Acc=0.94 ---73833.40 ms/batch
Step 00057550 L_out=0.029 Acc=0.93 ---98143.25 ms/batch
Step 00057600 L_out=0.053 Acc=0.92 ---125123.20 ms/batch
Step 00057650 L_out=0.046 Acc=0.81 ---152768.11 ms/batch
Step 00057700 L_out=0.042 Acc=0.86 ---178936.71 ms/batch
Step 00057750 L_out=0.013 Acc=0.94 ---205094.53 ms/batch
Step 00057800 L_out=0.033 Acc=0.97 ---231264.28 ms/batch
Step 00057850 L_out=0.035 Acc=0.95 ---257182.06 ms/batch
Step 00057900 L_out=0.011 Acc=0.96 ---283135.50 ms/batch
Step 00057950 L_out=0.054 Acc=0.85 ---309744.75 ms/batch
Step 00058000 L_out=0.012 Acc=0.96 ---335676.75 ms/batch
Round 4 | epoch=26, train costTime=351.03765869140625, | total_activation_sum=8138309
Round 4 | epoch=27, current m_iou=0.6605935341604682
Round 4 | Best m_IoU is: 0.670, OA is: 0.913 | val costTime=134.40027332305908
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.042 Acc=0.96 ---11701.09 ms/batch
Step 00058100 L_out=0.027 Acc=0.93 ---38182.30 ms/batch
Step 00058150 L_out=0.185 Acc=0.85 ---65447.36 ms/batch
Step 00058200 L_out=0.043 Acc=0.86 ---89826.19 ms/batch
Step 00058250 L_out=0.041 Acc=0.89 ---117243.56 ms/batch
Step 00058300 L_out=0.045 Acc=0.93 ---143467.04 ms/batch
Step 00058350 L_out=0.061 Acc=0.91 ---169871.16 ms/batch
Step 00058400 L_out=0.011 Acc=0.95 ---196875.82 ms/batch
Step 00058450 L_out=0.032 Acc=0.92 ---222868.62 ms/batch
Step 00058500 L_out=0.058 Acc=0.92 ---250023.13 ms/batch
Step 00058550 L_out=0.053 Acc=0.95 ---277151.13 ms/batch
Step 00058600 L_out=0.029 Acc=0.88 ---304545.35 ms/batch
Step 00058650 L_out=0.029 Acc=0.95 ---330480.14 ms/batch
Round 4 | epoch=27, train costTime=354.63440775871277, | total_activation_sum=8275380
Round 4 | epoch=28, current m_iou=0.6569500209195488
Round 4 | Best m_IoU is: 0.670, OA is: 0.913 | val costTime=141.76307702064514
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.024 Acc=0.92 --- 2210.36 ms/batch
Step 00058750 L_out=0.067 Acc=0.92 ---28670.61 ms/batch
Step 00058800 L_out=0.044 Acc=0.88 ---55817.36 ms/batch
Step 00058850 L_out=0.043 Acc=0.88 ---82329.12 ms/batch
Step 00058900 L_out=0.100 Acc=0.92 ---106383.24 ms/batch
Step 00058950 L_out=0.020 Acc=0.91 ---135026.57 ms/batch
Step 00059000 L_out=0.040 Acc=0.91 ---162490.69 ms/batch
Step 00059050 L_out=0.013 Acc=0.94 ---189427.75 ms/batch
Step 00059100 L_out=0.069 Acc=0.90 ---215295.03 ms/batch
Step 00059150 L_out=0.121 Acc=0.88 ---241475.13 ms/batch
Step 00059200 L_out=0.045 Acc=0.92 ---267462.04 ms/batch
Step 00059250 L_out=0.056 Acc=0.86 ---293190.13 ms/batch
Step 00059300 L_out=0.077 Acc=0.94 ---318959.20 ms/batch
Step 00059350 L_out=0.005 Acc=0.99 ---345853.96 ms/batch
Round 4 | epoch=28, train costTime=352.53134179115295, | total_activation_sum=8348269
Round 4 | epoch=29, current m_iou=0.6565274030931479
Round 4 | Best m_IoU is: 0.670, OA is: 0.913 | val costTime=142.91244435310364
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.030 Acc=0.91 ---19704.88 ms/batch
Step 00059450 L_out=0.024 Acc=0.90 ---46535.12 ms/batch
Step 00059500 L_out=0.055 Acc=0.89 ---73625.40 ms/batch
Step 00059550 L_out=0.018 Acc=0.95 ---97570.44 ms/batch
Step 00059600 L_out=0.110 Acc=0.94 ---123267.66 ms/batch
Step 00059650 L_out=0.015 Acc=0.93 ---149205.85 ms/batch
Step 00059700 L_out=0.023 Acc=0.93 ---175444.07 ms/batch
Step 00059750 L_out=0.028 Acc=0.95 ---201612.77 ms/batch
Step 00059800 L_out=0.029 Acc=0.92 ---228009.72 ms/batch
Step 00059850 L_out=0.035 Acc=0.90 ---254110.89 ms/batch
Step 00059900 L_out=0.014 Acc=0.90 ---280132.55 ms/batch
Step 00059950 L_out=0.044 Acc=0.89 ---305735.98 ms/batch
Step 00060000 L_out=0.023 Acc=0.94 ---333603.10 ms/batch
Round 4 | epoch=29, train costTime=349.48563170433044, | total_activation_sum=8262397
Round 4 | epoch=30, current m_iou=0.6560443432952987
Round 4 | Best m_IoU is: 0.670, OA is: 0.913 | val costTime=141.66105008125305
Round 4 | ****EPOCH 30****
Round 5 | ****EPOCH 0****
Step 00060050 L_out=0.043 Acc=0.85 ---10313.09 ms/batch
Step 00060100 L_out=1.222 Acc=0.18 ---36814.36 ms/batch
Step 00060150 L_out=0.424 Acc=0.47 ---63607.11 ms/batch
Step 00060200 L_out=0.413 Acc=0.55 ---90096.73 ms/batch
Step 00060250 L_out=0.075 Acc=0.74 ---116999.33 ms/batch
Step 00060300 L_out=0.220 Acc=0.64 ---141247.60 ms/batch
Step 00060350 L_out=0.277 Acc=0.47 ---167925.06 ms/batch
Step 00060400 L_out=0.336 Acc=0.79 ---195100.34 ms/batch
Step 00060450 L_out=0.256 Acc=0.63 ---221560.52 ms/batch
Step 00060500 L_out=0.138 Acc=0.85 ---249520.45 ms/batch
Step 00060550 L_out=0.111 Acc=0.83 ---275244.32 ms/batch
Step 00060600 L_out=0.151 Acc=0.87 ---301358.18 ms/batch
Step 00060650 L_out=0.110 Acc=0.86 ---327468.71 ms/batch
Round 5 | epoch=0, train costTime=351.5965402126312, | total_activation_sum=9833618
Round 5 | epoch=1, current m_iou=0.5172261147739623
Round 5 | Best m_IoU is: 0.517, OA is: 0.824 | val costTime=136.14661407470703
Round 5 | ****EPOCH 1****
Step 00060700 L_out=0.235 Acc=0.77 --- 1746.22 ms/batch
Step 00060750 L_out=0.726 Acc=0.60 ---28395.03 ms/batch
Step 00060800 L_out=0.234 Acc=0.82 ---55110.67 ms/batch
Step 00060850 L_out=0.817 Acc=0.83 ---82237.60 ms/batch
Step 00060900 L_out=0.143 Acc=0.80 ---109212.94 ms/batch
Step 00060950 L_out=0.241 Acc=0.82 ---134889.13 ms/batch
Step 00061000 L_out=0.059 Acc=0.88 ---159619.76 ms/batch
Step 00061050 L_out=0.200 Acc=0.86 ---185364.23 ms/batch
Step 00061100 L_out=0.113 Acc=0.85 ---211501.81 ms/batch
Step 00061150 L_out=0.201 Acc=0.75 ---237557.17 ms/batch
Step 00061200 L_out=0.273 Acc=0.85 ---263271.54 ms/batch
Step 00061250 L_out=0.574 Acc=0.86 ---289330.86 ms/batch
Step 00061300 L_out=0.152 Acc=0.89 ---315228.22 ms/batch
Step 00061350 L_out=0.109 Acc=0.90 ---341607.94 ms/batch
Round 5 | epoch=1, train costTime=350.00991797447205, | total_activation_sum=9998379
Round 5 | epoch=2, current m_iou=0.5932747752900426
Round 5 | Best m_IoU is: 0.593, OA is: 0.844 | val costTime=137.37223887443542
Round 5 | ****EPOCH 2****
Step 00061400 L_out=0.329 Acc=0.58 ---18685.21 ms/batch
Step 00061450 L_out=0.067 Acc=0.76 ---45687.54 ms/batch
Step 00061500 L_out=0.087 Acc=0.86 ---72905.39 ms/batch
Step 00061550 L_out=0.162 Acc=0.76 ---99713.85 ms/batch
Step 00061600 L_out=0.092 Acc=0.87 ---126491.42 ms/batch
Step 00061650 L_out=0.404 Acc=0.89 ---150403.08 ms/batch
Step 00061700 L_out=0.045 Acc=0.87 ---177115.80 ms/batch
Step 00061750 L_out=0.211 Acc=0.81 ---202968.69 ms/batch
Step 00061800 L_out=0.054 Acc=0.90 ---228941.84 ms/batch
Step 00061850 L_out=0.046 Acc=0.83 ---254861.39 ms/batch
Step 00061900 L_out=0.106 Acc=0.82 ---281073.27 ms/batch
Step 00061950 L_out=0.156 Acc=0.74 ---307193.40 ms/batch
Step 00062000 L_out=0.068 Acc=0.89 ---333255.71 ms/batch
Round 5 | epoch=2, train costTime=349.54395961761475, | total_activation_sum=9925354
Round 5 | epoch=3, current m_iou=0.5980129506309185
Round 5 | Best m_IoU is: 0.598, OA is: 0.892 | val costTime=136.6243588924408
Round 5 | ****EPOCH 3****
Step 00062050 L_out=0.171 Acc=0.90 ---10668.12 ms/batch
Step 00062100 L_out=0.111 Acc=0.93 ---37389.27 ms/batch
Step 00062150 L_out=0.662 Acc=0.69 ---64469.63 ms/batch
Step 00062200 L_out=0.028 Acc=0.90 ---90953.07 ms/batch
Step 00062250 L_out=0.195 Acc=0.84 ---118091.66 ms/batch
Step 00062300 L_out=0.153 Acc=0.78 ---142214.18 ms/batch
Step 00062350 L_out=0.057 Acc=0.90 ---168135.81 ms/batch
Step 00062400 L_out=0.038 Acc=0.91 ---194316.56 ms/batch
Step 00062450 L_out=0.019 Acc=0.91 ---220334.34 ms/batch
Step 00062500 L_out=0.212 Acc=0.78 ---246561.37 ms/batch
Step 00062550 L_out=0.134 Acc=0.87 ---272757.72 ms/batch
Step 00062600 L_out=0.205 Acc=0.90 ---298575.96 ms/batch
Step 00062650 L_out=0.100 Acc=0.90 ---324848.98 ms/batch
Round 5 | epoch=3, train costTime=349.88982677459717, | total_activation_sum=9892885
Round 5 | epoch=4, current m_iou=0.6594810130897644
Round 5 | Best m_IoU is: 0.659, OA is: 0.908 | val costTime=136.70305490493774
Round 5 | ****EPOCH 4****
Step 00062700 L_out=0.030 Acc=0.94 --- 1196.00 ms/batch
Step 00062750 L_out=0.156 Acc=0.86 ---28581.45 ms/batch
Step 00062800 L_out=0.041 Acc=0.92 ---55908.88 ms/batch
Step 00062850 L_out=0.279 Acc=0.90 ---82803.93 ms/batch
Step 00062900 L_out=0.157 Acc=0.87 ---109956.17 ms/batch
Step 00062950 L_out=0.053 Acc=0.87 ---135461.53 ms/batch
Step 00063000 L_out=0.171 Acc=0.88 ---159883.98 ms/batch
Step 00063050 L_out=0.054 Acc=0.90 ---186733.33 ms/batch
Step 00063100 L_out=0.073 Acc=0.92 ---214615.74 ms/batch
Step 00063150 L_out=0.124 Acc=0.89 ---240782.93 ms/batch
Step 00063200 L_out=0.103 Acc=0.90 ---266765.06 ms/batch
Step 00063250 L_out=0.064 Acc=0.70 ---293204.42 ms/batch
Step 00063300 L_out=0.112 Acc=0.89 ---319217.00 ms/batch
Step 00063350 L_out=2.998 Acc=0.52 ---345236.56 ms/batch
Round 5 | epoch=4, train costTime=353.03343868255615, | total_activation_sum=9880617
Round 5 | epoch=5, current m_iou=0.6480043870288335
Round 5 | Best m_IoU is: 0.659, OA is: 0.908 | val costTime=136.81993985176086
Round 5 | ****EPOCH 5****
Step 00063400 L_out=0.157 Acc=0.74 ---18969.58 ms/batch
Step 00063450 L_out=0.563 Acc=0.72 ---46184.46 ms/batch
Step 00063500 L_out=0.119 Acc=0.96 ---73042.22 ms/batch
Step 00063550 L_out=0.117 Acc=0.79 ---100169.83 ms/batch
Step 00063600 L_out=0.119 Acc=0.87 ---127030.42 ms/batch
Step 00063650 L_out=0.018 Acc=0.88 ---151303.23 ms/batch
Step 00063700 L_out=0.090 Acc=0.84 ---179295.92 ms/batch
Step 00063750 L_out=0.109 Acc=0.85 ---205427.46 ms/batch
Step 00063800 L_out=0.004 Acc=0.95 ---232815.95 ms/batch
Step 00063850 L_out=0.086 Acc=0.90 ---259386.72 ms/batch
Step 00063900 L_out=0.059 Acc=0.89 ---286036.85 ms/batch
Step 00063950 L_out=0.114 Acc=0.91 ---313160.68 ms/batch
Step 00064000 L_out=0.214 Acc=0.91 ---339823.44 ms/batch
Round 5 | epoch=5, train costTime=356.76685643196106, | total_activation_sum=9892934
Round 5 | epoch=6, current m_iou=0.6515254438341505
Round 5 | Best m_IoU is: 0.659, OA is: 0.908 | val costTime=137.50539994239807
Round 5 | ****EPOCH 6****
Step 00064050 L_out=0.085 Acc=0.85 --- 9497.24 ms/batch
Step 00064100 L_out=0.031 Acc=0.90 ---36321.37 ms/batch
Step 00064150 L_out=0.048 Acc=0.86 ---63004.33 ms/batch
Step 00064200 L_out=0.062 Acc=0.95 ---89991.52 ms/batch
Step 00064250 L_out=0.096 Acc=0.85 ---117096.77 ms/batch
Step 00064300 L_out=0.270 Acc=0.86 ---141182.37 ms/batch
Step 00064350 L_out=0.167 Acc=0.82 ---168183.38 ms/batch
Step 00064400 L_out=0.037 Acc=0.91 ---194655.34 ms/batch
Step 00064450 L_out=0.123 Acc=0.83 ---220658.04 ms/batch
Step 00064500 L_out=0.055 Acc=0.91 ---246910.83 ms/batch
Step 00064550 L_out=0.065 Acc=0.92 ---274909.22 ms/batch
Step 00064600 L_out=0.028 Acc=0.98 ---300773.26 ms/batch
Step 00064650 L_out=0.070 Acc=0.91 ---327283.18 ms/batch
Round 5 | epoch=6, train costTime=352.86841797828674, | total_activation_sum=9932925
Round 5 | epoch=7, current m_iou=0.6561748967181787
Round 5 | Best m_IoU is: 0.659, OA is: 0.908 | val costTime=136.38257694244385
Round 5 | ****EPOCH 7****
Step 00064700 L_out=0.057 Acc=0.89 ---  490.92 ms/batch
Step 00064750 L_out=0.054 Acc=0.97 ---27166.15 ms/batch
Step 00064800 L_out=0.318 Acc=0.81 ---53852.23 ms/batch
Step 00064850 L_out=0.144 Acc=0.85 ---80311.95 ms/batch
Step 00064900 L_out=0.148 Acc=0.84 ---107093.27 ms/batch
Step 00064950 L_out=0.255 Acc=0.85 ---133405.34 ms/batch
Step 00065000 L_out=0.129 Acc=0.84 ---157585.34 ms/batch
Step 00065050 L_out=0.257 Acc=0.93 ---184147.70 ms/batch
Step 00065100 L_out=0.071 Acc=0.87 ---210469.63 ms/batch
Step 00065150 L_out=0.150 Acc=0.85 ---237764.31 ms/batch
Step 00065200 L_out=0.111 Acc=0.77 ---263587.58 ms/batch
Step 00065250 L_out=0.050 Acc=0.80 ---289849.43 ms/batch
Step 00065300 L_out=0.024 Acc=0.90 ---316180.89 ms/batch
Step 00065350 L_out=0.097 Acc=0.93 ---342170.03 ms/batch
Round 5 | epoch=7, train costTime=350.9826965332031, | total_activation_sum=9853120
Round 5 | epoch=8, current m_iou=0.6585750865722819
Round 5 | Best m_IoU is: 0.659, OA is: 0.908 | val costTime=137.0888168811798
Round 5 | ****EPOCH 8****
Step 00065400 L_out=0.025 Acc=0.88 ---18916.10 ms/batch
Step 00065450 L_out=0.049 Acc=0.93 ---45728.97 ms/batch
Step 00065500 L_out=0.080 Acc=0.90 ---72323.11 ms/batch
Step 00065550 L_out=0.081 Acc=0.97 ---99455.18 ms/batch
Step 00065600 L_out=0.044 Acc=0.90 ---126325.30 ms/batch
Step 00065650 L_out=0.052 Acc=0.92 ---150497.10 ms/batch
Step 00065700 L_out=0.048 Acc=0.94 ---177214.87 ms/batch
Step 00065750 L_out=0.048 Acc=0.94 ---204540.11 ms/batch
Step 00065800 L_out=0.202 Acc=0.76 ---230658.90 ms/batch
Step 00065850 L_out=0.129 Acc=0.92 ---256478.13 ms/batch
Step 00065900 L_out=0.034 Acc=0.91 ---282408.08 ms/batch
Step 00065950 L_out=0.026 Acc=0.95 ---308098.35 ms/batch
Step 00066000 L_out=0.018 Acc=0.94 ---335964.98 ms/batch
Round 5 | epoch=8, train costTime=352.9080379009247, | total_activation_sum=9968615
Round 5 | epoch=9, current m_iou=0.6468076235927391
Round 5 | Best m_IoU is: 0.659, OA is: 0.908 | val costTime=136.95935988426208
Round 5 | ****EPOCH 9****
Step 00066050 L_out=0.053 Acc=0.87 --- 8665.48 ms/batch
Step 00066100 L_out=0.038 Acc=0.90 ---35290.14 ms/batch
Step 00066150 L_out=0.088 Acc=0.89 ---62218.73 ms/batch
Step 00066200 L_out=0.139 Acc=0.94 ---89195.20 ms/batch
Step 00066250 L_out=0.016 Acc=0.92 ---116311.50 ms/batch
Step 00066300 L_out=0.077 Acc=0.78 ---141404.27 ms/batch
Step 00066350 L_out=0.109 Acc=0.89 ---167168.06 ms/batch
Step 00066400 L_out=0.040 Acc=0.88 ---194780.26 ms/batch
Step 00066450 L_out=0.032 Acc=0.92 ---221019.42 ms/batch
Step 00066500 L_out=0.030 Acc=0.89 ---249052.26 ms/batch
Step 00066550 L_out=0.041 Acc=0.89 ---275692.10 ms/batch
Step 00066600 L_out=0.014 Acc=0.89 ---301252.84 ms/batch
Step 00066650 L_out=0.059 Acc=0.91 ---327935.50 ms/batch
Step 00066700 L_out=0.028 Acc=0.88 ---353958.00 ms/batch
Round 5 | epoch=9, train costTime=353.95821809768677, | total_activation_sum=9866669
Round 5 | epoch=10, current m_iou=0.6493138306613686
Round 5 | Best m_IoU is: 0.659, OA is: 0.908 | val costTime=136.73051357269287
Round 5 | ****EPOCH 10****
Step 00066750 L_out=0.032 Acc=0.89 ---26648.28 ms/batch
Step 00066800 L_out=0.065 Acc=0.93 ---53456.01 ms/batch
Step 00066850 L_out=0.027 Acc=0.88 ---80726.32 ms/batch
Step 00066900 L_out=0.124 Acc=0.73 ---107970.65 ms/batch
Step 00066950 L_out=0.149 Acc=0.90 ---134497.14 ms/batch
Step 00067000 L_out=0.135 Acc=0.78 ---158788.84 ms/batch
Step 00067050 L_out=0.187 Acc=0.67 ---184906.10 ms/batch
Step 00067100 L_out=0.016 Acc=0.86 ---212105.67 ms/batch
Step 00067150 L_out=0.037 Acc=0.85 ---238814.51 ms/batch
Step 00067200 L_out=0.059 Acc=0.94 ---265272.75 ms/batch
Step 00067250 L_out=0.028 Acc=0.89 ---291665.72 ms/batch
Step 00067300 L_out=0.029 Acc=0.92 ---318039.17 ms/batch
Step 00067350 L_out=0.098 Acc=0.84 ---344607.21 ms/batch
Round 5 | epoch=10, train costTime=354.2382745742798, | total_activation_sum=9876451
Round 5 | epoch=11, current m_iou=0.6525389284157452
Round 5 | Best m_IoU is: 0.659, OA is: 0.908 | val costTime=136.83728098869324
Round 5 | ****EPOCH 11****
Step 00067400 L_out=0.033 Acc=0.89 ---17002.99 ms/batch
Step 00067450 L_out=0.080 Acc=0.95 ---43747.86 ms/batch
Step 00067500 L_out=0.008 Acc=0.90 ---70945.96 ms/batch
Step 00067550 L_out=0.023 Acc=0.90 ---97675.43 ms/batch
Step 00067600 L_out=0.097 Acc=0.84 ---124483.18 ms/batch
Step 00067650 L_out=0.056 Acc=0.88 ---149348.48 ms/batch
Step 00067700 L_out=0.091 Acc=0.83 ---175249.90 ms/batch
Step 00067750 L_out=0.198 Acc=0.78 ---201541.18 ms/batch
Step 00067800 L_out=0.199 Acc=0.90 ---228802.78 ms/batch
Step 00067850 L_out=0.112 Acc=0.83 ---255402.82 ms/batch
Step 00067900 L_out=0.155 Acc=0.85 ---283015.11 ms/batch
Step 00067950 L_out=0.035 Acc=0.91 ---310193.83 ms/batch
Step 00068000 L_out=0.038 Acc=0.97 ---337876.73 ms/batch
Round 5 | epoch=11, train costTime=355.75660943984985, | total_activation_sum=9866879
Round 5 | epoch=12, current m_iou=0.6563972936191815
Round 5 | Best m_IoU is: 0.659, OA is: 0.908 | val costTime=136.6030991077423
Round 5 | ****EPOCH 12****
Step 00068050 L_out=0.100 Acc=0.95 --- 8464.50 ms/batch
Step 00068100 L_out=0.110 Acc=0.91 ---35028.59 ms/batch
Step 00068150 L_out=0.046 Acc=0.94 ---62007.28 ms/batch
Step 00068200 L_out=0.034 Acc=0.96 ---88754.11 ms/batch
Step 00068250 L_out=0.179 Acc=0.92 ---115544.41 ms/batch
Step 00068300 L_out=0.046 Acc=0.77 ---140621.71 ms/batch
Step 00068350 L_out=0.020 Acc=0.93 ---168594.10 ms/batch
Step 00068400 L_out=0.040 Acc=0.92 ---195599.73 ms/batch
Step 00068450 L_out=0.033 Acc=0.89 ---221261.20 ms/batch
Step 00068500 L_out=0.093 Acc=0.88 ---247152.05 ms/batch
Step 00068550 L_out=0.094 Acc=0.86 ---273113.27 ms/batch
Step 00068600 L_out=0.034 Acc=0.94 ---299117.43 ms/batch
Step 00068650 L_out=0.051 Acc=0.85 ---325135.25 ms/batch
Step 00068700 L_out=0.102 Acc=0.91 ---351188.76 ms/batch
Round 5 | epoch=12, train costTime=351.7252404689789, | total_activation_sum=9848477
Round 5 | epoch=13, current m_iou=0.6608969509124187
Round 5 | Best m_IoU is: 0.661, OA is: 0.910 | val costTime=137.07730174064636
Round 5 | ****EPOCH 13****
Step 00068750 L_out=0.018 Acc=0.93 ---27463.07 ms/batch
Step 00068800 L_out=0.054 Acc=0.90 ---54643.04 ms/batch
Step 00068850 L_out=0.068 Acc=0.91 ---81455.16 ms/batch
Step 00068900 L_out=0.048 Acc=0.89 ---108462.10 ms/batch
Step 00068950 L_out=0.037 Acc=0.92 ---135463.15 ms/batch
Step 00069000 L_out=0.040 Acc=0.87 ---159227.08 ms/batch
Step 00069050 L_out=0.013 Acc=0.95 ---185056.08 ms/batch
Step 00069100 L_out=0.028 Acc=0.87 ---211173.67 ms/batch
Step 00069150 L_out=0.012 Acc=0.90 ---237886.91 ms/batch
Step 00069200 L_out=0.055 Acc=0.92 ---263748.48 ms/batch
Step 00069250 L_out=0.075 Acc=0.88 ---289737.07 ms/batch
Step 00069300 L_out=0.067 Acc=0.83 ---316967.77 ms/batch
Step 00069350 L_out=0.092 Acc=0.83 ---343065.01 ms/batch
Round 5 | epoch=13, train costTime=353.9420566558838, | total_activation_sum=9874570
Round 5 | epoch=14, current m_iou=0.6609677363295268
Round 5 | Best m_IoU is: 0.661, OA is: 0.913 | val costTime=137.9920825958252
Round 5 | ****EPOCH 14****
Step 00069400 L_out=0.045 Acc=0.96 ---16860.62 ms/batch
Step 00069450 L_out=0.052 Acc=0.91 ---43559.60 ms/batch
Step 00069500 L_out=0.053 Acc=0.89 ---70287.59 ms/batch
Step 00069550 L_out=0.047 Acc=0.91 ---97140.01 ms/batch
Step 00069600 L_out=0.004 Acc=0.90 ---124478.50 ms/batch
Step 00069650 L_out=0.075 Acc=0.93 ---148313.72 ms/batch
Step 00069700 L_out=0.052 Acc=0.95 ---175604.54 ms/batch
Step 00069750 L_out=0.011 Acc=0.84 ---202884.30 ms/batch
Step 00069800 L_out=0.135 Acc=0.94 ---231334.70 ms/batch
Step 00069850 L_out=0.088 Acc=0.88 ---257641.40 ms/batch
Step 00069900 L_out=0.050 Acc=0.93 ---284970.90 ms/batch
Step 00069950 L_out=0.075 Acc=0.73 ---313052.51 ms/batch
Step 00070000 L_out=0.048 Acc=0.95 ---339508.53 ms/batch
Round 5 | epoch=14, train costTime=358.00183153152466, | total_activation_sum=9917402
Round 5 | epoch=15, current m_iou=0.6631936751953567
Round 5 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=137.84107375144958
Round 5 | ****EPOCH 15****
Step 00070050 L_out=0.072 Acc=0.92 --- 9178.87 ms/batch
Step 00070100 L_out=0.061 Acc=0.95 ---35993.91 ms/batch
Step 00070150 L_out=0.015 Acc=0.92 ---63244.29 ms/batch
Step 00070200 L_out=0.051 Acc=0.94 ---90395.41 ms/batch
Step 00070250 L_out=0.043 Acc=0.90 ---117220.54 ms/batch
Step 00070300 L_out=0.019 Acc=0.92 ---142696.29 ms/batch
Step 00070350 L_out=0.033 Acc=0.91 ---164916.95 ms/batch
Step 00070400 L_out=0.033 Acc=0.96 ---186986.04 ms/batch
Step 00070450 L_out=0.084 Acc=0.92 ---209039.70 ms/batch
Step 00070500 L_out=0.058 Acc=0.92 ---231087.02 ms/batch
Step 00070550 L_out=0.072 Acc=0.86 ---252744.27 ms/batch
Step 00070600 L_out=0.152 Acc=0.86 ---274451.80 ms/batch
Step 00070650 L_out=0.058 Acc=0.88 ---296384.19 ms/batch
Step 00070700 L_out=0.032 Acc=0.92 ---318760.56 ms/batch
Round 5 | epoch=15, train costTime=319.6721007823944, | total_activation_sum=9916556
Round 5 | epoch=16, current m_iou=0.6596351134482054
Round 5 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=115.6745719909668
Round 5 | ****EPOCH 16****
Step 00070750 L_out=0.091 Acc=0.86 ---20741.34 ms/batch
Step 00070800 L_out=0.083 Acc=0.84 ---42394.95 ms/batch
Step 00070850 L_out=0.068 Acc=0.91 ---64162.70 ms/batch
Step 00070900 L_out=0.061 Acc=0.90 ---85851.15 ms/batch
Step 00070950 L_out=0.009 Acc=0.96 ---107679.88 ms/batch
Step 00071000 L_out=0.045 Acc=0.93 ---129374.12 ms/batch
Step 00071050 L_out=0.063 Acc=0.90 ---151011.60 ms/batch
Step 00071100 L_out=0.027 Acc=0.88 ---172653.96 ms/batch
Step 00071150 L_out=0.022 Acc=0.91 ---194590.15 ms/batch
Step 00071200 L_out=0.083 Acc=0.87 ---216417.18 ms/batch
Step 00071250 L_out=0.053 Acc=0.94 ---238345.78 ms/batch
Step 00071300 L_out=0.092 Acc=0.88 ---260526.47 ms/batch
Step 00071350 L_out=0.015 Acc=0.94 ---282515.55 ms/batch
Round 5 | epoch=16, train costTime=290.75566816329956, | total_activation_sum=9854223
Round 5 | epoch=17, current m_iou=0.6591462078083633
Round 5 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=116.89894556999207
Round 5 | ****EPOCH 17****
Step 00071400 L_out=0.043 Acc=0.96 ---13326.41 ms/batch
Step 00071450 L_out=0.049 Acc=0.88 ---35189.53 ms/batch
Step 00071500 L_out=0.021 Acc=0.89 ---57245.51 ms/batch
Step 00071550 L_out=0.015 Acc=0.95 ---82885.73 ms/batch
Step 00071600 L_out=0.023 Acc=0.89 ---109143.45 ms/batch
Step 00071650 L_out=0.069 Acc=0.95 ---135642.00 ms/batch
Step 00071700 L_out=0.080 Acc=0.87 ---161865.06 ms/batch
Step 00071750 L_out=0.019 Acc=0.86 ---188707.82 ms/batch
Step 00071800 L_out=0.016 Acc=0.93 ---214535.29 ms/batch
Step 00071850 L_out=0.059 Acc=0.77 ---240107.69 ms/batch
Step 00071900 L_out=0.064 Acc=0.90 ---266617.67 ms/batch
Step 00071950 L_out=0.093 Acc=0.88 ---292690.84 ms/batch
Step 00072000 L_out=0.036 Acc=0.93 ---319388.64 ms/batch
Round 5 | epoch=17, train costTime=338.99605321884155, | total_activation_sum=9920939
Round 5 | epoch=18, current m_iou=0.6542872607738834
Round 5 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=146.82517981529236
Round 5 | ****EPOCH 18****
Step 00072050 L_out=0.075 Acc=0.85 --- 7552.16 ms/batch
Step 00072100 L_out=0.093 Acc=0.89 ---34517.24 ms/batch
Step 00072150 L_out=0.097 Acc=0.83 ---60938.61 ms/batch
Step 00072200 L_out=0.023 Acc=0.91 ---85034.50 ms/batch
Step 00072250 L_out=0.020 Acc=0.93 ---112329.84 ms/batch
Step 00072300 L_out=0.079 Acc=0.94 ---138418.96 ms/batch
Step 00072350 L_out=0.074 Acc=0.94 ---165087.91 ms/batch
Step 00072400 L_out=0.032 Acc=0.87 ---190761.02 ms/batch
Step 00072450 L_out=0.024 Acc=0.90 ---216217.41 ms/batch
Step 00072500 L_out=0.048 Acc=0.90 ---242088.55 ms/batch
Step 00072550 L_out=0.019 Acc=0.94 ---268092.87 ms/batch
Step 00072600 L_out=0.051 Acc=0.93 ---295294.79 ms/batch
Step 00072650 L_out=0.045 Acc=0.88 ---321940.64 ms/batch
Step 00072700 L_out=0.076 Acc=0.88 ---348326.62 ms/batch
Round 5 | epoch=18, train costTime=349.96079206466675, | total_activation_sum=9795639
Round 5 | epoch=19, current m_iou=0.6579641644850103
Round 5 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=132.42199420928955
Round 5 | ****EPOCH 19****
Step 00072750 L_out=0.030 Acc=0.92 ---25007.39 ms/batch
Step 00072800 L_out=0.114 Acc=0.89 ---52081.68 ms/batch
Step 00072850 L_out=0.077 Acc=0.95 ---76106.50 ms/batch
Step 00072900 L_out=0.048 Acc=0.90 ---102229.19 ms/batch
Step 00072950 L_out=0.096 Acc=0.90 ---128381.11 ms/batch
Step 00073000 L_out=0.105 Acc=0.94 ---154097.14 ms/batch
Step 00073050 L_out=0.032 Acc=0.91 ---180088.81 ms/batch
Step 00073100 L_out=0.025 Acc=0.92 ---206024.43 ms/batch
Step 00073150 L_out=0.028 Acc=0.91 ---232057.90 ms/batch
Step 00073200 L_out=0.016 Acc=0.94 ---258264.80 ms/batch
Step 00073250 L_out=0.058 Acc=0.91 ---284269.53 ms/batch
Step 00073300 L_out=0.011 Acc=0.89 ---310133.38 ms/batch
Step 00073350 L_out=0.011 Acc=0.92 ---336299.92 ms/batch
Round 5 | epoch=19, train costTime=346.7528657913208, | total_activation_sum=9916657
Round 5 | epoch=20, current m_iou=0.6570313745124469
Round 5 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=137.88300824165344
Round 5 | ****EPOCH 20****
Step 00073400 L_out=0.015 Acc=0.88 ---16177.41 ms/batch
Step 00073450 L_out=0.003 Acc=0.93 ---43353.67 ms/batch
Step 00073500 L_out=0.015 Acc=0.96 ---68931.69 ms/batch
Step 00073550 L_out=0.012 Acc=0.92 ---94505.57 ms/batch
Step 00073600 L_out=0.702 Acc=0.78 ---121438.41 ms/batch
Step 00073650 L_out=0.041 Acc=0.94 ---148669.46 ms/batch
Step 00073700 L_out=0.025 Acc=0.85 ---174975.38 ms/batch
Step 00073750 L_out=0.030 Acc=0.93 ---201147.78 ms/batch
Step 00073800 L_out=0.060 Acc=0.90 ---227786.11 ms/batch
Step 00073850 L_out=0.067 Acc=0.92 ---254310.90 ms/batch
Step 00073900 L_out=0.013 Acc=0.76 ---280660.73 ms/batch
Step 00073950 L_out=0.048 Acc=0.78 ---307405.88 ms/batch
Step 00074000 L_out=0.161 Acc=0.80 ---333998.44 ms/batch
Round 5 | epoch=20, train costTime=353.45761227607727, | total_activation_sum=9854029
Round 5 | epoch=21, current m_iou=0.6553407268743519
Round 5 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=144.58282136917114
Round 5 | ****EPOCH 21****
Step 00074050 L_out=0.048 Acc=0.91 --- 7194.88 ms/batch
Step 00074100 L_out=0.031 Acc=0.94 ---34119.85 ms/batch
Step 00074150 L_out=0.046 Acc=0.97 ---60871.73 ms/batch
Step 00074200 L_out=0.079 Acc=0.87 ---84209.12 ms/batch
Step 00074250 L_out=0.059 Acc=0.95 ---109813.33 ms/batch
Step 00074300 L_out=0.075 Acc=0.93 ---135837.18 ms/batch
Step 00074350 L_out=0.056 Acc=0.91 ---161478.35 ms/batch
Step 00074400 L_out=0.038 Acc=0.90 ---187309.74 ms/batch
Step 00074450 L_out=0.055 Acc=0.97 ---213303.67 ms/batch
Step 00074500 L_out=0.017 Acc=0.93 ---239037.41 ms/batch
Step 00074550 L_out=0.016 Acc=0.82 ---265101.84 ms/batch
Step 00074600 L_out=0.074 Acc=0.85 ---290974.50 ms/batch
Step 00074650 L_out=0.033 Acc=0.93 ---317218.53 ms/batch
Step 00074700 L_out=0.007 Acc=0.91 ---342754.93 ms/batch
Round 5 | epoch=21, train costTime=344.88167214393616, | total_activation_sum=9914543
Round 5 | epoch=22, current m_iou=0.6605037883005082
Round 5 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=144.84214806556702
Round 5 | ****EPOCH 22****
Step 00074750 L_out=0.022 Acc=0.89 ---24672.89 ms/batch
Step 00074800 L_out=0.022 Acc=0.97 ---51560.73 ms/batch
Step 00074850 L_out=0.052 Acc=0.87 ---76109.21 ms/batch
Step 00074900 L_out=0.031 Acc=0.93 ---102299.50 ms/batch
Step 00074950 L_out=0.017 Acc=0.95 ---128312.14 ms/batch
Step 00075000 L_out=0.023 Acc=0.80 ---154396.10 ms/batch
Step 00075050 L_out=0.093 Acc=0.94 ---180196.68 ms/batch
Step 00075100 L_out=0.024 Acc=0.96 ---206145.80 ms/batch
Step 00075150 L_out=0.222 Acc=0.82 ---232013.30 ms/batch
Step 00075200 L_out=0.021 Acc=0.94 ---258203.96 ms/batch
Step 00075250 L_out=0.015 Acc=0.89 ---284149.14 ms/batch
Step 00075300 L_out=0.161 Acc=0.94 ---310009.89 ms/batch
Step 00075350 L_out=0.008 Acc=0.93 ---335967.82 ms/batch
Round 5 | epoch=22, train costTime=346.94910430908203, | total_activation_sum=9919177
Round 5 | epoch=23, current m_iou=0.6680886704015201
Round 5 | Best m_IoU is: 0.668, OA is: 0.916 | val costTime=133.95272994041443
Round 5 | ****EPOCH 23****
Step 00075400 L_out=0.159 Acc=0.81 ---15471.61 ms/batch
Step 00075450 L_out=0.346 Acc=0.96 ---42759.64 ms/batch
Step 00075500 L_out=0.031 Acc=0.97 ---69079.53 ms/batch
Step 00075550 L_out=0.038 Acc=0.95 ---93525.58 ms/batch
Step 00075600 L_out=0.088 Acc=0.89 ---120024.51 ms/batch
Step 00075650 L_out=0.027 Acc=0.92 ---146291.63 ms/batch
Step 00075700 L_out=0.146 Acc=0.94 ---172701.61 ms/batch
Step 00075750 L_out=0.017 Acc=0.97 ---199984.03 ms/batch
Step 00075800 L_out=0.024 Acc=0.91 ---227403.19 ms/batch
Step 00075850 L_out=0.028 Acc=0.95 ---253144.89 ms/batch
Step 00075900 L_out=0.019 Acc=0.93 ---278654.02 ms/batch
Step 00075950 L_out=0.006 Acc=0.92 ---305002.25 ms/batch
Step 00076000 L_out=0.029 Acc=0.89 ---331098.85 ms/batch
Round 5 | epoch=23, train costTime=351.7439091205597, | total_activation_sum=9917540
Round 5 | epoch=24, current m_iou=0.6680094141622593
Round 5 | Best m_IoU is: 0.668, OA is: 0.916 | val costTime=142.89506888389587
Round 5 | ****EPOCH 24****
Step 00076050 L_out=0.033 Acc=0.93 --- 6592.79 ms/batch
Step 00076100 L_out=0.041 Acc=0.96 ---33417.22 ms/batch
Step 00076150 L_out=0.026 Acc=0.95 ---60393.15 ms/batch
Step 00076200 L_out=0.087 Acc=0.88 ---84103.63 ms/batch
Step 00076250 L_out=0.020 Acc=0.94 ---110774.86 ms/batch
Step 00076300 L_out=0.203 Acc=0.84 ---137201.45 ms/batch
Step 00076350 L_out=0.034 Acc=0.96 ---163769.28 ms/batch
Step 00076400 L_out=0.051 Acc=0.97 ---190048.17 ms/batch
Step 00076450 L_out=0.010 Acc=0.95 ---216382.74 ms/batch
Step 00076500 L_out=0.081 Acc=0.91 ---242896.87 ms/batch
Step 00076550 L_out=0.013 Acc=0.96 ---268997.49 ms/batch
Step 00076600 L_out=0.040 Acc=0.93 ---295751.34 ms/batch
Step 00076650 L_out=0.056 Acc=0.86 ---323771.48 ms/batch
Step 00076700 L_out=0.026 Acc=0.93 ---349672.84 ms/batch
Round 5 | epoch=24, train costTime=352.29902172088623, | total_activation_sum=9848836
Round 5 | epoch=25, current m_iou=0.6657973516235723
Round 5 | Best m_IoU is: 0.668, OA is: 0.916 | val costTime=135.32312631607056
Round 5 | ****EPOCH 25****
Step 00076750 L_out=0.043 Acc=0.90 ---24465.14 ms/batch
Step 00076800 L_out=0.038 Acc=0.91 ---51289.35 ms/batch
Step 00076850 L_out=0.025 Acc=0.94 ---76476.78 ms/batch
Step 00076900 L_out=0.039 Acc=0.93 ---104782.78 ms/batch
Step 00076950 L_out=0.014 Acc=0.83 ---131263.37 ms/batch
Step 00077000 L_out=0.091 Acc=0.90 ---158250.53 ms/batch
Step 00077050 L_out=0.106 Acc=0.91 ---184427.85 ms/batch
Step 00077100 L_out=0.028 Acc=0.92 ---210314.33 ms/batch
Step 00077150 L_out=0.055 Acc=0.94 ---236494.27 ms/batch
Step 00077200 L_out=0.041 Acc=0.95 ---262882.84 ms/batch
Step 00077250 L_out=0.045 Acc=0.89 ---290631.65 ms/batch
Step 00077300 L_out=0.025 Acc=0.93 ---316677.77 ms/batch
Step 00077350 L_out=0.105 Acc=0.91 ---343537.67 ms/batch
Round 5 | epoch=25, train costTime=354.99397325515747, | total_activation_sum=9913824
Round 5 | epoch=26, current m_iou=0.666862828154674
Round 5 | Best m_IoU is: 0.668, OA is: 0.916 | val costTime=143.50432634353638
Round 5 | ****EPOCH 26****
Step 00077400 L_out=0.059 Acc=0.89 ---15188.02 ms/batch
Step 00077450 L_out=0.034 Acc=0.96 ---42304.69 ms/batch
Step 00077500 L_out=0.085 Acc=0.90 ---68850.17 ms/batch
Step 00077550 L_out=0.050 Acc=0.91 ---93669.80 ms/batch
Step 00077600 L_out=0.029 Acc=0.91 ---119644.23 ms/batch
Step 00077650 L_out=0.089 Acc=0.77 ---145771.11 ms/batch
Step 00077700 L_out=0.037 Acc=0.94 ---171682.22 ms/batch
Step 00077750 L_out=0.043 Acc=0.93 ---197676.73 ms/batch
Step 00077800 L_out=0.070 Acc=0.92 ---224131.15 ms/batch
Step 00077850 L_out=0.031 Acc=0.91 ---250079.40 ms/batch
Step 00077900 L_out=0.011 Acc=0.89 ---275953.33 ms/batch
Step 00077950 L_out=0.028 Acc=0.95 ---302052.81 ms/batch
Step 00078000 L_out=0.015 Acc=0.92 ---327867.68 ms/batch
Round 5 | epoch=26, train costTime=348.80308961868286, | total_activation_sum=9929455
Round 5 | epoch=27, current m_iou=0.6654230316901206
Round 5 | Best m_IoU is: 0.668, OA is: 0.916 | val costTime=143.65960836410522
Round 5 | ****EPOCH 27****
Step 00078050 L_out=0.017 Acc=0.93 --- 5891.65 ms/batch
Step 00078100 L_out=0.013 Acc=0.88 ---32635.43 ms/batch
Step 00078150 L_out=0.013 Acc=0.94 ---60075.63 ms/batch
Step 00078200 L_out=0.030 Acc=0.94 ---83883.13 ms/batch
Step 00078250 L_out=0.099 Acc=0.92 ---111077.92 ms/batch
Step 00078300 L_out=0.025 Acc=0.92 ---137235.57 ms/batch
Step 00078350 L_out=0.019 Acc=0.91 ---163814.52 ms/batch
Step 00078400 L_out=0.032 Acc=0.92 ---190659.86 ms/batch
Step 00078450 L_out=0.019 Acc=0.95 ---217091.24 ms/batch
Step 00078500 L_out=0.014 Acc=0.92 ---243302.39 ms/batch
Step 00078550 L_out=0.043 Acc=0.91 ---269637.18 ms/batch
Step 00078600 L_out=0.024 Acc=0.93 ---295736.82 ms/batch
Step 00078650 L_out=0.020 Acc=0.93 ---321941.37 ms/batch
Step 00078700 L_out=0.020 Acc=0.92 ---348107.70 ms/batch
Round 5 | epoch=27, train costTime=351.25944805145264, | total_activation_sum=9924659
Round 5 | epoch=28, current m_iou=0.6642180910977105
Round 5 | Best m_IoU is: 0.668, OA is: 0.916 | val costTime=143.7779519557953
Round 5 | ****EPOCH 28****
Step 00078750 L_out=0.032 Acc=0.94 ---23596.52 ms/batch
Step 00078800 L_out=0.011 Acc=0.87 ---50598.01 ms/batch
Step 00078850 L_out=0.015 Acc=0.93 ---76878.17 ms/batch
Step 00078900 L_out=0.030 Acc=0.88 ---101365.94 ms/batch
Step 00078950 L_out=0.055 Acc=0.90 ---128046.81 ms/batch
Step 00079000 L_out=0.083 Acc=0.86 ---154570.46 ms/batch
Step 00079050 L_out=0.061 Acc=0.96 ---180853.57 ms/batch
Step 00079100 L_out=0.045 Acc=0.96 ---206966.45 ms/batch
Step 00079150 L_out=0.021 Acc=0.95 ---233194.15 ms/batch
Step 00079200 L_out=0.017 Acc=0.91 ---258971.62 ms/batch
Step 00079250 L_out=0.035 Acc=0.88 ---285068.63 ms/batch
Step 00079300 L_out=0.064 Acc=0.93 ---311405.15 ms/batch
Step 00079350 L_out=0.007 Acc=0.93 ---337269.80 ms/batch
Round 5 | epoch=28, train costTime=348.97977805137634, | total_activation_sum=9866840
Round 5 | epoch=29, current m_iou=0.6635593335878693
Round 5 | Best m_IoU is: 0.668, OA is: 0.916 | val costTime=142.70585799217224
Round 5 | ****EPOCH 29****
Step 00079400 L_out=0.012 Acc=0.92 ---14051.07 ms/batch
Step 00079450 L_out=0.055 Acc=0.90 ---40898.75 ms/batch
Step 00079500 L_out=0.035 Acc=0.85 ---67681.12 ms/batch
Step 00079550 L_out=0.029 Acc=0.93 ---91420.34 ms/batch
Step 00079600 L_out=0.064 Acc=0.94 ---117868.37 ms/batch
Step 00079650 L_out=0.007 Acc=0.95 ---145286.57 ms/batch
Step 00079700 L_out=0.018 Acc=0.88 ---171885.65 ms/batch
Step 00079750 L_out=0.019 Acc=0.93 ---197889.50 ms/batch
Step 00079800 L_out=0.129 Acc=0.88 ---224640.75 ms/batch
Step 00079850 L_out=0.005 Acc=0.97 ---251593.78 ms/batch
Step 00079900 L_out=0.008 Acc=0.93 ---277470.49 ms/batch
Step 00079950 L_out=0.012 Acc=0.90 ---303298.06 ms/batch
Step 00080000 L_out=0.025 Acc=0.95 ---329421.36 ms/batch
Round 5 | epoch=29, train costTime=351.17728447914124, | total_activation_sum=9787728
Round 5 | epoch=30, current m_iou=0.6644582997245261
Round 5 | Best m_IoU is: 0.668, OA is: 0.916 | val costTime=143.04934740066528
Round 5 | ****EPOCH 30****
Round 6 | ****EPOCH 0****
Step 00080050 L_out=0.212 Acc=0.89 --- 5436.24 ms/batch
Step 00080100 L_out=0.773 Acc=0.57 ---32247.86 ms/batch
Step 00080150 L_out=0.395 Acc=0.41 ---58680.89 ms/batch
Step 00080200 L_out=0.382 Acc=0.69 ---85634.94 ms/batch
Step 00080250 L_out=0.219 Acc=0.85 ---112539.67 ms/batch
Step 00080300 L_out=0.351 Acc=0.80 ---136618.67 ms/batch
Step 00080350 L_out=0.122 Acc=0.97 ---162871.88 ms/batch
Step 00080400 L_out=0.027 Acc=0.94 ---189171.22 ms/batch
Step 00080450 L_out=0.281 Acc=0.91 ---215298.34 ms/batch
Step 00080500 L_out=0.086 Acc=0.92 ---244006.41 ms/batch
Step 00080550 L_out=0.184 Acc=0.90 ---270286.20 ms/batch
Step 00080600 L_out=0.127 Acc=0.88 ---296150.57 ms/batch
Step 00080650 L_out=0.110 Acc=0.76 ---321939.54 ms/batch
Step 00080700 L_out=0.077 Acc=0.77 ---348180.48 ms/batch
Round 6 | epoch=0, train costTime=351.9555730819702, | total_activation_sum=11589504
Round 6 | epoch=1, current m_iou=0.5566660224248319
Round 6 | Best m_IoU is: 0.557, OA is: 0.867 | val costTime=136.20507192611694
Round 6 | ****EPOCH 1****
Step 00080750 L_out=0.072 Acc=0.91 ---23367.92 ms/batch
Step 00080800 L_out=0.158 Acc=0.90 ---50351.22 ms/batch
Step 00080850 L_out=0.288 Acc=0.72 ---77699.46 ms/batch
Step 00080900 L_out=0.545 Acc=0.59 ---104525.96 ms/batch
Step 00080950 L_out=0.373 Acc=0.77 ---129360.51 ms/batch
Step 00081000 L_out=0.207 Acc=0.85 ---155011.12 ms/batch
Step 00081050 L_out=0.098 Acc=0.91 ---181095.66 ms/batch
Step 00081100 L_out=0.176 Acc=0.89 ---207995.72 ms/batch
Step 00081150 L_out=0.049 Acc=0.90 ---234423.94 ms/batch
Step 00081200 L_out=0.224 Acc=0.85 ---260581.70 ms/batch
Step 00081250 L_out=0.196 Acc=0.85 ---286652.46 ms/batch
Step 00081300 L_out=0.180 Acc=0.83 ---313003.01 ms/batch
Step 00081350 L_out=0.175 Acc=0.76 ---339243.61 ms/batch
Round 6 | epoch=1, train costTime=351.59849762916565, | total_activation_sum=11560543
Round 6 | epoch=2, current m_iou=0.5828797768101919
Round 6 | Best m_IoU is: 0.583, OA is: 0.886 | val costTime=136.7764539718628
Round 6 | ****EPOCH 2****
Step 00081400 L_out=0.025 Acc=0.92 ---14250.13 ms/batch
Step 00081450 L_out=0.107 Acc=0.91 ---41347.58 ms/batch
Step 00081500 L_out=0.216 Acc=0.85 ---68166.27 ms/batch
Step 00081550 L_out=0.059 Acc=0.90 ---94973.07 ms/batch
Step 00081600 L_out=0.044 Acc=0.85 ---121596.85 ms/batch
Step 00081650 L_out=0.112 Acc=0.85 ---145909.71 ms/batch
Step 00081700 L_out=0.047 Acc=0.87 ---173234.46 ms/batch
Step 00081750 L_out=0.029 Acc=0.88 ---199907.44 ms/batch
Step 00081800 L_out=0.610 Acc=0.86 ---226162.83 ms/batch
Step 00081850 L_out=0.117 Acc=0.93 ---255071.71 ms/batch
Step 00081900 L_out=0.181 Acc=0.83 ---281752.61 ms/batch
Step 00081950 L_out=0.133 Acc=0.94 ---308032.43 ms/batch
Step 00082000 L_out=0.033 Acc=0.89 ---334626.18 ms/batch
Round 6 | epoch=2, train costTime=357.33353543281555, | total_activation_sum=11521973
Round 6 | epoch=3, current m_iou=0.6244469860096453
Round 6 | Best m_IoU is: 0.624, OA is: 0.899 | val costTime=137.0187087059021
Round 6 | ****EPOCH 3****
Step 00082050 L_out=0.117 Acc=0.90 --- 4787.66 ms/batch
Step 00082100 L_out=0.134 Acc=0.95 ---31778.32 ms/batch
Step 00082150 L_out=0.145 Acc=0.81 ---58587.31 ms/batch
Step 00082200 L_out=0.034 Acc=0.94 ---85397.25 ms/batch
Step 00082250 L_out=0.062 Acc=0.93 ---112424.36 ms/batch
Step 00082300 L_out=0.063 Acc=0.90 ---136706.43 ms/batch
Step 00082350 L_out=0.159 Acc=0.82 ---162690.40 ms/batch
Step 00082400 L_out=0.027 Acc=0.89 ---189003.76 ms/batch
Step 00082450 L_out=0.134 Acc=0.88 ---215232.25 ms/batch
Step 00082500 L_out=0.422 Acc=0.74 ---241350.48 ms/batch
Step 00082550 L_out=0.213 Acc=0.92 ---267677.43 ms/batch
Step 00082600 L_out=0.031 Acc=0.93 ---297349.21 ms/batch
Step 00082650 L_out=0.089 Acc=0.83 ---324968.79 ms/batch
Step 00082700 L_out=0.078 Acc=0.84 ---352368.86 ms/batch
Round 6 | epoch=3, train costTime=356.57691192626953, | total_activation_sum=11476175
Round 6 | epoch=4, current m_iou=0.6490615432242682
Round 6 | Best m_IoU is: 0.649, OA is: 0.911 | val costTime=137.54620552062988
Round 6 | ****EPOCH 4****
Step 00082750 L_out=0.143 Acc=0.85 ---22653.49 ms/batch
Step 00082800 L_out=0.094 Acc=0.95 ---49683.08 ms/batch
Step 00082850 L_out=0.113 Acc=0.86 ---76767.21 ms/batch
Step 00082900 L_out=0.024 Acc=0.94 ---103534.03 ms/batch
Step 00082950 L_out=0.105 Acc=0.90 ---128386.01 ms/batch
Step 00083000 L_out=0.056 Acc=0.92 ---154189.27 ms/batch
Step 00083050 L_out=0.092 Acc=0.84 ---180144.68 ms/batch
Step 00083100 L_out=0.047 Acc=0.91 ---205801.26 ms/batch
Step 00083150 L_out=0.075 Acc=0.84 ---232951.90 ms/batch
Step 00083200 L_out=0.163 Acc=0.91 ---260733.50 ms/batch
Step 00083250 L_out=0.348 Acc=0.84 ---289146.43 ms/batch
Step 00083300 L_out=0.098 Acc=0.94 ---315813.76 ms/batch
Step 00083350 L_out=0.044 Acc=0.89 ---342396.22 ms/batch
Round 6 | epoch=4, train costTime=355.8809163570404, | total_activation_sum=11595315
Round 6 | epoch=5, current m_iou=0.6496118578140633
Round 6 | Best m_IoU is: 0.650, OA is: 0.912 | val costTime=137.37466740608215
Round 6 | ****EPOCH 5****
Step 00083400 L_out=0.079 Acc=0.89 ---13751.29 ms/batch
Step 00083450 L_out=0.114 Acc=0.88 ---40724.94 ms/batch
Step 00083500 L_out=0.116 Acc=0.88 ---67317.77 ms/batch
Step 00083550 L_out=0.270 Acc=0.92 ---94276.15 ms/batch
Step 00083600 L_out=0.206 Acc=0.80 ---120943.52 ms/batch
Step 00083650 L_out=0.036 Acc=0.91 ---144965.68 ms/batch
Step 00083700 L_out=0.080 Acc=0.90 ---170980.72 ms/batch
Step 00083750 L_out=0.095 Acc=0.91 ---196831.10 ms/batch
Step 00083800 L_out=0.068 Acc=0.93 ---224935.27 ms/batch
Step 00083850 L_out=0.096 Acc=0.92 ---251360.93 ms/batch
Step 00083900 L_out=0.096 Acc=0.92 ---277646.68 ms/batch
Step 00083950 L_out=0.075 Acc=0.79 ---304124.53 ms/batch
Step 00084000 L_out=0.473 Acc=0.93 ---330401.89 ms/batch
Round 6 | epoch=5, train costTime=352.78654074668884, | total_activation_sum=11519943
Round 6 | epoch=6, current m_iou=0.6416049640104344
Round 6 | Best m_IoU is: 0.650, OA is: 0.912 | val costTime=136.81609535217285
Round 6 | ****EPOCH 6****
Step 00084050 L_out=0.351 Acc=0.85 --- 4163.13 ms/batch
Step 00084100 L_out=0.317 Acc=0.76 ---31074.34 ms/batch
Step 00084150 L_out=0.172 Acc=0.77 ---58301.22 ms/batch
Step 00084200 L_out=0.150 Acc=0.84 ---85328.22 ms/batch
Step 00084250 L_out=0.047 Acc=0.94 ---112576.49 ms/batch
Step 00084300 L_out=0.064 Acc=0.94 ---136586.31 ms/batch
Step 00084350 L_out=0.062 Acc=0.88 ---162786.45 ms/batch
Step 00084400 L_out=0.208 Acc=0.93 ---189162.82 ms/batch
Step 00084450 L_out=0.056 Acc=0.92 ---214884.19 ms/batch
Step 00084500 L_out=0.033 Acc=0.93 ---241893.82 ms/batch
Step 00084550 L_out=0.093 Acc=0.88 ---269325.50 ms/batch
Step 00084600 L_out=0.249 Acc=0.87 ---296998.73 ms/batch
Step 00084650 L_out=0.155 Acc=0.85 ---323814.67 ms/batch
Step 00084700 L_out=0.093 Acc=0.84 ---351093.48 ms/batch
Round 6 | epoch=6, train costTime=356.2895450592041, | total_activation_sum=11528470
Round 6 | epoch=7, current m_iou=0.6468778010131613
Round 6 | Best m_IoU is: 0.650, OA is: 0.912 | val costTime=136.53004503250122
Round 6 | ****EPOCH 7****
Step 00084750 L_out=0.144 Acc=0.89 ---21985.98 ms/batch
Step 00084800 L_out=0.027 Acc=0.92 ---48862.59 ms/batch
Step 00084850 L_out=0.022 Acc=0.96 ---76078.62 ms/batch
Step 00084900 L_out=0.051 Acc=0.93 ---102943.09 ms/batch
Step 00084950 L_out=0.099 Acc=0.93 ---129165.53 ms/batch
Step 00085000 L_out=0.026 Acc=0.93 ---153491.18 ms/batch
Step 00085050 L_out=0.076 Acc=0.91 ---180547.25 ms/batch
Step 00085100 L_out=0.075 Acc=0.90 ---206756.02 ms/batch
Step 00085150 L_out=0.085 Acc=0.93 ---232643.61 ms/batch
Step 00085200 L_out=0.043 Acc=0.92 ---258956.61 ms/batch
Step 00085250 L_out=0.055 Acc=0.91 ---285360.17 ms/batch
Step 00085300 L_out=0.143 Acc=0.91 ---311787.18 ms/batch
Step 00085350 L_out=0.027 Acc=0.93 ---337516.47 ms/batch
Round 6 | epoch=7, train costTime=350.9376573562622, | total_activation_sum=11602480
Round 6 | epoch=8, current m_iou=0.6561980344673691
Round 6 | Best m_IoU is: 0.656, OA is: 0.912 | val costTime=137.09712624549866
Round 6 | ****EPOCH 8****
Step 00085400 L_out=0.026 Acc=0.87 ---12728.52 ms/batch
Step 00085450 L_out=0.036 Acc=0.91 ---39632.79 ms/batch
Step 00085500 L_out=0.047 Acc=0.96 ---66203.03 ms/batch
Step 00085550 L_out=0.242 Acc=0.80 ---93010.90 ms/batch
Step 00085600 L_out=0.068 Acc=0.92 ---119938.82 ms/batch
Step 00085650 L_out=0.054 Acc=0.92 ---144086.44 ms/batch
Step 00085700 L_out=0.036 Acc=0.92 ---170811.28 ms/batch
Step 00085750 L_out=0.015 Acc=0.93 ---196631.30 ms/batch
Step 00085800 L_out=0.065 Acc=0.93 ---222501.37 ms/batch
Step 00085850 L_out=0.177 Acc=0.87 ---248686.45 ms/batch
Step 00085900 L_out=0.069 Acc=0.94 ---274687.60 ms/batch
Step 00085950 L_out=0.087 Acc=0.90 ---301272.04 ms/batch
Step 00086000 L_out=0.070 Acc=0.86 ---327316.01 ms/batch
Round 6 | epoch=8, train costTime=349.4448869228363, | total_activation_sum=11503853
Round 6 | epoch=9, current m_iou=0.6628931511851623
Round 6 | Best m_IoU is: 0.663, OA is: 0.913 | val costTime=136.45694947242737
Round 6 | ****EPOCH 9****
Step 00086050 L_out=0.204 Acc=0.84 --- 3502.75 ms/batch
Step 00086100 L_out=0.090 Acc=0.87 ---30172.84 ms/batch
Step 00086150 L_out=0.042 Acc=0.82 ---57476.95 ms/batch
Step 00086200 L_out=0.046 Acc=0.94 ---84054.56 ms/batch
Step 00086250 L_out=0.606 Acc=0.94 ---111116.50 ms/batch
Step 00086300 L_out=0.140 Acc=0.88 ---136442.92 ms/batch
Step 00086350 L_out=0.053 Acc=0.92 ---162829.54 ms/batch
Step 00086400 L_out=0.064 Acc=0.87 ---189332.22 ms/batch
Step 00086450 L_out=0.008 Acc=0.89 ---216530.56 ms/batch
Step 00086500 L_out=0.038 Acc=0.94 ---242396.74 ms/batch
Step 00086550 L_out=0.034 Acc=0.88 ---268888.94 ms/batch
Step 00086600 L_out=0.056 Acc=0.94 ---294782.91 ms/batch
Step 00086650 L_out=0.049 Acc=0.92 ---320701.75 ms/batch
Step 00086700 L_out=0.030 Acc=0.93 ---346818.79 ms/batch
Round 6 | epoch=9, train costTime=352.4718060493469, | total_activation_sum=11464304
Round 6 | epoch=10, current m_iou=0.6628319472756325
Round 6 | Best m_IoU is: 0.663, OA is: 0.913 | val costTime=136.56338763237
Round 6 | ****EPOCH 10****
Step 00086750 L_out=0.049 Acc=0.94 ---21362.40 ms/batch
Step 00086800 L_out=0.019 Acc=0.96 ---48063.23 ms/batch
Step 00086850 L_out=0.107 Acc=0.88 ---74762.74 ms/batch
Step 00086900 L_out=0.068 Acc=0.90 ---101971.53 ms/batch
Step 00086950 L_out=0.045 Acc=0.89 ---129214.57 ms/batch
Step 00087000 L_out=0.069 Acc=0.94 ---153518.57 ms/batch
Step 00087050 L_out=0.029 Acc=0.93 ---180202.30 ms/batch
Step 00087100 L_out=0.018 Acc=0.91 ---207526.56 ms/batch
Step 00087150 L_out=0.138 Acc=0.81 ---233772.33 ms/batch
Step 00087200 L_out=0.072 Acc=0.91 ---260113.08 ms/batch
Step 00087250 L_out=0.025 Acc=0.91 ---286294.23 ms/batch
Step 00087300 L_out=0.083 Acc=0.87 ---312164.63 ms/batch
Step 00087350 L_out=0.046 Acc=0.94 ---337998.14 ms/batch
Round 6 | epoch=10, train costTime=352.157026052475, | total_activation_sum=11520541
Round 6 | epoch=11, current m_iou=0.655977277278093
Round 6 | Best m_IoU is: 0.663, OA is: 0.913 | val costTime=136.27938151359558
Round 6 | ****EPOCH 11****
Step 00087400 L_out=0.105 Acc=0.94 ---13351.38 ms/batch
Step 00087450 L_out=0.092 Acc=0.85 ---40029.51 ms/batch
Step 00087500 L_out=0.133 Acc=0.84 ---66871.12 ms/batch
Step 00087550 L_out=0.034 Acc=0.93 ---93490.60 ms/batch
Step 00087600 L_out=0.025 Acc=0.94 ---120257.19 ms/batch
Step 00087650 L_out=0.074 Acc=0.96 ---144520.66 ms/batch
Step 00087700 L_out=0.513 Acc=0.78 ---171434.92 ms/batch
Step 00087750 L_out=0.050 Acc=0.95 ---197179.45 ms/batch
Step 00087800 L_out=0.057 Acc=0.89 ---223000.62 ms/batch
Step 00087850 L_out=0.032 Acc=0.87 ---248855.06 ms/batch
Step 00087900 L_out=0.076 Acc=0.90 ---274856.57 ms/batch
Step 00087950 L_out=0.192 Acc=0.93 ---300839.11 ms/batch
Step 00088000 L_out=0.023 Acc=0.95 ---326918.59 ms/batch
Round 6 | epoch=11, train costTime=349.45053577423096, | total_activation_sum=11532301
Round 6 | epoch=12, current m_iou=0.6520147195148307
Round 6 | Best m_IoU is: 0.663, OA is: 0.913 | val costTime=136.4491744041443
Round 6 | ****EPOCH 12****
Step 00088050 L_out=0.032 Acc=0.89 --- 3856.09 ms/batch
Step 00088100 L_out=0.060 Acc=0.87 ---31519.61 ms/batch
Step 00088150 L_out=0.040 Acc=0.93 ---58414.37 ms/batch
Step 00088200 L_out=0.074 Acc=0.88 ---85209.61 ms/batch
Step 00088250 L_out=0.055 Acc=0.88 ---112092.49 ms/batch
Step 00088300 L_out=0.028 Acc=0.93 ---138697.61 ms/batch
Step 00088350 L_out=0.027 Acc=0.95 ---162608.35 ms/batch
Step 00088400 L_out=0.145 Acc=0.93 ---188584.32 ms/batch
Step 00088450 L_out=0.126 Acc=0.86 ---215555.64 ms/batch
Step 00088500 L_out=0.085 Acc=0.88 ---242080.97 ms/batch
Step 00088550 L_out=0.478 Acc=0.81 ---268303.48 ms/batch
Step 00088600 L_out=0.031 Acc=0.86 ---295185.47 ms/batch
Step 00088650 L_out=0.033 Acc=0.94 ---321820.07 ms/batch
Step 00088700 L_out=0.086 Acc=0.94 ---348031.31 ms/batch
Round 6 | epoch=12, train costTime=353.75465512275696, | total_activation_sum=11489361
Round 6 | epoch=13, current m_iou=0.6546301435181421
Round 6 | Best m_IoU is: 0.663, OA is: 0.913 | val costTime=137.14186930656433
Round 6 | ****EPOCH 13****
Step 00088750 L_out=0.090 Acc=0.82 ---20577.22 ms/batch
Step 00088800 L_out=0.046 Acc=0.90 ---47509.05 ms/batch
Step 00088850 L_out=0.098 Acc=0.95 ---74362.70 ms/batch
Step 00088900 L_out=0.021 Acc=0.95 ---101011.04 ms/batch
Step 00088950 L_out=0.026 Acc=0.95 ---127714.00 ms/batch
Step 00089000 L_out=0.033 Acc=0.80 ---151788.50 ms/batch
Step 00089050 L_out=0.018 Acc=0.92 ---178037.57 ms/batch
Step 00089100 L_out=0.032 Acc=0.97 ---204909.61 ms/batch
Step 00089150 L_out=0.045 Acc=0.94 ---231909.98 ms/batch
Step 00089200 L_out=0.080 Acc=0.93 ---259425.16 ms/batch
Step 00089250 L_out=0.034 Acc=0.95 ---285597.60 ms/batch
Step 00089300 L_out=0.036 Acc=0.87 ---311740.23 ms/batch
Step 00089350 L_out=0.106 Acc=0.88 ---337701.31 ms/batch
Round 6 | epoch=13, train costTime=352.9607400894165, | total_activation_sum=11600537
Round 6 | epoch=14, current m_iou=0.6647693651910127
Round 6 | Best m_IoU is: 0.665, OA is: 0.916 | val costTime=136.3428511619568
Round 6 | ****EPOCH 14****
Step 00089400 L_out=0.006 Acc=0.94 ---12196.78 ms/batch
Step 00089450 L_out=0.011 Acc=0.95 ---38792.22 ms/batch
Step 00089500 L_out=0.063 Acc=0.88 ---66040.61 ms/batch
Step 00089550 L_out=0.080 Acc=0.94 ---92947.12 ms/batch
Step 00089600 L_out=0.056 Acc=0.92 ---119647.30 ms/batch
Step 00089650 L_out=0.105 Acc=0.90 ---144881.07 ms/batch
Step 00089700 L_out=0.329 Acc=0.90 ---172257.95 ms/batch
Step 00089750 L_out=0.005 Acc=0.97 ---198936.65 ms/batch
Step 00089800 L_out=0.072 Acc=0.89 ---225091.95 ms/batch
Step 00089850 L_out=0.017 Acc=0.91 ---254439.04 ms/batch
Step 00089900 L_out=0.274 Acc=0.87 ---279985.62 ms/batch
Step 00089950 L_out=0.267 Acc=0.89 ---306563.74 ms/batch
Step 00090000 L_out=0.011 Acc=0.91 ---333620.31 ms/batch
Round 6 | epoch=14, train costTime=356.70210552215576, | total_activation_sum=11475782
Round 6 | epoch=15, current m_iou=0.6622259874395124
Round 6 | Best m_IoU is: 0.665, OA is: 0.916 | val costTime=135.31041383743286
Round 6 | ****EPOCH 15****
Step 00090050 L_out=0.013 Acc=0.94 --- 2574.21 ms/batch
Step 00090100 L_out=0.038 Acc=0.84 ---29063.43 ms/batch
Step 00090150 L_out=0.068 Acc=0.92 ---56230.65 ms/batch
Step 00090200 L_out=0.108 Acc=0.79 ---82893.54 ms/batch
Step 00090250 L_out=0.080 Acc=0.89 ---109682.33 ms/batch
Step 00090300 L_out=0.091 Acc=0.96 ---136579.69 ms/batch
Step 00090350 L_out=0.013 Acc=0.96 ---159123.18 ms/batch
Step 00090400 L_out=0.023 Acc=0.91 ---181690.77 ms/batch
Step 00090450 L_out=0.016 Acc=0.96 ---204183.77 ms/batch
Step 00090500 L_out=0.107 Acc=0.79 ---226504.32 ms/batch
Step 00090550 L_out=0.038 Acc=0.93 ---248583.62 ms/batch
Step 00090600 L_out=0.040 Acc=0.93 ---270501.29 ms/batch
Step 00090650 L_out=0.098 Acc=0.91 ---292362.36 ms/batch
Step 00090700 L_out=0.026 Acc=0.92 ---314944.49 ms/batch
Round 6 | epoch=15, train costTime=320.1197578907013, | total_activation_sum=11505032
Round 6 | epoch=16, current m_iou=0.6674953149661577
Round 6 | Best m_IoU is: 0.667, OA is: 0.916 | val costTime=117.11191010475159
Round 6 | ****EPOCH 16****
Step 00090750 L_out=0.130 Acc=0.91 ---16485.04 ms/batch
Step 00090800 L_out=0.056 Acc=0.90 ---38321.70 ms/batch
Step 00090850 L_out=0.026 Acc=0.93 ---60270.48 ms/batch
Step 00090900 L_out=0.087 Acc=0.92 ---82059.14 ms/batch
Step 00090950 L_out=0.043 Acc=0.91 ---103862.77 ms/batch
Step 00091000 L_out=0.046 Acc=0.86 ---125504.06 ms/batch
Step 00091050 L_out=0.051 Acc=0.87 ---147224.63 ms/batch
Step 00091100 L_out=0.022 Acc=0.88 ---168991.08 ms/batch
Step 00091150 L_out=0.082 Acc=0.92 ---190777.41 ms/batch
Step 00091200 L_out=0.043 Acc=0.93 ---212332.79 ms/batch
Step 00091250 L_out=0.020 Acc=0.94 ---234361.80 ms/batch
Step 00091300 L_out=0.018 Acc=0.97 ---256769.60 ms/batch
Step 00091350 L_out=0.048 Acc=0.90 ---278631.20 ms/batch
Round 6 | epoch=16, train costTime=291.2076561450958, | total_activation_sum=11616830
Round 6 | epoch=17, current m_iou=0.6695381266574997
Round 6 | Best m_IoU is: 0.670, OA is: 0.916 | val costTime=117.68857932090759
Round 6 | ****EPOCH 17****
Step 00091400 L_out=0.041 Acc=0.94 --- 9188.84 ms/batch
Step 00091450 L_out=0.032 Acc=0.96 ---31134.71 ms/batch
Step 00091500 L_out=0.023 Acc=0.95 ---53226.64 ms/batch
Step 00091550 L_out=0.121 Acc=0.89 ---79069.06 ms/batch
Step 00091600 L_out=0.120 Acc=0.86 ---105303.97 ms/batch
Step 00091650 L_out=0.075 Acc=0.94 ---131607.27 ms/batch
Step 00091700 L_out=0.079 Acc=0.86 ---157546.35 ms/batch
Step 00091750 L_out=0.023 Acc=0.91 ---183907.74 ms/batch
Step 00091800 L_out=0.055 Acc=0.95 ---209924.43 ms/batch
Step 00091850 L_out=0.048 Acc=0.93 ---236950.74 ms/batch
Step 00091900 L_out=0.062 Acc=0.91 ---263027.80 ms/batch
Step 00091950 L_out=0.019 Acc=0.95 ---288957.40 ms/batch
Step 00092000 L_out=0.039 Acc=0.95 ---318202.07 ms/batch
Round 6 | epoch=17, train costTime=343.3216218948364, | total_activation_sum=11457335
Round 6 | epoch=18, current m_iou=0.6727686909672248
Round 6 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=132.83243918418884
Round 6 | ****EPOCH 18****
Step 00092050 L_out=0.086 Acc=0.85 --- 2153.50 ms/batch
Step 00092100 L_out=0.010 Acc=0.97 ---28786.05 ms/batch
Step 00092150 L_out=0.053 Acc=0.94 ---55198.34 ms/batch
Step 00092200 L_out=0.098 Acc=0.93 ---79477.85 ms/batch
Step 00092250 L_out=0.100 Acc=0.91 ---105567.82 ms/batch
Step 00092300 L_out=0.028 Acc=0.83 ---131851.11 ms/batch
Step 00092350 L_out=0.060 Acc=0.92 ---157752.35 ms/batch
Step 00092400 L_out=0.024 Acc=0.94 ---184072.60 ms/batch
Step 00092450 L_out=0.061 Acc=0.94 ---209881.42 ms/batch
Step 00092500 L_out=0.018 Acc=0.92 ---236232.29 ms/batch
Step 00092550 L_out=0.040 Acc=0.95 ---264687.98 ms/batch
Step 00092600 L_out=0.004 Acc=0.94 ---291638.00 ms/batch
Step 00092650 L_out=0.090 Acc=0.94 ---318347.26 ms/batch
Step 00092700 L_out=0.024 Acc=0.94 ---345923.03 ms/batch
Round 6 | epoch=18, train costTime=352.69519448280334, | total_activation_sum=11617174
Round 6 | epoch=19, current m_iou=0.6707922760333702
Round 6 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=146.2763261795044
Round 6 | ****EPOCH 19****
Step 00092750 L_out=0.077 Acc=0.96 ---20148.13 ms/batch
Step 00092800 L_out=0.038 Acc=0.92 ---46957.06 ms/batch
Step 00092850 L_out=0.351 Acc=0.79 ---71552.64 ms/batch
Step 00092900 L_out=0.015 Acc=0.95 ---97831.12 ms/batch
Step 00092950 L_out=0.079 Acc=0.91 ---124751.58 ms/batch
Step 00093000 L_out=0.028 Acc=0.96 ---153084.23 ms/batch
Step 00093050 L_out=0.155 Acc=0.94 ---179761.89 ms/batch
Step 00093100 L_out=0.024 Acc=0.92 ---206751.48 ms/batch
Step 00093150 L_out=0.016 Acc=0.95 ---233222.18 ms/batch
Step 00093200 L_out=0.044 Acc=0.94 ---259550.57 ms/batch
Step 00093250 L_out=0.027 Acc=0.96 ---287636.38 ms/batch
Step 00093300 L_out=0.076 Acc=0.84 ---313832.23 ms/batch
Step 00093350 L_out=0.004 Acc=0.89 ---340700.95 ms/batch
Round 6 | epoch=19, train costTime=358.48873114585876, | total_activation_sum=11472437
Round 6 | epoch=20, current m_iou=0.6716812132132334
Round 6 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=133.3603012561798
Round 6 | ****EPOCH 20****
Step 00093400 L_out=0.127 Acc=0.85 ---11104.64 ms/batch
Step 00093450 L_out=0.034 Acc=0.96 ---38637.55 ms/batch
Step 00093500 L_out=0.042 Acc=0.96 ---64099.84 ms/batch
Step 00093550 L_out=0.012 Acc=0.96 ---89227.93 ms/batch
Step 00093600 L_out=0.075 Acc=0.90 ---115688.69 ms/batch
Step 00093650 L_out=0.042 Acc=0.97 ---142169.37 ms/batch
Step 00093700 L_out=0.053 Acc=0.94 ---169767.06 ms/batch
Step 00093750 L_out=0.139 Acc=0.89 ---195808.45 ms/batch
Step 00093800 L_out=0.129 Acc=0.90 ---222066.23 ms/batch
Step 00093850 L_out=0.040 Acc=0.88 ---248294.40 ms/batch
Step 00093900 L_out=0.023 Acc=0.90 ---276299.86 ms/batch
Step 00093950 L_out=0.020 Acc=0.93 ---302638.08 ms/batch
Step 00094000 L_out=0.007 Acc=0.92 ---328714.68 ms/batch
Round 6 | epoch=20, train costTime=353.5052738189697, | total_activation_sum=11523183
Round 6 | epoch=21, current m_iou=0.661903807796969
Round 6 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=133.80495023727417
Round 6 | ****EPOCH 21****
Step 00094050 L_out=0.024 Acc=0.93 --- 1493.04 ms/batch
Step 00094100 L_out=0.196 Acc=0.81 ---28292.57 ms/batch
Step 00094150 L_out=0.032 Acc=0.89 ---54984.87 ms/batch
Step 00094200 L_out=0.022 Acc=0.91 ---78942.45 ms/batch
Step 00094250 L_out=0.029 Acc=0.95 ---105022.25 ms/batch
Step 00094300 L_out=0.069 Acc=0.94 ---131941.21 ms/batch
Step 00094350 L_out=0.038 Acc=0.88 ---157784.39 ms/batch
Step 00094400 L_out=0.031 Acc=0.96 ---183973.03 ms/batch
Step 00094450 L_out=0.027 Acc=0.91 ---210060.66 ms/batch
Step 00094500 L_out=0.176 Acc=0.93 ---236419.37 ms/batch
Step 00094550 L_out=0.025 Acc=0.93 ---262417.87 ms/batch
Step 00094600 L_out=0.014 Acc=0.95 ---288147.30 ms/batch
Step 00094650 L_out=0.031 Acc=0.86 ---314921.57 ms/batch
Step 00094700 L_out=0.037 Acc=0.91 ---342992.89 ms/batch
Round 6 | epoch=21, train costTime=350.32473635673523, | total_activation_sum=11466464
Round 6 | epoch=22, current m_iou=0.6642469776519461
Round 6 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=134.08887028694153
Round 6 | ****EPOCH 22****
Step 00094750 L_out=0.028 Acc=0.93 ---19233.23 ms/batch
Step 00094800 L_out=0.030 Acc=0.96 ---45812.62 ms/batch
Step 00094850 L_out=0.016 Acc=0.90 ---70463.94 ms/batch
Step 00094900 L_out=0.035 Acc=0.96 ---96841.71 ms/batch
Step 00094950 L_out=0.124 Acc=0.87 ---123705.50 ms/batch
Step 00095000 L_out=0.028 Acc=0.93 ---150146.77 ms/batch
Step 00095050 L_out=0.070 Acc=0.91 ---176391.07 ms/batch
Step 00095100 L_out=0.025 Acc=0.89 ---202563.13 ms/batch
Step 00095150 L_out=0.053 Acc=0.94 ---228352.80 ms/batch
Step 00095200 L_out=0.063 Acc=0.86 ---254827.63 ms/batch
Step 00095250 L_out=0.053 Acc=0.92 ---282406.60 ms/batch
Step 00095300 L_out=0.026 Acc=0.93 ---309153.62 ms/batch
Step 00095350 L_out=0.032 Acc=0.97 ---334981.32 ms/batch
Round 6 | epoch=22, train costTime=351.83396792411804, | total_activation_sum=11603953
Round 6 | epoch=23, current m_iou=0.6643228480142895
Round 6 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=145.1647126674652
Round 6 | ****EPOCH 23****
Step 00095400 L_out=0.066 Acc=0.95 ---10285.75 ms/batch
Step 00095450 L_out=0.091 Acc=0.94 ---37140.99 ms/batch
Step 00095500 L_out=0.047 Acc=0.82 ---63525.77 ms/batch
Step 00095550 L_out=0.003 Acc=0.91 ---89541.81 ms/batch
Step 00095600 L_out=0.025 Acc=0.93 ---116528.12 ms/batch
Step 00095650 L_out=0.035 Acc=0.93 ---142696.19 ms/batch
Step 00095700 L_out=0.011 Acc=0.97 ---168627.09 ms/batch
Step 00095750 L_out=0.054 Acc=0.95 ---195084.69 ms/batch
Step 00095800 L_out=0.023 Acc=0.80 ---221368.41 ms/batch
Step 00095850 L_out=0.048 Acc=0.96 ---247692.58 ms/batch
Step 00095900 L_out=0.084 Acc=0.90 ---274255.36 ms/batch
Step 00095950 L_out=0.024 Acc=0.95 ---301683.10 ms/batch
Step 00096000 L_out=0.007 Acc=0.94 ---328395.30 ms/batch
Round 6 | epoch=23, train costTime=353.58143854141235, | total_activation_sum=11492780
Round 6 | epoch=24, current m_iou=0.6655873552269735
Round 6 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=145.4345097541809
Round 6 | ****EPOCH 24****
Step 00096050 L_out=0.028 Acc=0.93 --- 1050.22 ms/batch
Step 00096100 L_out=0.021 Acc=0.96 ---27956.66 ms/batch
Step 00096150 L_out=0.049 Acc=0.89 ---54671.91 ms/batch
Step 00096200 L_out=0.049 Acc=0.95 ---78889.67 ms/batch
Step 00096250 L_out=0.048 Acc=0.89 ---105841.83 ms/batch
Step 00096300 L_out=0.048 Acc=0.94 ---132841.21 ms/batch
Step 00096350 L_out=0.046 Acc=0.88 ---160256.00 ms/batch
Step 00096400 L_out=0.037 Acc=0.92 ---185997.90 ms/batch
Step 00096450 L_out=0.034 Acc=0.86 ---212227.81 ms/batch
Step 00096500 L_out=0.083 Acc=0.92 ---239308.92 ms/batch
Step 00096550 L_out=0.014 Acc=0.92 ---268145.56 ms/batch
Step 00096600 L_out=0.024 Acc=0.96 ---295022.79 ms/batch
Step 00096650 L_out=0.010 Acc=0.93 ---321161.33 ms/batch
Step 00096700 L_out=0.047 Acc=0.94 ---347379.46 ms/batch
Round 6 | epoch=24, train costTime=355.0768210887909, | total_activation_sum=11512176
Round 6 | epoch=25, current m_iou=0.6659058786516485
Round 6 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=146.6543378829956
Round 6 | ****EPOCH 25****
Step 00096750 L_out=0.028 Acc=0.90 ---18414.51 ms/batch
Step 00096800 L_out=0.071 Acc=0.93 ---45074.74 ms/batch
Step 00096850 L_out=0.050 Acc=0.95 ---70483.85 ms/batch
Step 00096900 L_out=0.028 Acc=0.94 ---95835.72 ms/batch
Step 00096950 L_out=0.057 Acc=0.94 ---121510.69 ms/batch
Step 00097000 L_out=0.033 Acc=0.94 ---148272.71 ms/batch
Step 00097050 L_out=0.030 Acc=0.95 ---174491.25 ms/batch
Step 00097100 L_out=0.021 Acc=0.95 ---202049.97 ms/batch
Step 00097150 L_out=0.013 Acc=0.93 ---228176.49 ms/batch
Step 00097200 L_out=0.043 Acc=0.91 ---254166.18 ms/batch
Step 00097250 L_out=0.107 Acc=0.88 ---280215.59 ms/batch
Step 00097300 L_out=0.013 Acc=0.94 ---306316.93 ms/batch
Step 00097350 L_out=0.016 Acc=0.93 ---333102.76 ms/batch
Round 6 | epoch=25, train costTime=349.69951033592224, | total_activation_sum=11599564
Round 6 | epoch=26, current m_iou=0.6650552195533933
Round 6 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=132.9689576625824
Round 6 | ****EPOCH 26****
Step 00097400 L_out=0.009 Acc=0.88 --- 9809.47 ms/batch
Step 00097450 L_out=0.015 Acc=0.94 ---36779.80 ms/batch
Step 00097500 L_out=0.034 Acc=0.94 ---63567.59 ms/batch
Step 00097550 L_out=0.009 Acc=0.93 ---87190.63 ms/batch
Step 00097600 L_out=0.036 Acc=0.94 ---113717.90 ms/batch
Step 00097650 L_out=0.013 Acc=0.94 ---140484.60 ms/batch
Step 00097700 L_out=0.051 Acc=0.87 ---168750.80 ms/batch
Step 00097750 L_out=0.055 Acc=0.93 ---195251.71 ms/batch
Step 00097800 L_out=0.043 Acc=0.92 ---223460.78 ms/batch
Step 00097850 L_out=0.013 Acc=0.92 ---249258.69 ms/batch
Step 00097900 L_out=0.034 Acc=0.94 ---275674.34 ms/batch
Step 00097950 L_out=0.043 Acc=0.96 ---301569.95 ms/batch
Step 00098000 L_out=0.020 Acc=0.96 ---327399.30 ms/batch
Round 6 | epoch=26, train costTime=353.12221336364746, | total_activation_sum=11561487
Round 6 | epoch=27, current m_iou=0.6619237525749508
Round 6 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=133.28710317611694
Round 6 | ****EPOCH 27****
Step 00098050 L_out=0.057 Acc=0.91 ---  441.50 ms/batch
Step 00098100 L_out=0.024 Acc=0.95 ---27156.57 ms/batch
Step 00098150 L_out=0.032 Acc=0.92 ---53748.05 ms/batch
Step 00098200 L_out=0.073 Acc=0.90 ---77583.13 ms/batch
Step 00098250 L_out=0.086 Acc=0.87 ---105277.17 ms/batch
Step 00098300 L_out=0.012 Acc=0.97 ---131780.20 ms/batch
Step 00098350 L_out=0.027 Acc=0.95 ---157961.85 ms/batch
Step 00098400 L_out=0.022 Acc=0.90 ---184832.71 ms/batch
Step 00098450 L_out=0.012 Acc=0.93 ---211266.18 ms/batch
Step 00098500 L_out=0.006 Acc=0.97 ---238158.50 ms/batch
Step 00098550 L_out=0.079 Acc=0.88 ---264786.58 ms/batch
Step 00098600 L_out=0.008 Acc=0.96 ---290987.06 ms/batch
Step 00098650 L_out=0.017 Acc=0.97 ---318365.34 ms/batch
Step 00098700 L_out=0.043 Acc=0.94 ---344940.69 ms/batch
Round 6 | epoch=27, train costTime=353.12411427497864, | total_activation_sum=11517163
Round 6 | epoch=28, current m_iou=0.6627144869445348
Round 6 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=134.45810532569885
Round 6 | ****EPOCH 28****
Step 00098750 L_out=0.032 Acc=0.93 ---18153.30 ms/batch
Step 00098800 L_out=0.012 Acc=0.84 ---45198.02 ms/batch
Step 00098850 L_out=0.025 Acc=0.94 ---71263.43 ms/batch
Step 00098900 L_out=0.041 Acc=0.92 ---95815.71 ms/batch
Step 00098950 L_out=0.026 Acc=0.97 ---122373.49 ms/batch
Step 00099000 L_out=0.063 Acc=0.87 ---149593.90 ms/batch
Step 00099050 L_out=0.022 Acc=0.90 ---176422.19 ms/batch
Step 00099100 L_out=0.033 Acc=0.87 ---204275.08 ms/batch
Step 00099150 L_out=0.020 Acc=0.87 ---232563.43 ms/batch
Step 00099200 L_out=0.169 Acc=0.91 ---259562.87 ms/batch
Step 00099250 L_out=0.066 Acc=0.89 ---288717.87 ms/batch
Step 00099300 L_out=0.179 Acc=0.87 ---314913.89 ms/batch
Step 00099350 L_out=0.079 Acc=0.84 ---341352.55 ms/batch
Round 6 | epoch=28, train costTime=358.5761511325836, | total_activation_sum=11415006
Round 6 | epoch=29, current m_iou=0.663452688467496
Round 6 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=144.43992018699646
Round 6 | ****EPOCH 29****
Step 00099400 L_out=0.006 Acc=0.90 --- 9186.71 ms/batch
Step 00099450 L_out=0.041 Acc=0.93 ---35914.69 ms/batch
Step 00099500 L_out=0.123 Acc=0.78 ---63173.35 ms/batch
Step 00099550 L_out=0.071 Acc=0.83 ---86984.40 ms/batch
Step 00099600 L_out=0.030 Acc=0.89 ---113333.83 ms/batch
Step 00099650 L_out=0.016 Acc=0.93 ---139405.68 ms/batch
Step 00099700 L_out=0.009 Acc=0.93 ---165453.07 ms/batch
Step 00099750 L_out=0.046 Acc=0.93 ---191369.82 ms/batch
Step 00099800 L_out=0.003 Acc=0.89 ---217525.05 ms/batch
Step 00099850 L_out=0.048 Acc=0.85 ---243877.45 ms/batch
Step 00099900 L_out=0.007 Acc=0.92 ---269720.47 ms/batch
Step 00099950 L_out=0.003 Acc=0.97 ---295854.51 ms/batch
Step 00100000 L_out=0.041 Acc=0.91 ---325019.67 ms/batch
Step 00100050 L_out=0.031 Acc=0.82 ---350933.61 ms/batch
Round 6 | epoch=29, train costTime=350.93372225761414, | total_activation_sum=11639446
Round 6 | epoch=30, current m_iou=0.667250634780522
Round 6 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=144.1733238697052
Round 6 | ****EPOCH 30****
Round 7 | ****EPOCH 0****
Step 00100100 L_out=0.987 Acc=0.77 ---26923.75 ms/batch
Step 00100150 L_out=0.157 Acc=0.79 ---53598.25 ms/batch
Step 00100200 L_out=0.332 Acc=0.60 ---80560.51 ms/batch
Step 00100250 L_out=0.156 Acc=0.81 ---107171.46 ms/batch
Step 00100300 L_out=0.247 Acc=0.80 ---131427.77 ms/batch
Step 00100350 L_out=0.184 Acc=0.89 ---159311.11 ms/batch
Step 00100400 L_out=0.240 Acc=0.87 ---185954.75 ms/batch
Step 00100450 L_out=0.358 Acc=0.87 ---212013.12 ms/batch
Step 00100500 L_out=0.174 Acc=0.84 ---238206.92 ms/batch
Step 00100550 L_out=0.087 Acc=0.88 ---264539.09 ms/batch
Step 00100600 L_out=0.029 Acc=0.95 ---290702.81 ms/batch
Step 00100650 L_out=0.035 Acc=0.93 ---318106.62 ms/batch
Step 00100700 L_out=0.111 Acc=0.89 ---344846.48 ms/batch
Round 7 | epoch=0, train costTime=353.5324993133545, | total_activation_sum=13040656
Round 7 | epoch=1, current m_iou=0.524263923390957
Round 7 | Best m_IoU is: 0.524, OA is: 0.865 | val costTime=137.22205638885498
Round 7 | ****EPOCH 1****
Step 00100750 L_out=0.210 Acc=0.86 ---17869.27 ms/batch
Step 00100800 L_out=0.058 Acc=0.89 ---44652.92 ms/batch
Step 00100850 L_out=0.039 Acc=0.91 ---71352.82 ms/batch
Step 00100900 L_out=0.038 Acc=0.92 ---98272.71 ms/batch
Step 00100950 L_out=0.028 Acc=0.88 ---123541.05 ms/batch
Step 00101000 L_out=0.159 Acc=0.90 ---148319.51 ms/batch
Step 00101050 L_out=0.326 Acc=0.87 ---175320.22 ms/batch
Step 00101100 L_out=0.108 Acc=0.91 ---202558.70 ms/batch
Step 00101150 L_out=0.411 Acc=0.83 ---228759.07 ms/batch
Step 00101200 L_out=0.072 Acc=0.94 ---254650.42 ms/batch
Step 00101250 L_out=0.079 Acc=0.91 ---280447.15 ms/batch
Step 00101300 L_out=0.174 Acc=0.86 ---307665.22 ms/batch
Step 00101350 L_out=0.106 Acc=0.89 ---334115.41 ms/batch
Round 7 | epoch=1, train costTime=352.08467173576355, | total_activation_sum=12830969
Round 7 | epoch=2, current m_iou=0.5429184529999804
Round 7 | Best m_IoU is: 0.543, OA is: 0.894 | val costTime=137.48118996620178
Round 7 | ****EPOCH 2****
Step 00101400 L_out=0.049 Acc=0.93 --- 8508.52 ms/batch
Step 00101450 L_out=0.052 Acc=0.83 ---35044.18 ms/batch
Step 00101500 L_out=0.099 Acc=0.95 ---61873.73 ms/batch
Step 00101550 L_out=0.020 Acc=0.93 ---88939.85 ms/batch
Step 00101600 L_out=0.809 Acc=0.85 ---115634.22 ms/batch
Step 00101650 L_out=0.128 Acc=0.81 ---139939.81 ms/batch
Step 00101700 L_out=0.167 Acc=0.86 ---166071.23 ms/batch
Step 00101750 L_out=1.184 Acc=0.69 ---192084.24 ms/batch
Step 00101800 L_out=0.052 Acc=0.92 ---219559.60 ms/batch
Step 00101850 L_out=0.090 Acc=0.90 ---247612.63 ms/batch
Step 00101900 L_out=0.085 Acc=0.83 ---273572.97 ms/batch
Step 00101950 L_out=0.057 Acc=0.92 ---299827.26 ms/batch
Step 00102000 L_out=0.153 Acc=0.91 ---327016.15 ms/batch
Step 00102050 L_out=0.102 Acc=0.91 ---353184.58 ms/batch
Round 7 | epoch=2, train costTime=353.68147706985474, | total_activation_sum=12746212
Round 7 | epoch=3, current m_iou=0.6362090521373961
Round 7 | Best m_IoU is: 0.636, OA is: 0.910 | val costTime=137.2945053577423
Round 7 | ****EPOCH 3****
Step 00102100 L_out=0.210 Acc=0.90 ---26534.64 ms/batch
Step 00102150 L_out=0.265 Acc=0.76 ---53223.53 ms/batch
Step 00102200 L_out=0.040 Acc=0.91 ---80611.45 ms/batch
Step 00102250 L_out=0.054 Acc=0.92 ---107551.47 ms/batch
Step 00102300 L_out=0.361 Acc=0.82 ---131961.24 ms/batch
Step 00102350 L_out=0.113 Acc=0.86 ---158057.66 ms/batch
Step 00102400 L_out=0.041 Acc=0.92 ---184467.88 ms/batch
Step 00102450 L_out=0.196 Acc=0.92 ---212187.40 ms/batch
Step 00102500 L_out=0.121 Acc=0.91 ---241867.40 ms/batch
Step 00102550 L_out=0.065 Acc=0.84 ---268484.95 ms/batch
Step 00102600 L_out=0.073 Acc=0.90 ---296089.36 ms/batch
Step 00102650 L_out=0.076 Acc=0.93 ---321956.02 ms/batch
Step 00102700 L_out=0.041 Acc=0.87 ---347888.55 ms/batch
Round 7 | epoch=3, train costTime=357.38505601882935, | total_activation_sum=12844426
Round 7 | epoch=4, current m_iou=0.6751280230006429
Round 7 | Best m_IoU is: 0.675, OA is: 0.917 | val costTime=138.2388710975647
Round 7 | ****EPOCH 4****
Step 00102750 L_out=0.152 Acc=0.90 ---17333.48 ms/batch
Step 00102800 L_out=0.164 Acc=0.88 ---44362.24 ms/batch
Step 00102850 L_out=0.067 Acc=0.92 ---71454.07 ms/batch
Step 00102900 L_out=0.033 Acc=0.92 ---98524.01 ms/batch
Step 00102950 L_out=0.048 Acc=0.96 ---123864.49 ms/batch
Step 00103000 L_out=0.059 Acc=0.93 ---149343.65 ms/batch
Step 00103050 L_out=0.052 Acc=0.93 ---176472.71 ms/batch
Step 00103100 L_out=0.102 Acc=0.95 ---206410.78 ms/batch
Step 00103150 L_out=0.017 Acc=0.95 ---232651.74 ms/batch
Step 00103200 L_out=0.026 Acc=0.86 ---258620.53 ms/batch
Step 00103250 L_out=0.194 Acc=0.77 ---284453.16 ms/batch
Step 00103300 L_out=0.116 Acc=0.88 ---310875.70 ms/batch
Step 00103350 L_out=0.068 Acc=0.95 ---337473.33 ms/batch
Round 7 | epoch=4, train costTime=355.46739077568054, | total_activation_sum=12750445
Round 7 | epoch=5, current m_iou=0.6744394223098293
Round 7 | Best m_IoU is: 0.675, OA is: 0.917 | val costTime=137.29756903648376
Round 7 | ****EPOCH 5****
Step 00103400 L_out=0.059 Acc=0.91 --- 7738.80 ms/batch
Step 00103450 L_out=0.245 Acc=0.83 ---34546.31 ms/batch
Step 00103500 L_out=0.164 Acc=0.93 ---61157.00 ms/batch
Step 00103550 L_out=0.204 Acc=0.81 ---87879.45 ms/batch
Step 00103600 L_out=0.088 Acc=0.93 ---114841.21 ms/batch
Step 00103650 L_out=0.052 Acc=0.93 ---138914.06 ms/batch
Step 00103700 L_out=0.071 Acc=0.89 ---165399.48 ms/batch
Step 00103750 L_out=0.058 Acc=0.93 ---191646.49 ms/batch
Step 00103800 L_out=0.066 Acc=0.85 ---219025.42 ms/batch
Step 00103850 L_out=0.210 Acc=0.82 ---245561.97 ms/batch
Step 00103900 L_out=0.236 Acc=0.85 ---271549.44 ms/batch
Step 00103950 L_out=0.003 Acc=0.92 ---297852.70 ms/batch
Step 00104000 L_out=0.115 Acc=0.94 ---324105.94 ms/batch
Step 00104050 L_out=0.058 Acc=0.74 ---352084.56 ms/batch
Round 7 | epoch=5, train costTime=353.1430368423462, | total_activation_sum=12761785
Round 7 | epoch=6, current m_iou=0.6786977584359891
Round 7 | Best m_IoU is: 0.679, OA is: 0.918 | val costTime=138.06587409973145
Round 7 | ****EPOCH 6****
Step 00104100 L_out=0.027 Acc=0.87 ---25579.03 ms/batch
Step 00104150 L_out=0.039 Acc=0.93 ---51934.86 ms/batch
Step 00104200 L_out=0.072 Acc=0.90 ---79094.57 ms/batch
Step 00104250 L_out=0.055 Acc=0.85 ---105903.07 ms/batch
Step 00104300 L_out=0.110 Acc=0.88 ---130134.42 ms/batch
Step 00104350 L_out=0.074 Acc=0.93 ---156347.83 ms/batch
Step 00104400 L_out=0.032 Acc=0.93 ---182439.78 ms/batch
Step 00104450 L_out=0.015 Acc=0.94 ---210526.59 ms/batch
Step 00104500 L_out=0.122 Acc=0.95 ---236231.24 ms/batch
Step 00104550 L_out=0.017 Acc=0.95 ---262852.69 ms/batch
Step 00104600 L_out=0.973 Acc=0.62 ---289466.89 ms/batch
Step 00104650 L_out=0.131 Acc=0.90 ---316581.18 ms/batch
Step 00104700 L_out=0.027 Acc=0.97 ---342708.73 ms/batch
Round 7 | epoch=6, train costTime=352.4757921695709, | total_activation_sum=12921090
Round 7 | epoch=7, current m_iou=0.6850542774089851
Round 7 | Best m_IoU is: 0.685, OA is: 0.919 | val costTime=138.3931496143341
Round 7 | ****EPOCH 7****
Step 00104750 L_out=0.042 Acc=0.91 ---16671.91 ms/batch
Step 00104800 L_out=0.136 Acc=0.92 ---43426.29 ms/batch
Step 00104850 L_out=0.040 Acc=0.93 ---70038.85 ms/batch
Step 00104900 L_out=0.069 Acc=0.94 ---97359.49 ms/batch
Step 00104950 L_out=0.067 Acc=0.92 ---123048.24 ms/batch
Step 00105000 L_out=0.160 Acc=0.86 ---148327.59 ms/batch
Step 00105050 L_out=0.098 Acc=0.89 ---175595.25 ms/batch
Step 00105100 L_out=0.179 Acc=0.86 ---201951.32 ms/batch
Step 00105150 L_out=0.033 Acc=0.92 ---228426.09 ms/batch
Step 00105200 L_out=0.013 Acc=0.94 ---254856.09 ms/batch
Step 00105250 L_out=0.051 Acc=0.91 ---281340.77 ms/batch
Step 00105300 L_out=0.205 Acc=0.90 ---307444.09 ms/batch
Step 00105350 L_out=0.077 Acc=0.95 ---334108.96 ms/batch
Round 7 | epoch=7, train costTime=353.004625082016, | total_activation_sum=12786884
Round 7 | epoch=8, current m_iou=0.6741507934009369
Round 7 | Best m_IoU is: 0.685, OA is: 0.919 | val costTime=136.61784553527832
Round 7 | ****EPOCH 8****
Step 00105400 L_out=0.009 Acc=0.97 --- 7418.28 ms/batch
Step 00105450 L_out=0.031 Acc=0.91 ---35021.68 ms/batch
Step 00105500 L_out=0.122 Acc=0.95 ---61654.71 ms/batch
Step 00105550 L_out=0.047 Acc=0.94 ---88551.24 ms/batch
Step 00105600 L_out=0.067 Acc=0.82 ---115140.52 ms/batch
Step 00105650 L_out=0.085 Acc=0.90 ---139248.30 ms/batch
Step 00105700 L_out=0.029 Acc=0.93 ---165389.31 ms/batch
Step 00105750 L_out=0.125 Acc=0.90 ---191795.42 ms/batch
Step 00105800 L_out=0.101 Acc=0.95 ---217725.25 ms/batch
Step 00105850 L_out=0.024 Acc=0.95 ---245104.96 ms/batch
Step 00105900 L_out=0.015 Acc=0.90 ---271229.85 ms/batch
Step 00105950 L_out=0.012 Acc=0.97 ---297324.04 ms/batch
Step 00106000 L_out=0.015 Acc=0.88 ---324645.95 ms/batch
Step 00106050 L_out=0.542 Acc=0.89 ---350513.14 ms/batch
Round 7 | epoch=8, train costTime=352.0817322731018, | total_activation_sum=12802270
Round 7 | epoch=9, current m_iou=0.6672795613501726
Round 7 | Best m_IoU is: 0.685, OA is: 0.919 | val costTime=136.71072578430176
Round 7 | ****EPOCH 9****
Step 00106100 L_out=0.064 Acc=0.86 ---25391.04 ms/batch
Step 00106150 L_out=0.065 Acc=0.91 ---52063.00 ms/batch
Step 00106200 L_out=0.024 Acc=0.88 ---78734.10 ms/batch
Step 00106250 L_out=0.058 Acc=0.91 ---105608.89 ms/batch
Step 00106300 L_out=0.318 Acc=0.79 ---130050.02 ms/batch
Step 00106350 L_out=0.097 Acc=0.92 ---157552.39 ms/batch
Step 00106400 L_out=0.040 Acc=0.93 ---183984.90 ms/batch
Step 00106450 L_out=0.002 Acc=0.97 ---210002.10 ms/batch
Step 00106500 L_out=0.055 Acc=0.92 ---236607.74 ms/batch
Step 00106550 L_out=0.057 Acc=0.96 ---263909.17 ms/batch
Step 00106600 L_out=0.030 Acc=0.91 ---290655.99 ms/batch
Step 00106650 L_out=0.327 Acc=0.91 ---317561.02 ms/batch
Step 00106700 L_out=0.154 Acc=0.81 ---343869.09 ms/batch
Round 7 | epoch=9, train costTime=354.77846026420593, | total_activation_sum=12856823
Round 7 | epoch=10, current m_iou=0.6684931529856674
Round 7 | Best m_IoU is: 0.685, OA is: 0.919 | val costTime=137.94939494132996
Round 7 | ****EPOCH 10****
Step 00106750 L_out=0.077 Acc=0.91 ---15949.30 ms/batch
Step 00106800 L_out=0.045 Acc=0.93 ---42476.19 ms/batch
Step 00106850 L_out=0.101 Acc=0.89 ---69331.79 ms/batch
Step 00106900 L_out=0.085 Acc=0.76 ---95850.50 ms/batch
Step 00106950 L_out=0.176 Acc=0.93 ---122520.84 ms/batch
Step 00107000 L_out=0.003 Acc=0.95 ---146267.23 ms/batch
Step 00107050 L_out=0.013 Acc=0.91 ---172883.31 ms/batch
Step 00107100 L_out=0.081 Acc=0.89 ---200824.22 ms/batch
Step 00107150 L_out=0.091 Acc=0.92 ---227354.30 ms/batch
Step 00107200 L_out=0.140 Acc=0.87 ---255382.06 ms/batch
Step 00107250 L_out=0.062 Acc=0.84 ---282715.59 ms/batch
Step 00107300 L_out=0.044 Acc=0.85 ---311111.61 ms/batch
Step 00107350 L_out=0.101 Acc=0.81 ---336872.66 ms/batch
Round 7 | epoch=10, train costTime=356.36583852767944, | total_activation_sum=12746408
Round 7 | epoch=11, current m_iou=0.670167600496625
Round 7 | Best m_IoU is: 0.685, OA is: 0.919 | val costTime=137.693838596344
Round 7 | ****EPOCH 11****
Step 00107400 L_out=0.030 Acc=0.93 --- 6886.82 ms/batch
Step 00107450 L_out=0.121 Acc=0.90 ---33657.14 ms/batch
Step 00107500 L_out=0.048 Acc=0.91 ---60589.80 ms/batch
Step 00107550 L_out=0.084 Acc=0.91 ---87573.38 ms/batch
Step 00107600 L_out=0.015 Acc=0.92 ---114116.01 ms/batch
Step 00107650 L_out=0.034 Acc=0.93 ---139165.66 ms/batch
Step 00107700 L_out=0.027 Acc=0.95 ---166016.97 ms/batch
Step 00107750 L_out=0.050 Acc=0.86 ---192437.31 ms/batch
Step 00107800 L_out=0.024 Acc=0.97 ---218107.17 ms/batch
Step 00107850 L_out=0.039 Acc=0.94 ---244241.84 ms/batch
Step 00107900 L_out=0.024 Acc=0.94 ---270266.84 ms/batch
Step 00107950 L_out=0.204 Acc=0.82 ---296335.03 ms/batch
Step 00108000 L_out=0.023 Acc=0.95 ---324083.13 ms/batch
Step 00108050 L_out=0.039 Acc=0.91 ---351756.18 ms/batch
Round 7 | epoch=11, train costTime=353.9078040122986, | total_activation_sum=12827331
Round 7 | epoch=12, current m_iou=0.6606452248572018
Round 7 | Best m_IoU is: 0.685, OA is: 0.919 | val costTime=137.47603154182434
Round 7 | ****EPOCH 12****
Step 00108100 L_out=0.016 Acc=0.92 ---24397.96 ms/batch
Step 00108150 L_out=0.104 Acc=0.90 ---51183.55 ms/batch
Step 00108200 L_out=0.213 Acc=0.86 ---77908.65 ms/batch
Step 00108250 L_out=0.430 Acc=0.93 ---104898.22 ms/batch
Step 00108300 L_out=0.040 Acc=0.92 ---129655.15 ms/batch
Step 00108350 L_out=0.052 Acc=0.94 ---157411.84 ms/batch
Step 00108400 L_out=0.058 Acc=0.92 ---183865.08 ms/batch
Step 00108450 L_out=0.043 Acc=0.91 ---210891.08 ms/batch
Step 00108500 L_out=0.088 Acc=0.94 ---237051.09 ms/batch
Step 00108550 L_out=0.116 Acc=0.93 ---263061.56 ms/batch
Step 00108600 L_out=0.049 Acc=0.92 ---289150.90 ms/batch
Step 00108650 L_out=0.042 Acc=0.92 ---315163.26 ms/batch
Step 00108700 L_out=0.085 Acc=0.94 ---341103.31 ms/batch
Round 7 | epoch=12, train costTime=352.0676248073578, | total_activation_sum=12781285
Round 7 | epoch=13, current m_iou=0.6598741795404299
Round 7 | Best m_IoU is: 0.685, OA is: 0.919 | val costTime=137.22358798980713
Round 7 | ****EPOCH 13****
Step 00108750 L_out=0.058 Acc=0.92 ---15751.60 ms/batch
Step 00108800 L_out=0.033 Acc=0.91 ---42915.49 ms/batch
Step 00108850 L_out=0.020 Acc=0.92 ---70245.05 ms/batch
Step 00108900 L_out=0.043 Acc=0.94 ---97184.61 ms/batch
Step 00108950 L_out=0.051 Acc=0.90 ---123941.65 ms/batch
Step 00109000 L_out=0.093 Acc=0.94 ---147870.73 ms/batch
Step 00109050 L_out=0.056 Acc=0.94 ---173833.93 ms/batch
Step 00109100 L_out=0.052 Acc=0.88 ---199561.15 ms/batch
Step 00109150 L_out=0.142 Acc=0.80 ---226130.43 ms/batch
Step 00109200 L_out=0.063 Acc=0.91 ---252137.88 ms/batch
Step 00109250 L_out=0.035 Acc=0.93 ---279269.92 ms/batch
Step 00109300 L_out=0.092 Acc=0.88 ---305804.49 ms/batch
Step 00109350 L_out=0.020 Acc=0.94 ---333070.20 ms/batch
Round 7 | epoch=13, train costTime=354.79922318458557, | total_activation_sum=12915035
Round 7 | epoch=14, current m_iou=0.6686651136251733
Round 7 | Best m_IoU is: 0.685, OA is: 0.919 | val costTime=136.42889428138733
Round 7 | ****EPOCH 14****
Step 00109400 L_out=0.023 Acc=0.90 --- 6188.23 ms/batch
Step 00109450 L_out=0.024 Acc=0.87 ---32843.51 ms/batch
Step 00109500 L_out=0.152 Acc=0.92 ---59360.35 ms/batch
Step 00109550 L_out=0.037 Acc=0.92 ---86779.36 ms/batch
Step 00109600 L_out=0.154 Acc=0.94 ---113408.02 ms/batch
Step 00109650 L_out=0.013 Acc=0.95 ---137838.97 ms/batch
Step 00109700 L_out=0.043 Acc=0.92 ---164407.66 ms/batch
Step 00109750 L_out=0.029 Acc=0.91 ---190804.84 ms/batch
Step 00109800 L_out=0.054 Acc=0.94 ---216812.14 ms/batch
Step 00109850 L_out=0.038 Acc=0.92 ---243099.65 ms/batch
Step 00109900 L_out=0.013 Acc=0.84 ---269400.62 ms/batch
Step 00109950 L_out=0.018 Acc=0.95 ---295727.17 ms/batch
Step 00110000 L_out=0.028 Acc=0.90 ---321955.29 ms/batch
Step 00110050 L_out=0.011 Acc=0.96 ---348485.46 ms/batch
Round 7 | epoch=14, train costTime=351.13367652893066, | total_activation_sum=12818328
Round 7 | epoch=15, current m_iou=0.6654869114327229
Round 7 | Best m_IoU is: 0.685, OA is: 0.919 | val costTime=137.28980994224548
Round 7 | ****EPOCH 15****
Step 00110100 L_out=0.023 Acc=0.95 ---24275.50 ms/batch
Step 00110150 L_out=0.041 Acc=0.92 ---51148.68 ms/batch
Step 00110200 L_out=0.048 Acc=0.90 ---78233.16 ms/batch
Step 00110250 L_out=0.063 Acc=0.96 ---104714.86 ms/batch
Step 00110300 L_out=0.072 Acc=0.91 ---129451.00 ms/batch
Step 00110350 L_out=0.026 Acc=0.94 ---151501.06 ms/batch
Step 00110400 L_out=0.014 Acc=0.93 ---173473.66 ms/batch
Step 00110450 L_out=0.060 Acc=0.82 ---195860.26 ms/batch
Step 00110500 L_out=0.096 Acc=0.92 ---217673.93 ms/batch
Step 00110550 L_out=0.145 Acc=0.92 ---239294.73 ms/batch
Step 00110600 L_out=0.025 Acc=0.95 ---260901.13 ms/batch
Step 00110650 L_out=0.165 Acc=0.90 ---283141.92 ms/batch
Step 00110700 L_out=0.021 Acc=0.95 ---305597.23 ms/batch
Round 7 | epoch=15, train costTime=315.2256245613098, | total_activation_sum=12833125
Round 7 | epoch=16, current m_iou=0.666239767382496
Round 7 | Best m_IoU is: 0.685, OA is: 0.919 | val costTime=117.23639273643494
Round 7 | ****EPOCH 16****
Step 00110750 L_out=0.103 Acc=0.88 ---12106.85 ms/batch
Step 00110800 L_out=0.045 Acc=0.92 ---33874.57 ms/batch
Step 00110850 L_out=0.107 Acc=0.87 ---55585.86 ms/batch
Step 00110900 L_out=0.032 Acc=0.96 ---77260.37 ms/batch
Step 00110950 L_out=0.064 Acc=0.96 ---99062.50 ms/batch
Step 00111000 L_out=0.085 Acc=0.84 ---120857.19 ms/batch
Step 00111050 L_out=0.366 Acc=0.88 ---142779.52 ms/batch
Step 00111100 L_out=0.052 Acc=0.91 ---164555.80 ms/batch
Step 00111150 L_out=0.017 Acc=0.92 ---186410.97 ms/batch
Step 00111200 L_out=0.129 Acc=0.88 ---208262.75 ms/batch
Step 00111250 L_out=0.118 Acc=0.81 ---230663.77 ms/batch
Step 00111300 L_out=0.086 Acc=0.94 ---252419.52 ms/batch
Step 00111350 L_out=0.023 Acc=0.96 ---274086.78 ms/batch
Round 7 | epoch=16, train costTime=291.33253169059753, | total_activation_sum=12727911
Round 7 | epoch=17, current m_iou=0.666960595205069
Round 7 | Best m_IoU is: 0.685, OA is: 0.919 | val costTime=117.74827241897583
Round 7 | ****EPOCH 17****
Step 00111400 L_out=0.067 Acc=0.90 --- 4766.70 ms/batch
Step 00111450 L_out=0.160 Acc=0.83 ---26589.06 ms/batch
Step 00111500 L_out=0.144 Acc=0.95 ---52318.87 ms/batch
Step 00111550 L_out=0.042 Acc=0.93 ---78889.24 ms/batch
Step 00111600 L_out=0.049 Acc=0.93 ---105340.67 ms/batch
Step 00111650 L_out=0.065 Acc=0.87 ---132314.90 ms/batch
Step 00111700 L_out=0.056 Acc=0.86 ---158413.92 ms/batch
Step 00111750 L_out=0.295 Acc=0.84 ---184175.85 ms/batch
Step 00111800 L_out=0.070 Acc=0.96 ---210044.92 ms/batch
Step 00111850 L_out=0.354 Acc=0.65 ---236205.92 ms/batch
Step 00111900 L_out=0.033 Acc=0.97 ---262214.02 ms/batch
Step 00111950 L_out=0.026 Acc=0.92 ---288236.97 ms/batch
Step 00112000 L_out=0.040 Acc=0.91 ---314393.48 ms/batch
Step 00112050 L_out=0.033 Acc=0.97 ---340529.04 ms/batch
Round 7 | epoch=17, train costTime=343.6516659259796, | total_activation_sum=12884629
Round 7 | epoch=18, current m_iou=0.6675779848238652
Round 7 | Best m_IoU is: 0.685, OA is: 0.919 | val costTime=152.62302899360657
Round 7 | ****EPOCH 18****
Step 00112100 L_out=0.045 Acc=0.92 ---23528.71 ms/batch
Step 00112150 L_out=0.031 Acc=0.86 ---47370.01 ms/batch
Step 00112200 L_out=0.017 Acc=0.92 ---73288.43 ms/batch
Step 00112250 L_out=0.030 Acc=0.93 ---101089.01 ms/batch
Step 00112300 L_out=0.010 Acc=0.94 ---129762.90 ms/batch
Step 00112350 L_out=0.056 Acc=0.96 ---155805.95 ms/batch
Step 00112400 L_out=0.067 Acc=0.90 ---181968.03 ms/batch
Step 00112450 L_out=0.024 Acc=0.97 ---208196.61 ms/batch
Step 00112500 L_out=0.069 Acc=0.91 ---234629.66 ms/batch
Step 00112550 L_out=0.216 Acc=0.89 ---263058.46 ms/batch
Step 00112600 L_out=0.018 Acc=0.91 ---290081.53 ms/batch
Step 00112650 L_out=0.038 Acc=0.94 ---316189.78 ms/batch
Step 00112700 L_out=0.052 Acc=0.92 ---342346.96 ms/batch
Round 7 | epoch=18, train costTime=354.0338752269745, | total_activation_sum=12814214
Round 7 | epoch=19, current m_iou=0.6675470518769597
Round 7 | Best m_IoU is: 0.685, OA is: 0.919 | val costTime=131.8906545639038
Round 7 | ****EPOCH 19****
Step 00112750 L_out=0.130 Acc=0.88 ---13971.09 ms/batch
Step 00112800 L_out=0.040 Acc=0.91 ---37814.64 ms/batch
Step 00112850 L_out=0.012 Acc=0.92 ---63366.70 ms/batch
Step 00112900 L_out=0.278 Acc=0.82 ---89931.15 ms/batch
Step 00112950 L_out=0.046 Acc=0.97 ---115721.65 ms/batch
Step 00113000 L_out=0.054 Acc=0.97 ---141680.35 ms/batch
Step 00113050 L_out=0.039 Acc=0.95 ---167457.31 ms/batch
Step 00113100 L_out=0.033 Acc=0.94 ---196007.52 ms/batch
Step 00113150 L_out=0.030 Acc=0.96 ---223279.56 ms/batch
Step 00113200 L_out=0.045 Acc=0.75 ---249517.06 ms/batch
Step 00113250 L_out=0.096 Acc=0.84 ---277097.36 ms/batch
Step 00113300 L_out=0.026 Acc=0.86 ---305240.90 ms/batch
Step 00113350 L_out=0.020 Acc=0.93 ---332694.19 ms/batch
Round 7 | epoch=19, train costTime=356.1838912963867, | total_activation_sum=12794682
Round 7 | epoch=20, current m_iou=0.669865134247219
Round 7 | Best m_IoU is: 0.685, OA is: 0.919 | val costTime=153.39094400405884
Round 7 | ****EPOCH 20****
Step 00113400 L_out=0.008 Acc=0.94 --- 5211.58 ms/batch
Step 00113450 L_out=0.025 Acc=0.93 ---31087.25 ms/batch
Step 00113500 L_out=0.067 Acc=0.96 ---55522.77 ms/batch
Step 00113550 L_out=0.078 Acc=0.81 ---81444.95 ms/batch
Step 00113600 L_out=0.042 Acc=0.92 ---107163.09 ms/batch
Step 00113650 L_out=0.024 Acc=0.98 ---133351.69 ms/batch
Step 00113700 L_out=0.051 Acc=0.94 ---159744.45 ms/batch
Step 00113750 L_out=0.050 Acc=0.96 ---186145.87 ms/batch
Step 00113800 L_out=0.036 Acc=0.95 ---212124.63 ms/batch
Step 00113850 L_out=0.008 Acc=0.92 ---238493.97 ms/batch
Step 00113900 L_out=0.040 Acc=0.94 ---264196.26 ms/batch
Step 00113950 L_out=0.055 Acc=0.95 ---290246.43 ms/batch
Step 00114000 L_out=0.115 Acc=0.89 ---316918.86 ms/batch
Step 00114050 L_out=0.035 Acc=0.89 ---344002.28 ms/batch
Round 7 | epoch=20, train costTime=347.66146206855774, | total_activation_sum=12798065
Round 7 | epoch=21, current m_iou=0.6709026551203042
Round 7 | Best m_IoU is: 0.685, OA is: 0.919 | val costTime=151.89230251312256
Round 7 | ****EPOCH 21****
Step 00114100 L_out=0.062 Acc=0.96 ---23206.83 ms/batch
Step 00114150 L_out=0.050 Acc=0.91 ---47114.67 ms/batch
Step 00114200 L_out=0.034 Acc=0.95 ---73539.13 ms/batch
Step 00114250 L_out=0.042 Acc=0.93 ---101031.66 ms/batch
Step 00114300 L_out=0.051 Acc=0.92 ---127029.01 ms/batch
Step 00114350 L_out=0.024 Acc=0.94 ---153374.86 ms/batch
Step 00114400 L_out=0.023 Acc=0.91 ---179438.76 ms/batch
Step 00114450 L_out=0.012 Acc=0.91 ---205480.97 ms/batch
Step 00114500 L_out=0.065 Acc=0.93 ---231609.66 ms/batch
Step 00114550 L_out=0.009 Acc=0.80 ---257739.52 ms/batch
Step 00114600 L_out=0.048 Acc=0.95 ---285940.00 ms/batch
Step 00114650 L_out=0.013 Acc=0.97 ---313419.42 ms/batch
Step 00114700 L_out=0.043 Acc=0.93 ---340599.99 ms/batch
Round 7 | epoch=21, train costTime=352.8004364967346, | total_activation_sum=12742982
Round 7 | epoch=22, current m_iou=0.6714133484578971
Round 7 | Best m_IoU is: 0.685, OA is: 0.919 | val costTime=152.4381833076477
Round 7 | ****EPOCH 22****
Step 00114750 L_out=0.016 Acc=0.94 ---13934.21 ms/batch
Step 00114800 L_out=0.012 Acc=0.96 ---38652.56 ms/batch
Step 00114850 L_out=0.024 Acc=0.90 ---65029.12 ms/batch
Step 00114900 L_out=0.080 Acc=0.91 ---90970.21 ms/batch
Step 00114950 L_out=0.010 Acc=0.93 ---117228.97 ms/batch
Step 00115000 L_out=0.349 Acc=0.93 ---142943.96 ms/batch
Step 00115050 L_out=0.015 Acc=0.94 ---171730.73 ms/batch
Step 00115100 L_out=0.012 Acc=0.96 ---197699.46 ms/batch
Step 00115150 L_out=0.031 Acc=0.96 ---223497.49 ms/batch
Step 00115200 L_out=0.063 Acc=0.89 ---251194.40 ms/batch
Step 00115250 L_out=0.029 Acc=0.90 ---277795.17 ms/batch
Step 00115300 L_out=0.059 Acc=0.92 ---303215.09 ms/batch
Step 00115350 L_out=0.019 Acc=0.89 ---329347.49 ms/batch
Round 7 | epoch=22, train costTime=350.93155694007874, | total_activation_sum=12903892
Round 7 | epoch=23, current m_iou=0.6716955733959242
Round 7 | Best m_IoU is: 0.685, OA is: 0.919 | val costTime=152.0304992198944
Round 7 | ****EPOCH 23****
Step 00115400 L_out=0.045 Acc=0.90 --- 4904.70 ms/batch
Step 00115450 L_out=0.019 Acc=0.96 ---31382.16 ms/batch
Step 00115500 L_out=0.045 Acc=0.90 ---57442.16 ms/batch
Step 00115550 L_out=0.024 Acc=0.94 ---84097.47 ms/batch
Step 00115600 L_out=0.019 Acc=0.92 ---110198.71 ms/batch
Step 00115650 L_out=0.011 Acc=0.87 ---138622.89 ms/batch
Step 00115700 L_out=0.051 Acc=0.94 ---164959.42 ms/batch
Step 00115750 L_out=0.035 Acc=0.92 ---191354.98 ms/batch
Step 00115800 L_out=0.049 Acc=0.87 ---217133.12 ms/batch
Step 00115850 L_out=0.040 Acc=0.86 ---243126.22 ms/batch
Step 00115900 L_out=0.047 Acc=0.93 ---269100.16 ms/batch
Step 00115950 L_out=0.032 Acc=0.95 ---295198.11 ms/batch
Step 00116000 L_out=0.025 Acc=0.94 ---320936.53 ms/batch
Step 00116050 L_out=0.016 Acc=0.98 ---349265.78 ms/batch
Round 7 | epoch=23, train costTime=354.0846633911133, | total_activation_sum=12806333
Round 7 | epoch=24, current m_iou=0.669698802618897
Round 7 | Best m_IoU is: 0.685, OA is: 0.919 | val costTime=151.2662148475647
Round 7 | ****EPOCH 24****
Step 00116100 L_out=0.014 Acc=0.93 ---22456.37 ms/batch
Step 00116150 L_out=0.040 Acc=0.93 ---46882.42 ms/batch
Step 00116200 L_out=0.011 Acc=0.96 ---72997.34 ms/batch
Step 00116250 L_out=0.054 Acc=0.96 ---98808.20 ms/batch
Step 00116300 L_out=0.056 Acc=0.90 ---125787.41 ms/batch
Step 00116350 L_out=0.069 Acc=0.95 ---151931.61 ms/batch
Step 00116400 L_out=0.011 Acc=0.92 ---177856.64 ms/batch
Step 00116450 L_out=0.031 Acc=0.95 ---204313.22 ms/batch
Step 00116500 L_out=0.183 Acc=0.94 ---230088.58 ms/batch
Step 00116550 L_out=0.052 Acc=0.81 ---255943.86 ms/batch
Step 00116600 L_out=0.049 Acc=0.90 ---282008.01 ms/batch
Step 00116650 L_out=0.017 Acc=0.89 ---307951.28 ms/batch
Step 00116700 L_out=0.026 Acc=0.94 ---335289.78 ms/batch
Round 7 | epoch=24, train costTime=348.94717502593994, | total_activation_sum=12756271
Round 7 | epoch=25, current m_iou=0.6653194875697769
Round 7 | Best m_IoU is: 0.685, OA is: 0.919 | val costTime=131.62951636314392
Round 7 | ****EPOCH 25****
Step 00116750 L_out=0.029 Acc=0.93 ---13503.47 ms/batch
Step 00116800 L_out=0.062 Acc=0.90 ---38489.42 ms/batch
Step 00116850 L_out=0.015 Acc=0.96 ---63595.81 ms/batch
Step 00116900 L_out=0.015 Acc=0.94 ---89648.83 ms/batch
Step 00116950 L_out=0.066 Acc=0.94 ---115763.53 ms/batch
Step 00117000 L_out=0.027 Acc=0.93 ---141812.03 ms/batch
Step 00117050 L_out=0.067 Acc=0.91 ---168179.20 ms/batch
Step 00117100 L_out=0.033 Acc=0.94 ---194027.87 ms/batch
Step 00117150 L_out=0.020 Acc=0.95 ---220391.02 ms/batch
Step 00117200 L_out=0.033 Acc=0.86 ---246221.00 ms/batch
Step 00117250 L_out=0.013 Acc=0.96 ---272748.72 ms/batch
Step 00117300 L_out=0.027 Acc=0.92 ---298625.00 ms/batch
Step 00117350 L_out=0.091 Acc=0.93 ---325150.70 ms/batch
Round 7 | epoch=25, train costTime=346.8943717479706, | total_activation_sum=12868672
Round 7 | epoch=26, current m_iou=0.667591538721674
Round 7 | Best m_IoU is: 0.685, OA is: 0.919 | val costTime=150.4023892879486
Round 7 | ****EPOCH 26****
Step 00117400 L_out=0.032 Acc=0.96 --- 4386.97 ms/batch
Step 00117450 L_out=0.099 Acc=0.90 ---31560.17 ms/batch
Step 00117500 L_out=0.010 Acc=0.94 ---55009.00 ms/batch
Step 00117550 L_out=0.064 Acc=0.95 ---83147.10 ms/batch
Step 00117600 L_out=0.033 Acc=0.88 ---109376.60 ms/batch
Step 00117650 L_out=0.027 Acc=0.93 ---135771.77 ms/batch
Step 00117700 L_out=0.017 Acc=0.94 ---162058.89 ms/batch
Step 00117750 L_out=0.010 Acc=0.96 ---189392.53 ms/batch
Step 00117800 L_out=0.076 Acc=0.91 ---215625.73 ms/batch
Step 00117850 L_out=0.034 Acc=0.95 ---241777.92 ms/batch
Step 00117900 L_out=0.033 Acc=0.84 ---267860.15 ms/batch
Step 00117950 L_out=0.085 Acc=0.93 ---294193.17 ms/batch
Step 00118000 L_out=0.042 Acc=0.92 ---320284.00 ms/batch
Step 00118050 L_out=0.018 Acc=0.97 ---350003.14 ms/batch
Round 7 | epoch=26, train costTime=355.5627133846283, | total_activation_sum=12830890
Round 7 | epoch=27, current m_iou=0.6678246806246053
Round 7 | Best m_IoU is: 0.685, OA is: 0.919 | val costTime=152.64779043197632
Round 7 | ****EPOCH 27****
Step 00118100 L_out=0.084 Acc=0.89 ---22229.14 ms/batch
Step 00118150 L_out=0.022 Acc=0.90 ---46247.71 ms/batch
Step 00118200 L_out=0.021 Acc=0.94 ---72394.37 ms/batch
Step 00118250 L_out=0.015 Acc=0.92 ---99049.12 ms/batch
Step 00118300 L_out=0.010 Acc=0.94 ---128634.51 ms/batch
Step 00118350 L_out=0.057 Acc=0.95 ---154752.63 ms/batch
Step 00118400 L_out=0.018 Acc=0.96 ---182267.51 ms/batch
Step 00118450 L_out=0.011 Acc=0.94 ---208406.93 ms/batch
Step 00118500 L_out=0.027 Acc=0.94 ---235693.68 ms/batch
Step 00118550 L_out=0.037 Acc=0.94 ---262122.51 ms/batch
Step 00118600 L_out=0.044 Acc=0.93 ---288437.74 ms/batch
Step 00118650 L_out=0.030 Acc=0.93 ---316121.27 ms/batch
Step 00118700 L_out=0.039 Acc=0.96 ---341813.09 ms/batch
Round 7 | epoch=27, train costTime=355.54588770866394, | total_activation_sum=12812316
Round 7 | epoch=28, current m_iou=0.665764770487287
Round 7 | Best m_IoU is: 0.685, OA is: 0.919 | val costTime=152.5392303466797
Round 7 | ****EPOCH 28****
Step 00118750 L_out=0.020 Acc=0.87 ---13179.52 ms/batch
Step 00118800 L_out=0.060 Acc=0.93 ---38492.72 ms/batch
Step 00118850 L_out=0.063 Acc=0.97 ---63139.80 ms/batch
Step 00118900 L_out=0.033 Acc=0.93 ---89189.99 ms/batch
Step 00118950 L_out=0.127 Acc=0.89 ---115510.75 ms/batch
Step 00119000 L_out=0.019 Acc=0.92 ---141927.59 ms/batch
Step 00119050 L_out=0.020 Acc=0.94 ---167928.07 ms/batch
Step 00119100 L_out=0.024 Acc=0.92 ---194474.28 ms/batch
Step 00119150 L_out=0.028 Acc=0.96 ---221212.35 ms/batch
Step 00119200 L_out=0.030 Acc=0.95 ---250971.91 ms/batch
Step 00119250 L_out=0.088 Acc=0.94 ---277826.81 ms/batch
Step 00119300 L_out=0.070 Acc=0.92 ---304132.75 ms/batch
Step 00119350 L_out=0.061 Acc=0.89 ---330734.60 ms/batch
Round 7 | epoch=28, train costTime=353.86601543426514, | total_activation_sum=12813228
Round 7 | epoch=29, current m_iou=0.6665153687657165
Round 7 | Best m_IoU is: 0.685, OA is: 0.919 | val costTime=152.42077112197876
Round 7 | ****EPOCH 29****
Step 00119400 L_out=0.015 Acc=0.97 --- 3762.30 ms/batch
Step 00119450 L_out=0.010 Acc=0.88 ---30587.43 ms/batch
Step 00119500 L_out=0.067 Acc=0.92 ---53431.20 ms/batch
Step 00119550 L_out=0.045 Acc=0.95 ---80169.45 ms/batch
Step 00119600 L_out=0.049 Acc=0.93 ---106997.44 ms/batch
Step 00119650 L_out=0.119 Acc=0.87 ---132941.30 ms/batch
Step 00119700 L_out=0.170 Acc=0.92 ---158732.31 ms/batch
Step 00119750 L_out=0.020 Acc=0.98 ---184628.29 ms/batch
Step 00119800 L_out=0.084 Acc=0.95 ---210412.94 ms/batch
Step 00119850 L_out=0.053 Acc=0.94 ---236947.37 ms/batch
Step 00119900 L_out=0.017 Acc=0.95 ---263085.16 ms/batch
Step 00119950 L_out=0.058 Acc=0.94 ---288729.35 ms/batch
Step 00120000 L_out=0.018 Acc=0.91 ---314658.96 ms/batch
Step 00120050 L_out=0.015 Acc=0.89 ---341076.39 ms/batch
Round 7 | epoch=29, train costTime=346.3056609630585, | total_activation_sum=12754368
Round 7 | epoch=30, current m_iou=0.6663534272284071
Round 7 | Best m_IoU is: 0.685, OA is: 0.919 | val costTime=151.76443433761597
Round 7 | ****EPOCH 30****
Round 8 | ****EPOCH 0****
Step 00120100 L_out=0.085 Acc=0.88 ---21601.39 ms/batch
Step 00120150 L_out=0.077 Acc=0.91 ---48430.92 ms/batch
Step 00120200 L_out=0.088 Acc=0.96 ---75468.31 ms/batch
Step 00120250 L_out=0.439 Acc=0.62 ---99568.53 ms/batch
Step 00120300 L_out=0.293 Acc=0.77 ---127536.45 ms/batch
Step 00120350 L_out=0.136 Acc=0.95 ---154357.99 ms/batch
Step 00120400 L_out=0.186 Acc=0.76 ---180755.25 ms/batch
Step 00120450 L_out=0.398 Acc=0.81 ---207082.57 ms/batch
Step 00120500 L_out=0.162 Acc=0.87 ---233181.77 ms/batch
Step 00120550 L_out=0.127 Acc=0.93 ---259710.17 ms/batch
Step 00120600 L_out=0.104 Acc=0.93 ---286590.88 ms/batch
Step 00120650 L_out=0.302 Acc=0.86 ---313877.69 ms/batch
Step 00120700 L_out=0.188 Acc=0.88 ---340338.05 ms/batch
Round 8 | epoch=0, train costTime=354.5709717273712, | total_activation_sum=14600757
Round 8 | epoch=1, current m_iou=0.6052999340910505
Round 8 | Best m_IoU is: 0.605, OA is: 0.864 | val costTime=144.01073241233826
Round 8 | ****EPOCH 1****
Step 00120750 L_out=0.132 Acc=0.90 ---12057.72 ms/batch
Step 00120800 L_out=0.052 Acc=0.92 ---39103.38 ms/batch
Step 00120850 L_out=0.029 Acc=0.95 ---66157.99 ms/batch
Step 00120900 L_out=0.081 Acc=0.90 ---90764.43 ms/batch
Step 00120950 L_out=0.029 Acc=0.89 ---116678.69 ms/batch
Step 00121000 L_out=0.056 Acc=0.96 ---144004.77 ms/batch
Step 00121050 L_out=0.231 Acc=0.86 ---171514.71 ms/batch
Step 00121100 L_out=0.134 Acc=0.93 ---197576.89 ms/batch
Step 00121150 L_out=0.158 Acc=0.83 ---223756.79 ms/batch
Step 00121200 L_out=0.083 Acc=0.93 ---249866.46 ms/batch
Step 00121250 L_out=0.042 Acc=0.94 ---276372.63 ms/batch
Step 00121300 L_out=0.060 Acc=0.94 ---302383.31 ms/batch
Step 00121350 L_out=0.082 Acc=0.92 ---328087.19 ms/batch
Round 8 | epoch=1, train costTime=350.7146747112274, | total_activation_sum=14239161
Round 8 | epoch=2, current m_iou=0.668242638359293
Round 8 | Best m_IoU is: 0.668, OA is: 0.909 | val costTime=142.55097031593323
Round 8 | ****EPOCH 2****
Step 00121400 L_out=0.047 Acc=0.93 --- 3097.17 ms/batch
Step 00121450 L_out=0.073 Acc=0.94 ---30110.49 ms/batch
Step 00121500 L_out=0.031 Acc=0.94 ---57168.30 ms/batch
Step 00121550 L_out=0.077 Acc=0.87 ---83525.24 ms/batch
Step 00121600 L_out=0.020 Acc=0.82 ---108427.63 ms/batch
Step 00121650 L_out=0.226 Acc=0.93 ---136152.79 ms/batch
Step 00121700 L_out=0.064 Acc=0.95 ---164740.32 ms/batch
Step 00121750 L_out=0.101 Acc=0.94 ---191225.75 ms/batch
Step 00121800 L_out=0.028 Acc=0.93 ---217386.19 ms/batch
Step 00121850 L_out=0.298 Acc=0.89 ---243359.96 ms/batch
Step 00121900 L_out=0.130 Acc=0.91 ---269307.08 ms/batch
Step 00121950 L_out=0.140 Acc=0.88 ---294998.32 ms/batch
Step 00122000 L_out=0.047 Acc=0.93 ---324156.65 ms/batch
Step 00122050 L_out=0.059 Acc=0.93 ---350136.07 ms/batch
Round 8 | epoch=2, train costTime=355.8474826812744, | total_activation_sum=14428268
Round 8 | epoch=3, current m_iou=0.6615603499400695
Round 8 | Best m_IoU is: 0.668, OA is: 0.909 | val costTime=142.994784116745
Round 8 | ****EPOCH 3****
Step 00122100 L_out=0.052 Acc=0.90 ---21160.38 ms/batch
Step 00122150 L_out=0.005 Acc=0.95 ---48179.92 ms/batch
Step 00122200 L_out=0.047 Acc=0.94 ---74993.24 ms/batch
Step 00122250 L_out=0.200 Acc=0.75 ---98810.59 ms/batch
Step 00122300 L_out=0.196 Acc=0.89 ---124881.93 ms/batch
Step 00122350 L_out=0.035 Acc=0.96 ---151837.22 ms/batch
Step 00122400 L_out=0.053 Acc=0.90 ---178227.11 ms/batch
Step 00122450 L_out=0.054 Acc=0.93 ---206014.98 ms/batch
Step 00122500 L_out=0.145 Acc=0.76 ---232400.66 ms/batch
Step 00122550 L_out=0.029 Acc=0.97 ---258498.31 ms/batch
Step 00122600 L_out=0.015 Acc=0.92 ---285422.17 ms/batch
Step 00122650 L_out=0.073 Acc=0.92 ---314530.08 ms/batch
Step 00122700 L_out=0.049 Acc=0.93 ---340754.37 ms/batch
Round 8 | epoch=3, train costTime=357.42132782936096, | total_activation_sum=14215702
Round 8 | epoch=4, current m_iou=0.6760335773278681
Round 8 | Best m_IoU is: 0.676, OA is: 0.917 | val costTime=143.40235233306885
Round 8 | ****EPOCH 4****
Step 00122750 L_out=0.035 Acc=0.98 ---11602.65 ms/batch
Step 00122800 L_out=0.136 Acc=0.81 ---38366.54 ms/batch
Step 00122850 L_out=0.138 Acc=0.86 ---65362.45 ms/batch
Step 00122900 L_out=0.027 Acc=0.91 ---90252.58 ms/batch
Step 00122950 L_out=0.172 Acc=0.83 ---115868.54 ms/batch
Step 00123000 L_out=0.115 Acc=0.91 ---141907.64 ms/batch
Step 00123050 L_out=0.021 Acc=0.96 ---167931.94 ms/batch
Step 00123100 L_out=0.241 Acc=0.89 ---194449.90 ms/batch
Step 00123150 L_out=0.087 Acc=0.91 ---220664.79 ms/batch
Step 00123200 L_out=0.158 Acc=0.88 ---246542.83 ms/batch
Step 00123250 L_out=0.079 Acc=0.87 ---272255.76 ms/batch
Step 00123300 L_out=0.147 Acc=0.90 ---298253.22 ms/batch
Step 00123350 L_out=0.167 Acc=0.89 ---324555.44 ms/batch
Round 8 | epoch=4, train costTime=348.24012422561646, | total_activation_sum=14131673
Round 8 | epoch=5, current m_iou=0.6560762563743391
Round 8 | Best m_IoU is: 0.676, OA is: 0.917 | val costTime=135.6246156692505
Round 8 | ****EPOCH 5****
Step 00123400 L_out=0.015 Acc=0.93 --- 2719.70 ms/batch
Step 00123450 L_out=0.073 Acc=0.91 ---29889.23 ms/batch
Step 00123500 L_out=0.043 Acc=0.94 ---56400.13 ms/batch
Step 00123550 L_out=0.058 Acc=0.89 ---83062.58 ms/batch
Step 00123600 L_out=0.147 Acc=0.90 ---108862.25 ms/batch
Step 00123650 L_out=0.129 Acc=0.88 ---135023.92 ms/batch
Step 00123700 L_out=0.065 Acc=0.90 ---163813.51 ms/batch
Step 00123750 L_out=0.089 Acc=0.84 ---192672.37 ms/batch
Step 00123800 L_out=0.134 Acc=0.93 ---218896.68 ms/batch
Step 00123850 L_out=0.093 Acc=0.89 ---245395.66 ms/batch
Step 00123900 L_out=0.064 Acc=0.90 ---273204.25 ms/batch
Step 00123950 L_out=0.141 Acc=0.90 ---299277.88 ms/batch
Step 00124000 L_out=0.115 Acc=0.92 ---325815.02 ms/batch
Step 00124050 L_out=0.048 Acc=0.96 ---352175.99 ms/batch
Round 8 | epoch=5, train costTime=358.31090235710144, | total_activation_sum=14343214
Round 8 | epoch=6, current m_iou=0.659526130711845
Round 8 | Best m_IoU is: 0.676, OA is: 0.917 | val costTime=136.01610016822815
Round 8 | ****EPOCH 6****
Step 00124100 L_out=0.246 Acc=0.90 ---20294.12 ms/batch
Step 00124150 L_out=0.049 Acc=0.96 ---46848.52 ms/batch
Step 00124200 L_out=0.080 Acc=0.92 ---73846.72 ms/batch
Step 00124250 L_out=0.097 Acc=0.95 ---98037.62 ms/batch
Step 00124300 L_out=0.084 Acc=0.92 ---125929.73 ms/batch
Step 00124350 L_out=0.036 Acc=0.94 ---152300.42 ms/batch
Step 00124400 L_out=0.038 Acc=0.89 ---179798.61 ms/batch
Step 00124450 L_out=0.048 Acc=0.90 ---206429.97 ms/batch
Step 00124500 L_out=0.307 Acc=0.81 ---233223.89 ms/batch
Step 00124550 L_out=0.099 Acc=0.90 ---259422.67 ms/batch
Step 00124600 L_out=0.041 Acc=0.92 ---288329.89 ms/batch
Step 00124650 L_out=0.019 Acc=0.92 ---316387.65 ms/batch
Step 00124700 L_out=0.117 Acc=0.87 ---343938.23 ms/batch
Round 8 | epoch=6, train costTime=359.37901163101196, | total_activation_sum=14389499
Round 8 | epoch=7, current m_iou=0.6651694003700468
Round 8 | Best m_IoU is: 0.676, OA is: 0.917 | val costTime=136.23212838172913
Round 8 | ****EPOCH 7****
Step 00124750 L_out=0.124 Acc=0.91 ---11140.36 ms/batch
Step 00124800 L_out=0.027 Acc=0.92 ---37786.99 ms/batch
Step 00124850 L_out=0.039 Acc=0.91 ---64878.33 ms/batch
Step 00124900 L_out=0.112 Acc=0.93 ---90109.42 ms/batch
Step 00124950 L_out=0.145 Acc=0.91 ---115457.74 ms/batch
Step 00125000 L_out=0.080 Acc=0.88 ---142129.29 ms/batch
Step 00125050 L_out=0.028 Acc=0.91 ---169300.88 ms/batch
Step 00125100 L_out=0.074 Acc=0.96 ---195187.44 ms/batch
Step 00125150 L_out=0.047 Acc=0.93 ---221983.05 ms/batch
Step 00125200 L_out=0.069 Acc=0.92 ---248003.01 ms/batch
Step 00125250 L_out=0.084 Acc=0.94 ---273789.28 ms/batch
Step 00125300 L_out=0.024 Acc=0.95 ---300066.60 ms/batch
Step 00125350 L_out=0.022 Acc=0.96 ---325983.18 ms/batch
Round 8 | epoch=7, train costTime=349.7643280029297, | total_activation_sum=14288814
Round 8 | epoch=8, current m_iou=0.6762288413605588
Round 8 | Best m_IoU is: 0.676, OA is: 0.918 | val costTime=144.2537214756012
Round 8 | ****EPOCH 8****
Step 00125400 L_out=0.043 Acc=0.94 --- 2138.09 ms/batch
Step 00125450 L_out=0.038 Acc=0.92 ---29259.88 ms/batch
Step 00125500 L_out=0.040 Acc=0.95 ---56240.02 ms/batch
Step 00125550 L_out=0.071 Acc=0.90 ---82867.57 ms/batch
Step 00125600 L_out=0.049 Acc=0.91 ---107384.15 ms/batch
Step 00125650 L_out=0.119 Acc=0.85 ---136033.76 ms/batch
Step 00125700 L_out=0.062 Acc=0.94 ---163209.63 ms/batch
Step 00125750 L_out=0.024 Acc=0.95 ---189636.08 ms/batch
Step 00125800 L_out=0.030 Acc=0.97 ---216600.67 ms/batch
Step 00125850 L_out=0.031 Acc=0.93 ---243979.76 ms/batch
Step 00125900 L_out=0.049 Acc=0.88 ---270348.14 ms/batch
Step 00125950 L_out=0.170 Acc=0.86 ---297278.72 ms/batch
Step 00126000 L_out=0.033 Acc=0.90 ---323478.75 ms/batch
Step 00126050 L_out=0.025 Acc=0.97 ---349882.13 ms/batch
Round 8 | epoch=8, train costTime=356.68616819381714, | total_activation_sum=14378782
Round 8 | epoch=9, current m_iou=0.6758189897698218
Round 8 | Best m_IoU is: 0.676, OA is: 0.918 | val costTime=136.5556197166443
Round 8 | ****EPOCH 9****
Step 00126100 L_out=0.017 Acc=0.95 ---19552.49 ms/batch
Step 00126150 L_out=0.076 Acc=0.92 ---46819.22 ms/batch
Step 00126200 L_out=0.035 Acc=0.95 ---73660.63 ms/batch
Step 00126250 L_out=0.075 Acc=0.91 ---97727.06 ms/batch
Step 00126300 L_out=0.038 Acc=0.94 ---123567.64 ms/batch
Step 00126350 L_out=0.185 Acc=0.88 ---149687.81 ms/batch
Step 00126400 L_out=0.180 Acc=0.86 ---175784.17 ms/batch
Step 00126450 L_out=0.074 Acc=0.94 ---202017.15 ms/batch
Step 00126500 L_out=0.052 Acc=0.92 ---227516.87 ms/batch
Step 00126550 L_out=0.035 Acc=0.96 ---254862.44 ms/batch
Step 00126600 L_out=0.398 Acc=0.81 ---280828.78 ms/batch
Step 00126650 L_out=0.067 Acc=0.94 ---307137.38 ms/batch
Step 00126700 L_out=0.027 Acc=0.92 ---333181.14 ms/batch
Round 8 | epoch=9, train costTime=348.9757752418518, | total_activation_sum=14374492
Round 8 | epoch=10, current m_iou=0.679078885506311
Round 8 | Best m_IoU is: 0.679, OA is: 0.917 | val costTime=142.82923030853271
Round 8 | ****EPOCH 10****
Step 00126750 L_out=0.056 Acc=0.94 ---10735.56 ms/batch
Step 00126800 L_out=0.023 Acc=0.92 ---37091.68 ms/batch
Step 00126850 L_out=0.197 Acc=0.95 ---64167.71 ms/batch
Step 00126900 L_out=0.087 Acc=0.90 ---89731.82 ms/batch
Step 00126950 L_out=0.042 Acc=0.94 ---114596.05 ms/batch
Step 00127000 L_out=0.092 Acc=0.96 ---140613.31 ms/batch
Step 00127050 L_out=0.016 Acc=0.95 ---166528.91 ms/batch
Step 00127100 L_out=0.042 Acc=0.90 ---193066.12 ms/batch
Step 00127150 L_out=0.180 Acc=0.87 ---219783.91 ms/batch
Step 00127200 L_out=0.085 Acc=0.87 ---246761.57 ms/batch
Step 00127250 L_out=0.299 Acc=0.89 ---273869.12 ms/batch
Step 00127300 L_out=0.119 Acc=0.92 ---299872.46 ms/batch
Step 00127350 L_out=0.038 Acc=0.88 ---325963.17 ms/batch
Round 8 | epoch=10, train costTime=352.58952045440674, | total_activation_sum=14314769
Round 8 | epoch=11, current m_iou=0.6810475567963564
Round 8 | Best m_IoU is: 0.681, OA is: 0.918 | val costTime=142.40346550941467
Round 8 | ****EPOCH 11****
Step 00127400 L_out=0.101 Acc=0.88 --- 1694.66 ms/batch
Step 00127450 L_out=0.138 Acc=0.94 ---28440.92 ms/batch
Step 00127500 L_out=0.042 Acc=0.96 ---55022.28 ms/batch
Step 00127550 L_out=0.101 Acc=0.89 ---82071.83 ms/batch
Step 00127600 L_out=0.023 Acc=0.96 ---105439.33 ms/batch
Step 00127650 L_out=0.077 Acc=0.93 ---130891.39 ms/batch
Step 00127700 L_out=0.070 Acc=0.80 ---158898.26 ms/batch
Step 00127750 L_out=0.077 Acc=0.87 ---185214.97 ms/batch
Step 00127800 L_out=0.026 Acc=0.94 ---211612.73 ms/batch
Step 00127850 L_out=0.061 Acc=0.93 ---237683.31 ms/batch
Step 00127900 L_out=0.025 Acc=0.90 ---263128.94 ms/batch
Step 00127950 L_out=0.039 Acc=0.95 ---289566.99 ms/batch
Step 00128000 L_out=0.056 Acc=0.96 ---316203.12 ms/batch
Step 00128050 L_out=0.049 Acc=0.88 ---342554.05 ms/batch
Round 8 | epoch=11, train costTime=349.87501668930054, | total_activation_sum=14319518
Round 8 | epoch=12, current m_iou=0.6840749516322726
Round 8 | Best m_IoU is: 0.684, OA is: 0.920 | val costTime=142.80319476127625
Round 8 | ****EPOCH 12****
Step 00128100 L_out=0.021 Acc=0.92 ---19668.17 ms/batch
Step 00128150 L_out=0.045 Acc=0.96 ---46451.00 ms/batch
Step 00128200 L_out=0.049 Acc=0.95 ---73801.86 ms/batch
Step 00128250 L_out=0.024 Acc=0.87 ---98233.83 ms/batch
Step 00128300 L_out=0.027 Acc=0.95 ---124455.13 ms/batch
Step 00128350 L_out=0.063 Acc=0.95 ---151166.77 ms/batch
Step 00128400 L_out=0.036 Acc=0.94 ---177314.33 ms/batch
Step 00128450 L_out=0.067 Acc=0.90 ---205941.88 ms/batch
Step 00128500 L_out=0.014 Acc=0.85 ---231940.48 ms/batch
Step 00128550 L_out=0.044 Acc=0.93 ---257869.40 ms/batch
Step 00128600 L_out=0.051 Acc=0.92 ---283751.67 ms/batch
Step 00128650 L_out=0.118 Acc=0.94 ---309651.25 ms/batch
Step 00128700 L_out=0.065 Acc=0.94 ---335193.46 ms/batch
Round 8 | epoch=12, train costTime=351.5275149345398, | total_activation_sum=14286245
Round 8 | epoch=13, current m_iou=0.6810959244167916
Round 8 | Best m_IoU is: 0.684, OA is: 0.920 | val costTime=135.41945052146912
Round 8 | ****EPOCH 13****
Step 00128750 L_out=0.023 Acc=0.92 ---10095.74 ms/batch
Step 00128800 L_out=0.019 Acc=0.93 ---36895.90 ms/batch
Step 00128850 L_out=0.031 Acc=0.95 ---63901.66 ms/batch
Step 00128900 L_out=0.041 Acc=0.88 ---89295.07 ms/batch
Step 00128950 L_out=0.020 Acc=0.94 ---114893.91 ms/batch
Step 00129000 L_out=0.014 Acc=0.96 ---141953.63 ms/batch
Step 00129050 L_out=0.037 Acc=0.98 ---168248.97 ms/batch
Step 00129100 L_out=0.111 Acc=0.89 ---195491.77 ms/batch
Step 00129150 L_out=0.046 Acc=0.96 ---221513.19 ms/batch
Step 00129200 L_out=0.078 Acc=0.94 ---247624.20 ms/batch
Step 00129250 L_out=0.011 Acc=0.97 ---273439.76 ms/batch
Step 00129300 L_out=0.018 Acc=0.78 ---299620.51 ms/batch
Step 00129350 L_out=0.023 Acc=0.94 ---325469.06 ms/batch
Round 8 | epoch=13, train costTime=350.3302004337311, | total_activation_sum=14203682
Round 8 | epoch=14, current m_iou=0.6752310048312253
Round 8 | Best m_IoU is: 0.684, OA is: 0.920 | val costTime=135.64785146713257
Round 8 | ****EPOCH 14****
Step 00129400 L_out=0.034 Acc=0.92 ---  891.96 ms/batch
Step 00129450 L_out=0.019 Acc=0.94 ---27311.24 ms/batch
Step 00129500 L_out=0.004 Acc=0.93 ---54003.54 ms/batch
Step 00129550 L_out=0.108 Acc=0.86 ---80832.18 ms/batch
Step 00129600 L_out=0.059 Acc=0.92 ---104399.39 ms/batch
Step 00129650 L_out=0.021 Acc=0.96 ---130981.36 ms/batch
Step 00129700 L_out=0.019 Acc=0.94 ---157475.84 ms/batch
Step 00129750 L_out=0.044 Acc=0.94 ---184018.21 ms/batch
Step 00129800 L_out=0.035 Acc=0.96 ---210325.57 ms/batch
Step 00129850 L_out=0.060 Acc=0.92 ---238443.38 ms/batch
Step 00129900 L_out=0.123 Acc=0.91 ---266530.41 ms/batch
Step 00129950 L_out=0.047 Acc=0.91 ---292573.09 ms/batch
Step 00130000 L_out=0.036 Acc=0.90 ---318710.78 ms/batch
Step 00130050 L_out=0.054 Acc=0.94 ---344606.70 ms/batch
Round 8 | epoch=14, train costTime=352.23497319221497, | total_activation_sum=14361597
Round 8 | epoch=15, current m_iou=0.6735690652476973
Round 8 | Best m_IoU is: 0.684, OA is: 0.920 | val costTime=142.5912938117981
Round 8 | ****EPOCH 15****
Step 00130100 L_out=0.117 Acc=0.95 ---18749.22 ms/batch
Step 00130150 L_out=0.048 Acc=0.97 ---45529.63 ms/batch
Step 00130200 L_out=0.036 Acc=0.90 ---72531.04 ms/batch
Step 00130250 L_out=0.064 Acc=0.94 ---96176.12 ms/batch
Step 00130300 L_out=0.022 Acc=0.92 ---118329.13 ms/batch
Step 00130350 L_out=0.112 Acc=0.91 ---140525.58 ms/batch
Step 00130400 L_out=0.058 Acc=0.90 ---162775.87 ms/batch
Step 00130450 L_out=0.029 Acc=0.96 ---184685.32 ms/batch
Step 00130500 L_out=0.011 Acc=0.97 ---206528.76 ms/batch
Step 00130550 L_out=0.034 Acc=0.92 ---228251.04 ms/batch
Step 00130600 L_out=0.012 Acc=0.94 ---250942.13 ms/batch
Step 00130650 L_out=0.168 Acc=0.87 ---272730.66 ms/batch
Step 00130700 L_out=0.027 Acc=0.92 ---294573.80 ms/batch
Round 8 | epoch=15, train costTime=308.4234447479248, | total_activation_sum=14356341
Round 8 | epoch=16, current m_iou=0.6762041156846381
Round 8 | Best m_IoU is: 0.684, OA is: 0.920 | val costTime=116.96040916442871
Round 8 | ****EPOCH 16****
Step 00130750 L_out=0.032 Acc=0.92 --- 7881.88 ms/batch
Step 00130800 L_out=0.037 Acc=0.96 ---29669.00 ms/batch
Step 00130850 L_out=0.108 Acc=0.80 ---51471.10 ms/batch
Step 00130900 L_out=0.025 Acc=0.93 ---73332.83 ms/batch
Step 00130950 L_out=0.056 Acc=0.92 ---94958.08 ms/batch
Step 00131000 L_out=0.047 Acc=0.91 ---116738.30 ms/batch
Step 00131050 L_out=0.020 Acc=0.95 ---138418.73 ms/batch
Step 00131100 L_out=0.018 Acc=0.93 ---160268.63 ms/batch
Step 00131150 L_out=0.042 Acc=0.92 ---182691.38 ms/batch
Step 00131200 L_out=0.032 Acc=0.95 ---204698.29 ms/batch
Step 00131250 L_out=0.027 Acc=0.97 ---226582.30 ms/batch
Step 00131300 L_out=0.041 Acc=0.93 ---248389.86 ms/batch
Step 00131350 L_out=0.020 Acc=0.95 ---270600.16 ms/batch
Round 8 | epoch=16, train costTime=291.8812336921692, | total_activation_sum=14280630
Round 8 | epoch=17, current m_iou=0.6792934301791713
Round 8 | Best m_IoU is: 0.684, OA is: 0.920 | val costTime=118.96671032905579
Round 8 | ****EPOCH 17****
Step 00131400 L_out=0.071 Acc=0.93 ---  532.50 ms/batch
Step 00131450 L_out=0.052 Acc=0.90 ---26171.96 ms/batch
Step 00131500 L_out=0.067 Acc=0.94 ---52322.17 ms/batch
Step 00131550 L_out=0.120 Acc=0.88 ---77983.83 ms/batch
Step 00131600 L_out=0.032 Acc=0.96 ---104133.02 ms/batch
Step 00131650 L_out=0.050 Acc=0.95 ---130282.77 ms/batch
Step 00131700 L_out=0.023 Acc=0.94 ---155923.88 ms/batch
Step 00131750 L_out=0.088 Acc=0.91 ---182211.44 ms/batch
Step 00131800 L_out=0.005 Acc=0.91 ---208358.40 ms/batch
Step 00131850 L_out=0.099 Acc=0.89 ---235578.68 ms/batch
Step 00131900 L_out=0.037 Acc=0.95 ---262341.22 ms/batch
Step 00131950 L_out=0.051 Acc=0.92 ---288058.60 ms/batch
Step 00132000 L_out=0.037 Acc=0.93 ---314214.56 ms/batch
Step 00132050 L_out=0.006 Acc=0.95 ---340074.22 ms/batch
Round 8 | epoch=17, train costTime=348.75943541526794, | total_activation_sum=14291210
Round 8 | epoch=18, current m_iou=0.6699944267976221
Round 8 | Best m_IoU is: 0.684, OA is: 0.920 | val costTime=156.3838813304901
Round 8 | ****EPOCH 18****
Step 00132100 L_out=0.026 Acc=0.86 ---17561.28 ms/batch
Step 00132150 L_out=0.036 Acc=0.94 ---45119.93 ms/batch
Step 00132200 L_out=0.025 Acc=0.92 ---71588.10 ms/batch
Step 00132250 L_out=0.181 Acc=0.92 ---98036.01 ms/batch
Step 00132300 L_out=0.164 Acc=0.96 ---126318.31 ms/batch
Step 00132350 L_out=0.022 Acc=0.94 ---153870.02 ms/batch
Step 00132400 L_out=0.053 Acc=0.88 ---180492.15 ms/batch
Step 00132450 L_out=0.149 Acc=0.90 ---206587.94 ms/batch
Step 00132500 L_out=0.016 Acc=0.92 ---232785.14 ms/batch
Step 00132550 L_out=0.013 Acc=0.96 ---259277.72 ms/batch
Step 00132600 L_out=0.047 Acc=0.94 ---288985.16 ms/batch
Step 00132650 L_out=0.093 Acc=0.89 ---315983.03 ms/batch
Step 00132700 L_out=0.013 Acc=0.95 ---342021.62 ms/batch
Round 8 | epoch=18, train costTime=359.4475073814392, | total_activation_sum=14356147
Round 8 | epoch=19, current m_iou=0.6745558497927706
Round 8 | Best m_IoU is: 0.684, OA is: 0.920 | val costTime=128.14273738861084
Round 8 | ****EPOCH 19****
Step 00132750 L_out=0.037 Acc=0.95 --- 8887.40 ms/batch
Step 00132800 L_out=0.023 Acc=0.96 ---35828.67 ms/batch
Step 00132850 L_out=0.046 Acc=0.98 ---61886.17 ms/batch
Step 00132900 L_out=0.110 Acc=0.93 ---88417.75 ms/batch
Step 00132950 L_out=0.038 Acc=0.93 ---114408.48 ms/batch
Step 00133000 L_out=0.016 Acc=0.81 ---141147.16 ms/batch
Step 00133050 L_out=0.057 Acc=0.95 ---167028.22 ms/batch
Step 00133100 L_out=0.141 Acc=0.88 ---193407.38 ms/batch
Step 00133150 L_out=0.029 Acc=0.93 ---219777.63 ms/batch
Step 00133200 L_out=0.042 Acc=0.97 ---245968.96 ms/batch
Step 00133250 L_out=0.041 Acc=0.95 ---271898.20 ms/batch
Step 00133300 L_out=0.047 Acc=0.90 ---297660.62 ms/batch
Step 00133350 L_out=0.038 Acc=0.90 ---324571.37 ms/batch
Step 00133400 L_out=0.045 Acc=0.94 ---350923.13 ms/batch
Round 8 | epoch=19, train costTime=350.92344760894775, | total_activation_sum=14383506
Round 8 | epoch=20, current m_iou=0.6720709393535109
Round 8 | Best m_IoU is: 0.684, OA is: 0.920 | val costTime=128.28307938575745
Round 8 | ****EPOCH 20****
Step 00133450 L_out=0.026 Acc=0.96 ---26606.40 ms/batch
Step 00133500 L_out=0.008 Acc=0.95 ---52589.68 ms/batch
Step 00133550 L_out=0.056 Acc=0.93 ---78425.67 ms/batch
Step 00133600 L_out=0.046 Acc=0.95 ---104998.84 ms/batch
Step 00133650 L_out=0.080 Acc=0.92 ---131047.67 ms/batch
Step 00133700 L_out=0.062 Acc=0.80 ---160763.34 ms/batch
Step 00133750 L_out=0.044 Acc=0.93 ---187212.61 ms/batch
Step 00133800 L_out=0.106 Acc=0.93 ---213228.35 ms/batch
Step 00133850 L_out=0.025 Acc=0.92 ---239310.94 ms/batch
Step 00133900 L_out=0.029 Acc=0.90 ---267387.26 ms/batch
Step 00133950 L_out=0.013 Acc=0.94 ---294040.30 ms/batch
Step 00134000 L_out=0.044 Acc=0.90 ---321733.35 ms/batch
Step 00134050 L_out=0.003 Acc=0.92 ---347599.94 ms/batch
Round 8 | epoch=20, train costTime=356.7428605556488, | total_activation_sum=14207880
Round 8 | epoch=21, current m_iou=0.6713452507862477
Round 8 | Best m_IoU is: 0.684, OA is: 0.920 | val costTime=141.864759683609
Round 8 | ****EPOCH 21****
Step 00134100 L_out=0.141 Acc=0.87 ---17242.99 ms/batch
Step 00134150 L_out=0.045 Acc=0.91 ---43145.01 ms/batch
Step 00134200 L_out=0.058 Acc=0.96 ---68940.48 ms/batch
Step 00134250 L_out=0.016 Acc=0.91 ---98108.92 ms/batch
Step 00134300 L_out=0.026 Acc=0.93 ---124604.88 ms/batch
Step 00134350 L_out=0.019 Acc=0.96 ---150753.04 ms/batch
Step 00134400 L_out=0.024 Acc=0.89 ---176470.12 ms/batch
Step 00134450 L_out=0.044 Acc=0.94 ---203025.24 ms/batch
Step 00134500 L_out=0.031 Acc=0.94 ---229336.98 ms/batch
Step 00134550 L_out=0.119 Acc=0.96 ---255244.15 ms/batch
Step 00134600 L_out=0.035 Acc=0.96 ---281326.15 ms/batch
Step 00134650 L_out=0.066 Acc=0.95 ---307574.96 ms/batch
Step 00134700 L_out=0.040 Acc=0.95 ---333472.48 ms/batch
Round 8 | epoch=21, train costTime=351.58441066741943, | total_activation_sum=14401477
Round 8 | epoch=22, current m_iou=0.6725060800899221
Round 8 | Best m_IoU is: 0.684, OA is: 0.920 | val costTime=140.0476417541504
Round 8 | ****EPOCH 22****
Step 00134750 L_out=0.041 Acc=0.92 --- 8938.55 ms/batch
Step 00134800 L_out=0.010 Acc=0.96 ---36784.72 ms/batch
Step 00134850 L_out=0.130 Acc=0.81 ---63773.43 ms/batch
Step 00134900 L_out=0.038 Acc=0.90 ---91501.17 ms/batch
Step 00134950 L_out=0.026 Acc=0.96 ---117858.90 ms/batch
Step 00135000 L_out=0.020 Acc=0.94 ---143931.08 ms/batch
Step 00135050 L_out=0.009 Acc=0.95 ---169632.06 ms/batch
Step 00135100 L_out=0.013 Acc=0.96 ---195430.97 ms/batch
Step 00135150 L_out=0.052 Acc=0.94 ---221849.48 ms/batch
Step 00135200 L_out=0.047 Acc=0.96 ---249085.28 ms/batch
Step 00135250 L_out=0.089 Acc=0.92 ---275135.10 ms/batch
Step 00135300 L_out=0.004 Acc=0.97 ---301330.35 ms/batch
Step 00135350 L_out=0.049 Acc=0.97 ---327312.34 ms/batch
Step 00135400 L_out=0.021 Acc=0.96 ---353473.64 ms/batch
Round 8 | epoch=22, train costTime=353.9418349266052, | total_activation_sum=14231181
Round 8 | epoch=23, current m_iou=0.677311502531868
Round 8 | Best m_IoU is: 0.684, OA is: 0.920 | val costTime=127.64237666130066
Round 8 | ****EPOCH 23****
Step 00135450 L_out=0.180 Acc=0.84 ---26726.83 ms/batch
Step 00135500 L_out=0.044 Acc=0.97 ---53368.55 ms/batch
Step 00135550 L_out=0.083 Acc=0.88 ---79630.71 ms/batch
Step 00135600 L_out=0.035 Acc=0.96 ---106203.79 ms/batch
Step 00135650 L_out=0.038 Acc=0.91 ---132506.17 ms/batch
Step 00135700 L_out=0.070 Acc=0.93 ---159172.77 ms/batch
Step 00135750 L_out=0.028 Acc=0.95 ---185528.43 ms/batch
Step 00135800 L_out=0.027 Acc=0.91 ---211500.08 ms/batch
Step 00135850 L_out=0.016 Acc=0.93 ---237192.52 ms/batch
Step 00135900 L_out=0.022 Acc=0.90 ---263147.45 ms/batch
Step 00135950 L_out=0.053 Acc=0.92 ---289424.05 ms/batch
Step 00136000 L_out=0.189 Acc=0.87 ---316150.70 ms/batch
Step 00136050 L_out=0.038 Acc=0.92 ---342996.49 ms/batch
Round 8 | epoch=23, train costTime=352.60698914527893, | total_activation_sum=14291405
Round 8 | epoch=24, current m_iou=0.679845519724039
Round 8 | Best m_IoU is: 0.684, OA is: 0.920 | val costTime=128.25840210914612
Round 8 | ****EPOCH 24****
Step 00136100 L_out=0.030 Acc=0.96 ---16850.40 ms/batch
Step 00136150 L_out=0.065 Acc=0.92 ---43886.88 ms/batch
Step 00136200 L_out=0.093 Acc=0.85 ---70126.91 ms/batch
Step 00136250 L_out=0.026 Acc=0.91 ---96212.25 ms/batch
Step 00136300 L_out=0.041 Acc=0.87 ---122442.63 ms/batch
Step 00136350 L_out=0.076 Acc=0.96 ---148532.98 ms/batch
Step 00136400 L_out=0.014 Acc=0.89 ---174930.58 ms/batch
Step 00136450 L_out=0.015 Acc=0.95 ---201114.15 ms/batch
Step 00136500 L_out=0.024 Acc=0.93 ---227024.32 ms/batch
Step 00136550 L_out=0.004 Acc=0.95 ---253394.29 ms/batch
Step 00136600 L_out=0.012 Acc=0.94 ---279781.09 ms/batch
Step 00136650 L_out=0.033 Acc=0.94 ---306239.56 ms/batch
Step 00136700 L_out=0.033 Acc=0.95 ---332343.29 ms/batch
Round 8 | epoch=24, train costTime=351.13420033454895, | total_activation_sum=14420157
Round 8 | epoch=25, current m_iou=0.6824181012697237
Round 8 | Best m_IoU is: 0.684, OA is: 0.920 | val costTime=155.80193400382996
Round 8 | ****EPOCH 25****
Step 00136750 L_out=0.047 Acc=0.91 --- 8049.27 ms/batch
Step 00136800 L_out=0.010 Acc=0.92 ---36013.48 ms/batch
Step 00136850 L_out=0.038 Acc=0.91 ---62356.56 ms/batch
Step 00136900 L_out=0.033 Acc=0.94 ---89128.64 ms/batch
Step 00136950 L_out=0.033 Acc=0.95 ---118225.34 ms/batch
Step 00137000 L_out=0.015 Acc=0.98 ---145806.12 ms/batch
Step 00137050 L_out=0.009 Acc=0.95 ---171853.45 ms/batch
Step 00137100 L_out=0.013 Acc=0.95 ---197848.16 ms/batch
Step 00137150 L_out=0.014 Acc=0.96 ---224943.96 ms/batch
Step 00137200 L_out=0.049 Acc=0.96 ---251258.35 ms/batch
Step 00137250 L_out=0.026 Acc=0.91 ---277294.78 ms/batch
Step 00137300 L_out=0.049 Acc=0.94 ---303042.97 ms/batch
Step 00137350 L_out=0.061 Acc=0.85 ---328818.89 ms/batch
Step 00137400 L_out=0.019 Acc=0.97 ---355260.12 ms/batch
Round 8 | epoch=25, train costTime=356.3043463230133, | total_activation_sum=14271244
Round 8 | epoch=26, current m_iou=0.683823814459248
Round 8 | Best m_IoU is: 0.684, OA is: 0.920 | val costTime=128.8682587146759
Round 8 | ****EPOCH 26****
Step 00137450 L_out=0.028 Acc=0.97 ---27381.95 ms/batch
Step 00137500 L_out=0.024 Acc=0.94 ---54491.68 ms/batch
Step 00137550 L_out=0.017 Acc=0.94 ---80862.73 ms/batch
Step 00137600 L_out=0.023 Acc=0.95 ---107765.92 ms/batch
Step 00137650 L_out=0.007 Acc=0.94 ---134790.48 ms/batch
Step 00137700 L_out=0.094 Acc=0.86 ---162157.75 ms/batch
Step 00137750 L_out=0.094 Acc=0.90 ---188720.30 ms/batch
Step 00137800 L_out=0.039 Acc=0.92 ---215354.55 ms/batch
Step 00137850 L_out=0.028 Acc=0.97 ---243167.96 ms/batch
Step 00137900 L_out=0.017 Acc=0.97 ---270284.92 ms/batch
Step 00137950 L_out=0.072 Acc=0.92 ---296467.61 ms/batch
Step 00138000 L_out=0.038 Acc=0.94 ---322525.07 ms/batch
Step 00138050 L_out=0.019 Acc=0.97 ---348758.90 ms/batch
Round 8 | epoch=26, train costTime=359.0671639442444, | total_activation_sum=14246256
Round 8 | epoch=27, current m_iou=0.6824525630139451
Round 8 | Best m_IoU is: 0.684, OA is: 0.920 | val costTime=140.37683749198914
Round 8 | ****EPOCH 27****
Step 00138100 L_out=0.039 Acc=0.96 ---16847.01 ms/batch
Step 00138150 L_out=0.022 Acc=0.97 ---42797.57 ms/batch
Step 00138200 L_out=0.033 Acc=0.91 ---70152.64 ms/batch
Step 00138250 L_out=0.026 Acc=0.86 ---96489.04 ms/batch
Step 00138300 L_out=0.045 Acc=0.91 ---123408.48 ms/batch
Step 00138350 L_out=0.013 Acc=0.94 ---150396.52 ms/batch
Step 00138400 L_out=0.011 Acc=0.95 ---176969.86 ms/batch
Step 00138450 L_out=0.015 Acc=0.91 ---204954.93 ms/batch
Step 00138500 L_out=0.078 Acc=0.86 ---232453.98 ms/batch
Step 00138550 L_out=0.013 Acc=0.96 ---259267.31 ms/batch
Step 00138600 L_out=0.050 Acc=0.95 ---285478.59 ms/batch
Step 00138650 L_out=0.017 Acc=0.93 ---311759.11 ms/batch
Step 00138700 L_out=0.012 Acc=0.95 ---337546.97 ms/batch
Round 8 | epoch=27, train costTime=356.60696625709534, | total_activation_sum=14302338
Round 8 | epoch=28, current m_iou=0.6838798110435746
Round 8 | Best m_IoU is: 0.684, OA is: 0.920 | val costTime=128.38545513153076
Round 8 | ****EPOCH 28****
Step 00138750 L_out=0.074 Acc=0.94 --- 7369.17 ms/batch
Step 00138800 L_out=0.011 Acc=0.92 ---33380.78 ms/batch
Step 00138850 L_out=0.011 Acc=0.97 ---59562.62 ms/batch
Step 00138900 L_out=0.030 Acc=0.94 ---85928.41 ms/batch
Step 00138950 L_out=0.024 Acc=0.95 ---112156.99 ms/batch
Step 00139000 L_out=0.029 Acc=0.96 ---138872.96 ms/batch
Step 00139050 L_out=0.026 Acc=0.92 ---164782.53 ms/batch
Step 00139100 L_out=0.031 Acc=0.94 ---192134.88 ms/batch
Step 00139150 L_out=0.104 Acc=0.87 ---222893.85 ms/batch
Step 00139200 L_out=0.026 Acc=0.95 ---250199.76 ms/batch
Step 00139250 L_out=0.018 Acc=0.97 ---276934.82 ms/batch
Step 00139300 L_out=0.078 Acc=0.94 ---303577.92 ms/batch
Step 00139350 L_out=0.019 Acc=0.93 ---329080.78 ms/batch
Step 00139400 L_out=0.009 Acc=0.94 ---355764.33 ms/batch
Round 8 | epoch=28, train costTime=357.34504413604736, | total_activation_sum=14287272
Round 8 | epoch=29, current m_iou=0.685916569497196
Round 8 | Best m_IoU is: 0.686, OA is: 0.921 | val costTime=150.55249524116516
Round 8 | ****EPOCH 29****
Step 00139450 L_out=0.075 Acc=0.80 ---24575.66 ms/batch
Step 00139500 L_out=0.046 Acc=0.94 ---51095.94 ms/batch
Step 00139550 L_out=0.050 Acc=0.94 ---76955.67 ms/batch
Step 00139600 L_out=0.073 Acc=0.94 ---102868.34 ms/batch
Step 00139650 L_out=0.013 Acc=0.96 ---129326.42 ms/batch
Step 00139700 L_out=0.019 Acc=0.95 ---155455.64 ms/batch
Step 00139750 L_out=0.009 Acc=0.96 ---181403.81 ms/batch
Step 00139800 L_out=0.031 Acc=0.95 ---207954.54 ms/batch
Step 00139850 L_out=0.028 Acc=0.94 ---235090.71 ms/batch
Step 00139900 L_out=0.059 Acc=0.92 ---261638.90 ms/batch
Step 00139950 L_out=0.023 Acc=0.97 ---287626.29 ms/batch
Step 00140000 L_out=0.066 Acc=0.88 ---315442.90 ms/batch
Step 00140050 L_out=0.024 Acc=0.93 ---341593.00 ms/batch
Round 8 | epoch=29, train costTime=352.6747570037842, | total_activation_sum=14377972
Round 8 | epoch=30, current m_iou=0.6809219007316305
Round 8 | Best m_IoU is: 0.686, OA is: 0.921 | val costTime=128.5862123966217
Round 8 | ****EPOCH 30****
Round 9 | ****EPOCH 0****
Step 00140100 L_out=0.785 Acc=0.73 ---15882.46 ms/batch
Step 00140150 L_out=0.446 Acc=0.78 ---39909.82 ms/batch
Step 00140200 L_out=0.765 Acc=0.84 ---65739.45 ms/batch
Step 00140250 L_out=0.443 Acc=0.86 ---92584.24 ms/batch
Step 00140300 L_out=0.158 Acc=0.81 ---119020.10 ms/batch
Step 00140350 L_out=0.169 Acc=0.91 ---145142.63 ms/batch
Step 00140400 L_out=0.442 Acc=0.72 ---171875.28 ms/batch
Step 00140450 L_out=0.086 Acc=0.88 ---198555.46 ms/batch
Step 00140500 L_out=0.262 Acc=0.86 ---227976.44 ms/batch
Step 00140550 L_out=0.040 Acc=0.91 ---255159.29 ms/batch
Step 00140600 L_out=0.093 Acc=0.88 ---281381.48 ms/batch
Step 00140650 L_out=0.067 Acc=0.84 ---310428.76 ms/batch
Step 00140700 L_out=0.084 Acc=0.90 ---336601.35 ms/batch
Round 9 | epoch=0, train costTime=355.85250902175903, | total_activation_sum=15846952
Round 9 | epoch=1, current m_iou=0.6575175465669016
Round 9 | Best m_IoU is: 0.658, OA is: 0.918 | val costTime=131.37830209732056
Round 9 | ****EPOCH 1****
Step 00140750 L_out=0.117 Acc=0.83 --- 7093.65 ms/batch
Step 00140800 L_out=0.159 Acc=0.90 ---31150.08 ms/batch
Step 00140850 L_out=0.113 Acc=0.94 ---57554.27 ms/batch
Step 00140900 L_out=0.149 Acc=0.84 ---83063.11 ms/batch
Step 00140950 L_out=0.101 Acc=0.90 ---112170.96 ms/batch
Step 00141000 L_out=0.095 Acc=0.88 ---138224.50 ms/batch
Step 00141050 L_out=0.066 Acc=0.89 ---164416.00 ms/batch
Step 00141100 L_out=0.186 Acc=0.82 ---190307.52 ms/batch
Step 00141150 L_out=0.220 Acc=0.91 ---216053.39 ms/batch
Step 00141200 L_out=0.157 Acc=0.92 ---243481.91 ms/batch
Step 00141250 L_out=0.039 Acc=0.94 ---270072.03 ms/batch
Step 00141300 L_out=0.131 Acc=0.84 ---297187.48 ms/batch
Step 00141350 L_out=0.045 Acc=0.94 ---325340.93 ms/batch
Step 00141400 L_out=0.046 Acc=0.93 ---351348.84 ms/batch
Round 9 | epoch=1, train costTime=353.4340834617615, | total_activation_sum=15547574
Round 9 | epoch=2, current m_iou=0.6675704773441948
Round 9 | Best m_IoU is: 0.668, OA is: 0.911 | val costTime=154.7394082546234
Round 9 | ****EPOCH 2****
Step 00141450 L_out=0.169 Acc=0.86 ---23580.27 ms/batch
Step 00141500 L_out=0.049 Acc=0.89 ---47914.75 ms/batch
Step 00141550 L_out=0.058 Acc=0.89 ---73742.09 ms/batch
Step 00141600 L_out=0.029 Acc=0.94 ---101082.56 ms/batch
Step 00141650 L_out=0.038 Acc=0.92 ---128165.40 ms/batch
Step 00141700 L_out=0.036 Acc=0.97 ---155654.88 ms/batch
Step 00141750 L_out=0.070 Acc=0.95 ---181832.83 ms/batch
Step 00141800 L_out=0.029 Acc=0.97 ---208423.25 ms/batch
Step 00141850 L_out=0.043 Acc=0.92 ---235583.63 ms/batch
Step 00141900 L_out=0.096 Acc=0.95 ---261896.79 ms/batch
Step 00141950 L_out=0.063 Acc=0.94 ---288043.33 ms/batch
Step 00142000 L_out=0.269 Acc=0.75 ---314612.95 ms/batch
Step 00142050 L_out=0.105 Acc=0.92 ---340661.90 ms/batch
Round 9 | epoch=2, train costTime=351.7240812778473, | total_activation_sum=15653631
Round 9 | epoch=3, current m_iou=0.6715965234247268
Round 9 | Best m_IoU is: 0.672, OA is: 0.911 | val costTime=154.36715841293335
Round 9 | ****EPOCH 3****
Step 00142100 L_out=0.055 Acc=0.93 ---15854.24 ms/batch
Step 00142150 L_out=0.239 Acc=0.86 ---39419.73 ms/batch
Step 00142200 L_out=0.148 Acc=0.85 ---66562.57 ms/batch
Step 00142250 L_out=0.131 Acc=0.92 ---92992.51 ms/batch
Step 00142300 L_out=0.096 Acc=0.94 ---119560.98 ms/batch
Step 00142350 L_out=0.119 Acc=0.88 ---145633.83 ms/batch
Step 00142400 L_out=0.053 Acc=0.94 ---173281.26 ms/batch
Step 00142450 L_out=0.045 Acc=0.92 ---199637.55 ms/batch
Step 00142500 L_out=0.130 Acc=0.91 ---225930.24 ms/batch
Step 00142550 L_out=0.038 Acc=0.92 ---251612.08 ms/batch
Step 00142600 L_out=0.115 Acc=0.90 ---278403.94 ms/batch
Step 00142650 L_out=0.148 Acc=0.94 ---304457.44 ms/batch
Step 00142700 L_out=0.127 Acc=0.87 ---330566.28 ms/batch
Round 9 | epoch=3, train costTime=349.94890427589417, | total_activation_sum=15467543
Round 9 | epoch=4, current m_iou=0.6726016210501714
Round 9 | Best m_IoU is: 0.673, OA is: 0.913 | val costTime=145.70160794258118
Round 9 | ****EPOCH 4****
Step 00142750 L_out=0.117 Acc=0.83 --- 6303.85 ms/batch
Step 00142800 L_out=0.289 Acc=0.90 ---30967.42 ms/batch
Step 00142850 L_out=0.181 Acc=0.94 ---57503.30 ms/batch
Step 00142900 L_out=0.062 Acc=0.90 ---86414.18 ms/batch
Step 00142950 L_out=0.033 Acc=0.96 ---112966.61 ms/batch
Step 00143000 L_out=0.036 Acc=0.93 ---139390.16 ms/batch
Step 00143050 L_out=0.032 Acc=0.94 ---166787.24 ms/batch
Step 00143100 L_out=0.174 Acc=0.94 ---192333.60 ms/batch
Step 00143150 L_out=0.102 Acc=0.89 ---218817.02 ms/batch
Step 00143200 L_out=0.014 Acc=0.92 ---244382.34 ms/batch
Step 00143250 L_out=0.047 Acc=0.96 ---270370.65 ms/batch
Step 00143300 L_out=0.036 Acc=0.95 ---296186.03 ms/batch
Step 00143350 L_out=0.277 Acc=0.88 ---321925.06 ms/batch
Step 00143400 L_out=0.063 Acc=0.93 ---348087.05 ms/batch
Round 9 | epoch=4, train costTime=351.1631987094879, | total_activation_sum=15598259
Round 9 | epoch=5, current m_iou=0.6658016022076293
Round 9 | Best m_IoU is: 0.673, OA is: 0.913 | val costTime=152.4816975593567
Round 9 | ****EPOCH 5****
Step 00143450 L_out=0.015 Acc=0.97 ---23863.13 ms/batch
Step 00143500 L_out=0.245 Acc=0.87 ---49041.54 ms/batch
Step 00143550 L_out=0.050 Acc=0.94 ---76036.27 ms/batch
Step 00143600 L_out=0.099 Acc=0.93 ---102754.52 ms/batch
Step 00143650 L_out=0.010 Acc=0.93 ---128866.24 ms/batch
Step 00143700 L_out=0.643 Acc=0.77 ---154722.48 ms/batch
Step 00143750 L_out=0.389 Acc=0.89 ---180835.27 ms/batch
Step 00143800 L_out=0.099 Acc=0.91 ---206603.13 ms/batch
Step 00143850 L_out=0.017 Acc=0.95 ---232407.37 ms/batch
Step 00143900 L_out=0.103 Acc=0.92 ---258293.91 ms/batch
Step 00143950 L_out=0.051 Acc=0.90 ---284249.83 ms/batch
Step 00144000 L_out=0.025 Acc=0.95 ---310142.67 ms/batch
Step 00144050 L_out=0.049 Acc=0.95 ---335842.79 ms/batch
Round 9 | epoch=5, train costTime=347.43440532684326, | total_activation_sum=15578754
Round 9 | epoch=6, current m_iou=0.6643468693717052
Round 9 | Best m_IoU is: 0.673, OA is: 0.913 | val costTime=131.28441166877747
Round 9 | ****EPOCH 6****
Step 00144100 L_out=0.015 Acc=0.92 ---15101.82 ms/batch
Step 00144150 L_out=0.122 Acc=0.93 ---39224.88 ms/batch
Step 00144200 L_out=0.038 Acc=0.94 ---67236.47 ms/batch
Step 00144250 L_out=0.015 Acc=0.94 ---93661.61 ms/batch
Step 00144300 L_out=0.063 Acc=0.89 ---121661.52 ms/batch
Step 00144350 L_out=0.050 Acc=0.92 ---148776.39 ms/batch
Step 00144400 L_out=0.154 Acc=0.90 ---176190.50 ms/batch
Step 00144450 L_out=0.138 Acc=0.90 ---202830.54 ms/batch
Step 00144500 L_out=0.110 Acc=0.92 ---228695.56 ms/batch
Step 00144550 L_out=0.235 Acc=0.87 ---255635.31 ms/batch
Step 00144600 L_out=0.043 Acc=0.95 ---282860.77 ms/batch
Step 00144650 L_out=0.169 Acc=0.89 ---309405.98 ms/batch
Step 00144700 L_out=0.198 Acc=0.96 ---336310.04 ms/batch
Round 9 | epoch=6, train costTime=357.7244415283203, | total_activation_sum=15536517
Round 9 | epoch=7, current m_iou=0.6702351925157903
Round 9 | Best m_IoU is: 0.673, OA is: 0.913 | val costTime=153.86615538597107
Round 9 | ****EPOCH 7****
Step 00144750 L_out=0.045 Acc=0.90 --- 6147.51 ms/batch
Step 00144800 L_out=0.015 Acc=0.96 ---31689.90 ms/batch
Step 00144850 L_out=0.073 Acc=0.92 ---58119.57 ms/batch
Step 00144900 L_out=0.146 Acc=0.84 ---85387.96 ms/batch
Step 00144950 L_out=0.118 Acc=0.78 ---112051.08 ms/batch
Step 00145000 L_out=0.079 Acc=0.91 ---138281.37 ms/batch
Step 00145050 L_out=0.133 Acc=0.90 ---164695.76 ms/batch
Step 00145100 L_out=0.064 Acc=0.82 ---190485.56 ms/batch
Step 00145150 L_out=0.084 Acc=0.91 ---216416.61 ms/batch
Step 00145200 L_out=0.174 Acc=0.92 ---242546.78 ms/batch
Step 00145250 L_out=0.037 Acc=0.95 ---268538.80 ms/batch
Step 00145300 L_out=0.028 Acc=0.95 ---294169.91 ms/batch
Step 00145350 L_out=0.021 Acc=0.95 ---320672.61 ms/batch
Step 00145400 L_out=0.054 Acc=0.94 ---346811.70 ms/batch
Round 9 | epoch=7, train costTime=349.87981963157654, | total_activation_sum=15583701
Round 9 | epoch=8, current m_iou=0.679246137752717
Round 9 | Best m_IoU is: 0.679, OA is: 0.914 | val costTime=132.3626708984375
Round 9 | ****EPOCH 8****
Step 00145450 L_out=0.106 Acc=0.90 ---23964.87 ms/batch
Step 00145500 L_out=0.027 Acc=0.93 ---47868.93 ms/batch
Step 00145550 L_out=0.030 Acc=0.95 ---74598.61 ms/batch
Step 00145600 L_out=0.116 Acc=0.90 ---100768.72 ms/batch
Step 00145650 L_out=0.082 Acc=0.89 ---127297.29 ms/batch
Step 00145700 L_out=0.117 Acc=0.91 ---153930.71 ms/batch
Step 00145750 L_out=0.185 Acc=0.87 ---180049.29 ms/batch
Step 00145800 L_out=0.099 Acc=0.96 ---206930.03 ms/batch
Step 00145850 L_out=0.098 Acc=0.90 ---233287.76 ms/batch
Step 00145900 L_out=0.078 Acc=0.91 ---259177.58 ms/batch
Step 00145950 L_out=0.161 Acc=0.95 ---285251.65 ms/batch
Step 00146000 L_out=0.165 Acc=0.85 ---311179.44 ms/batch
Step 00146050 L_out=0.027 Acc=0.95 ---336994.38 ms/batch
Round 9 | epoch=8, train costTime=348.82872676849365, | total_activation_sum=15531368
Round 9 | epoch=9, current m_iou=0.6684208407266299
Round 9 | Best m_IoU is: 0.679, OA is: 0.914 | val costTime=131.73994827270508
Round 9 | ****EPOCH 9****
Step 00146100 L_out=0.138 Acc=0.85 ---14671.24 ms/batch
Step 00146150 L_out=0.144 Acc=0.88 ---38910.30 ms/batch
Step 00146200 L_out=0.084 Acc=0.79 ---64870.57 ms/batch
Step 00146250 L_out=0.115 Acc=0.92 ---90806.10 ms/batch
Step 00146300 L_out=0.089 Acc=0.93 ---116605.55 ms/batch
Step 00146350 L_out=0.084 Acc=0.96 ---142529.33 ms/batch
Step 00146400 L_out=0.037 Acc=0.95 ---168292.60 ms/batch
Step 00146450 L_out=0.134 Acc=0.90 ---194747.21 ms/batch
Step 00146500 L_out=0.044 Acc=0.90 ---221040.10 ms/batch
Step 00146550 L_out=0.052 Acc=0.94 ---246764.68 ms/batch
Step 00146600 L_out=0.046 Acc=0.94 ---272928.49 ms/batch
Step 00146650 L_out=0.140 Acc=0.90 ---299136.74 ms/batch
Step 00146700 L_out=0.024 Acc=0.94 ---327483.35 ms/batch
Round 9 | epoch=9, train costTime=347.9036991596222, | total_activation_sum=15674098
Round 9 | epoch=10, current m_iou=0.6668150334438132
Round 9 | Best m_IoU is: 0.679, OA is: 0.914 | val costTime=130.78545999526978
Round 9 | ****EPOCH 10****
Step 00146750 L_out=0.055 Acc=0.92 --- 5702.38 ms/batch
Step 00146800 L_out=0.278 Acc=0.87 ---31563.45 ms/batch
Step 00146850 L_out=0.053 Acc=0.88 ---56122.00 ms/batch
Step 00146900 L_out=0.059 Acc=0.91 ---83786.89 ms/batch
Step 00146950 L_out=0.046 Acc=0.91 ---110065.76 ms/batch
Step 00147000 L_out=0.031 Acc=0.96 ---135949.03 ms/batch
Step 00147050 L_out=0.082 Acc=0.91 ---163167.44 ms/batch
Step 00147100 L_out=0.035 Acc=0.95 ---189376.08 ms/batch
Step 00147150 L_out=0.041 Acc=0.91 ---216176.42 ms/batch
Step 00147200 L_out=0.062 Acc=0.93 ---244423.85 ms/batch
Step 00147250 L_out=0.076 Acc=0.95 ---270562.86 ms/batch
Step 00147300 L_out=0.109 Acc=0.93 ---296701.94 ms/batch
Step 00147350 L_out=0.074 Acc=0.94 ---323258.63 ms/batch
Step 00147400 L_out=0.110 Acc=0.93 ---349161.87 ms/batch
Round 9 | epoch=10, train costTime=353.4522032737732, | total_activation_sum=15657412
Round 9 | epoch=11, current m_iou=0.6693118329364636
Round 9 | Best m_IoU is: 0.679, OA is: 0.914 | val costTime=150.37838768959045
Round 9 | ****EPOCH 11****
Step 00147450 L_out=0.042 Acc=0.96 ---22829.29 ms/batch
Step 00147500 L_out=0.017 Acc=0.96 ---46540.57 ms/batch
Step 00147550 L_out=0.062 Acc=0.97 ---72771.68 ms/batch
Step 00147600 L_out=0.082 Acc=0.94 ---99259.29 ms/batch
Step 00147650 L_out=0.036 Acc=0.96 ---126082.93 ms/batch
Step 00147700 L_out=0.133 Acc=0.89 ---152705.00 ms/batch
Step 00147750 L_out=0.043 Acc=0.89 ---179204.21 ms/batch
Step 00147800 L_out=0.313 Acc=0.91 ---205521.06 ms/batch
Step 00147850 L_out=0.034 Acc=0.97 ---231586.35 ms/batch
Step 00147900 L_out=0.008 Acc=0.94 ---257152.49 ms/batch
Step 00147950 L_out=0.044 Acc=0.91 ---282965.54 ms/batch
Step 00148000 L_out=0.097 Acc=0.90 ---309351.56 ms/batch
Step 00148050 L_out=0.032 Acc=0.94 ---335538.65 ms/batch
Round 9 | epoch=11, train costTime=347.8636667728424, | total_activation_sum=15563297
Round 9 | epoch=12, current m_iou=0.6717102122066524
Round 9 | Best m_IoU is: 0.679, OA is: 0.914 | val costTime=131.59048342704773
Round 9 | ****EPOCH 12****
Step 00148100 L_out=0.092 Acc=0.92 ---13820.97 ms/batch
Step 00148150 L_out=0.074 Acc=0.92 ---38101.99 ms/batch
Step 00148200 L_out=0.034 Acc=0.93 ---65243.52 ms/batch
Step 00148250 L_out=0.050 Acc=0.92 ---92178.46 ms/batch
Step 00148300 L_out=0.027 Acc=0.99 ---119319.15 ms/batch
Step 00148350 L_out=0.080 Acc=0.91 ---145443.79 ms/batch
Step 00148400 L_out=0.127 Acc=0.90 ---172769.61 ms/batch
Step 00148450 L_out=0.160 Acc=0.86 ---200571.30 ms/batch
Step 00148500 L_out=0.084 Acc=0.95 ---228714.77 ms/batch
Step 00148550 L_out=0.071 Acc=0.95 ---254552.16 ms/batch
Step 00148600 L_out=0.018 Acc=0.96 ---280435.98 ms/batch
Step 00148650 L_out=0.012 Acc=0.90 ---306252.20 ms/batch
Step 00148700 L_out=0.122 Acc=0.85 ---332121.80 ms/batch
Round 9 | epoch=12, train costTime=354.68232131004333, | total_activation_sum=15589981
Round 9 | epoch=13, current m_iou=0.6687466765839438
Round 9 | Best m_IoU is: 0.679, OA is: 0.914 | val costTime=132.0107617378235
Round 9 | ****EPOCH 13****
Step 00148750 L_out=0.033 Acc=0.90 --- 4800.53 ms/batch
Step 00148800 L_out=0.059 Acc=0.91 ---30937.05 ms/batch
Step 00148850 L_out=0.097 Acc=0.92 ---55593.70 ms/batch
Step 00148900 L_out=0.081 Acc=0.85 ---81502.50 ms/batch
Step 00148950 L_out=0.011 Acc=0.97 ---107454.84 ms/batch
Step 00149000 L_out=0.044 Acc=0.89 ---135585.16 ms/batch
Step 00149050 L_out=0.077 Acc=0.90 ---165548.52 ms/batch
Step 00149100 L_out=0.049 Acc=0.95 ---192194.85 ms/batch
Step 00149150 L_out=0.030 Acc=0.98 ---218673.02 ms/batch
Step 00149200 L_out=0.032 Acc=0.95 ---246069.39 ms/batch
Step 00149250 L_out=0.012 Acc=0.95 ---272348.82 ms/batch
Step 00149300 L_out=0.025 Acc=0.97 ---298878.61 ms/batch
Step 00149350 L_out=0.049 Acc=0.93 ---325167.85 ms/batch
Step 00149400 L_out=0.026 Acc=0.96 ---351748.05 ms/batch
Round 9 | epoch=13, train costTime=356.273766040802, | total_activation_sum=15539088
Round 9 | epoch=14, current m_iou=0.671330570201794
Round 9 | Best m_IoU is: 0.679, OA is: 0.914 | val costTime=131.5987844467163
Round 9 | ****EPOCH 14****
Step 00149450 L_out=0.057 Acc=0.97 ---22600.45 ms/batch
Step 00149500 L_out=0.052 Acc=0.93 ---46463.14 ms/batch
Step 00149550 L_out=0.121 Acc=0.92 ---72519.72 ms/batch
Step 00149600 L_out=0.092 Acc=0.97 ---98640.15 ms/batch
Step 00149650 L_out=0.175 Acc=0.91 ---124659.08 ms/batch
Step 00149700 L_out=0.028 Acc=0.95 ---150756.11 ms/batch
Step 00149750 L_out=0.003 Acc=0.95 ---178207.79 ms/batch
Step 00149800 L_out=0.025 Acc=0.94 ---204567.61 ms/batch
Step 00149850 L_out=0.060 Acc=0.89 ---230402.63 ms/batch
Step 00149900 L_out=0.062 Acc=0.93 ---256207.52 ms/batch
Step 00149950 L_out=0.046 Acc=0.94 ---282241.13 ms/batch
Step 00150000 L_out=0.059 Acc=0.94 ---308211.73 ms/batch
Step 00150050 L_out=0.051 Acc=0.89 ---336300.10 ms/batch
Round 9 | epoch=14, train costTime=349.3660726547241, | total_activation_sum=15607626
Round 9 | epoch=15, current m_iou=0.6718643278865899
Round 9 | Best m_IoU is: 0.679, OA is: 0.914 | val costTime=131.52906131744385
Round 9 | ****EPOCH 15****
Step 00150100 L_out=0.036 Acc=0.92 ---13197.18 ms/batch
Step 00150150 L_out=0.016 Acc=0.91 ---38867.99 ms/batch
Step 00150200 L_out=0.031 Acc=0.98 ---61122.86 ms/batch
Step 00150250 L_out=0.071 Acc=0.87 ---83019.40 ms/batch
Step 00150300 L_out=0.019 Acc=0.94 ---105031.29 ms/batch
Step 00150350 L_out=0.460 Acc=0.91 ---126921.95 ms/batch
Step 00150400 L_out=0.107 Acc=0.75 ---148560.65 ms/batch
Step 00150450 L_out=0.038 Acc=0.91 ---170184.11 ms/batch
Step 00150500 L_out=0.046 Acc=0.96 ---192358.68 ms/batch
Step 00150550 L_out=0.052 Acc=0.93 ---214569.06 ms/batch
Step 00150600 L_out=0.047 Acc=0.93 ---236348.88 ms/batch
Step 00150650 L_out=0.024 Acc=0.92 ---258089.55 ms/batch
Step 00150700 L_out=0.032 Acc=0.96 ---279774.47 ms/batch
Round 9 | epoch=15, train costTime=297.935152053833, | total_activation_sum=15593502
Round 9 | epoch=16, current m_iou=0.67584484715842
Round 9 | Best m_IoU is: 0.679, OA is: 0.914 | val costTime=116.84657287597656
Round 9 | ****EPOCH 16****
Step 00150750 L_out=0.096 Acc=0.88 --- 3523.65 ms/batch
Step 00150800 L_out=0.032 Acc=0.92 ---25245.51 ms/batch
Step 00150850 L_out=0.026 Acc=0.94 ---46817.94 ms/batch
Step 00150900 L_out=0.028 Acc=0.93 ---68523.80 ms/batch
Step 00150950 L_out=0.079 Acc=0.95 ---90340.04 ms/batch
Step 00151000 L_out=0.059 Acc=0.94 ---112261.79 ms/batch
Step 00151050 L_out=0.037 Acc=0.95 ---134240.57 ms/batch
Step 00151100 L_out=0.015 Acc=0.95 ---156482.26 ms/batch
Step 00151150 L_out=0.021 Acc=0.95 ---178090.00 ms/batch
Step 00151200 L_out=4.519 Acc=0.40 ---199790.78 ms/batch
Step 00151250 L_out=0.241 Acc=0.88 ---222098.70 ms/batch
Step 00151300 L_out=0.011 Acc=0.97 ---243665.46 ms/batch
Step 00151350 L_out=0.059 Acc=0.89 ---265332.28 ms/batch
Step 00151400 L_out=0.009 Acc=0.96 ---287548.76 ms/batch
Round 9 | epoch=16, train costTime=291.4775083065033, | total_activation_sum=15527204
Round 9 | epoch=17, current m_iou=0.6738801642335727
Round 9 | Best m_IoU is: 0.679, OA is: 0.914 | val costTime=126.20327472686768
Round 9 | ****EPOCH 17****
Step 00151450 L_out=0.044 Acc=0.91 ---21931.82 ms/batch
Step 00151500 L_out=0.098 Acc=0.95 ---48816.83 ms/batch
Step 00151550 L_out=0.024 Acc=0.93 ---78263.79 ms/batch
Step 00151600 L_out=0.028 Acc=0.94 ---103931.41 ms/batch
Step 00151650 L_out=0.009 Acc=0.89 ---129997.72 ms/batch
Step 00151700 L_out=0.047 Acc=0.96 ---157819.75 ms/batch
Step 00151750 L_out=0.024 Acc=0.91 ---186158.86 ms/batch
Step 00151800 L_out=0.042 Acc=0.97 ---214467.43 ms/batch
Step 00151850 L_out=0.028 Acc=0.97 ---242316.51 ms/batch
Step 00151900 L_out=0.029 Acc=0.95 ---271740.12 ms/batch
Step 00151950 L_out=0.013 Acc=0.96 ---298027.24 ms/batch
Step 00152000 L_out=0.062 Acc=0.93 ---324696.41 ms/batch
Step 00152050 L_out=0.056 Acc=0.85 ---351959.43 ms/batch
Round 9 | epoch=17, train costTime=365.6107974052429, | total_activation_sum=15610737
Round 9 | epoch=18, current m_iou=0.678102429310188
Round 9 | Best m_IoU is: 0.679, OA is: 0.914 | val costTime=145.45125651359558
Round 9 | ****EPOCH 18****
Step 00152100 L_out=0.046 Acc=0.98 ---12707.87 ms/batch
Step 00152150 L_out=0.029 Acc=0.93 ---39188.27 ms/batch
Step 00152200 L_out=0.146 Acc=0.90 ---65730.26 ms/batch
Step 00152250 L_out=0.033 Acc=0.94 ---91714.94 ms/batch
Step 00152300 L_out=0.033 Acc=0.96 ---117356.61 ms/batch
Step 00152350 L_out=0.081 Acc=0.96 ---144327.52 ms/batch
Step 00152400 L_out=0.016 Acc=0.92 ---170736.86 ms/batch
Step 00152450 L_out=0.016 Acc=0.93 ---197003.98 ms/batch
Step 00152500 L_out=0.096 Acc=0.94 ---223558.44 ms/batch
Step 00152550 L_out=0.069 Acc=0.91 ---250008.63 ms/batch
Step 00152600 L_out=0.068 Acc=0.94 ---276720.30 ms/batch
Step 00152650 L_out=0.155 Acc=0.94 ---303420.15 ms/batch
Step 00152700 L_out=0.021 Acc=0.97 ---330641.16 ms/batch
Round 9 | epoch=18, train costTime=353.26051235198975, | total_activation_sum=15541199
Round 9 | epoch=19, current m_iou=0.6782620006034654
Round 9 | Best m_IoU is: 0.679, OA is: 0.914 | val costTime=131.06084275245667
Round 9 | ****EPOCH 19****
Step 00152750 L_out=0.051 Acc=0.89 --- 3493.70 ms/batch
Step 00152800 L_out=0.019 Acc=0.96 ---30312.49 ms/batch
Step 00152850 L_out=0.078 Acc=0.92 ---56655.02 ms/batch
Step 00152900 L_out=0.086 Acc=0.88 ---82986.95 ms/batch
Step 00152950 L_out=0.053 Acc=0.96 ---109006.84 ms/batch
Step 00153000 L_out=0.015 Acc=0.95 ---136306.11 ms/batch
Step 00153050 L_out=0.026 Acc=0.95 ---163011.62 ms/batch
Step 00153100 L_out=0.019 Acc=0.95 ---191455.58 ms/batch
Step 00153150 L_out=0.070 Acc=0.90 ---218082.68 ms/batch
Step 00153200 L_out=0.054 Acc=0.89 ---243964.31 ms/batch
Step 00153250 L_out=0.149 Acc=0.91 ---270102.37 ms/batch
Step 00153300 L_out=0.037 Acc=0.94 ---296358.86 ms/batch
Step 00153350 L_out=0.027 Acc=0.96 ---323394.67 ms/batch
Step 00153400 L_out=0.070 Acc=0.96 ---350539.18 ms/batch
Round 9 | epoch=19, train costTime=355.9573481082916, | total_activation_sum=15586535
Round 9 | epoch=20, current m_iou=0.676725541336348
Round 9 | Best m_IoU is: 0.679, OA is: 0.914 | val costTime=146.1850666999817
Round 9 | ****EPOCH 20****
Step 00153450 L_out=0.044 Acc=0.97 ---20768.13 ms/batch
Step 00153500 L_out=0.069 Acc=0.96 ---46651.74 ms/batch
Step 00153550 L_out=0.104 Acc=0.92 ---73151.49 ms/batch
Step 00153600 L_out=0.140 Acc=0.95 ---100267.06 ms/batch
Step 00153650 L_out=0.085 Acc=0.89 ---127764.00 ms/batch
Step 00153700 L_out=0.047 Acc=0.92 ---153667.40 ms/batch
Step 00153750 L_out=0.031 Acc=0.96 ---179167.95 ms/batch
Step 00153800 L_out=0.019 Acc=0.96 ---205172.25 ms/batch
Step 00153850 L_out=0.041 Acc=0.94 ---231388.90 ms/batch
Step 00153900 L_out=0.022 Acc=0.94 ---259569.12 ms/batch
Step 00153950 L_out=0.113 Acc=0.90 ---286275.26 ms/batch
Step 00154000 L_out=0.047 Acc=0.88 ---312759.04 ms/batch
Step 00154050 L_out=0.049 Acc=0.93 ---339548.51 ms/batch
Round 9 | epoch=20, train costTime=354.1454482078552, | total_activation_sum=15632205
Round 9 | epoch=21, current m_iou=0.6762980091580282
Round 9 | Best m_IoU is: 0.679, OA is: 0.914 | val costTime=147.95287036895752
Round 9 | ****EPOCH 21****
Step 00154100 L_out=0.078 Acc=0.95 ---12926.97 ms/batch
Step 00154150 L_out=0.048 Acc=0.94 ---38923.52 ms/batch
Step 00154200 L_out=0.043 Acc=0.92 ---64618.58 ms/batch
Step 00154250 L_out=0.090 Acc=0.94 ---90265.18 ms/batch
Step 00154300 L_out=0.044 Acc=0.92 ---116329.43 ms/batch
Step 00154350 L_out=0.075 Acc=0.94 ---142294.83 ms/batch
Step 00154400 L_out=0.068 Acc=0.99 ---168488.07 ms/batch
Step 00154450 L_out=0.041 Acc=0.94 ---194275.37 ms/batch
Step 00154500 L_out=0.046 Acc=0.89 ---221413.90 ms/batch
Step 00154550 L_out=0.060 Acc=0.90 ---247699.89 ms/batch
Step 00154600 L_out=0.031 Acc=0.93 ---275577.96 ms/batch
Step 00154650 L_out=0.034 Acc=0.95 ---302215.07 ms/batch
Step 00154700 L_out=0.026 Acc=0.94 ---329069.42 ms/batch
Round 9 | epoch=21, train costTime=352.72496008872986, | total_activation_sum=15599813
Round 9 | epoch=22, current m_iou=0.6722416242829821
Round 9 | Best m_IoU is: 0.679, OA is: 0.914 | val costTime=132.01409888267517
Round 9 | ****EPOCH 22****
Step 00154750 L_out=0.046 Acc=0.95 --- 3140.72 ms/batch
Step 00154800 L_out=0.023 Acc=0.96 ---30775.53 ms/batch
Step 00154850 L_out=0.052 Acc=0.93 ---59487.98 ms/batch
Step 00154900 L_out=0.169 Acc=0.91 ---88253.78 ms/batch
Step 00154950 L_out=0.009 Acc=0.96 ---114616.86 ms/batch
Step 00155000 L_out=0.017 Acc=0.93 ---140648.59 ms/batch
Step 00155050 L_out=0.073 Acc=0.95 ---166800.91 ms/batch
Step 00155100 L_out=0.038 Acc=0.96 ---193349.81 ms/batch
Step 00155150 L_out=0.033 Acc=0.94 ---219315.13 ms/batch
Step 00155200 L_out=0.046 Acc=0.93 ---244874.83 ms/batch
Step 00155250 L_out=0.014 Acc=0.92 ---270785.11 ms/batch
Step 00155300 L_out=0.060 Acc=0.89 ---296712.90 ms/batch
Step 00155350 L_out=0.084 Acc=0.92 ---323458.83 ms/batch
Step 00155400 L_out=0.080 Acc=0.95 ---350288.75 ms/batch
Round 9 | epoch=22, train costTime=356.19917488098145, | total_activation_sum=15584044
Round 9 | epoch=23, current m_iou=0.6747614166974941
Round 9 | Best m_IoU is: 0.679, OA is: 0.914 | val costTime=146.46085906028748
Round 9 | ****EPOCH 23****
Step 00155450 L_out=0.058 Acc=0.91 ---20291.40 ms/batch
Step 00155500 L_out=0.043 Acc=0.93 ---46029.21 ms/batch
Step 00155550 L_out=0.099 Acc=0.91 ---74354.79 ms/batch
Step 00155600 L_out=0.095 Acc=0.93 ---101039.76 ms/batch
Step 00155650 L_out=0.014 Acc=0.95 ---126817.43 ms/batch
Step 00155700 L_out=0.057 Acc=0.87 ---152369.31 ms/batch
Step 00155750 L_out=0.045 Acc=0.94 ---178471.00 ms/batch
Step 00155800 L_out=0.018 Acc=0.93 ---204642.94 ms/batch
Step 00155850 L_out=0.026 Acc=0.97 ---230782.98 ms/batch
Step 00155900 L_out=0.066 Acc=0.94 ---258486.77 ms/batch
Step 00155950 L_out=0.129 Acc=0.90 ---285082.19 ms/batch
Step 00156000 L_out=0.086 Acc=0.94 ---311812.16 ms/batch
Step 00156050 L_out=0.085 Acc=0.95 ---338575.10 ms/batch
Round 9 | epoch=23, train costTime=353.13907623291016, | total_activation_sum=15674584
Round 9 | epoch=24, current m_iou=0.6759484091144334
Round 9 | Best m_IoU is: 0.679, OA is: 0.914 | val costTime=146.98518252372742
Round 9 | ****EPOCH 24****
Step 00156100 L_out=0.022 Acc=0.94 ---12048.22 ms/batch
Step 00156150 L_out=0.121 Acc=0.90 ---38252.48 ms/batch
Step 00156200 L_out=0.014 Acc=0.94 ---65791.40 ms/batch
Step 00156250 L_out=0.033 Acc=0.92 ---91820.72 ms/batch
Step 00156300 L_out=0.043 Acc=0.94 ---117620.23 ms/batch
Step 00156350 L_out=0.083 Acc=0.95 ---142805.92 ms/batch
Step 00156400 L_out=0.014 Acc=0.93 ---169024.02 ms/batch
Step 00156450 L_out=0.040 Acc=0.96 ---196706.91 ms/batch
Step 00156500 L_out=0.033 Acc=0.95 ---222609.90 ms/batch
Step 00156550 L_out=0.020 Acc=0.94 ---248534.82 ms/batch
Step 00156600 L_out=0.011 Acc=0.94 ---274951.54 ms/batch
Step 00156650 L_out=0.022 Acc=0.97 ---301530.46 ms/batch
Step 00156700 L_out=0.028 Acc=0.93 ---327927.32 ms/batch
Round 9 | epoch=24, train costTime=352.2345349788666, | total_activation_sum=15554255
Round 9 | epoch=25, current m_iou=0.6779893917731198
Round 9 | Best m_IoU is: 0.679, OA is: 0.914 | val costTime=131.12439632415771
Round 9 | ****EPOCH 25****
Step 00156750 L_out=0.006 Acc=0.96 --- 2575.86 ms/batch
Step 00156800 L_out=0.015 Acc=0.97 ---28993.97 ms/batch
Step 00156850 L_out=0.052 Acc=0.93 ---55661.06 ms/batch
Step 00156900 L_out=0.036 Acc=0.94 ---82502.39 ms/batch
Step 00156950 L_out=0.034 Acc=0.96 ---110137.59 ms/batch
Step 00157000 L_out=0.043 Acc=0.90 ---136407.35 ms/batch
Step 00157050 L_out=0.081 Acc=0.90 ---162789.41 ms/batch
Step 00157100 L_out=0.018 Acc=0.91 ---188685.69 ms/batch
Step 00157150 L_out=0.021 Acc=0.96 ---214514.62 ms/batch
Step 00157200 L_out=0.043 Acc=0.97 ---240205.69 ms/batch
Step 00157250 L_out=0.047 Acc=0.91 ---266094.20 ms/batch
Step 00157300 L_out=0.035 Acc=0.97 ---292064.86 ms/batch
Step 00157350 L_out=0.049 Acc=0.96 ---318979.42 ms/batch
Step 00157400 L_out=0.009 Acc=0.98 ---345375.01 ms/batch
Round 9 | epoch=25, train costTime=351.87777829170227, | total_activation_sum=15582151
Round 9 | epoch=26, current m_iou=0.676432509036837
Round 9 | Best m_IoU is: 0.679, OA is: 0.914 | val costTime=131.5486762523651
Round 9 | ****EPOCH 26****
Step 00157450 L_out=0.012 Acc=0.97 ---21448.80 ms/batch
Step 00157500 L_out=0.027 Acc=0.94 ---47566.00 ms/batch
Step 00157550 L_out=0.054 Acc=0.93 ---73492.88 ms/batch
Step 00157600 L_out=0.031 Acc=0.98 ---99143.98 ms/batch
Step 00157650 L_out=0.064 Acc=0.94 ---124899.34 ms/batch
Step 00157700 L_out=0.034 Acc=0.95 ---150718.06 ms/batch
Step 00157750 L_out=0.025 Acc=0.95 ---176574.29 ms/batch
Step 00157800 L_out=0.034 Acc=0.97 ---202149.01 ms/batch
Step 00157850 L_out=0.018 Acc=0.95 ---229128.15 ms/batch
Step 00157900 L_out=0.024 Acc=0.96 ---256455.01 ms/batch
Step 00157950 L_out=0.012 Acc=0.93 ---283460.49 ms/batch
Step 00158000 L_out=0.188 Acc=0.90 ---310513.48 ms/batch
Step 00158050 L_out=0.038 Acc=0.95 ---337294.96 ms/batch
Round 9 | epoch=26, train costTime=353.03971219062805, | total_activation_sum=15539998
Round 9 | epoch=27, current m_iou=0.6788994479518161
Round 9 | Best m_IoU is: 0.679, OA is: 0.914 | val costTime=131.73856663703918
Round 9 | ****EPOCH 27****
Step 00158100 L_out=0.037 Acc=0.94 ---12195.30 ms/batch
Step 00158150 L_out=0.096 Acc=0.94 ---38180.49 ms/batch
Step 00158200 L_out=0.047 Acc=0.94 ---63950.35 ms/batch
Step 00158250 L_out=0.118 Acc=0.91 ---90425.04 ms/batch
Step 00158300 L_out=0.154 Acc=0.84 ---116537.94 ms/batch
Step 00158350 L_out=0.086 Acc=0.92 ---142387.08 ms/batch
Step 00158400 L_out=0.017 Acc=0.95 ---168491.71 ms/batch
Step 00158450 L_out=0.028 Acc=0.96 ---195393.97 ms/batch
Step 00158500 L_out=0.010 Acc=0.96 ---221541.33 ms/batch
Step 00158550 L_out=0.016 Acc=0.95 ---247534.28 ms/batch
Step 00158600 L_out=0.140 Acc=0.91 ---275172.81 ms/batch
Step 00158650 L_out=0.089 Acc=0.92 ---301483.77 ms/batch
Step 00158700 L_out=0.101 Acc=0.92 ---328664.98 ms/batch
Round 9 | epoch=27, train costTime=353.62689566612244, | total_activation_sum=15648718
Round 9 | epoch=28, current m_iou=0.6795705219911168
Round 9 | Best m_IoU is: 0.680, OA is: 0.919 | val costTime=132.53543996810913
Round 9 | ****EPOCH 28****
Step 00158750 L_out=0.028 Acc=0.89 --- 2109.65 ms/batch
Step 00158800 L_out=0.066 Acc=0.93 ---27934.07 ms/batch
Step 00158850 L_out=0.166 Acc=0.95 ---54145.48 ms/batch
Step 00158900 L_out=0.054 Acc=0.98 ---83222.58 ms/batch
Step 00158950 L_out=0.028 Acc=0.96 ---109629.09 ms/batch
Step 00159000 L_out=0.030 Acc=0.96 ---135806.24 ms/batch
Step 00159050 L_out=0.092 Acc=0.92 ---162313.94 ms/batch
Step 00159100 L_out=0.010 Acc=0.97 ---188378.42 ms/batch
Step 00159150 L_out=0.078 Acc=0.94 ---214368.90 ms/batch
Step 00159200 L_out=0.078 Acc=0.94 ---240506.32 ms/batch
Step 00159250 L_out=0.036 Acc=0.93 ---266888.60 ms/batch
Step 00159300 L_out=0.031 Acc=0.94 ---293109.97 ms/batch
Step 00159350 L_out=0.104 Acc=0.97 ---320254.85 ms/batch
Step 00159400 L_out=0.043 Acc=0.93 ---347657.91 ms/batch
Round 9 | epoch=28, train costTime=354.4392309188843, | total_activation_sum=15621676
Round 9 | epoch=29, current m_iou=0.6802685672491515
Round 9 | Best m_IoU is: 0.680, OA is: 0.919 | val costTime=146.30783581733704
Round 9 | ****EPOCH 29****
Step 00159450 L_out=0.019 Acc=0.95 ---19199.04 ms/batch
Step 00159500 L_out=0.006 Acc=0.93 ---45347.92 ms/batch
Step 00159550 L_out=0.036 Acc=0.94 ---71317.78 ms/batch
Step 00159600 L_out=0.046 Acc=0.94 ---97003.97 ms/batch
Step 00159650 L_out=0.009 Acc=0.97 ---123052.12 ms/batch
Step 00159700 L_out=0.030 Acc=0.92 ---148891.88 ms/batch
Step 00159750 L_out=0.012 Acc=0.96 ---175765.70 ms/batch
Step 00159800 L_out=0.024 Acc=0.96 ---202396.91 ms/batch
Step 00159850 L_out=0.014 Acc=0.96 ---229298.65 ms/batch
Step 00159900 L_out=0.036 Acc=0.95 ---256308.51 ms/batch
Step 00159950 L_out=0.036 Acc=0.95 ---282055.12 ms/batch
Step 00160000 L_out=0.005 Acc=0.90 ---308700.16 ms/batch
Step 00160050 L_out=0.182 Acc=0.86 ---335828.40 ms/batch
Round 9 | epoch=29, train costTime=351.8269839286804, | total_activation_sum=15565502
Round 9 | epoch=30, current m_iou=0.6850768777192403
Round 9 | Best m_IoU is: 0.685, OA is: 0.920 | val costTime=139.63291215896606
Round 9 | ****EPOCH 30****
Round 10 | ****EPOCH 0****
Step 00160100 L_out=0.015 Acc=0.96 ---11514.76 ms/batch
Step 00160150 L_out=1.123 Acc=0.71 ---38102.93 ms/batch
Step 00160200 L_out=0.144 Acc=0.80 ---64150.85 ms/batch
Step 00160250 L_out=0.195 Acc=0.85 ---92068.88 ms/batch
Step 00160300 L_out=0.390 Acc=0.73 ---117938.92 ms/batch
Step 00160350 L_out=0.033 Acc=0.94 ---144321.45 ms/batch
Step 00160400 L_out=0.150 Acc=0.91 ---170632.08 ms/batch
Step 00160450 L_out=0.329 Acc=0.69 ---196821.10 ms/batch
Step 00160500 L_out=0.258 Acc=0.87 ---222942.53 ms/batch
Step 00160550 L_out=0.313 Acc=0.77 ---250146.04 ms/batch
Step 00160600 L_out=0.186 Acc=0.88 ---277364.24 ms/batch
Step 00160650 L_out=0.168 Acc=0.85 ---303913.15 ms/batch
Step 00160700 L_out=0.220 Acc=0.85 ---330308.79 ms/batch
Round 10 | epoch=0, train costTime=355.4095368385315, | total_activation_sum=17153864
Round 10 | epoch=1, current m_iou=0.6646057891228974
Round 10 | Best m_IoU is: 0.665, OA is: 0.910 | val costTime=136.89280772209167
Round 10 | ****EPOCH 1****
Step 00160750 L_out=0.287 Acc=0.91 --- 1405.16 ms/batch
Step 00160800 L_out=0.096 Acc=0.84 ---28695.97 ms/batch
Step 00160850 L_out=0.094 Acc=0.73 ---56371.15 ms/batch
Step 00160900 L_out=0.151 Acc=0.88 ---82403.19 ms/batch
Step 00160950 L_out=0.080 Acc=0.91 ---109213.39 ms/batch
Step 00161000 L_out=0.070 Acc=0.95 ---135363.45 ms/batch
Step 00161050 L_out=0.082 Acc=0.88 ---162346.21 ms/batch
Step 00161100 L_out=0.261 Acc=0.84 ---189876.21 ms/batch
Step 00161150 L_out=0.114 Acc=0.89 ---216270.99 ms/batch
Step 00161200 L_out=0.169 Acc=0.91 ---243771.00 ms/batch
Step 00161250 L_out=0.023 Acc=0.95 ---270479.21 ms/batch
Step 00161300 L_out=0.090 Acc=0.92 ---296905.46 ms/batch
Step 00161350 L_out=0.062 Acc=0.91 ---323748.33 ms/batch
Step 00161400 L_out=0.066 Acc=0.90 ---350776.38 ms/batch
Round 10 | epoch=1, train costTime=358.332147359848, | total_activation_sum=16826258
Round 10 | epoch=2, current m_iou=0.6368970676420974
Round 10 | Best m_IoU is: 0.665, OA is: 0.910 | val costTime=154.32940196990967
Round 10 | ****EPOCH 2****
Step 00161450 L_out=0.339 Acc=0.70 ---18594.30 ms/batch
Step 00161500 L_out=0.165 Acc=0.86 ---45357.45 ms/batch
Step 00161550 L_out=0.405 Acc=0.86 ---73609.23 ms/batch
Step 00161600 L_out=0.038 Acc=0.93 ---99997.05 ms/batch
Step 00161650 L_out=0.279 Acc=0.89 ---126893.66 ms/batch
Step 00161700 L_out=0.092 Acc=0.88 ---153307.97 ms/batch
Step 00161750 L_out=0.055 Acc=0.93 ---179259.93 ms/batch
Step 00161800 L_out=0.058 Acc=0.95 ---206340.26 ms/batch
Step 00161850 L_out=0.177 Acc=0.87 ---235047.47 ms/batch
Step 00161900 L_out=0.285 Acc=0.79 ---261099.62 ms/batch
Step 00161950 L_out=0.077 Acc=0.97 ---287894.69 ms/batch
Step 00162000 L_out=0.072 Acc=0.94 ---314227.38 ms/batch
Step 00162050 L_out=0.032 Acc=0.93 ---341617.73 ms/batch
Round 10 | epoch=2, train costTime=357.9446601867676, | total_activation_sum=16736683
Round 10 | epoch=3, current m_iou=0.6742349699128762
Round 10 | Best m_IoU is: 0.674, OA is: 0.916 | val costTime=155.0927278995514
Round 10 | ****EPOCH 3****
Step 00162100 L_out=0.047 Acc=0.90 --- 9885.99 ms/batch
Step 00162150 L_out=0.136 Acc=0.93 ---36127.59 ms/batch
Step 00162200 L_out=0.058 Acc=0.94 ---62101.74 ms/batch
Step 00162250 L_out=0.071 Acc=0.94 ---88109.35 ms/batch
Step 00162300 L_out=0.107 Acc=0.96 ---115247.50 ms/batch
Step 00162350 L_out=0.091 Acc=0.92 ---144183.43 ms/batch
Step 00162400 L_out=0.460 Acc=0.91 ---170913.26 ms/batch
Step 00162450 L_out=0.071 Acc=0.94 ---198199.02 ms/batch
Step 00162500 L_out=0.200 Acc=0.88 ---225200.41 ms/batch
Step 00162550 L_out=0.081 Acc=0.96 ---251310.06 ms/batch
Step 00162600 L_out=0.117 Acc=0.89 ---277147.26 ms/batch
Step 00162650 L_out=0.032 Acc=0.95 ---304462.04 ms/batch
Step 00162700 L_out=0.081 Acc=0.94 ---330868.06 ms/batch
Round 10 | epoch=3, train costTime=356.29073882102966, | total_activation_sum=16739342
Round 10 | epoch=4, current m_iou=0.6652229880503051
Round 10 | Best m_IoU is: 0.674, OA is: 0.916 | val costTime=152.55585074424744
Round 10 | ****EPOCH 4****
Step 00162750 L_out=0.051 Acc=0.84 ---  931.34 ms/batch
Step 00162800 L_out=0.062 Acc=0.93 ---27848.43 ms/batch
Step 00162850 L_out=0.049 Acc=0.92 ---54603.10 ms/batch
Step 00162900 L_out=0.136 Acc=0.95 ---81081.78 ms/batch
Step 00162950 L_out=0.082 Acc=0.93 ---108376.49 ms/batch
Step 00163000 L_out=0.035 Acc=0.93 ---134586.71 ms/batch
Step 00163050 L_out=0.059 Acc=0.96 ---160296.96 ms/batch
Step 00163100 L_out=0.009 Acc=0.94 ---187466.80 ms/batch
Step 00163150 L_out=0.088 Acc=0.88 ---213661.59 ms/batch
Step 00163200 L_out=0.024 Acc=0.95 ---239949.61 ms/batch
Step 00163250 L_out=0.033 Acc=0.90 ---266973.47 ms/batch
Step 00163300 L_out=0.028 Acc=0.96 ---292804.65 ms/batch
Step 00163350 L_out=0.155 Acc=0.79 ---319410.74 ms/batch
Step 00163400 L_out=0.193 Acc=0.95 ---345502.73 ms/batch
Round 10 | epoch=4, train costTime=353.74972319602966, | total_activation_sum=16765307
Round 10 | epoch=5, current m_iou=0.6785474470758681
Round 10 | Best m_IoU is: 0.679, OA is: 0.921 | val costTime=129.76288318634033
Round 10 | ****EPOCH 5****
Step 00163450 L_out=0.173 Acc=0.85 ---18097.94 ms/batch
Step 00163500 L_out=0.083 Acc=0.97 ---45854.14 ms/batch
Step 00163550 L_out=0.066 Acc=0.90 ---71740.30 ms/batch
Step 00163600 L_out=0.035 Acc=0.96 ---97632.65 ms/batch
Step 00163650 L_out=0.031 Acc=0.95 ---123717.59 ms/batch
Step 00163700 L_out=0.137 Acc=0.88 ---149955.29 ms/batch
Step 00163750 L_out=0.117 Acc=0.85 ---175932.23 ms/batch
Step 00163800 L_out=0.049 Acc=0.90 ---201939.40 ms/batch
Step 00163850 L_out=0.310 Acc=0.83 ---228149.29 ms/batch
Step 00163900 L_out=0.277 Acc=0.89 ---254486.02 ms/batch
Step 00163950 L_out=0.245 Acc=0.90 ---280113.93 ms/batch
Step 00164000 L_out=0.023 Acc=0.94 ---306335.28 ms/batch
Step 00164050 L_out=0.029 Acc=0.97 ---332470.02 ms/batch
Round 10 | epoch=5, train costTime=349.9429168701172, | total_activation_sum=16877211
Round 10 | epoch=6, current m_iou=0.6840623822268764
Round 10 | Best m_IoU is: 0.684, OA is: 0.921 | val costTime=153.3744125366211
Round 10 | ****EPOCH 6****
Step 00164100 L_out=0.409 Acc=0.89 --- 9195.99 ms/batch
Step 00164150 L_out=0.068 Acc=0.90 ---35596.46 ms/batch
Step 00164200 L_out=0.109 Acc=0.94 ---61865.50 ms/batch
Step 00164250 L_out=0.182 Acc=0.91 ---88528.12 ms/batch
Step 00164300 L_out=0.031 Acc=0.95 ---115015.65 ms/batch
Step 00164350 L_out=0.047 Acc=0.91 ---140923.76 ms/batch
Step 00164400 L_out=0.164 Acc=0.93 ---167240.23 ms/batch
Step 00164450 L_out=0.029 Acc=0.96 ---193747.84 ms/batch
Step 00164500 L_out=0.162 Acc=0.89 ---219715.76 ms/batch
Step 00164550 L_out=0.052 Acc=0.97 ---245548.60 ms/batch
Step 00164600 L_out=0.160 Acc=0.90 ---271558.72 ms/batch
Step 00164650 L_out=0.042 Acc=0.92 ---300260.86 ms/batch
Step 00164700 L_out=0.032 Acc=0.90 ---329624.71 ms/batch
Round 10 | epoch=6, train costTime=356.0237329006195, | total_activation_sum=16850470
Round 10 | epoch=7, current m_iou=0.682958743404101
Round 10 | Best m_IoU is: 0.684, OA is: 0.921 | val costTime=152.34107089042664
Round 10 | ****EPOCH 7****
Step 00164750 L_out=0.027 Acc=0.94 ---  439.75 ms/batch
Step 00164800 L_out=0.049 Acc=0.95 ---26622.75 ms/batch
Step 00164850 L_out=0.050 Acc=0.93 ---52981.37 ms/batch
Step 00164900 L_out=0.109 Acc=0.93 ---80427.34 ms/batch
Step 00164950 L_out=0.128 Acc=0.86 ---109547.46 ms/batch
Step 00165000 L_out=0.011 Acc=0.97 ---135247.49 ms/batch
Step 00165050 L_out=0.075 Acc=0.94 ---164354.32 ms/batch
Step 00165100 L_out=0.133 Acc=0.92 ---190594.53 ms/batch
Step 00165150 L_out=0.050 Acc=0.91 ---216619.75 ms/batch
Step 00165200 L_out=0.049 Acc=0.94 ---242650.53 ms/batch
Step 00165250 L_out=0.079 Acc=0.95 ---268545.06 ms/batch
Step 00165300 L_out=0.162 Acc=0.91 ---295242.31 ms/batch
Step 00165350 L_out=0.157 Acc=0.93 ---324305.15 ms/batch
Step 00165400 L_out=0.040 Acc=0.91 ---351156.95 ms/batch
Round 10 | epoch=7, train costTime=359.41772413253784, | total_activation_sum=16771354
Round 10 | epoch=8, current m_iou=0.68630049040002
Round 10 | Best m_IoU is: 0.686, OA is: 0.921 | val costTime=152.44037795066833
Round 10 | ****EPOCH 8****
Step 00165450 L_out=0.013 Acc=0.88 ---17263.74 ms/batch
Step 00165500 L_out=0.020 Acc=0.95 ---44709.71 ms/batch
Step 00165550 L_out=0.062 Acc=0.97 ---71252.10 ms/batch
Step 00165600 L_out=0.028 Acc=0.92 ---97388.59 ms/batch
Step 00165650 L_out=0.104 Acc=0.89 ---123783.61 ms/batch
Step 00165700 L_out=0.067 Acc=0.92 ---150877.95 ms/batch
Step 00165750 L_out=0.067 Acc=0.90 ---177161.88 ms/batch
Step 00165800 L_out=0.058 Acc=0.91 ---203247.00 ms/batch
Step 00165850 L_out=0.042 Acc=0.95 ---229373.20 ms/batch
Step 00165900 L_out=0.056 Acc=0.97 ---255585.17 ms/batch
Step 00165950 L_out=0.220 Acc=0.90 ---281653.60 ms/batch
Step 00166000 L_out=0.056 Acc=0.90 ---309541.32 ms/batch
Step 00166050 L_out=0.129 Acc=0.93 ---336058.95 ms/batch
Round 10 | epoch=8, train costTime=353.5864224433899, | total_activation_sum=16804552
Round 10 | epoch=9, current m_iou=0.6800858586751963
Round 10 | Best m_IoU is: 0.686, OA is: 0.921 | val costTime=152.9817955493927
Round 10 | ****EPOCH 9****
Step 00166100 L_out=0.152 Acc=0.92 --- 9556.43 ms/batch
Step 00166150 L_out=0.077 Acc=0.91 ---37061.31 ms/batch
Step 00166200 L_out=0.216 Acc=0.94 ---63587.68 ms/batch
Step 00166250 L_out=0.081 Acc=0.91 ---89539.41 ms/batch
Step 00166300 L_out=0.083 Acc=0.93 ---116450.74 ms/batch
Step 00166350 L_out=0.120 Acc=0.92 ---143792.84 ms/batch
Step 00166400 L_out=0.055 Acc=0.97 ---169911.56 ms/batch
Step 00166450 L_out=0.013 Acc=0.93 ---196959.35 ms/batch
Step 00166500 L_out=0.067 Acc=0.92 ---222886.82 ms/batch
Step 00166550 L_out=0.029 Acc=0.96 ---248634.59 ms/batch
Step 00166600 L_out=0.051 Acc=0.92 ---275890.73 ms/batch
Step 00166650 L_out=0.100 Acc=0.91 ---302037.99 ms/batch
Step 00166700 L_out=0.062 Acc=0.91 ---329566.76 ms/batch
Step 00166750 L_out=0.082 Acc=0.90 ---355887.96 ms/batch
Round 10 | epoch=9, train costTime=355.88804841041565, | total_activation_sum=16829131
Round 10 | epoch=10, current m_iou=0.6872372636633517
Round 10 | Best m_IoU is: 0.687, OA is: 0.921 | val costTime=151.90103340148926
Round 10 | ****EPOCH 10****
Step 00166800 L_out=0.749 Acc=0.71 ---27338.37 ms/batch
Step 00166850 L_out=0.297 Acc=0.89 ---53666.73 ms/batch
Step 00166900 L_out=0.037 Acc=0.95 ---80538.78 ms/batch
Step 00166950 L_out=0.027 Acc=0.96 ---106443.09 ms/batch
Step 00167000 L_out=0.099 Acc=0.95 ---132320.69 ms/batch
Step 00167050 L_out=0.066 Acc=0.91 ---158548.46 ms/batch
Step 00167100 L_out=0.033 Acc=0.96 ---185005.27 ms/batch
Step 00167150 L_out=0.082 Acc=0.92 ---211499.45 ms/batch
Step 00167200 L_out=0.057 Acc=0.93 ---238244.04 ms/batch
Step 00167250 L_out=0.054 Acc=0.92 ---264183.32 ms/batch
Step 00167300 L_out=0.025 Acc=0.97 ---290204.65 ms/batch
Step 00167350 L_out=0.167 Acc=0.90 ---316320.30 ms/batch
Step 00167400 L_out=0.024 Acc=0.93 ---342977.12 ms/batch
Round 10 | epoch=10, train costTime=352.05085802078247, | total_activation_sum=16828220
Round 10 | epoch=11, current m_iou=0.6904609605584309
Round 10 | Best m_IoU is: 0.690, OA is: 0.922 | val costTime=153.70863223075867
Round 10 | ****EPOCH 11****
Step 00167450 L_out=0.140 Acc=0.93 ---17696.54 ms/batch
Step 00167500 L_out=0.015 Acc=0.88 ---43806.63 ms/batch
Step 00167550 L_out=0.060 Acc=0.91 ---69778.04 ms/batch
Step 00167600 L_out=0.100 Acc=0.93 ---97701.19 ms/batch
Step 00167650 L_out=0.048 Acc=0.96 ---125382.43 ms/batch
Step 00167700 L_out=0.028 Acc=0.97 ---153063.40 ms/batch
Step 00167750 L_out=0.049 Acc=0.90 ---179293.21 ms/batch
Step 00167800 L_out=0.031 Acc=0.96 ---207696.00 ms/batch
Step 00167850 L_out=0.030 Acc=0.93 ---234203.91 ms/batch
Step 00167900 L_out=0.042 Acc=0.92 ---260549.53 ms/batch
Step 00167950 L_out=0.034 Acc=0.88 ---287219.43 ms/batch
Step 00168000 L_out=0.028 Acc=0.95 ---314838.24 ms/batch
Step 00168050 L_out=0.027 Acc=0.95 ---341423.08 ms/batch
Round 10 | epoch=11, train costTime=360.0280809402466, | total_activation_sum=16672889
Round 10 | epoch=12, current m_iou=0.6863839281583173
Round 10 | Best m_IoU is: 0.690, OA is: 0.922 | val costTime=129.26857352256775
Round 10 | ****EPOCH 12****
Step 00168100 L_out=0.033 Acc=0.88 --- 8371.41 ms/batch
Step 00168150 L_out=0.066 Acc=0.93 ---34263.73 ms/batch
Step 00168200 L_out=0.496 Acc=0.93 ---60368.04 ms/batch
Step 00168250 L_out=0.062 Acc=0.95 ---86735.44 ms/batch
Step 00168300 L_out=0.008 Acc=0.96 ---112593.97 ms/batch
Step 00168350 L_out=0.113 Acc=0.94 ---138524.18 ms/batch
Step 00168400 L_out=0.031 Acc=0.93 ---166930.00 ms/batch
Step 00168450 L_out=0.048 Acc=0.90 ---193057.13 ms/batch
Step 00168500 L_out=0.106 Acc=0.93 ---218815.72 ms/batch
Step 00168550 L_out=0.046 Acc=0.94 ---244835.28 ms/batch
Step 00168600 L_out=0.027 Acc=0.95 ---270793.53 ms/batch
Step 00168650 L_out=0.025 Acc=0.97 ---297029.81 ms/batch
Step 00168700 L_out=0.167 Acc=0.97 ---323112.29 ms/batch
Step 00168750 L_out=0.054 Acc=0.94 ---350030.27 ms/batch
Round 10 | epoch=12, train costTime=350.5255756378174, | total_activation_sum=16768820
Round 10 | epoch=13, current m_iou=0.6835437296786369
Round 10 | Best m_IoU is: 0.690, OA is: 0.922 | val costTime=129.95477175712585
Round 10 | ****EPOCH 13****
Step 00168800 L_out=0.025 Acc=0.95 ---25618.62 ms/batch
Step 00168850 L_out=0.068 Acc=0.97 ---51607.15 ms/batch
Step 00168900 L_out=0.042 Acc=0.96 ---79526.35 ms/batch
Step 00168950 L_out=0.032 Acc=0.95 ---105620.95 ms/batch
Step 00169000 L_out=0.014 Acc=0.98 ---131969.08 ms/batch
Step 00169050 L_out=0.030 Acc=0.96 ---158179.36 ms/batch
Step 00169100 L_out=0.035 Acc=0.94 ---184228.34 ms/batch
Step 00169150 L_out=0.040 Acc=0.91 ---210150.58 ms/batch
Step 00169200 L_out=0.050 Acc=0.92 ---236486.06 ms/batch
Step 00169250 L_out=0.014 Acc=0.95 ---264310.92 ms/batch
Step 00169300 L_out=0.027 Acc=0.93 ---293657.75 ms/batch
Step 00169350 L_out=0.025 Acc=0.92 ---319937.70 ms/batch
Step 00169400 L_out=0.184 Acc=0.85 ---346503.43 ms/batch
Round 10 | epoch=13, train costTime=356.1695945262909, | total_activation_sum=16858437
Round 10 | epoch=14, current m_iou=0.665891766779777
Round 10 | Best m_IoU is: 0.690, OA is: 0.922 | val costTime=128.97065997123718
Round 10 | ****EPOCH 14****
Step 00169450 L_out=0.032 Acc=0.93 ---17561.56 ms/batch
Step 00169500 L_out=0.016 Acc=0.93 ---44471.03 ms/batch
Step 00169550 L_out=0.025 Acc=0.92 ---71532.67 ms/batch
Step 00169600 L_out=0.033 Acc=0.95 ---99677.55 ms/batch
Step 00169650 L_out=0.036 Acc=0.95 ---126469.44 ms/batch
Step 00169700 L_out=0.016 Acc=0.92 ---153863.42 ms/batch
Step 00169750 L_out=0.064 Acc=0.97 ---181569.23 ms/batch
Step 00169800 L_out=0.071 Acc=0.95 ---209174.72 ms/batch
Step 00169850 L_out=0.052 Acc=0.93 ---234936.16 ms/batch
Step 00169900 L_out=0.028 Acc=0.96 ---261163.65 ms/batch
Step 00169950 L_out=0.018 Acc=0.96 ---288267.70 ms/batch
Step 00170000 L_out=0.063 Acc=0.94 ---314926.59 ms/batch
Step 00170050 L_out=0.072 Acc=0.96 ---341338.99 ms/batch
Round 10 | epoch=14, train costTime=360.25124526023865, | total_activation_sum=16873288
Round 10 | epoch=15, current m_iou=0.6741469289981002
Round 10 | Best m_IoU is: 0.690, OA is: 0.922 | val costTime=146.32652807235718
Round 10 | ****EPOCH 15****
Step 00170100 L_out=0.052 Acc=0.94 --- 6618.07 ms/batch
Step 00170150 L_out=0.021 Acc=0.92 ---28899.09 ms/batch
Step 00170200 L_out=0.015 Acc=0.94 ---50623.89 ms/batch
Step 00170250 L_out=0.009 Acc=0.96 ---72513.86 ms/batch
Step 00170300 L_out=0.025 Acc=0.96 ---94181.85 ms/batch
Step 00170350 L_out=0.038 Acc=0.95 ---116757.76 ms/batch
Step 00170400 L_out=0.025 Acc=0.93 ---138583.84 ms/batch
Step 00170450 L_out=0.051 Acc=0.96 ---160427.72 ms/batch
Step 00170500 L_out=0.117 Acc=0.95 ---182194.31 ms/batch
Step 00170550 L_out=0.019 Acc=0.96 ---204092.64 ms/batch
Step 00170600 L_out=0.060 Acc=0.91 ---225968.96 ms/batch
Step 00170650 L_out=0.030 Acc=0.93 ---248428.76 ms/batch
Step 00170700 L_out=0.047 Acc=0.95 ---270371.17 ms/batch
Step 00170750 L_out=0.039 Acc=0.91 ---292205.15 ms/batch
Round 10 | epoch=15, train costTime=293.06259393692017, | total_activation_sum=16812187
Round 10 | epoch=16, current m_iou=0.6790475407697357
Round 10 | Best m_IoU is: 0.690, OA is: 0.922 | val costTime=115.96031403541565
Round 10 | ****EPOCH 16****
Step 00170800 L_out=0.017 Acc=0.95 ---20869.61 ms/batch
Step 00170850 L_out=0.099 Acc=0.95 ---42764.73 ms/batch
Step 00170900 L_out=0.034 Acc=0.92 ---65299.62 ms/batch
Step 00170950 L_out=0.022 Acc=0.95 ---87130.91 ms/batch
Step 00171000 L_out=0.033 Acc=0.96 ---109079.17 ms/batch
Step 00171050 L_out=0.042 Acc=0.96 ---130995.63 ms/batch
Step 00171100 L_out=0.092 Acc=0.85 ---153289.18 ms/batch
Step 00171150 L_out=0.016 Acc=0.94 ---175187.17 ms/batch
Step 00171200 L_out=0.035 Acc=0.96 ---197501.31 ms/batch
Step 00171250 L_out=0.087 Acc=0.93 ---219291.33 ms/batch
Step 00171300 L_out=0.016 Acc=0.98 ---240978.00 ms/batch
Step 00171350 L_out=0.087 Acc=0.91 ---263028.50 ms/batch
Step 00171400 L_out=0.052 Acc=0.96 ---286844.89 ms/batch
Round 10 | epoch=16, train costTime=296.6763024330139, | total_activation_sum=16822374
Round 10 | epoch=17, current m_iou=0.6890628494980631
Round 10 | Best m_IoU is: 0.690, OA is: 0.922 | val costTime=137.06011843681335
Round 10 | ****EPOCH 17****
Step 00171450 L_out=0.050 Acc=0.96 ---16399.46 ms/batch
Step 00171500 L_out=0.090 Acc=0.96 ---42464.71 ms/batch
Step 00171550 L_out=0.033 Acc=0.92 ---67946.55 ms/batch
Step 00171600 L_out=0.018 Acc=0.96 ---94946.22 ms/batch
Step 00171650 L_out=0.063 Acc=0.93 ---122128.18 ms/batch
Step 00171700 L_out=0.105 Acc=0.91 ---148904.73 ms/batch
Step 00171750 L_out=0.027 Acc=0.98 ---176837.02 ms/batch
Step 00171800 L_out=0.059 Acc=0.94 ---205444.31 ms/batch
Step 00171850 L_out=0.008 Acc=0.95 ---232619.28 ms/batch
Step 00171900 L_out=0.020 Acc=0.94 ---259876.39 ms/batch
Step 00171950 L_out=0.009 Acc=0.95 ---286761.07 ms/batch
Step 00172000 L_out=0.092 Acc=0.92 ---313787.51 ms/batch
Step 00172050 L_out=0.024 Acc=0.93 ---337640.07 ms/batch
Round 10 | epoch=17, train costTime=357.0679521560669, | total_activation_sum=16847952
Round 10 | epoch=18, current m_iou=0.6896849990601106
Round 10 | Best m_IoU is: 0.690, OA is: 0.922 | val costTime=136.38355159759521
Round 10 | ****EPOCH 18****
Step 00172100 L_out=0.054 Acc=0.90 --- 7457.03 ms/batch
Step 00172150 L_out=0.030 Acc=0.94 ---33485.94 ms/batch
Step 00172200 L_out=0.038 Acc=0.96 ---59851.18 ms/batch
Step 00172250 L_out=0.039 Acc=0.93 ---85755.60 ms/batch
Step 00172300 L_out=0.035 Acc=0.92 ---111986.89 ms/batch
Step 00172350 L_out=0.098 Acc=0.93 ---138332.56 ms/batch
Step 00172400 L_out=0.015 Acc=0.99 ---164614.64 ms/batch
Step 00172450 L_out=0.029 Acc=0.94 ---190766.62 ms/batch
Step 00172500 L_out=0.027 Acc=0.96 ---217333.71 ms/batch
Step 00172550 L_out=0.060 Acc=0.94 ---244068.38 ms/batch
Step 00172600 L_out=0.010 Acc=0.95 ---270765.44 ms/batch
Step 00172650 L_out=0.011 Acc=0.93 ---297799.19 ms/batch
Step 00172700 L_out=0.012 Acc=0.98 ---323861.44 ms/batch
Step 00172750 L_out=0.058 Acc=0.94 ---348024.47 ms/batch
Round 10 | epoch=18, train costTime=349.5391676425934, | total_activation_sum=16720236
Round 10 | epoch=19, current m_iou=0.690211527857862
Round 10 | Best m_IoU is: 0.690, OA is: 0.922 | val costTime=136.52291226387024
Round 10 | ****EPOCH 19****
Step 00172800 L_out=0.062 Acc=0.95 ---24669.54 ms/batch
Step 00172850 L_out=0.010 Acc=0.92 ---52154.20 ms/batch
Step 00172900 L_out=0.074 Acc=0.92 ---78584.29 ms/batch
Step 00172950 L_out=0.010 Acc=0.98 ---104775.50 ms/batch
Step 00173000 L_out=0.017 Acc=0.94 ---130827.66 ms/batch
Step 00173050 L_out=0.045 Acc=0.94 ---157902.29 ms/batch
Step 00173100 L_out=0.065 Acc=0.92 ---184722.60 ms/batch
Step 00173150 L_out=0.045 Acc=0.95 ---211605.81 ms/batch
Step 00173200 L_out=0.031 Acc=0.93 ---238622.05 ms/batch
Step 00173250 L_out=0.046 Acc=0.95 ---265450.45 ms/batch
Step 00173300 L_out=0.020 Acc=0.97 ---292166.78 ms/batch
Step 00173350 L_out=0.050 Acc=0.88 ---318951.96 ms/batch
Step 00173400 L_out=0.061 Acc=0.90 ---342861.12 ms/batch
Round 10 | epoch=19, train costTime=353.3426673412323, | total_activation_sum=16862839
Round 10 | epoch=20, current m_iou=0.6832677841398164
Round 10 | Best m_IoU is: 0.690, OA is: 0.922 | val costTime=137.4396994113922
Round 10 | ****EPOCH 20****
Step 00173450 L_out=0.042 Acc=0.95 ---15935.72 ms/batch
Step 00173500 L_out=0.007 Acc=0.98 ---42646.24 ms/batch
Step 00173550 L_out=0.032 Acc=0.94 ---69140.51 ms/batch
Step 00173600 L_out=0.003 Acc=0.98 ---94882.10 ms/batch
Step 00173650 L_out=1.661 Acc=0.65 ---121114.25 ms/batch
Step 00173700 L_out=0.019 Acc=0.93 ---148901.74 ms/batch
Step 00173750 L_out=0.037 Acc=0.97 ---176026.72 ms/batch
Step 00173800 L_out=0.024 Acc=0.96 ---205077.18 ms/batch
Step 00173850 L_out=0.008 Acc=0.94 ---232419.96 ms/batch
Step 00173900 L_out=0.092 Acc=0.95 ---259227.05 ms/batch
Step 00173950 L_out=0.025 Acc=0.92 ---286086.44 ms/batch
Step 00174000 L_out=0.028 Acc=0.91 ---312836.45 ms/batch
Step 00174050 L_out=0.050 Acc=0.91 ---337284.76 ms/batch
Round 10 | epoch=20, train costTime=358.9398260116577, | total_activation_sum=16845423
Round 10 | epoch=21, current m_iou=0.681358845405888
Round 10 | Best m_IoU is: 0.690, OA is: 0.922 | val costTime=137.14660453796387
Round 10 | ****EPOCH 21****
Step 00174100 L_out=0.035 Acc=0.91 --- 6713.26 ms/batch
Step 00174150 L_out=0.025 Acc=0.91 ---33112.44 ms/batch
Step 00174200 L_out=0.045 Acc=0.91 ---59645.81 ms/batch
Step 00174250 L_out=0.064 Acc=0.92 ---86257.17 ms/batch
Step 00174300 L_out=0.008 Acc=0.95 ---112651.03 ms/batch
Step 00174350 L_out=0.036 Acc=0.92 ---141110.98 ms/batch
Step 00174400 L_out=0.039 Acc=0.92 ---167451.96 ms/batch
Step 00174450 L_out=0.024 Acc=0.94 ---193594.92 ms/batch
Step 00174500 L_out=0.029 Acc=0.96 ---219844.09 ms/batch
Step 00174550 L_out=0.056 Acc=0.89 ---246530.02 ms/batch
Step 00174600 L_out=0.096 Acc=0.90 ---273653.97 ms/batch
Step 00174650 L_out=0.031 Acc=0.97 ---300500.08 ms/batch
Step 00174700 L_out=0.028 Acc=0.92 ---326984.00 ms/batch
Step 00174750 L_out=0.019 Acc=0.98 ---351217.84 ms/batch
Round 10 | epoch=21, train costTime=353.36495566368103, | total_activation_sum=16759361
Round 10 | epoch=22, current m_iou=0.6727091223726205
Round 10 | Best m_IoU is: 0.690, OA is: 0.922 | val costTime=137.79127049446106
Round 10 | ****EPOCH 22****
Step 00174800 L_out=1.426 Acc=0.82 ---24479.23 ms/batch
Step 00174850 L_out=0.068 Acc=0.92 ---50818.14 ms/batch
Step 00174900 L_out=0.028 Acc=0.96 ---77852.04 ms/batch
Step 00174950 L_out=0.099 Acc=0.95 ---103878.45 ms/batch
Step 00175000 L_out=0.031 Acc=0.98 ---129721.31 ms/batch
Step 00175050 L_out=0.057 Acc=0.95 ---155841.63 ms/batch
Step 00175100 L_out=0.096 Acc=0.95 ---182800.09 ms/batch
Step 00175150 L_out=0.046 Acc=0.89 ---209342.77 ms/batch
Step 00175200 L_out=0.068 Acc=0.94 ---236407.92 ms/batch
Step 00175250 L_out=0.083 Acc=0.93 ---263176.86 ms/batch
Step 00175300 L_out=0.016 Acc=0.98 ---290166.44 ms/batch
Step 00175350 L_out=0.037 Acc=0.93 ---316727.46 ms/batch
Step 00175400 L_out=0.058 Acc=0.96 ---340751.79 ms/batch
Round 10 | epoch=22, train costTime=352.04629158973694, | total_activation_sum=16821377
Round 10 | epoch=23, current m_iou=0.675411412698089
Round 10 | Best m_IoU is: 0.690, OA is: 0.922 | val costTime=137.1272943019867
Round 10 | ****EPOCH 23****
Step 00175450 L_out=0.011 Acc=0.97 ---15405.50 ms/batch
Step 00175500 L_out=0.075 Acc=0.93 ---41981.08 ms/batch
Step 00175550 L_out=0.025 Acc=0.95 ---68345.26 ms/batch
Step 00175600 L_out=0.037 Acc=0.93 ---94883.53 ms/batch
Step 00175650 L_out=0.034 Acc=0.89 ---121286.38 ms/batch
Step 00175700 L_out=0.016 Acc=0.93 ---147555.12 ms/batch
Step 00175750 L_out=0.059 Acc=0.93 ---173351.79 ms/batch
Step 00175800 L_out=0.017 Acc=0.97 ---199749.29 ms/batch
Step 00175850 L_out=0.057 Acc=0.91 ---226670.14 ms/batch
Step 00175900 L_out=0.032 Acc=0.84 ---253594.14 ms/batch
Step 00175950 L_out=0.051 Acc=0.93 ---280084.67 ms/batch
Step 00176000 L_out=0.018 Acc=0.95 ---306666.05 ms/batch
Step 00176050 L_out=0.016 Acc=0.95 ---332287.40 ms/batch
Round 10 | epoch=23, train costTime=351.2233419418335, | total_activation_sum=16849836
Round 10 | epoch=24, current m_iou=0.6751161983599985
Round 10 | Best m_IoU is: 0.690, OA is: 0.922 | val costTime=137.36091828346252
Round 10 | ****EPOCH 24****
Step 00176100 L_out=0.158 Acc=0.97 --- 6251.68 ms/batch
Step 00176150 L_out=0.033 Acc=0.95 ---32471.56 ms/batch
Step 00176200 L_out=0.053 Acc=0.91 ---58641.08 ms/batch
Step 00176250 L_out=0.027 Acc=0.96 ---84357.98 ms/batch
Step 00176300 L_out=0.024 Acc=0.94 ---110262.12 ms/batch
Step 00176350 L_out=0.095 Acc=0.90 ---135919.51 ms/batch
Step 00176400 L_out=0.047 Acc=0.93 ---162111.18 ms/batch
Step 00176450 L_out=0.011 Acc=0.91 ---188002.61 ms/batch
Step 00176500 L_out=0.006 Acc=0.91 ---214781.28 ms/batch
Step 00176550 L_out=0.028 Acc=0.97 ---241926.84 ms/batch
Step 00176600 L_out=0.019 Acc=0.96 ---268611.17 ms/batch
Step 00176650 L_out=0.011 Acc=0.94 ---295596.92 ms/batch
Step 00176700 L_out=0.074 Acc=0.93 ---322564.59 ms/batch
Step 00176750 L_out=0.446 Acc=0.77 ---346518.91 ms/batch
Round 10 | epoch=24, train costTime=349.09301590919495, | total_activation_sum=16747392
Round 10 | epoch=25, current m_iou=0.6748289450652942
Round 10 | Best m_IoU is: 0.690, OA is: 0.922 | val costTime=138.26821446418762
Round 10 | ****EPOCH 25****
Step 00176800 L_out=0.021 Acc=0.97 ---27369.45 ms/batch
Step 00176850 L_out=0.084 Acc=0.88 ---53292.05 ms/batch
Step 00176900 L_out=0.024 Acc=0.96 ---79204.75 ms/batch
Step 00176950 L_out=0.072 Acc=0.95 ---105042.64 ms/batch
Step 00177000 L_out=0.072 Acc=0.96 ---130980.36 ms/batch
Step 00177050 L_out=0.012 Acc=0.91 ---157256.61 ms/batch
Step 00177100 L_out=0.086 Acc=0.91 ---183209.39 ms/batch
Step 00177150 L_out=0.030 Acc=0.95 ---209461.97 ms/batch
Step 00177200 L_out=0.018 Acc=0.93 ---235840.72 ms/batch
Step 00177250 L_out=0.027 Acc=0.92 ---262330.13 ms/batch
Step 00177300 L_out=0.022 Acc=0.96 ---288775.09 ms/batch
Step 00177350 L_out=0.068 Acc=0.78 ---315331.48 ms/batch
Step 00177400 L_out=0.005 Acc=0.95 ---347603.86 ms/batch
Round 10 | epoch=25, train costTime=357.23542833328247, | total_activation_sum=16865753
Round 10 | epoch=26, current m_iou=0.6754364443280261
Round 10 | Best m_IoU is: 0.690, OA is: 0.922 | val costTime=136.92237854003906
Round 10 | ****EPOCH 26****
Step 00177450 L_out=0.049 Acc=0.93 ---14434.20 ms/batch
Step 00177500 L_out=0.038 Acc=0.96 ---40131.50 ms/batch
Step 00177550 L_out=0.024 Acc=0.96 ---68631.77 ms/batch
Step 00177600 L_out=0.149 Acc=0.89 ---94482.27 ms/batch
Step 00177650 L_out=0.031 Acc=0.94 ---121467.57 ms/batch
Step 00177700 L_out=0.015 Acc=0.97 ---147445.00 ms/batch
Step 00177750 L_out=0.053 Acc=0.97 ---173152.85 ms/batch
Step 00177800 L_out=0.014 Acc=0.97 ---199230.93 ms/batch
Step 00177850 L_out=0.012 Acc=0.93 ---225577.88 ms/batch
Step 00177900 L_out=0.019 Acc=0.96 ---252463.04 ms/batch
Step 00177950 L_out=0.012 Acc=0.94 ---279178.65 ms/batch
Step 00178000 L_out=0.015 Acc=0.98 ---306731.19 ms/batch
Step 00178050 L_out=0.080 Acc=0.90 ---333526.83 ms/batch
Round 10 | epoch=26, train costTime=352.1800103187561, | total_activation_sum=16808189
Round 10 | epoch=27, current m_iou=0.6750694628701888
Round 10 | Best m_IoU is: 0.690, OA is: 0.922 | val costTime=150.7814028263092
Round 10 | ****EPOCH 27****
Step 00178100 L_out=0.058 Acc=0.93 --- 5867.92 ms/batch
Step 00178150 L_out=0.011 Acc=0.91 ---126006.25 ms/batch
Step 00178200 L_out=0.055 Acc=0.94 ---154685.41 ms/batch
Step 00178250 L_out=0.008 Acc=0.97 ---182396.15 ms/batch
Step 00178300 L_out=0.046 Acc=0.90 ---208607.82 ms/batch
Step 00178350 L_out=0.007 Acc=0.91 ---234687.76 ms/batch
Step 00178400 L_out=0.054 Acc=0.95 ---260889.18 ms/batch
Step 00178450 L_out=0.027 Acc=0.93 ---287871.93 ms/batch
Step 00178500 L_out=0.061 Acc=0.92 ---323771.15 ms/batch
Step 00178550 L_out=0.013 Acc=0.95 ---350469.78 ms/batch
Step 00178600 L_out=0.044 Acc=0.95 ---377283.16 ms/batch
Step 00178650 L_out=0.032 Acc=0.96 ---404475.08 ms/batch
Step 00178700 L_out=0.030 Acc=0.93 ---431481.72 ms/batch
Step 00178750 L_out=0.007 Acc=0.93 ---455308.55 ms/batch
Round 10 | epoch=27, train costTime=458.5941638946533, | total_activation_sum=16786537
Round 10 | epoch=28, current m_iou=0.6804087496764628
Round 10 | Best m_IoU is: 0.690, OA is: 0.922 | val costTime=136.4662218093872
Round 10 | ****EPOCH 28****
Step 00178800 L_out=0.011 Acc=0.98 ---23156.04 ms/batch
Step 00178850 L_out=0.027 Acc=0.96 ---50161.41 ms/batch
Step 00178900 L_out=0.018 Acc=0.95 ---77549.60 ms/batch
Step 00178950 L_out=0.028 Acc=0.98 ---104180.03 ms/batch
Step 00179000 L_out=0.013 Acc=0.94 ---130872.33 ms/batch
Step 00179050 L_out=0.020 Acc=0.93 ---160178.27 ms/batch
Step 00179100 L_out=0.041 Acc=0.92 ---188844.16 ms/batch
Step 00179150 L_out=0.040 Acc=0.95 ---215826.55 ms/batch
Step 00179200 L_out=0.047 Acc=0.92 ---242690.20 ms/batch
Step 00179250 L_out=0.039 Acc=0.96 ---270095.15 ms/batch
Step 00179300 L_out=0.049 Acc=0.93 ---296543.73 ms/batch
Step 00179350 L_out=0.075 Acc=0.93 ---323480.49 ms/batch
Step 00179400 L_out=0.009 Acc=0.99 ---347726.80 ms/batch
Round 10 | epoch=28, train costTime=359.23220324516296, | total_activation_sum=16837774
Round 10 | epoch=29, current m_iou=0.6799533188954114
Round 10 | Best m_IoU is: 0.690, OA is: 0.922 | val costTime=137.75972080230713
Round 10 | ****EPOCH 29****
Step 00179450 L_out=0.006 Acc=0.95 ---14340.41 ms/batch
Step 00179500 L_out=0.017 Acc=0.92 ---42235.33 ms/batch
Step 00179550 L_out=0.015 Acc=0.95 ---69369.59 ms/batch
Step 00179600 L_out=0.028 Acc=0.96 ---95481.93 ms/batch
Step 00179650 L_out=0.053 Acc=0.96 ---122590.57 ms/batch
Step 00179700 L_out=0.047 Acc=0.99 ---150033.96 ms/batch
Step 00179750 L_out=0.036 Acc=0.95 ---177928.42 ms/batch
Step 00179800 L_out=0.060 Acc=0.85 ---203870.31 ms/batch
Step 00179850 L_out=0.025 Acc=0.96 ---230592.48 ms/batch
Step 00179900 L_out=0.017 Acc=0.93 ---257124.59 ms/batch
Step 00179950 L_out=0.017 Acc=0.97 ---284040.30 ms/batch
Step 00180000 L_out=0.031 Acc=0.92 ---311015.14 ms/batch
Step 00180050 L_out=0.129 Acc=0.93 ---337409.43 ms/batch
Round 10 | epoch=29, train costTime=356.11412501335144, | total_activation_sum=16813235
Round 10 | epoch=30, current m_iou=0.6792082830448807
Round 10 | Best m_IoU is: 0.690, OA is: 0.922 | val costTime=137.20256876945496
Round 10 | ****EPOCH 30****
Round 11 | ****EPOCH 0****
Step 00180100 L_out=0.044 Acc=0.96 --- 5213.74 ms/batch
Step 00180150 L_out=0.259 Acc=0.81 ---31444.82 ms/batch
Step 00180200 L_out=0.172 Acc=0.91 ---58611.45 ms/batch
Step 00180250 L_out=0.489 Acc=0.78 ---84455.60 ms/batch
Step 00180300 L_out=0.097 Acc=0.96 ---110473.55 ms/batch
Step 00180350 L_out=0.066 Acc=0.91 ---136437.73 ms/batch
Step 00180400 L_out=0.292 Acc=0.88 ---162850.15 ms/batch
Step 00180450 L_out=1.018 Acc=0.79 ---188972.27 ms/batch
Step 00180500 L_out=0.123 Acc=0.88 ---215002.48 ms/batch
Step 00180550 L_out=0.173 Acc=0.91 ---242700.91 ms/batch
Step 00180600 L_out=0.070 Acc=0.93 ---269234.78 ms/batch
Step 00180650 L_out=0.067 Acc=0.93 ---296199.39 ms/batch
Step 00180700 L_out=0.141 Acc=0.92 ---323192.63 ms/batch
Step 00180750 L_out=0.273 Acc=0.82 ---350098.41 ms/batch
Round 11 | epoch=0, train costTime=353.8937613964081, | total_activation_sum=18244394
Round 11 | epoch=1, current m_iou=0.6368777051379995
Round 11 | Best m_IoU is: 0.637, OA is: 0.900 | val costTime=134.39534306526184
Round 11 | ****EPOCH 1****
Step 00180800 L_out=0.880 Acc=0.80 ---24580.61 ms/batch
Step 00180850 L_out=0.074 Acc=0.89 ---51865.98 ms/batch
Step 00180900 L_out=0.249 Acc=0.82 ---78497.76 ms/batch
Step 00180950 L_out=0.310 Acc=0.76 ---105005.27 ms/batch
Step 00181000 L_out=0.134 Acc=0.95 ---131142.14 ms/batch
Step 00181050 L_out=0.216 Acc=0.89 ---157040.99 ms/batch
Step 00181100 L_out=0.077 Acc=0.94 ---182952.10 ms/batch
Step 00181150 L_out=0.116 Acc=0.92 ---209318.56 ms/batch
Step 00181200 L_out=0.076 Acc=0.94 ---236017.65 ms/batch
Step 00181250 L_out=0.036 Acc=0.93 ---262336.21 ms/batch
Step 00181300 L_out=0.156 Acc=0.95 ---289534.44 ms/batch
Step 00181350 L_out=0.069 Acc=0.87 ---316269.96 ms/batch
Step 00181400 L_out=0.250 Acc=0.75 ---343414.11 ms/batch
Round 11 | epoch=1, train costTime=356.4036784172058, | total_activation_sum=17756839
Round 11 | epoch=2, current m_iou=0.5961747544947049
Round 11 | Best m_IoU is: 0.637, OA is: 0.900 | val costTime=137.27891755104065
Round 11 | ****EPOCH 2****
Step 00181450 L_out=0.118 Acc=0.91 ---13663.38 ms/batch
Step 00181500 L_out=0.166 Acc=0.91 ---39758.23 ms/batch
Step 00181550 L_out=0.081 Acc=0.92 ---65684.52 ms/batch
Step 00181600 L_out=0.034 Acc=0.92 ---92056.50 ms/batch
Step 00181650 L_out=0.106 Acc=0.95 ---119579.56 ms/batch
Step 00181700 L_out=0.025 Acc=0.96 ---145616.11 ms/batch
Step 00181750 L_out=0.077 Acc=0.93 ---171756.94 ms/batch
Step 00181800 L_out=0.053 Acc=0.94 ---198224.18 ms/batch
Step 00181850 L_out=0.087 Acc=0.93 ---224255.05 ms/batch
Step 00181900 L_out=0.068 Acc=0.95 ---250410.63 ms/batch
Step 00181950 L_out=0.107 Acc=0.94 ---277486.90 ms/batch
Step 00182000 L_out=0.018 Acc=0.95 ---304393.80 ms/batch
Step 00182050 L_out=0.011 Acc=0.95 ---331165.18 ms/batch
Round 11 | epoch=2, train costTime=352.9673910140991, | total_activation_sum=17823685
Round 11 | epoch=3, current m_iou=0.6698514122319561
Round 11 | Best m_IoU is: 0.670, OA is: 0.916 | val costTime=137.45434617996216
Round 11 | ****EPOCH 3****
Step 00182100 L_out=0.134 Acc=0.92 --- 5616.84 ms/batch
Step 00182150 L_out=0.069 Acc=0.90 ---32676.66 ms/batch
Step 00182200 L_out=0.126 Acc=0.93 ---58881.41 ms/batch
Step 00182250 L_out=0.174 Acc=0.94 ---86097.49 ms/batch
Step 00182300 L_out=0.099 Acc=0.86 ---112668.48 ms/batch
Step 00182350 L_out=0.055 Acc=0.90 ---140185.15 ms/batch
Step 00182400 L_out=0.125 Acc=0.86 ---169835.57 ms/batch
Step 00182450 L_out=0.208 Acc=0.89 ---196228.93 ms/batch
Step 00182500 L_out=0.088 Acc=0.87 ---222200.81 ms/batch
Step 00182550 L_out=0.049 Acc=0.93 ---248909.82 ms/batch
Step 00182600 L_out=0.061 Acc=0.96 ---276195.09 ms/batch
Step 00182650 L_out=0.152 Acc=0.88 ---303119.14 ms/batch
Step 00182700 L_out=0.041 Acc=0.94 ---330162.77 ms/batch
Step 00182750 L_out=0.053 Acc=0.93 ---356729.11 ms/batch
Round 11 | epoch=3, train costTime=361.22000789642334, | total_activation_sum=17822391
Round 11 | epoch=4, current m_iou=0.6819199250335255
Round 11 | Best m_IoU is: 0.682, OA is: 0.919 | val costTime=135.05676817893982
Round 11 | ****EPOCH 4****
Step 00182800 L_out=0.057 Acc=0.93 ---21645.79 ms/batch
Step 00182850 L_out=0.037 Acc=0.94 ---48005.71 ms/batch
Step 00182900 L_out=0.062 Acc=0.80 ---73959.93 ms/batch
Step 00182950 L_out=0.038 Acc=0.85 ---100109.07 ms/batch
Step 00183000 L_out=0.180 Acc=0.88 ---126714.26 ms/batch
Step 00183050 L_out=0.028 Acc=0.97 ---152594.39 ms/batch
Step 00183100 L_out=0.236 Acc=0.91 ---178278.11 ms/batch
Step 00183150 L_out=0.318 Acc=0.88 ---205066.99 ms/batch
Step 00183200 L_out=0.056 Acc=0.88 ---230888.11 ms/batch
Step 00183250 L_out=0.064 Acc=0.86 ---257260.23 ms/batch
Step 00183300 L_out=0.230 Acc=0.82 ---284431.39 ms/batch
Step 00183350 L_out=0.124 Acc=0.96 ---311472.67 ms/batch
Step 00183400 L_out=0.162 Acc=0.94 ---338208.14 ms/batch
Round 11 | epoch=4, train costTime=351.55824041366577, | total_activation_sum=17684384
Round 11 | epoch=5, current m_iou=0.6735368771261303
Round 11 | Best m_IoU is: 0.682, OA is: 0.919 | val costTime=135.18570733070374
Round 11 | ****EPOCH 5****
Step 00183450 L_out=0.399 Acc=0.92 ---14210.76 ms/batch
Step 00183500 L_out=0.090 Acc=0.92 ---40245.86 ms/batch
Step 00183550 L_out=0.020 Acc=0.92 ---67185.01 ms/batch
Step 00183600 L_out=0.031 Acc=0.96 ---94276.24 ms/batch
Step 00183650 L_out=0.129 Acc=0.90 ---123370.79 ms/batch
Step 00183700 L_out=0.464 Acc=0.87 ---149560.23 ms/batch
Step 00183750 L_out=0.056 Acc=0.94 ---176051.66 ms/batch
Step 00183800 L_out=0.009 Acc=0.96 ---202384.03 ms/batch
Step 00183850 L_out=0.060 Acc=0.94 ---229536.67 ms/batch
Step 00183900 L_out=0.034 Acc=0.84 ---255917.50 ms/batch
Step 00183950 L_out=0.062 Acc=0.95 ---282401.33 ms/batch
Step 00184000 L_out=0.150 Acc=0.92 ---309037.64 ms/batch
Step 00184050 L_out=0.075 Acc=0.96 ---336184.65 ms/batch
Round 11 | epoch=5, train costTime=358.80481815338135, | total_activation_sum=17777411
Round 11 | epoch=6, current m_iou=0.6701984427117103
Round 11 | Best m_IoU is: 0.682, OA is: 0.919 | val costTime=135.75706553459167
Round 11 | ****EPOCH 6****
Step 00184100 L_out=0.068 Acc=0.95 --- 4562.75 ms/batch
Step 00184150 L_out=0.020 Acc=0.94 ---31992.31 ms/batch
Step 00184200 L_out=0.092 Acc=0.91 ---58585.87 ms/batch
Step 00184250 L_out=0.119 Acc=0.89 ---85169.25 ms/batch
Step 00184300 L_out=0.063 Acc=0.94 ---111185.89 ms/batch
Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.014 Acc=0.57 ---24804.49 ms/batch
Step 00000100 L_out=0.074 Acc=0.20 ---47313.26 ms/batch
Step 00000150 L_out=0.081 Acc=0.12 ---69896.88 ms/batch
Step 00000200 L_out=0.030 Acc=0.35 ---92374.26 ms/batch
Step 00000250 L_out=0.054 Acc=0.52 ---114936.72 ms/batch
Step 00000300 L_out=0.038 Acc=0.30 ---137573.72 ms/batch
Step 00000350 L_out=1.679 Acc=0.33 ---160388.23 ms/batch
Step 00000400 L_out=0.139 Acc=0.56 ---182837.74 ms/batch
Step 00000450 L_out=0.022 Acc=0.35 ---205454.82 ms/batch
Step 00000500 L_out=0.989 Acc=0.47 ---227954.50 ms/batch
Step 00000550 L_out=0.128 Acc=0.39 ---250310.77 ms/batch
Step 00000600 L_out=0.122 Acc=0.55 ---272852.29 ms/batch
Step 00000650 L_out=0.077 Acc=0.47 ---295362.13 ms/batch
Round 2 | epoch=0, train costTime=302.96459698677063, | total_activation_sum=2356356
Round 2 | epoch=1, current m_iou=0.16636400278518582
Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.074 Acc=0.18 ---28384.85 ms/batch
Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.081 Acc=0.37 ---29423.47 ms/batch
Step 00000100 L_out=0.036 Acc=0.36 ---56371.39 ms/batch
Step 00000150 L_out=0.030 Acc=0.44 ---82411.49 ms/batch
Step 00000200 L_out=0.050 Acc=0.07 ---108616.18 ms/batch
Step 00000250 L_out=0.041 Acc=0.38 ---134834.17 ms/batch
Step 00000300 L_out=0.018 Acc=0.18 ---160823.56 ms/batch
Step 00000350 L_out=0.029 Acc=0.37 ---187348.65 ms/batch
Step 00000400 L_out=0.016 Acc=0.70 ---213566.17 ms/batch
Step 00000450 L_out=0.050 Acc=0.67 ---239486.55 ms/batch
Step 00000500 L_out=0.053 Acc=0.37 ---265928.49 ms/batch
Step 00000550 L_out=0.018 Acc=0.33 ---292282.91 ms/batch
Step 00000600 L_out=0.102 Acc=0.49 ---318940.57 ms/batch
Step 00000650 L_out=0.042 Acc=0.34 ---345935.70 ms/batch
Round 2 | epoch=0, train costTime=355.2995615005493, | total_activation_sum=2369187
Round 2 | epoch=1, current m_iou=0.21953951446464492
Round 2 | Best m_IoU is: 0.220, OA is: 0.587 | val costTime=153.90471410751343
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.108 Acc=0.40 ---17659.39 ms/batch
Step 00000750 L_out=0.117 Acc=0.69 ---44200.24 ms/batch
Step 00000800 L_out=0.038 Acc=0.47 ---71243.30 ms/batch
Step 00000850 L_out=0.029 Acc=0.60 ---97492.79 ms/batch
Step 00000900 L_out=0.435 Acc=0.30 ---123834.83 ms/batch
Step 00000950 L_out=0.399 Acc=0.58 ---149631.73 ms/batch
Step 00001000 L_out=0.048 Acc=0.32 ---176485.91 ms/batch
Step 00001050 L_out=0.042 Acc=0.62 ---202686.93 ms/batch
Step 00001100 L_out=0.051 Acc=0.60 ---229433.07 ms/batch
Step 00001150 L_out=0.052 Acc=0.77 ---256552.18 ms/batch
Step 00001200 L_out=0.133 Acc=0.49 ---283172.45 ms/batch
Step 00001250 L_out=0.145 Acc=0.47 ---309155.03 ms/batch
Step 00001300 L_out=0.049 Acc=0.36 ---335411.31 ms/batch
Round 2 | epoch=1, train costTime=353.7697784900665, | total_activation_sum=2339092
Round 2 | epoch=2, current m_iou=0.23807979699550924
Round 2 | Best m_IoU is: 0.238, OA is: 0.468 | val costTime=149.892103433609
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.065 Acc=0.56 --- 8380.45 ms/batch
Step 00001400 L_out=0.218 Acc=0.66 ---35098.22 ms/batch
Step 00001450 L_out=0.224 Acc=0.52 ---61896.76 ms/batch
Step 00001500 L_out=0.169 Acc=0.80 ---90940.08 ms/batch
Step 00001550 L_out=0.016 Acc=0.56 ---119986.41 ms/batch
Step 00001600 L_out=0.080 Acc=0.24 ---148543.12 ms/batch
Step 00001650 L_out=0.618 Acc=0.57 ---177067.42 ms/batch
Step 00001700 L_out=0.133 Acc=0.54 ---204521.87 ms/batch
Step 00001750 L_out=0.057 Acc=0.58 ---232438.08 ms/batch
Step 00001800 L_out=0.064 Acc=0.64 ---261433.98 ms/batch
Step 00001850 L_out=0.135 Acc=0.48 ---288315.21 ms/batch
Step 00001900 L_out=0.029 Acc=0.59 ---314158.92 ms/batch
Step 00001950 L_out=0.111 Acc=0.59 ---340997.46 ms/batch
Step 00002000 L_out=0.047 Acc=0.58 ---366779.08 ms/batch
Round 2 | epoch=2, train costTime=367.328738451004, | total_activation_sum=2242487
Round 2 | epoch=3, current m_iou=0.2640614752919175
Round 2 | Best m_IoU is: 0.264, OA is: 0.622 | val costTime=155.52967262268066
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.053 Acc=0.63 ---26186.63 ms/batch
Step 00002100 L_out=0.256 Acc=0.65 ---53044.17 ms/batch
Step 00002150 L_out=0.092 Acc=0.30 ---79430.88 ms/batch
Step 00002200 L_out=0.014 Acc=0.50 ---105509.62 ms/batch
Step 00002250 L_out=0.048 Acc=0.51 ---131560.01 ms/batch
Step 00002300 L_out=0.026 Acc=0.66 ---157980.78 ms/batch
Step 00002350 L_out=0.029 Acc=0.48 ---183637.06 ms/batch
Step 00002400 L_out=0.181 Acc=0.48 ---210698.77 ms/batch
Step 00002450 L_out=0.035 Acc=0.70 ---237385.35 ms/batch
Step 00002500 L_out=0.183 Acc=0.63 ---264141.03 ms/batch
Step 00002550 L_out=0.074 Acc=0.33 ---291039.14 ms/batch
Step 00002600 L_out=0.576 Acc=0.57 ---317859.31 ms/batch
Step 00002650 L_out=0.263 Acc=0.58 ---344287.05 ms/batch
Round 2 | epoch=3, train costTime=353.78924322128296, | total_activation_sum=2250150
Round 2 | epoch=4, current m_iou=0.3130103039667332
Round 2 | Best m_IoU is: 0.313, OA is: 0.646 | val costTime=154.0172634124756
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.030 Acc=0.65 ---17197.58 ms/batch
Step 00002750 L_out=0.012 Acc=0.69 ---43487.09 ms/batch
Step 00002800 L_out=0.010 Acc=0.63 ---70022.52 ms/batch
Step 00002850 L_out=0.103 Acc=0.74 ---96975.62 ms/batch
Step 00002900 L_out=0.043 Acc=0.71 ---123532.62 ms/batch
Step 00002950 L_out=0.009 Acc=0.42 ---149998.72 ms/batch
Step 00003000 L_out=0.052 Acc=0.58 ---176384.34 ms/batch
Step 00003050 L_out=0.082 Acc=0.70 ---202115.96 ms/batch
Step 00003100 L_out=0.290 Acc=0.64 ---229047.33 ms/batch
Step 00003150 L_out=0.083 Acc=0.62 ---255137.95 ms/batch
Step 00003200 L_out=0.074 Acc=0.61 ---281296.65 ms/batch
Step 00003250 L_out=0.220 Acc=0.69 ---307368.58 ms/batch
Step 00003300 L_out=0.119 Acc=0.75 ---333705.66 ms/batch
Round 2 | epoch=4, train costTime=352.02138662338257, | total_activation_sum=2272990
Round 2 | epoch=5, current m_iou=0.3490737475208878
Round 2 | Best m_IoU is: 0.349, OA is: 0.656 | val costTime=150.93841338157654
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.374 Acc=0.69 --- 8053.63 ms/batch
Step 00003400 L_out=0.058 Acc=0.59 ---34887.38 ms/batch
Step 00003450 L_out=0.420 Acc=0.64 ---60877.67 ms/batch
Step 00003500 L_out=0.031 Acc=0.71 ---87131.38 ms/batch
Step 00003550 L_out=0.109 Acc=0.60 ---113802.97 ms/batch
Step 00003600 L_out=0.062 Acc=0.69 ---140406.41 ms/batch
Step 00003650 L_out=0.091 Acc=0.61 ---167056.77 ms/batch
Step 00003700 L_out=0.044 Acc=0.72 ---193631.06 ms/batch
Step 00003750 L_out=0.023 Acc=0.55 ---219674.97 ms/batch
Step 00003800 L_out=0.021 Acc=0.84 ---246722.99 ms/batch
Step 00003850 L_out=0.010 Acc=0.71 ---273114.71 ms/batch
Step 00003900 L_out=0.038 Acc=0.77 ---299855.01 ms/batch
Step 00003950 L_out=0.043 Acc=0.43 ---326429.31 ms/batch
Step 00004000 L_out=0.025 Acc=0.55 ---353133.52 ms/batch
Round 2 | epoch=5, train costTime=354.14354634284973, | total_activation_sum=2263107
Round 2 | epoch=6, current m_iou=0.32324515321626746
Round 2 | Best m_IoU is: 0.349, OA is: 0.656 | val costTime=149.20531916618347
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.047 Acc=0.74 ---25960.84 ms/batch
Step 00004100 L_out=0.064 Acc=0.58 ---52823.33 ms/batch
Step 00004150 L_out=0.016 Acc=0.72 ---79151.00 ms/batch
Step 00004200 L_out=0.010 Acc=0.74 ---105735.42 ms/batch
Step 00004250 L_out=1.317 Acc=0.66 ---132107.17 ms/batch
Step 00004300 L_out=0.082 Acc=0.54 ---158961.37 ms/batch
Step 00004350 L_out=0.276 Acc=0.53 ---185023.91 ms/batch
Step 00004400 L_out=0.333 Acc=0.62 ---211509.49 ms/batch
Step 00004450 L_out=0.024 Acc=0.51 ---237764.33 ms/batch
Step 00004500 L_out=0.042 Acc=0.58 ---264120.23 ms/batch
Step 00004550 L_out=0.043 Acc=0.74 ---290712.45 ms/batch
Step 00004600 L_out=0.021 Acc=0.74 ---317229.61 ms/batch
Step 00004650 L_out=0.036 Acc=0.57 ---344115.87 ms/batch
Round 2 | epoch=6, train costTime=354.22969937324524, | total_activation_sum=2360684
Round 2 | epoch=7, current m_iou=0.37773293467436386
Round 2 | Best m_IoU is: 0.378, OA is: 0.635 | val costTime=155.5699393749237
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.056 Acc=0.77 ---18120.70 ms/batch
Step 00004750 L_out=0.115 Acc=0.40 ---46629.84 ms/batch
Step 00004800 L_out=0.061 Acc=0.79 ---75180.22 ms/batch
Step 00004850 L_out=0.108 Acc=0.53 ---103215.11 ms/batch
Step 00004900 L_out=0.073 Acc=0.73 ---131509.81 ms/batch
Step 00004950 L_out=0.011 Acc=0.68 ---157706.56 ms/batch
Step 00005000 L_out=0.044 Acc=0.63 ---183667.85 ms/batch
Step 00005050 L_out=0.015 Acc=0.73 ---210387.34 ms/batch
Step 00005100 L_out=0.037 Acc=0.69 ---236598.80 ms/batch
Step 00005150 L_out=0.062 Acc=0.70 ---262758.93 ms/batch
Step 00005200 L_out=0.076 Acc=0.55 ---289228.39 ms/batch
Step 00005250 L_out=0.062 Acc=0.71 ---315674.05 ms/batch
Step 00005300 L_out=0.028 Acc=0.67 ---341991.17 ms/batch
Round 2 | epoch=7, train costTime=360.37424492836, | total_activation_sum=2217882
Round 2 | epoch=8, current m_iou=0.41442850385393515
Round 2 | Best m_IoU is: 0.414, OA is: 0.710 | val costTime=150.4860417842865
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.006 Acc=0.81 --- 7910.96 ms/batch
Step 00005400 L_out=0.029 Acc=0.69 ---34829.05 ms/batch
Step 00005450 L_out=0.016 Acc=0.75 ---61638.96 ms/batch
Step 00005500 L_out=0.006 Acc=0.80 ---88493.71 ms/batch
Step 00005550 L_out=0.010 Acc=0.68 ---114775.20 ms/batch
Step 00005600 L_out=0.129 Acc=0.45 ---140389.53 ms/batch
Step 00005650 L_out=0.037 Acc=0.41 ---167365.89 ms/batch
Step 00005700 L_out=0.039 Acc=0.76 ---194116.96 ms/batch
Step 00005750 L_out=0.016 Acc=0.85 ---220609.49 ms/batch
Step 00005800 L_out=0.047 Acc=0.67 ---246900.24 ms/batch
Step 00005850 L_out=0.029 Acc=0.61 ---274134.18 ms/batch
Step 00005900 L_out=0.049 Acc=0.63 ---300203.78 ms/batch
Step 00005950 L_out=0.040 Acc=0.74 ---326436.93 ms/batch
Step 00006000 L_out=0.071 Acc=0.56 ---353206.11 ms/batch
Round 2 | epoch=8, train costTime=354.66236186027527, | total_activation_sum=2299709
Round 2 | epoch=9, current m_iou=0.4343309354533269
Round 2 | Best m_IoU is: 0.434, OA is: 0.729 | val costTime=149.629985332489
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.170 Acc=0.73 ---24975.52 ms/batch
Step 00006100 L_out=0.043 Acc=0.72 ---51813.06 ms/batch
Step 00006150 L_out=0.008 Acc=0.72 ---78479.74 ms/batch
Step 00006200 L_out=0.052 Acc=0.66 ---105039.90 ms/batch
Step 00006250 L_out=0.037 Acc=0.77 ---131913.31 ms/batch
Step 00006300 L_out=0.029 Acc=0.64 ---158618.60 ms/batch
Step 00006350 L_out=0.025 Acc=0.87 ---184713.57 ms/batch
Step 00006400 L_out=0.018 Acc=0.81 ---211636.99 ms/batch
Step 00006450 L_out=0.040 Acc=0.75 ---238061.62 ms/batch
Step 00006500 L_out=0.014 Acc=0.70 ---264860.71 ms/batch
Step 00006550 L_out=0.034 Acc=0.77 ---291575.88 ms/batch
Step 00006600 L_out=0.023 Acc=0.75 ---318048.57 ms/batch
Step 00006650 L_out=0.024 Acc=0.73 ---344253.52 ms/batch
Round 2 | epoch=9, train costTime=355.433100938797, | total_activation_sum=2256963
Round 2 | epoch=10, current m_iou=0.444485690190326
Round 2 | Best m_IoU is: 0.444, OA is: 0.738 | val costTime=155.5823769569397
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.006 Acc=0.69 ---15472.12 ms/batch
Step 00006750 L_out=0.165 Acc=0.67 ---42223.14 ms/batch
Step 00006800 L_out=0.079 Acc=0.77 ---69035.36 ms/batch
Step 00006850 L_out=0.038 Acc=0.81 ---95566.28 ms/batch
Step 00006900 L_out=0.017 Acc=0.77 ---121797.81 ms/batch
Step 00006950 L_out=0.010 Acc=0.77 ---148410.19 ms/batch
Step 00007000 L_out=0.013 Acc=0.81 ---175387.74 ms/batch
Step 00007050 L_out=0.018 Acc=0.84 ---201839.65 ms/batch
Step 00007100 L_out=0.011 Acc=0.85 ---228275.09 ms/batch
Step 00007150 L_out=0.017 Acc=0.80 ---254911.29 ms/batch
Step 00007200 L_out=0.013 Acc=0.73 ---281594.10 ms/batch
Step 00007250 L_out=0.195 Acc=0.54 ---308600.35 ms/batch
Step 00007300 L_out=0.072 Acc=0.74 ---335498.97 ms/batch
Round 2 | epoch=10, train costTime=354.7532551288605, | total_activation_sum=2305168
Round 2 | epoch=11, current m_iou=0.4501869433939123
Round 2 | Best m_IoU is: 0.450, OA is: 0.767 | val costTime=147.31132340431213
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.011 Acc=0.72 --- 7318.22 ms/batch
Step 00007400 L_out=0.017 Acc=0.84 ---34046.51 ms/batch
Step 00007450 L_out=0.022 Acc=0.71 ---61010.43 ms/batch
Step 00007500 L_out=0.168 Acc=0.71 ---88135.40 ms/batch
Step 00007550 L_out=0.058 Acc=0.66 ---114377.54 ms/batch
Step 00007600 L_out=0.008 Acc=0.68 ---140695.46 ms/batch
Step 00007650 L_out=0.027 Acc=0.60 ---167092.03 ms/batch
Step 00007700 L_out=0.033 Acc=0.72 ---193271.37 ms/batch
Step 00007750 L_out=0.025 Acc=0.73 ---220423.65 ms/batch
Step 00007800 L_out=0.016 Acc=0.71 ---246810.30 ms/batch
Step 00007850 L_out=0.108 Acc=0.76 ---271914.45 ms/batch
Step 00007900 L_out=0.026 Acc=0.74 ---297890.10 ms/batch
Step 00007950 L_out=0.019 Acc=0.77 ---326865.72 ms/batch
Step 00008000 L_out=0.105 Acc=0.56 ---355897.89 ms/batch
Round 2 | epoch=11, train costTime=358.44117188453674, | total_activation_sum=2260440
Round 2 | epoch=12, current m_iou=0.45767412303728394
Round 2 | Best m_IoU is: 0.458, OA is: 0.775 | val costTime=159.5226330757141
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.012 Acc=0.71 ---23973.07 ms/batch
Step 00008100 L_out=0.008 Acc=0.80 ---50239.64 ms/batch
Step 00008150 L_out=0.362 Acc=0.75 ---76867.98 ms/batch
Step 00008200 L_out=0.115 Acc=0.88 ---103437.67 ms/batch
Step 00008250 L_out=0.019 Acc=0.75 ---129058.71 ms/batch
Step 00008300 L_out=0.044 Acc=0.78 ---155469.43 ms/batch
Step 00008350 L_out=0.025 Acc=0.74 ---181451.96 ms/batch
Step 00008400 L_out=0.033 Acc=0.54 ---208046.58 ms/batch
Step 00008450 L_out=0.011 Acc=0.83 ---234630.04 ms/batch
Step 00008500 L_out=0.026 Acc=0.52 ---260607.07 ms/batch
Step 00008550 L_out=0.012 Acc=0.59 ---288507.07 ms/batch
Step 00008600 L_out=0.035 Acc=0.75 ---314669.19 ms/batch
Step 00008650 L_out=0.049 Acc=0.59 ---341403.89 ms/batch
Round 2 | epoch=12, train costTime=352.6600227355957, | total_activation_sum=2290099
Round 2 | epoch=13, current m_iou=0.4147114680415296
Round 2 | Best m_IoU is: 0.458, OA is: 0.775 | val costTime=155.7443985939026
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.010 Acc=0.82 ---15316.70 ms/batch
Step 00008750 L_out=0.034 Acc=0.76 ---41480.25 ms/batch
Step 00008800 L_out=0.048 Acc=0.63 ---67378.52 ms/batch
Step 00008850 L_out=0.191 Acc=0.85 ---94242.83 ms/batch
Step 00008900 L_out=0.007 Acc=0.89 ---120667.82 ms/batch
Step 00008950 L_out=0.097 Acc=0.82 ---147008.70 ms/batch
Step 00009000 L_out=0.030 Acc=0.54 ---173454.43 ms/batch
Step 00009050 L_out=0.040 Acc=0.73 ---200193.13 ms/batch
Step 00009100 L_out=0.058 Acc=0.67 ---227063.58 ms/batch
Step 00009150 L_out=0.110 Acc=0.48 ---253622.30 ms/batch
Step 00009200 L_out=0.017 Acc=0.79 ---280249.99 ms/batch
Step 00009250 L_out=0.038 Acc=0.79 ---306918.85 ms/batch
Step 00009300 L_out=0.011 Acc=0.81 ---333196.53 ms/batch
Round 2 | epoch=13, train costTime=352.80116605758667, | total_activation_sum=2302186
Round 2 | epoch=14, current m_iou=0.4238013336919729
Round 2 | Best m_IoU is: 0.458, OA is: 0.775 | val costTime=158.55646443367004
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.059 Acc=0.82 --- 6584.07 ms/batch
Step 00009400 L_out=0.044 Acc=0.68 ---33500.93 ms/batch
Step 00009450 L_out=0.023 Acc=0.76 ---59993.71 ms/batch
Step 00009500 L_out=0.062 Acc=0.77 ---86369.63 ms/batch
Step 00009550 L_out=0.024 Acc=0.70 ---112021.31 ms/batch
Step 00009600 L_out=0.104 Acc=0.66 ---138725.68 ms/batch
Step 00009650 L_out=0.084 Acc=0.87 ---165426.65 ms/batch
Step 00009700 L_out=0.025 Acc=0.77 ---192135.25 ms/batch
Step 00009750 L_out=0.048 Acc=0.68 ---218153.76 ms/batch
Step 00009800 L_out=0.054 Acc=0.82 ---244748.68 ms/batch
Step 00009850 L_out=0.023 Acc=0.58 ---270733.15 ms/batch
Step 00009900 L_out=0.492 Acc=0.63 ---297783.72 ms/batch
Step 00009950 L_out=0.108 Acc=0.58 ---324540.40 ms/batch
Step 00010000 L_out=0.031 Acc=0.70 ---351674.25 ms/batch
Round 2 | epoch=14, train costTime=354.0413353443146, | total_activation_sum=2310386
Round 2 | epoch=15, current m_iou=0.44536072113874403
Round 2 | Best m_IoU is: 0.458, OA is: 0.775 | val costTime=154.06348872184753
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.015 Acc=0.61 ---23822.23 ms/batch
Step 00010100 L_out=0.015 Acc=0.76 ---50372.21 ms/batch
Step 00010150 L_out=0.007 Acc=0.78 ---76517.97 ms/batch
Step 00010200 L_out=0.032 Acc=0.85 ---103196.73 ms/batch
Step 00010250 L_out=0.009 Acc=0.76 ---129506.19 ms/batch
Step 00010300 L_out=0.012 Acc=0.78 ---155630.28 ms/batch
Step 00010350 L_out=0.161 Acc=0.91 ---182451.03 ms/batch
Step 00010400 L_out=0.083 Acc=0.70 ---208746.93 ms/batch
Step 00010450 L_out=0.134 Acc=0.86 ---235520.97 ms/batch
Step 00010500 L_out=0.020 Acc=0.80 ---262028.04 ms/batch
Step 00010550 L_out=0.011 Acc=0.88 ---288558.20 ms/batch
Step 00010600 L_out=0.032 Acc=0.52 ---314881.00 ms/batch
Step 00010650 L_out=0.036 Acc=0.85 ---341605.69 ms/batch
Round 2 | epoch=15, train costTime=353.422251701355, | total_activation_sum=2226215
Round 2 | epoch=16, current m_iou=0.4321672669830733
Round 2 | Best m_IoU is: 0.458, OA is: 0.775 | val costTime=156.908344745636
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.024 Acc=0.56 ---14972.59 ms/batch
Step 00010750 L_out=0.036 Acc=0.83 ---41769.15 ms/batch
Step 00010800 L_out=0.021 Acc=0.72 ---68686.87 ms/batch
Step 00010850 L_out=0.009 Acc=0.76 ---95219.60 ms/batch
Step 00010900 L_out=0.114 Acc=0.78 ---121552.35 ms/batch
Step 00010950 L_out=0.019 Acc=0.65 ---147722.01 ms/batch
Step 00011000 L_out=0.037 Acc=0.76 ---176300.48 ms/batch
Step 00011050 L_out=0.009 Acc=0.69 ---204412.10 ms/batch
Step 00011100 L_out=0.026 Acc=0.78 ---233693.46 ms/batch
Step 00011150 L_out=0.054 Acc=0.66 ---261625.43 ms/batch
Step 00011200 L_out=0.022 Acc=0.66 ---289182.35 ms/batch
Step 00011250 L_out=0.048 Acc=0.66 ---317473.32 ms/batch
Step 00011300 L_out=0.106 Acc=0.85 ---345509.37 ms/batch
Round 2 | epoch=16, train costTime=366.6984622478485, | total_activation_sum=2334347
Round 2 | epoch=17, current m_iou=0.4277701750416571
Round 2 | Best m_IoU is: 0.458, OA is: 0.775 | val costTime=155.3254668712616
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.008 Acc=0.50 --- 6054.14 ms/batch
Step 00011400 L_out=0.175 Acc=0.83 ---32590.88 ms/batch
Step 00011450 L_out=0.010 Acc=0.89 ---59067.07 ms/batch
Step 00011500 L_out=0.006 Acc=0.72 ---85455.91 ms/batch
Step 00011550 L_out=0.147 Acc=0.69 ---111494.66 ms/batch
Step 00011600 L_out=0.053 Acc=0.78 ---138267.59 ms/batch
Step 00011650 L_out=0.100 Acc=0.61 ---164886.22 ms/batch
Step 00011700 L_out=0.049 Acc=0.87 ---190887.12 ms/batch
Step 00011750 L_out=0.015 Acc=0.80 ---217624.09 ms/batch
Step 00011800 L_out=0.017 Acc=0.74 ---244147.54 ms/batch
Step 00011850 L_out=0.020 Acc=0.75 ---271096.13 ms/batch
Step 00011900 L_out=0.054 Acc=0.71 ---297266.50 ms/batch
Step 00011950 L_out=0.047 Acc=0.58 ---324077.27 ms/batch
Step 00012000 L_out=0.015 Acc=0.89 ---350938.57 ms/batch
Round 2 | epoch=17, train costTime=353.88101720809937, | total_activation_sum=2236966
Round 2 | epoch=18, current m_iou=0.4812854226563853
Round 2 | Best m_IoU is: 0.481, OA is: 0.782 | val costTime=154.0703763961792
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.059 Acc=0.80 ---23587.51 ms/batch
Step 00012100 L_out=0.048 Acc=0.79 ---50575.04 ms/batch
Step 00012150 L_out=0.027 Acc=0.73 ---77551.87 ms/batch
Step 00012200 L_out=0.012 Acc=0.67 ---104069.56 ms/batch
Step 00012250 L_out=0.013 Acc=0.85 ---130035.36 ms/batch
Step 00012300 L_out=0.031 Acc=0.66 ---156485.73 ms/batch
Step 00012350 L_out=0.030 Acc=0.86 ---183178.38 ms/batch
Step 00012400 L_out=0.032 Acc=0.62 ---209463.93 ms/batch
Step 00012450 L_out=0.033 Acc=0.79 ---236632.92 ms/batch
Step 00012500 L_out=0.001 Acc=0.70 ---263083.62 ms/batch
Step 00012550 L_out=0.133 Acc=0.78 ---289059.26 ms/batch
Step 00012600 L_out=0.002 Acc=0.84 ---315161.35 ms/batch
Step 00012650 L_out=0.049 Acc=0.82 ---340691.26 ms/batch
Round 2 | epoch=18, train costTime=352.35586071014404, | total_activation_sum=2321783
Round 2 | epoch=19, current m_iou=0.484254698244022
Round 2 | Best m_IoU is: 0.484, OA is: 0.793 | val costTime=152.68231797218323
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.029 Acc=0.88 ---14388.36 ms/batch
Step 00012750 L_out=0.004 Acc=0.77 ---40666.28 ms/batch
Step 00012800 L_out=0.039 Acc=0.71 ---66961.25 ms/batch
Step 00012850 L_out=0.012 Acc=0.81 ---93371.44 ms/batch
Step 00012900 L_out=0.009 Acc=0.68 ---119569.85 ms/batch
Step 00012950 L_out=0.005 Acc=0.85 ---145510.97 ms/batch
Step 00013000 L_out=0.005 Acc=0.78 ---171748.20 ms/batch
Step 00013050 L_out=0.025 Acc=0.80 ---198566.17 ms/batch
Step 00013100 L_out=0.063 Acc=0.87 ---225489.42 ms/batch
Step 00013150 L_out=0.004 Acc=0.75 ---251895.27 ms/batch
Step 00013200 L_out=0.016 Acc=0.82 ---278505.73 ms/batch
Step 00013250 L_out=0.014 Acc=0.82 ---304524.08 ms/batch
Step 00013300 L_out=0.067 Acc=0.79 ---330649.19 ms/batch
Round 2 | epoch=19, train costTime=352.78032636642456, | total_activation_sum=2219393
Round 2 | epoch=20, current m_iou=0.46947396491480387
Round 2 | Best m_IoU is: 0.484, OA is: 0.793 | val costTime=151.35927653312683
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.012 Acc=0.71 --- 5607.50 ms/batch
Step 00013400 L_out=0.021 Acc=0.71 ---32621.88 ms/batch
Step 00013450 L_out=0.016 Acc=0.68 ---59871.39 ms/batch
Step 00013500 L_out=0.059 Acc=0.81 ---85983.61 ms/batch
Step 00013550 L_out=0.014 Acc=0.81 ---112245.97 ms/batch
Step 00013600 L_out=0.017 Acc=0.87 ---139086.13 ms/batch
Step 00013650 L_out=0.015 Acc=0.85 ---165114.18 ms/batch
Step 00013700 L_out=0.024 Acc=0.84 ---191460.85 ms/batch
Step 00013750 L_out=0.027 Acc=0.59 ---217113.99 ms/batch
Step 00013800 L_out=0.052 Acc=0.79 ---243803.99 ms/batch
Step 00013850 L_out=0.024 Acc=0.77 ---270085.30 ms/batch
Step 00013900 L_out=0.043 Acc=0.91 ---296638.30 ms/batch
Step 00013950 L_out=0.026 Acc=0.57 ---322418.86 ms/batch
Step 00014000 L_out=0.016 Acc=0.85 ---348773.94 ms/batch
Round 2 | epoch=20, train costTime=352.53246569633484, | total_activation_sum=2307457
Round 2 | epoch=21, current m_iou=0.48456816298736427
Round 2 | Best m_IoU is: 0.485, OA is: 0.803 | val costTime=150.66523385047913
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.013 Acc=0.87 ---24282.20 ms/batch
Step 00014100 L_out=0.097 Acc=0.80 ---52761.05 ms/batch
Step 00014150 L_out=0.032 Acc=0.85 ---81155.71 ms/batch
Step 00014200 L_out=0.007 Acc=0.81 ---110492.94 ms/batch
Step 00014250 L_out=0.039 Acc=0.79 ---139798.00 ms/batch
Step 00014300 L_out=0.040 Acc=0.90 ---167297.79 ms/batch
Step 00014350 L_out=0.013 Acc=0.74 ---195079.09 ms/batch
Step 00014400 L_out=0.024 Acc=0.91 ---222749.38 ms/batch
Step 00014450 L_out=0.007 Acc=0.82 ---248706.48 ms/batch
Step 00014500 L_out=0.012 Acc=0.71 ---274679.35 ms/batch
Step 00014550 L_out=0.007 Acc=0.74 ---300483.19 ms/batch
Step 00014600 L_out=0.074 Acc=0.76 ---327307.54 ms/batch
Step 00014650 L_out=0.137 Acc=0.75 ---353334.19 ms/batch
Round 2 | epoch=21, train costTime=365.9480137825012, | total_activation_sum=2315392
Round 2 | epoch=22, current m_iou=0.4743057775341278
Round 2 | Best m_IoU is: 0.485, OA is: 0.803 | val costTime=150.5394937992096
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.023 Acc=0.79 ---13936.77 ms/batch
Step 00014750 L_out=0.056 Acc=0.81 ---40017.24 ms/batch
Step 00014800 L_out=0.045 Acc=0.90 ---66586.42 ms/batch
Step 00014850 L_out=0.010 Acc=0.71 ---92895.57 ms/batch
Step 00014900 L_out=0.013 Acc=0.84 ---120835.82 ms/batch
Step 00014950 L_out=0.106 Acc=0.82 ---160347.78 ms/batch
Step 00015000 L_out=0.021 Acc=0.83 ---201353.34 ms/batch
Step 00015050 L_out=0.039 Acc=0.82 ---241719.33 ms/batch
Step 00015100 L_out=0.024 Acc=0.83 ---283963.46 ms/batch
Step 00015150 L_out=0.014 Acc=0.87 ---325116.61 ms/batch
Step 00015200 L_out=0.005 Acc=0.79 ---365697.36 ms/batch
Step 00015250 L_out=0.011 Acc=0.85 ---406856.23 ms/batch
Step 00015300 L_out=0.025 Acc=0.72 ---447663.18 ms/batch
Round 2 | epoch=22, train costTime=481.6961348056793, | total_activation_sum=2316286
Round 2 | epoch=23, current m_iou=0.49303775927861526
Round 2 | Best m_IoU is: 0.493, OA is: 0.797 | val costTime=216.07084894180298
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.012 Acc=0.75 --- 8196.59 ms/batch
Step 00015400 L_out=0.010 Acc=0.73 ---49659.23 ms/batch
Step 00015450 L_out=0.008 Acc=0.78 ---92332.00 ms/batch
Step 00015500 L_out=0.009 Acc=0.89 ---134930.95 ms/batch
Step 00015550 L_out=0.007 Acc=0.60 ---178062.38 ms/batch
Step 00015600 L_out=0.029 Acc=0.68 ---220085.64 ms/batch
Step 00015650 L_out=0.030 Acc=0.83 ---263244.88 ms/batch
Step 00015700 L_out=0.011 Acc=0.74 ---305133.95 ms/batch
Step 00015750 L_out=0.018 Acc=0.90 ---348011.20 ms/batch
Step 00015800 L_out=0.022 Acc=0.86 ---390300.83 ms/batch
Step 00015850 L_out=0.025 Acc=0.74 ---432784.61 ms/batch
Step 00015900 L_out=0.011 Acc=0.83 ---475334.29 ms/batch
Step 00015950 L_out=0.014 Acc=0.75 ---517557.01 ms/batch
Step 00016000 L_out=0.027 Acc=0.65 ---559247.04 ms/batch
Round 2 | epoch=23, train costTime=565.1699123382568, | total_activation_sum=2256278
Round 2 | epoch=24, current m_iou=0.4825567919815119
Round 2 | Best m_IoU is: 0.493, OA is: 0.797 | val costTime=212.91109657287598
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.025 Acc=0.79 ---35181.61 ms/batch
Step 00016100 L_out=0.008 Acc=0.75 ---77026.21 ms/batch
Step 00016150 L_out=0.014 Acc=0.73 ---118269.06 ms/batch
Step 00016200 L_out=0.006 Acc=0.87 ---160239.66 ms/batch
Step 00016250 L_out=0.054 Acc=0.80 ---201987.29 ms/batch
Step 00016300 L_out=0.033 Acc=0.85 ---244092.24 ms/batch
Step 00016350 L_out=0.006 Acc=0.80 ---286578.28 ms/batch
Step 00016400 L_out=0.047 Acc=0.86 ---329393.71 ms/batch
Step 00016450 L_out=0.008 Acc=0.86 ---372185.70 ms/batch
Step 00016500 L_out=0.016 Acc=0.79 ---415013.04 ms/batch
Step 00016550 L_out=0.036 Acc=0.87 ---457953.70 ms/batch
Step 00016600 L_out=0.048 Acc=0.48 ---499611.83 ms/batch
Step 00016650 L_out=0.052 Acc=0.89 ---541911.07 ms/batch
Round 2 | epoch=24, train costTime=563.3433437347412, | total_activation_sum=2263624
Round 2 | epoch=25, current m_iou=0.4804539047610263
Round 2 | Best m_IoU is: 0.493, OA is: 0.797 | val costTime=208.27647352218628
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.015 Acc=0.85 ---22363.29 ms/batch
Step 00016750 L_out=0.062 Acc=0.73 ---70117.23 ms/batch
Step 00016800 L_out=0.018 Acc=0.58 ---114267.92 ms/batch
Step 00016850 L_out=0.027 Acc=0.75 ---158845.76 ms/batch
Step 00016900 L_out=0.099 Acc=0.78 ---203646.94 ms/batch
Step 00016950 L_out=0.056 Acc=0.77 ---249219.40 ms/batch
Step 00017000 L_out=0.031 Acc=0.85 ---293922.78 ms/batch
Step 00017050 L_out=0.026 Acc=0.78 ---336486.59 ms/batch
Step 00017100 L_out=0.020 Acc=0.76 ---378040.85 ms/batch
Step 00017150 L_out=0.005 Acc=0.86 ---421383.46 ms/batch
Step 00017200 L_out=0.002 Acc=0.89 ---463710.91 ms/batch
Step 00017250 L_out=0.013 Acc=0.76 ---505566.45 ms/batch
Step 00017300 L_out=0.017 Acc=0.83 ---547420.01 ms/batch
Round 2 | epoch=25, train costTime=582.6965515613556, | total_activation_sum=2257824
Round 2 | epoch=26, current m_iou=0.490114138049974
Round 2 | Best m_IoU is: 0.493, OA is: 0.797 | val costTime=209.88558411598206
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.020 Acc=0.73 --- 6911.96 ms/batch
Step 00017400 L_out=0.012 Acc=0.84 ---48995.99 ms/batch
Step 00017450 L_out=0.014 Acc=0.76 ---90886.24 ms/batch
Step 00017500 L_out=0.003 Acc=0.73 ---133276.65 ms/batch
Step 00017550 L_out=0.016 Acc=0.79 ---173894.21 ms/batch
Step 00017600 L_out=0.004 Acc=0.90 ---215650.43 ms/batch
Step 00017650 L_out=0.056 Acc=0.88 ---257654.94 ms/batch
Step 00017700 L_out=0.032 Acc=0.65 ---299588.31 ms/batch
Step 00017750 L_out=0.019 Acc=0.85 ---341035.47 ms/batch
Step 00017800 L_out=0.064 Acc=0.89 ---384149.51 ms/batch
Step 00017850 L_out=0.014 Acc=0.71 ---424288.69 ms/batch
Step 00017900 L_out=0.026 Acc=0.75 ---464664.75 ms/batch
Step 00017950 L_out=0.022 Acc=0.87 ---506014.56 ms/batch
Step 00018000 L_out=0.020 Acc=0.84 ---547621.36 ms/batch
Round 2 | epoch=26, train costTime=554.8132381439209, | total_activation_sum=2310862
Round 2 | epoch=27, current m_iou=0.4952731760762624
Round 2 | Best m_IoU is: 0.495, OA is: 0.809 | val costTime=209.01414895057678
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.031 Acc=0.73 ---35299.00 ms/batch
Step 00018100 L_out=0.018 Acc=0.84 ---77884.73 ms/batch
Step 00018150 L_out=0.239 Acc=0.81 ---120233.97 ms/batch
Step 00018200 L_out=0.024 Acc=0.91 ---162312.52 ms/batch
Step 00018250 L_out=0.047 Acc=0.63 ---205080.45 ms/batch
Step 00018300 L_out=0.033 Acc=0.62 ---246764.78 ms/batch
Step 00018350 L_out=0.005 Acc=0.85 ---289711.90 ms/batch
Step 00018400 L_out=0.012 Acc=0.85 ---331740.69 ms/batch
Step 00018450 L_out=0.030 Acc=0.75 ---373601.77 ms/batch
Step 00018500 L_out=0.258 Acc=0.83 ---416909.58 ms/batch
Step 00018550 L_out=0.003 Acc=0.82 ---458336.48 ms/batch
Step 00018600 L_out=0.056 Acc=0.88 ---500411.35 ms/batch
Step 00018650 L_out=0.006 Acc=0.83 ---541840.76 ms/batch
Round 2 | epoch=27, train costTime=565.0363755226135, | total_activation_sum=2348052
Round 2 | epoch=28, current m_iou=0.5034173846185263
Round 2 | Best m_IoU is: 0.503, OA is: 0.813 | val costTime=208.01909017562866
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.013 Acc=0.74 ---19674.03 ms/batch
Step 00018750 L_out=0.012 Acc=0.60 ---61581.24 ms/batch
Step 00018800 L_out=0.007 Acc=0.87 ---102907.26 ms/batch
Step 00018850 L_out=0.025 Acc=0.78 ---144229.26 ms/batch
Step 00018900 L_out=0.006 Acc=0.76 ---186040.83 ms/batch
Step 00018950 L_out=0.050 Acc=0.64 ---228482.64 ms/batch
Step 00019000 L_out=0.070 Acc=0.87 ---270734.40 ms/batch
Step 00019050 L_out=0.016 Acc=0.91 ---313243.65 ms/batch
Step 00019100 L_out=0.043 Acc=0.83 ---354269.98 ms/batch
Step 00019150 L_out=0.018 Acc=0.73 ---395985.33 ms/batch
Step 00019200 L_out=0.047 Acc=0.67 ---436565.30 ms/batch
Step 00019250 L_out=0.007 Acc=0.88 ---477848.85 ms/batch
Step 00019300 L_out=0.010 Acc=0.80 ---520483.55 ms/batch
Round 2 | epoch=28, train costTime=557.3368558883667, | total_activation_sum=2206044
Round 2 | epoch=29, current m_iou=0.506128720030818
Round 2 | Best m_IoU is: 0.506, OA is: 0.814 | val costTime=229.5787079334259
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.010 Acc=0.81 --- 6421.78 ms/batch
Step 00019400 L_out=0.004 Acc=0.82 ---52826.57 ms/batch
Step 00019450 L_out=0.025 Acc=0.79 ---98272.41 ms/batch
Step 00019500 L_out=0.039 Acc=0.84 ---141453.16 ms/batch
Step 00019550 L_out=0.036 Acc=0.76 ---184021.26 ms/batch
Step 00019600 L_out=0.004 Acc=0.72 ---227149.97 ms/batch
Step 00019650 L_out=0.027 Acc=0.82 ---269849.25 ms/batch
Step 00019700 L_out=0.005 Acc=0.87 ---312815.95 ms/batch
Step 00019750 L_out=0.017 Acc=0.64 ---354153.99 ms/batch
Step 00019800 L_out=0.034 Acc=0.80 ---395819.91 ms/batch
Step 00019850 L_out=0.004 Acc=0.83 ---437809.73 ms/batch
Step 00019900 L_out=0.021 Acc=0.88 ---479627.02 ms/batch
Step 00019950 L_out=0.010 Acc=0.76 ---521584.85 ms/batch
Step 00020000 L_out=0.014 Acc=0.79 ---563505.11 ms/batch
Round 2 | epoch=29, train costTime=572.2234332561493, | total_activation_sum=2234384
Round 2 | epoch=30, current m_iou=0.5044558493484107
Round 2 | Best m_IoU is: 0.506, OA is: 0.814 | val costTime=213.4953215122223
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=0.094 Acc=0.56 ---34586.57 ms/batch
Step 00020100 L_out=0.018 Acc=0.43 ---77642.05 ms/batch
Step 00020150 L_out=0.039 Acc=0.45 ---119813.85 ms/batch
Step 00020200 L_out=0.016 Acc=0.43 ---160724.65 ms/batch
Step 00020250 L_out=0.026 Acc=0.45 ---202896.35 ms/batch
Step 00020300 L_out=0.117 Acc=0.55 ---245015.97 ms/batch
Step 00020350 L_out=0.063 Acc=0.37 ---286673.01 ms/batch
Step 00020400 L_out=0.039 Acc=0.49 ---329145.64 ms/batch
Step 00020450 L_out=0.101 Acc=0.57 ---371447.35 ms/batch
Step 00020500 L_out=0.158 Acc=0.50 ---411878.56 ms/batch
Step 00020550 L_out=0.062 Acc=0.67 ---455034.82 ms/batch
Step 00020600 L_out=0.351 Acc=0.29 ---497588.28 ms/batch
Step 00020650 L_out=0.022 Acc=0.52 ---541728.09 ms/batch
Round 3 | epoch=0, train costTime=565.0366685390472, | total_activation_sum=2945587
Round 3 | epoch=1, current m_iou=0.31082127636144824
Round 3 | Best m_IoU is: 0.311, OA is: 0.704 | val costTime=214.48934483528137
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.100 Acc=0.57 ---19947.25 ms/batch
Step 00020750 L_out=0.091 Acc=0.76 ---61659.93 ms/batch
Step 00020800 L_out=0.686 Acc=0.66 ---103146.73 ms/batch
Step 00020850 L_out=0.097 Acc=0.71 ---145409.97 ms/batch
Step 00020900 L_out=0.111 Acc=0.51 ---187550.70 ms/batch
Step 00020950 L_out=0.043 Acc=0.59 ---229678.15 ms/batch
Step 00021000 L_out=0.018 Acc=0.55 ---271347.44 ms/batch
Step 00021050 L_out=0.690 Acc=0.68 ---313250.37 ms/batch
Step 00021100 L_out=0.652 Acc=0.34 ---353547.13 ms/batch
Step 00021150 L_out=0.057 Acc=0.66 ---395855.79 ms/batch
Step 00021200 L_out=0.165 Acc=0.68 ---438326.85 ms/batch
Step 00021250 L_out=0.012 Acc=0.64 ---479120.69 ms/batch
Step 00021300 L_out=0.449 Acc=0.53 ---520454.98 ms/batch
Round 3 | epoch=1, train costTime=557.6609122753143, | total_activation_sum=2767852
Round 3 | epoch=2, current m_iou=0.31750666442915365
Round 3 | Best m_IoU is: 0.318, OA is: 0.616 | val costTime=209.39257502555847
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.029 Acc=0.58 --- 5092.37 ms/batch
Step 00021400 L_out=0.606 Acc=0.53 ---46635.02 ms/batch
Step 00021450 L_out=0.049 Acc=0.66 ---88544.57 ms/batch
Step 00021500 L_out=0.262 Acc=0.68 ---130927.61 ms/batch
Step 00021550 L_out=0.016 Acc=0.66 ---171904.75 ms/batch
Step 00021600 L_out=0.089 Acc=0.71 ---213857.65 ms/batch
Step 00021650 L_out=0.050 Acc=0.53 ---256178.68 ms/batch
Step 00021700 L_out=0.082 Acc=0.74 ---298270.53 ms/batch
Step 00021750 L_out=0.039 Acc=0.65 ---338939.33 ms/batch
Step 00021800 L_out=0.038 Acc=0.82 ---384458.77 ms/batch
Step 00021850 L_out=0.667 Acc=0.66 ---429450.66 ms/batch
Step 00021900 L_out=0.040 Acc=0.79 ---476306.02 ms/batch
Step 00021950 L_out=0.041 Acc=0.62 ---520948.85 ms/batch
Step 00022000 L_out=0.003 Acc=0.78 ---567307.25 ms/batch
Round 3 | epoch=2, train costTime=577.0831544399261, | total_activation_sum=2700505
Round 3 | epoch=3, current m_iou=0.34785853533887684
Round 3 | Best m_IoU is: 0.348, OA is: 0.688 | val costTime=225.48884510993958
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.299 Acc=0.70 ---32987.65 ms/batch
Step 00022100 L_out=0.049 Acc=0.69 ---75261.77 ms/batch
Step 00022150 L_out=0.035 Acc=0.52 ---118292.57 ms/batch
Step 00022200 L_out=0.028 Acc=0.81 ---160406.31 ms/batch
Step 00022250 L_out=0.014 Acc=0.81 ---201861.54 ms/batch
Step 00022300 L_out=0.017 Acc=0.60 ---243936.00 ms/batch
Step 00022350 L_out=0.098 Acc=0.85 ---286360.27 ms/batch
Step 00022400 L_out=0.118 Acc=0.67 ---327838.68 ms/batch
Step 00022450 L_out=0.019 Acc=0.67 ---369388.38 ms/batch
Step 00022500 L_out=0.042 Acc=0.71 ---411673.44 ms/batch
Step 00022550 L_out=0.105 Acc=0.62 ---452946.20 ms/batch
Step 00022600 L_out=0.337 Acc=0.70 ---494892.56 ms/batch
Step 00022650 L_out=0.039 Acc=0.67 ---536495.81 ms/batch
Round 3 | epoch=3, train costTime=560.2432734966278, | total_activation_sum=2720323
Round 3 | epoch=4, current m_iou=0.4038304948838657
Round 3 | Best m_IoU is: 0.404, OA is: 0.719 | val costTime=211.25563073158264
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.017 Acc=0.75 ---17860.51 ms/batch
Step 00022750 L_out=0.057 Acc=0.48 ---59539.24 ms/batch
Step 00022800 L_out=0.031 Acc=0.65 ---100680.89 ms/batch
Step 00022850 L_out=0.098 Acc=0.58 ---141759.25 ms/batch
Step 00022900 L_out=0.145 Acc=0.75 ---183194.91 ms/batch
Step 00022950 L_out=0.480 Acc=0.58 ---225184.27 ms/batch
Step 00023000 L_out=0.047 Acc=0.72 ---266952.57 ms/batch
Step 00023050 L_out=0.050 Acc=0.48 ---308131.22 ms/batch
Step 00023100 L_out=0.028 Acc=0.78 ---349540.98 ms/batch
Step 00023150 L_out=0.512 Acc=0.75 ---390542.68 ms/batch
Step 00023200 L_out=0.018 Acc=0.60 ---432425.40 ms/batch
Step 00023250 L_out=0.041 Acc=0.77 ---474088.02 ms/batch
Step 00023300 L_out=0.037 Acc=0.88 ---515309.28 ms/batch
Round 3 | epoch=4, train costTime=552.4313282966614, | total_activation_sum=2762983
Round 3 | epoch=5, current m_iou=0.436025926957161
Round 3 | Best m_IoU is: 0.436, OA is: 0.754 | val costTime=210.8985514640808
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.035 Acc=0.77 --- 4544.49 ms/batch
Step 00023400 L_out=0.071 Acc=0.52 ---46140.30 ms/batch
Step 00023450 L_out=0.028 Acc=0.75 ---87671.02 ms/batch
Step 00023500 L_out=0.006 Acc=0.77 ---128810.02 ms/batch
Step 00023550 L_out=0.007 Acc=0.79 ---169728.59 ms/batch
Step 00023600 L_out=0.182 Acc=0.51 ---211124.78 ms/batch
Step 00023650 L_out=0.019 Acc=0.63 ---253509.02 ms/batch
Step 00023700 L_out=0.243 Acc=0.82 ---295106.46 ms/batch
Step 00023750 L_out=0.030 Acc=0.86 ---337891.89 ms/batch
Step 00023800 L_out=0.015 Acc=0.69 ---380429.77 ms/batch
Step 00023850 L_out=0.012 Acc=0.79 ---422662.41 ms/batch
Step 00023900 L_out=0.025 Acc=0.61 ---464178.47 ms/batch
Step 00023950 L_out=0.099 Acc=0.48 ---506668.45 ms/batch
Step 00024000 L_out=0.027 Acc=0.75 ---548969.73 ms/batch
Round 3 | epoch=5, train costTime=558.3822796344757, | total_activation_sum=2788914
Round 3 | epoch=6, current m_iou=0.45582468199114334
Round 3 | Best m_IoU is: 0.456, OA is: 0.771 | val costTime=219.67667150497437
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.027 Acc=0.93 ---32597.58 ms/batch
Step 00024100 L_out=0.032 Acc=0.69 ---73601.63 ms/batch
Step 00024150 L_out=0.015 Acc=0.76 ---115422.87 ms/batch
Step 00024200 L_out=0.016 Acc=0.68 ---159883.78 ms/batch
Step 00024250 L_out=0.199 Acc=0.85 ---206419.17 ms/batch
Step 00024300 L_out=0.089 Acc=0.76 ---251943.88 ms/batch
Step 00024350 L_out=0.023 Acc=0.62 ---298643.72 ms/batch
Step 00024400 L_out=0.085 Acc=0.70 ---343708.22 ms/batch
Step 00024450 L_out=0.097 Acc=0.71 ---388064.89 ms/batch
Step 00024500 L_out=0.056 Acc=0.62 ---432358.80 ms/batch
Step 00024550 L_out=0.018 Acc=0.72 ---474165.68 ms/batch
Step 00024600 L_out=0.029 Acc=0.78 ---515521.82 ms/batch
Step 00024650 L_out=0.035 Acc=0.76 ---557059.66 ms/batch
Round 3 | epoch=6, train costTime=581.0840253829956, | total_activation_sum=2738055
Round 3 | epoch=7, current m_iou=0.4918186955457128
Round 3 | Best m_IoU is: 0.492, OA is: 0.804 | val costTime=211.76712155342102
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.044 Acc=0.78 ---17932.90 ms/batch
Step 00024750 L_out=0.033 Acc=0.71 ---58781.47 ms/batch
Step 00024800 L_out=0.043 Acc=0.77 ---100801.92 ms/batch
Step 00024850 L_out=0.036 Acc=0.81 ---143644.76 ms/batch
Step 00024900 L_out=0.020 Acc=0.72 ---184399.42 ms/batch
Step 00024950 L_out=0.097 Acc=0.70 ---227364.23 ms/batch
Step 00025000 L_out=0.015 Acc=0.69 ---268748.30 ms/batch
Step 00025050 L_out=0.234 Acc=0.84 ---309768.81 ms/batch
Step 00025100 L_out=0.008 Acc=0.75 ---351777.88 ms/batch
Step 00025150 L_out=0.320 Acc=0.85 ---393443.01 ms/batch
Step 00025200 L_out=0.005 Acc=0.79 ---435744.88 ms/batch
Step 00025250 L_out=0.027 Acc=0.67 ---478094.78 ms/batch
Step 00025300 L_out=0.017 Acc=0.80 ---519732.21 ms/batch
Round 3 | epoch=7, train costTime=557.0567698478699, | total_activation_sum=2783246
Round 3 | epoch=8, current m_iou=0.47817382429762106
Round 3 | Best m_IoU is: 0.492, OA is: 0.804 | val costTime=209.14159560203552
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.023 Acc=0.74 --- 3542.71 ms/batch
Step 00025400 L_out=0.014 Acc=0.76 ---45564.56 ms/batch
Step 00025450 L_out=0.162 Acc=0.75 ---87267.92 ms/batch
Step 00025500 L_out=0.005 Acc=0.79 ---129284.50 ms/batch
Step 00025550 L_out=0.025 Acc=0.76 ---170515.07 ms/batch
Step 00025600 L_out=0.108 Acc=0.90 ---211766.79 ms/batch
Step 00025650 L_out=0.015 Acc=0.67 ---253070.14 ms/batch
Step 00025700 L_out=0.020 Acc=0.80 ---295043.94 ms/batch
Step 00025750 L_out=0.036 Acc=0.79 ---336794.04 ms/batch
Step 00025800 L_out=0.031 Acc=0.60 ---378713.33 ms/batch
Step 00025850 L_out=0.225 Acc=0.75 ---419651.15 ms/batch
Step 00025900 L_out=0.016 Acc=0.68 ---461963.30 ms/batch
Step 00025950 L_out=0.011 Acc=0.76 ---503596.39 ms/batch
Step 00026000 L_out=0.019 Acc=0.82 ---545695.27 ms/batch
Round 3 | epoch=8, train costTime=556.6564450263977, | total_activation_sum=2730969
Round 3 | epoch=9, current m_iou=0.45028841976618317
Round 3 | Best m_IoU is: 0.492, OA is: 0.804 | val costTime=207.3513879776001
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.018 Acc=0.72 ---30837.93 ms/batch
Step 00026100 L_out=0.028 Acc=0.79 ---72321.85 ms/batch
Step 00026150 L_out=0.018 Acc=0.72 ---115232.72 ms/batch
Step 00026200 L_out=0.008 Acc=0.62 ---157181.37 ms/batch
Step 00026250 L_out=0.006 Acc=0.81 ---197836.52 ms/batch
Step 00026300 L_out=0.131 Acc=0.79 ---240001.71 ms/batch
Step 00026350 L_out=0.029 Acc=0.70 ---281709.68 ms/batch
Step 00026400 L_out=0.025 Acc=0.55 ---324279.91 ms/batch
Step 00026450 L_out=0.042 Acc=0.76 ---365805.40 ms/batch
Step 00026500 L_out=0.022 Acc=0.65 ---407797.98 ms/batch
Step 00026550 L_out=0.029 Acc=0.63 ---448983.19 ms/batch
Step 00026600 L_out=0.007 Acc=0.74 ---491803.12 ms/batch
Step 00026650 L_out=0.010 Acc=0.78 ---533501.73 ms/batch
Round 3 | epoch=9, train costTime=557.8440952301025, | total_activation_sum=2767923
Round 3 | epoch=10, current m_iou=0.42761624060145953
Round 3 | Best m_IoU is: 0.492, OA is: 0.804 | val costTime=214.61204409599304
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.030 Acc=0.78 ---17878.33 ms/batch
Step 00026750 L_out=0.036 Acc=0.59 ---63307.88 ms/batch
Step 00026800 L_out=0.001 Acc=0.88 ---109572.13 ms/batch
Step 00026850 L_out=0.016 Acc=0.75 ---155289.18 ms/batch
Step 00026900 L_out=0.269 Acc=0.64 ---201859.93 ms/batch
Step 00026950 L_out=0.008 Acc=0.89 ---245085.39 ms/batch
Step 00027000 L_out=0.014 Acc=0.75 ---287142.43 ms/batch
Step 00027050 L_out=0.039 Acc=0.72 ---327612.59 ms/batch
Step 00027100 L_out=0.063 Acc=0.75 ---368640.62 ms/batch
Step 00027150 L_out=0.027 Acc=0.87 ---410189.16 ms/batch
Step 00027200 L_out=0.031 Acc=0.59 ---452009.08 ms/batch
Step 00027250 L_out=0.047 Acc=0.82 ---493419.89 ms/batch
Step 00027300 L_out=0.002 Acc=0.84 ---536059.61 ms/batch
Round 3 | epoch=10, train costTime=574.9593427181244, | total_activation_sum=2738795
Round 3 | epoch=11, current m_iou=0.3715528465173399
Round 3 | Best m_IoU is: 0.492, OA is: 0.804 | val costTime=206.29306530952454
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.201 Acc=0.56 --- 2258.31 ms/batch
Step 00027400 L_out=0.034 Acc=0.86 ---44267.41 ms/batch
Step 00027450 L_out=0.004 Acc=0.86 ---86152.47 ms/batch
Step 00027500 L_out=0.022 Acc=0.84 ---127493.83 ms/batch
Step 00027550 L_out=0.008 Acc=0.82 ---169148.08 ms/batch
Step 00027600 L_out=0.009 Acc=0.89 ---211127.77 ms/batch
Step 00027650 L_out=0.005 Acc=0.77 ---253532.12 ms/batch
Step 00027700 L_out=0.320 Acc=0.84 ---295272.79 ms/batch
Step 00027750 L_out=0.002 Acc=0.88 ---335990.21 ms/batch
Step 00027800 L_out=0.028 Acc=0.76 ---377547.47 ms/batch
Step 00027850 L_out=0.020 Acc=0.82 ---418099.06 ms/batch
Step 00027900 L_out=0.007 Acc=0.83 ---459595.90 ms/batch
Step 00027950 L_out=0.047 Acc=0.74 ---501166.27 ms/batch
Step 00028000 L_out=0.014 Acc=0.77 ---543298.96 ms/batch
Round 3 | epoch=11, train costTime=555.4216706752777, | total_activation_sum=2724637
Round 3 | epoch=12, current m_iou=0.444225529594043
Round 3 | Best m_IoU is: 0.492, OA is: 0.804 | val costTime=208.12502598762512
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.012 Acc=0.91 ---31065.08 ms/batch
Step 00028100 L_out=0.022 Acc=0.79 ---73059.39 ms/batch
Step 00028150 L_out=0.037 Acc=0.74 ---114215.10 ms/batch
Step 00028200 L_out=0.010 Acc=0.87 ---156539.64 ms/batch
Step 00028250 L_out=0.016 Acc=0.78 ---198088.45 ms/batch
Step 00028300 L_out=0.021 Acc=0.66 ---239998.92 ms/batch
Step 00028350 L_out=0.012 Acc=0.84 ---281967.27 ms/batch
Step 00028400 L_out=0.066 Acc=0.86 ---324293.05 ms/batch
Step 00028450 L_out=0.214 Acc=0.66 ---367157.46 ms/batch
Step 00028500 L_out=0.006 Acc=0.81 ---409303.17 ms/batch
Step 00028550 L_out=0.003 Acc=0.70 ---451247.13 ms/batch
Step 00028600 L_out=0.080 Acc=0.73 ---493585.67 ms/batch
Step 00028650 L_out=0.056 Acc=0.70 ---534209.59 ms/batch
Round 3 | epoch=12, train costTime=560.548424243927, | total_activation_sum=2842572
Round 3 | epoch=13, current m_iou=0.48333994459923524
Round 3 | Best m_IoU is: 0.492, OA is: 0.804 | val costTime=213.62805771827698
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.036 Acc=0.73 ---16064.17 ms/batch
Step 00028750 L_out=0.050 Acc=0.76 ---56659.38 ms/batch
Step 00028800 L_out=0.014 Acc=0.92 ---98362.77 ms/batch
Step 00028850 L_out=0.025 Acc=0.71 ---139808.59 ms/batch
Step 00028900 L_out=0.011 Acc=0.85 ---182196.76 ms/batch
Step 00028950 L_out=0.066 Acc=0.79 ---223408.87 ms/batch
Step 00029000 L_out=0.015 Acc=0.89 ---265381.29 ms/batch
Step 00029050 L_out=0.026 Acc=0.87 ---307256.33 ms/batch
Step 00029100 L_out=0.022 Acc=0.58 ---349815.55 ms/batch
Step 00029150 L_out=0.036 Acc=0.73 ---392555.10 ms/batch
Step 00029200 L_out=0.002 Acc=0.70 ---434651.93 ms/batch
Step 00029250 L_out=0.105 Acc=0.84 ---476763.93 ms/batch
Step 00029300 L_out=0.100 Acc=0.61 ---518006.02 ms/batch
Round 3 | epoch=13, train costTime=561.9436066150665, | total_activation_sum=2712457
Round 3 | epoch=14, current m_iou=0.45979697101574313
Round 3 | Best m_IoU is: 0.492, OA is: 0.804 | val costTime=223.4023220539093
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.047 Acc=0.62 --- 1642.95 ms/batch
Step 00029400 L_out=0.044 Acc=0.83 ---46297.50 ms/batch
Step 00029450 L_out=0.012 Acc=0.72 ---88794.46 ms/batch
Step 00029500 L_out=0.016 Acc=0.69 ---129536.75 ms/batch
Step 00029550 L_out=0.067 Acc=0.60 ---171462.01 ms/batch
Step 00029600 L_out=0.169 Acc=0.82 ---212878.57 ms/batch
Step 00029650 L_out=0.012 Acc=0.69 ---254583.53 ms/batch
Step 00029700 L_out=0.142 Acc=0.83 ---296600.06 ms/batch
Step 00029750 L_out=0.033 Acc=0.79 ---338267.12 ms/batch
Step 00029800 L_out=0.001 Acc=0.84 ---379722.31 ms/batch
Step 00029850 L_out=0.008 Acc=0.80 ---420834.79 ms/batch
Step 00029900 L_out=0.007 Acc=0.86 ---461968.33 ms/batch
Step 00029950 L_out=0.008 Acc=0.83 ---505153.07 ms/batch
Step 00030000 L_out=0.043 Acc=0.69 ---546179.97 ms/batch
Round 3 | epoch=14, train costTime=558.751190662384, | total_activation_sum=2838078
Round 3 | epoch=15, current m_iou=0.46765285618245844
Round 3 | Best m_IoU is: 0.492, OA is: 0.804 | val costTime=209.4710350036621
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.005 Acc=0.82 ---28820.78 ms/batch
Step 00030100 L_out=0.026 Acc=0.69 ---71354.03 ms/batch
Step 00030150 L_out=0.016 Acc=0.93 ---113059.85 ms/batch
Step 00030200 L_out=0.005 Acc=0.81 ---155939.33 ms/batch
Step 00030250 L_out=0.030 Acc=0.57 ---197833.23 ms/batch
Step 00030300 L_out=0.005 Acc=0.83 ---239156.71 ms/batch
Step 00030350 L_out=0.016 Acc=0.68 ---280610.12 ms/batch
Step 00030400 L_out=0.006 Acc=0.74 ---322250.20 ms/batch
Step 00030450 L_out=0.013 Acc=0.86 ---364340.43 ms/batch
Step 00030500 L_out=0.025 Acc=0.84 ---406197.49 ms/batch
Step 00030550 L_out=0.073 Acc=0.89 ---449002.98 ms/batch
Step 00030600 L_out=0.028 Acc=0.74 ---489714.33 ms/batch
Step 00030650 L_out=0.021 Acc=0.84 ---531238.01 ms/batch
Round 3 | epoch=15, train costTime=557.5074923038483, | total_activation_sum=2624637
Round 3 | epoch=16, current m_iou=0.489666951615433
Round 3 | Best m_IoU is: 0.492, OA is: 0.804 | val costTime=213.83072566986084
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.122 Acc=0.72 ---14919.36 ms/batch
Step 00030750 L_out=0.014 Acc=0.86 ---56606.84 ms/batch
Step 00030800 L_out=0.012 Acc=0.81 ---97995.29 ms/batch
Step 00030850 L_out=0.087 Acc=0.79 ---139163.58 ms/batch
Step 00030900 L_out=0.364 Acc=0.61 ---180064.79 ms/batch
Step 00030950 L_out=0.137 Acc=0.63 ---222070.15 ms/batch
Step 00031000 L_out=0.073 Acc=0.81 ---264087.52 ms/batch
Step 00031050 L_out=0.142 Acc=0.89 ---306497.57 ms/batch
Step 00031100 L_out=0.017 Acc=0.84 ---348305.79 ms/batch
Step 00031150 L_out=0.003 Acc=0.67 ---389598.50 ms/batch
Step 00031200 L_out=0.013 Acc=0.89 ---431832.69 ms/batch
Step 00031250 L_out=0.035 Acc=0.74 ---474903.97 ms/batch
Step 00031300 L_out=0.026 Acc=0.70 ---515819.49 ms/batch
Round 3 | epoch=16, train costTime=556.731281042099, | total_activation_sum=2819617
Round 3 | epoch=17, current m_iou=0.48035694156981823
Round 3 | Best m_IoU is: 0.492, OA is: 0.804 | val costTime=206.8817961215973
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.136 Acc=0.48 ---  776.04 ms/batch
Step 00031400 L_out=0.029 Acc=0.78 ---42547.66 ms/batch
Step 00031450 L_out=0.059 Acc=0.82 ---84604.70 ms/batch
Step 00031500 L_out=0.029 Acc=0.83 ---127009.35 ms/batch
Step 00031550 L_out=0.021 Acc=0.76 ---169436.08 ms/batch
Step 00031600 L_out=0.012 Acc=0.89 ---212030.80 ms/batch
Step 00031650 L_out=0.028 Acc=0.68 ---253412.58 ms/batch
Step 00031700 L_out=0.007 Acc=0.79 ---295491.42 ms/batch
Step 00031750 L_out=0.012 Acc=0.82 ---337629.42 ms/batch
Step 00031800 L_out=0.272 Acc=0.72 ---382691.48 ms/batch
Step 00031850 L_out=0.035 Acc=0.85 ---426901.25 ms/batch
Step 00031900 L_out=0.014 Acc=0.82 ---472624.81 ms/batch
Step 00031950 L_out=0.002 Acc=0.90 ---519318.59 ms/batch
Step 00032000 L_out=0.023 Acc=0.86 ---565802.06 ms/batch
Round 3 | epoch=17, train costTime=581.2270913124084, | total_activation_sum=2838535
Round 3 | epoch=18, current m_iou=0.484865767111498
Round 3 | Best m_IoU is: 0.492, OA is: 0.804 | val costTime=225.42952156066895
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.055 Acc=0.73 ---28565.06 ms/batch
Step 00032100 L_out=0.014 Acc=0.75 ---70988.60 ms/batch
Step 00032150 L_out=0.024 Acc=0.72 ---113505.21 ms/batch
Step 00032200 L_out=0.008 Acc=0.83 ---156356.29 ms/batch
Step 00032250 L_out=0.003 Acc=0.80 ---198066.64 ms/batch
Step 00032300 L_out=0.027 Acc=0.89 ---240452.27 ms/batch
Step 00032350 L_out=0.027 Acc=0.82 ---281747.95 ms/batch
Step 00032400 L_out=0.014 Acc=0.86 ---324727.32 ms/batch
Step 00032450 L_out=0.031 Acc=0.79 ---365637.24 ms/batch
Step 00032500 L_out=0.035 Acc=0.47 ---408235.68 ms/batch
Step 00032550 L_out=0.011 Acc=0.81 ---450969.90 ms/batch
Step 00032600 L_out=0.003 Acc=0.73 ---493263.76 ms/batch
Step 00032650 L_out=0.009 Acc=0.78 ---534371.19 ms/batch
Round 3 | epoch=18, train costTime=561.6959428787231, | total_activation_sum=2740355
Round 3 | epoch=19, current m_iou=0.49383431775439013
Round 3 | Best m_IoU is: 0.494, OA is: 0.800 | val costTime=206.70762085914612
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.121 Acc=0.83 ---13896.74 ms/batch
Step 00032750 L_out=0.027 Acc=0.88 ---55072.45 ms/batch
Step 00032800 L_out=0.005 Acc=0.86 ---97012.44 ms/batch
Step 00032850 L_out=0.040 Acc=0.81 ---138313.59 ms/batch
Step 00032900 L_out=0.024 Acc=0.84 ---181465.08 ms/batch
Step 00032950 L_out=0.008 Acc=0.87 ---223216.57 ms/batch
Step 00033000 L_out=0.015 Acc=0.84 ---263901.29 ms/batch
Step 00033050 L_out=0.017 Acc=0.86 ---305481.11 ms/batch
Step 00033100 L_out=0.015 Acc=0.85 ---347746.44 ms/batch
Step 00033150 L_out=0.014 Acc=0.83 ---389011.23 ms/batch
Step 00033200 L_out=0.043 Acc=0.71 ---431110.20 ms/batch
Step 00033250 L_out=0.006 Acc=0.94 ---472658.26 ms/batch
Step 00033300 L_out=0.018 Acc=0.86 ---514102.75 ms/batch
Step 00033350 L_out=0.064 Acc=0.64 ---555738.36 ms/batch
Round 3 | epoch=19, train costTime=555.7385079860687, | total_activation_sum=2672805
Round 3 | epoch=20, current m_iou=0.5047137235087025
Round 3 | Best m_IoU is: 0.505, OA is: 0.813 | val costTime=220.43924283981323
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.057 Acc=0.60 ---41627.17 ms/batch
Step 00033450 L_out=0.007 Acc=0.91 ---83226.27 ms/batch
Step 00033500 L_out=0.027 Acc=0.79 ---124012.62 ms/batch
Step 00033550 L_out=0.004 Acc=0.87 ---165770.35 ms/batch
Step 00033600 L_out=0.018 Acc=0.82 ---208075.82 ms/batch
Step 00033650 L_out=0.002 Acc=0.87 ---249675.71 ms/batch
Step 00033700 L_out=0.036 Acc=0.80 ---291180.33 ms/batch
Step 00033750 L_out=0.007 Acc=0.86 ---332853.01 ms/batch
Step 00033800 L_out=0.056 Acc=0.86 ---374421.16 ms/batch
Step 00033850 L_out=0.006 Acc=0.83 ---415823.34 ms/batch
Step 00033900 L_out=0.015 Acc=0.81 ---457215.41 ms/batch
Step 00033950 L_out=0.011 Acc=0.82 ---498934.68 ms/batch
Step 00034000 L_out=0.028 Acc=0.77 ---540842.54 ms/batch
Round 3 | epoch=20, train costTime=555.4104928970337, | total_activation_sum=2825576
Round 3 | epoch=21, current m_iou=0.5154740644432728
Round 3 | Best m_IoU is: 0.515, OA is: 0.825 | val costTime=218.29434156417847
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.065 Acc=0.80 ---27786.40 ms/batch
Step 00034100 L_out=0.071 Acc=0.84 ---70382.79 ms/batch
Step 00034150 L_out=0.005 Acc=0.87 ---111840.34 ms/batch
Step 00034200 L_out=0.008 Acc=0.76 ---155321.81 ms/batch
Step 00034250 L_out=0.049 Acc=0.84 ---201555.49 ms/batch
Step 00034300 L_out=0.139 Acc=0.88 ---248013.52 ms/batch
Step 00034350 L_out=0.024 Acc=0.79 ---294150.44 ms/batch
Step 00034400 L_out=0.061 Acc=0.85 ---340273.92 ms/batch
Step 00034450 L_out=0.090 Acc=0.78 ---385914.20 ms/batch
Step 00034500 L_out=0.014 Acc=0.89 ---428912.58 ms/batch
Step 00034550 L_out=0.066 Acc=0.75 ---470374.28 ms/batch
Step 00034600 L_out=0.001 Acc=0.84 ---512452.58 ms/batch
Step 00034650 L_out=0.019 Acc=0.80 ---553367.23 ms/batch
Round 3 | epoch=21, train costTime=581.4842488765717, | total_activation_sum=2759809
Round 3 | epoch=22, current m_iou=0.5070163983093574
Round 3 | Best m_IoU is: 0.515, OA is: 0.825 | val costTime=209.99937272071838
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.042 Acc=0.67 ---13076.62 ms/batch
Step 00034750 L_out=0.006 Acc=0.86 ---55658.29 ms/batch
Step 00034800 L_out=0.026 Acc=0.83 ---96498.48 ms/batch
Step 00034850 L_out=0.007 Acc=0.78 ---138266.87 ms/batch
Step 00034900 L_out=0.003 Acc=0.92 ---180044.95 ms/batch
Step 00034950 L_out=0.005 Acc=0.85 ---221814.99 ms/batch
Step 00035000 L_out=0.011 Acc=0.90 ---263594.61 ms/batch
Step 00035050 L_out=0.005 Acc=0.85 ---305718.97 ms/batch
Step 00035100 L_out=0.007 Acc=0.86 ---348539.19 ms/batch
Step 00035150 L_out=0.016 Acc=0.86 ---390341.05 ms/batch
Step 00035200 L_out=0.026 Acc=0.90 ---431762.20 ms/batch
Step 00035250 L_out=0.009 Acc=0.91 ---474276.71 ms/batch
Step 00035300 L_out=0.023 Acc=0.86 ---516600.68 ms/batch
Step 00035350 L_out=0.021 Acc=0.88 ---559154.21 ms/batch
Round 3 | epoch=22, train costTime=560.2863502502441, | total_activation_sum=2761691
Round 3 | epoch=23, current m_iou=0.5031414810810668
Round 3 | Best m_IoU is: 0.515, OA is: 0.825 | val costTime=209.50442624092102
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.073 Acc=0.88 ---39865.82 ms/batch
Step 00035450 L_out=0.059 Acc=0.88 ---82279.92 ms/batch
Step 00035500 L_out=0.008 Acc=0.82 ---124052.91 ms/batch
Step 00035550 L_out=0.019 Acc=0.88 ---166204.61 ms/batch
Step 00035600 L_out=0.001 Acc=0.85 ---208492.27 ms/batch
Step 00035650 L_out=0.014 Acc=0.93 ---248823.87 ms/batch
Step 00035700 L_out=0.071 Acc=0.89 ---290383.66 ms/batch
Step 00035750 L_out=0.027 Acc=0.75 ---332068.55 ms/batch
Step 00035800 L_out=0.009 Acc=0.79 ---374211.29 ms/batch
Step 00035850 L_out=0.024 Acc=0.74 ---415490.54 ms/batch
Step 00035900 L_out=0.005 Acc=0.91 ---456078.30 ms/batch
Step 00035950 L_out=0.031 Acc=0.84 ---498009.66 ms/batch
Step 00036000 L_out=0.013 Acc=0.77 ---540303.76 ms/batch
Round 3 | epoch=23, train costTime=555.8072335720062, | total_activation_sum=2870723
Round 3 | epoch=24, current m_iou=0.4791905652299674
Round 3 | Best m_IoU is: 0.515, OA is: 0.825 | val costTime=208.68719935417175
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.027 Acc=0.85 ---26471.53 ms/batch
Step 00036100 L_out=0.008 Acc=0.84 ---68581.81 ms/batch
Step 00036150 L_out=0.023 Acc=0.82 ---110653.78 ms/batch
Step 00036200 L_out=0.014 Acc=0.87 ---152068.85 ms/batch
Step 00036250 L_out=0.068 Acc=0.72 ---193310.04 ms/batch
Step 00036300 L_out=0.012 Acc=0.84 ---234849.88 ms/batch
Step 00036350 L_out=0.015 Acc=0.93 ---276335.50 ms/batch
Step 00036400 L_out=0.124 Acc=0.84 ---317726.29 ms/batch
Step 00036450 L_out=0.023 Acc=0.72 ---359203.55 ms/batch
Step 00036500 L_out=0.058 Acc=0.84 ---401324.54 ms/batch
Step 00036550 L_out=0.014 Acc=0.70 ---443153.19 ms/batch
Step 00036600 L_out=0.063 Acc=0.86 ---484494.21 ms/batch
Step 00036650 L_out=0.007 Acc=0.88 ---526271.71 ms/batch
Round 3 | epoch=24, train costTime=555.0449767112732, | total_activation_sum=2747597
Round 3 | epoch=25, current m_iou=0.49856976611734405
Round 3 | Best m_IoU is: 0.515, OA is: 0.825 | val costTime=212.93471932411194
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.023 Acc=0.78 ---13539.78 ms/batch
Step 00036750 L_out=0.011 Acc=0.82 ---59093.50 ms/batch
Step 00036800 L_out=0.007 Acc=0.83 ---104443.52 ms/batch
Step 00036850 L_out=0.030 Acc=0.86 ---151674.52 ms/batch
Step 00036900 L_out=0.013 Acc=0.80 ---196815.94 ms/batch
Step 00036950 L_out=0.069 Acc=0.85 ---240816.81 ms/batch
Step 00037000 L_out=0.057 Acc=0.86 ---281865.78 ms/batch
Step 00037050 L_out=0.013 Acc=0.83 ---322593.23 ms/batch
Step 00037100 L_out=0.012 Acc=0.91 ---362365.64 ms/batch
Step 00037150 L_out=0.007 Acc=0.90 ---403293.51 ms/batch
Step 00037200 L_out=0.003 Acc=0.81 ---445161.54 ms/batch
Step 00037250 L_out=0.038 Acc=0.90 ---486982.07 ms/batch
Step 00037300 L_out=0.059 Acc=0.81 ---529829.81 ms/batch
Step 00037350 L_out=0.016 Acc=0.88 ---568999.29 ms/batch
Round 3 | epoch=25, train costTime=570.8406667709351, | total_activation_sum=2738271
Round 3 | epoch=26, current m_iou=0.5051123934018584
Round 3 | Best m_IoU is: 0.515, OA is: 0.825 | val costTime=220.63342022895813
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.082 Acc=0.91 ---39048.86 ms/batch
Step 00037450 L_out=0.003 Acc=0.83 ---81359.21 ms/batch
Step 00037500 L_out=0.008 Acc=0.79 ---122949.30 ms/batch
Step 00037550 L_out=0.004 Acc=0.73 ---164431.09 ms/batch
Step 00037600 L_out=0.011 Acc=0.67 ---207240.40 ms/batch
Step 00037650 L_out=0.005 Acc=0.83 ---249594.02 ms/batch
Step 00037700 L_out=0.052 Acc=0.87 ---290615.18 ms/batch
Step 00037750 L_out=0.008 Acc=0.88 ---332397.23 ms/batch
Step 00037800 L_out=0.011 Acc=0.78 ---373639.22 ms/batch
Step 00037850 L_out=0.316 Acc=0.75 ---414838.52 ms/batch
Step 00037900 L_out=0.005 Acc=0.80 ---456852.44 ms/batch
Step 00037950 L_out=0.002 Acc=0.85 ---499300.26 ms/batch
Step 00038000 L_out=0.012 Acc=0.80 ---540521.96 ms/batch
Round 3 | epoch=26, train costTime=556.1542103290558, | total_activation_sum=2808103
Round 3 | epoch=27, current m_iou=0.5225139447343807
Round 3 | Best m_IoU is: 0.523, OA is: 0.827 | val costTime=212.26805305480957
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.009 Acc=0.81 ---25463.62 ms/batch
Step 00038100 L_out=0.121 Acc=0.92 ---67437.29 ms/batch
Step 00038150 L_out=0.000 Acc=0.93 ---109152.66 ms/batch
Step 00038200 L_out=0.019 Acc=0.88 ---151021.35 ms/batch
Step 00038250 L_out=0.010 Acc=0.89 ---192679.72 ms/batch
Step 00038300 L_out=0.010 Acc=0.88 ---235122.72 ms/batch
Step 00038350 L_out=0.020 Acc=0.90 ---276170.79 ms/batch
Step 00038400 L_out=0.005 Acc=0.72 ---317653.57 ms/batch
Step 00038450 L_out=0.006 Acc=0.81 ---358181.47 ms/batch
Step 00038500 L_out=0.008 Acc=0.83 ---399927.40 ms/batch
Step 00038550 L_out=0.023 Acc=0.84 ---441490.13 ms/batch
Step 00038600 L_out=0.011 Acc=0.77 ---482977.25 ms/batch
Step 00038650 L_out=0.011 Acc=0.72 ---524297.31 ms/batch
Round 3 | epoch=27, train costTime=554.5038287639618, | total_activation_sum=2761984
Round 3 | epoch=28, current m_iou=0.5054544678660529
Round 3 | Best m_IoU is: 0.523, OA is: 0.827 | val costTime=212.52623009681702
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.005 Acc=0.89 ---11657.58 ms/batch
Step 00038750 L_out=0.011 Acc=0.78 ---53586.56 ms/batch
Step 00038800 L_out=0.023 Acc=0.82 ---95495.99 ms/batch
Step 00038850 L_out=0.004 Acc=0.78 ---137792.46 ms/batch
Step 00038900 L_out=0.016 Acc=0.82 ---179246.32 ms/batch
Step 00038950 L_out=0.030 Acc=0.85 ---220984.83 ms/batch
Step 00039000 L_out=0.000 Acc=0.88 ---262986.17 ms/batch
Step 00039050 L_out=0.022 Acc=0.83 ---304976.18 ms/batch
Step 00039100 L_out=0.003 Acc=0.86 ---345524.81 ms/batch
Step 00039150 L_out=0.061 Acc=0.85 ---386376.70 ms/batch
Step 00039200 L_out=0.030 Acc=0.74 ---412742.40 ms/batch
Step 00039250 L_out=0.027 Acc=0.76 ---439422.85 ms/batch
Step 00039300 L_out=0.006 Acc=0.80 ---466132.15 ms/batch
Step 00039350 L_out=0.005 Acc=0.79 ---492518.45 ms/batch
Round 3 | epoch=28, train costTime=494.1586410999298, | total_activation_sum=2723526
Round 3 | epoch=29, current m_iou=0.49415283623340045
Round 3 | Best m_IoU is: 0.523, OA is: 0.827 | val costTime=154.8443033695221
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.008 Acc=0.80 ---27071.12 ms/batch
Step 00039450 L_out=0.119 Acc=0.84 ---55053.68 ms/batch
Step 00039500 L_out=0.003 Acc=0.90 ---82399.84 ms/batch
Step 00039550 L_out=0.010 Acc=0.84 ---108882.53 ms/batch
Step 00039600 L_out=0.038 Acc=0.79 ---135629.95 ms/batch
Step 00039650 L_out=0.014 Acc=0.83 ---161651.47 ms/batch
Step 00039700 L_out=0.001 Acc=0.82 ---188277.00 ms/batch
Step 00039750 L_out=0.007 Acc=0.91 ---214705.78 ms/batch
Step 00039800 L_out=0.137 Acc=0.88 ---240866.57 ms/batch
Step 00039850 L_out=0.079 Acc=0.77 ---267961.00 ms/batch
Step 00039900 L_out=0.065 Acc=0.87 ---294743.27 ms/batch
Step 00039950 L_out=0.014 Acc=0.69 ---321067.58 ms/batch
Step 00040000 L_out=0.011 Acc=0.90 ---348428.79 ms/batch
Round 3 | epoch=29, train costTime=358.86575055122375, | total_activation_sum=2801420
Round 3 | epoch=30, current m_iou=0.4995419430471636
Round 3 | Best m_IoU is: 0.523, OA is: 0.827 | val costTime=152.73924946784973
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=0.029 Acc=0.91 ---16068.07 ms/batch
Step 00040100 L_out=0.019 Acc=0.28 ---42470.85 ms/batch
Step 00040150 L_out=0.017 Acc=0.50 ---68859.82 ms/batch
Step 00040200 L_out=0.134 Acc=0.37 ---95234.22 ms/batch
Step 00040250 L_out=0.843 Acc=0.56 ---122356.85 ms/batch
Step 00040300 L_out=0.284 Acc=0.07 ---149015.55 ms/batch
Step 00040350 L_out=0.004 Acc=0.33 ---175005.21 ms/batch
Step 00040400 L_out=0.030 Acc=0.59 ---201408.92 ms/batch
Step 00040450 L_out=0.048 Acc=0.74 ---228429.70 ms/batch
Step 00040500 L_out=0.010 Acc=0.74 ---254374.68 ms/batch
Step 00040550 L_out=0.067 Acc=0.58 ---281039.35 ms/batch
Step 00040600 L_out=0.035 Acc=0.74 ---307302.24 ms/batch
Step 00040650 L_out=0.304 Acc=0.67 ---334116.20 ms/batch
Round 4 | epoch=0, train costTime=353.72265243530273, | total_activation_sum=3059893
Round 4 | epoch=1, current m_iou=0.32999042108351606
Round 4 | Best m_IoU is: 0.330, OA is: 0.641 | val costTime=156.38955998420715
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.008 Acc=0.82 --- 6714.59 ms/batch
Step 00040750 L_out=0.035 Acc=0.74 ---32949.49 ms/batch
Step 00040800 L_out=0.048 Acc=0.61 ---59678.63 ms/batch
Step 00040850 L_out=0.032 Acc=0.53 ---86273.79 ms/batch
Step 00040900 L_out=0.007 Acc=0.73 ---112663.47 ms/batch
Step 00040950 L_out=0.034 Acc=0.70 ---138417.43 ms/batch
Step 00041000 L_out=0.029 Acc=0.70 ---164383.63 ms/batch
Step 00041050 L_out=0.028 Acc=0.80 ---190732.77 ms/batch
Step 00041100 L_out=0.072 Acc=0.64 ---216636.52 ms/batch
Step 00041150 L_out=0.030 Acc=0.59 ---243135.42 ms/batch
Step 00041200 L_out=0.033 Acc=0.75 ---269778.88 ms/batch
Step 00041250 L_out=0.127 Acc=0.60 ---296350.45 ms/batch
Step 00041300 L_out=0.023 Acc=0.72 ---323127.23 ms/batch
Step 00041350 L_out=0.009 Acc=0.78 ---349884.77 ms/batch
Round 4 | epoch=1, train costTime=351.8740017414093, | total_activation_sum=3078926
Round 4 | epoch=2, current m_iou=0.3749201560550359
Round 4 | Best m_IoU is: 0.375, OA is: 0.681 | val costTime=148.80196905136108
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.004 Acc=0.76 ---24211.75 ms/batch
Step 00041450 L_out=0.026 Acc=0.59 ---50802.65 ms/batch
Step 00041500 L_out=0.066 Acc=0.75 ---76687.03 ms/batch
Step 00041550 L_out=0.325 Acc=0.74 ---103166.67 ms/batch
Step 00041600 L_out=0.012 Acc=0.63 ---130041.23 ms/batch
Step 00041650 L_out=0.002 Acc=0.65 ---156645.72 ms/batch
Step 00041700 L_out=0.081 Acc=0.76 ---183530.40 ms/batch
Step 00041750 L_out=0.014 Acc=0.64 ---209648.85 ms/batch
Step 00041800 L_out=0.098 Acc=0.79 ---235654.41 ms/batch
Step 00041850 L_out=0.021 Acc=0.83 ---262405.81 ms/batch
Step 00041900 L_out=0.211 Acc=0.76 ---288911.04 ms/batch
Step 00041950 L_out=0.094 Acc=0.43 ---315392.35 ms/batch
Step 00042000 L_out=0.018 Acc=0.81 ---341546.56 ms/batch
Round 4 | epoch=2, train costTime=352.3356921672821, | total_activation_sum=3077243
Round 4 | epoch=3, current m_iou=0.43569980793758206
Round 4 | Best m_IoU is: 0.436, OA is: 0.767 | val costTime=151.18738555908203
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.012 Acc=0.80 ---15210.94 ms/batch
Step 00042100 L_out=0.045 Acc=0.87 ---41883.93 ms/batch
Step 00042150 L_out=0.002 Acc=0.67 ---67935.31 ms/batch
Step 00042200 L_out=0.026 Acc=0.80 ---94256.54 ms/batch
Step 00042250 L_out=0.069 Acc=0.49 ---120629.74 ms/batch
Step 00042300 L_out=0.010 Acc=0.61 ---147716.89 ms/batch
Step 00042350 L_out=0.052 Acc=0.75 ---174758.00 ms/batch
Step 00042400 L_out=0.023 Acc=0.76 ---201782.55 ms/batch
Step 00042450 L_out=0.024 Acc=0.78 ---230607.45 ms/batch
Step 00042500 L_out=0.013 Acc=0.87 ---260074.84 ms/batch
Step 00042550 L_out=0.014 Acc=0.73 ---288320.49 ms/batch
Step 00042600 L_out=0.043 Acc=0.63 ---316608.96 ms/batch
Step 00042650 L_out=0.025 Acc=0.74 ---344684.72 ms/batch
Round 4 | epoch=3, train costTime=365.3559215068817, | total_activation_sum=2936450
Round 4 | epoch=4, current m_iou=0.39512840481365563
Round 4 | Best m_IoU is: 0.436, OA is: 0.767 | val costTime=158.21164512634277
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.035 Acc=0.53 --- 6394.17 ms/batch
Step 00042750 L_out=0.098 Acc=0.85 ---32707.23 ms/batch
Step 00042800 L_out=0.010 Acc=0.77 ---59436.95 ms/batch
Step 00042850 L_out=0.009 Acc=0.80 ---85777.60 ms/batch
Step 00042900 L_out=0.007 Acc=0.81 ---111975.82 ms/batch
Step 00042950 L_out=0.035 Acc=0.63 ---138083.77 ms/batch
Step 00043000 L_out=0.025 Acc=0.78 ---164406.96 ms/batch
Step 00043050 L_out=0.079 Acc=0.77 ---191206.19 ms/batch
Step 00043100 L_out=0.004 Acc=0.87 ---217465.71 ms/batch
Step 00043150 L_out=0.020 Acc=0.75 ---243450.85 ms/batch
Step 00043200 L_out=0.020 Acc=0.84 ---269591.06 ms/batch
Step 00043250 L_out=0.017 Acc=0.66 ---295660.22 ms/batch
Step 00043300 L_out=0.030 Acc=0.77 ---321565.12 ms/batch
Step 00043350 L_out=0.007 Acc=0.67 ---348206.15 ms/batch
Round 4 | epoch=4, train costTime=350.99387288093567, | total_activation_sum=3028459
Round 4 | epoch=5, current m_iou=0.4491424128232707
Round 4 | Best m_IoU is: 0.449, OA is: 0.766 | val costTime=149.11213278770447
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.091 Acc=0.84 ---23375.93 ms/batch
Step 00043450 L_out=0.031 Acc=0.76 ---49584.66 ms/batch
Step 00043500 L_out=0.008 Acc=0.86 ---76893.17 ms/batch
Step 00043550 L_out=0.019 Acc=0.84 ---103206.13 ms/batch
Step 00043600 L_out=0.003 Acc=0.71 ---129816.44 ms/batch
Step 00043650 L_out=0.007 Acc=0.79 ---155751.13 ms/batch
Step 00043700 L_out=0.007 Acc=0.80 ---182176.89 ms/batch
Step 00043750 L_out=0.044 Acc=0.63 ---208159.93 ms/batch
Step 00043800 L_out=0.010 Acc=0.82 ---235030.03 ms/batch
Step 00043850 L_out=0.045 Acc=0.88 ---261920.01 ms/batch
Step 00043900 L_out=0.042 Acc=0.62 ---288058.57 ms/batch
Step 00043950 L_out=0.026 Acc=0.81 ---314119.65 ms/batch
Step 00044000 L_out=0.038 Acc=0.69 ---340057.01 ms/batch
Round 4 | epoch=5, train costTime=351.90642261505127, | total_activation_sum=3068032
Round 4 | epoch=6, current m_iou=0.45001552629898295
Round 4 | Best m_IoU is: 0.450, OA is: 0.791 | val costTime=150.2388334274292
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.020 Acc=0.65 ---14813.92 ms/batch
Step 00044100 L_out=0.094 Acc=0.66 ---41577.63 ms/batch
Step 00044150 L_out=0.058 Acc=0.86 ---68020.40 ms/batch
Step 00044200 L_out=0.037 Acc=0.65 ---94416.33 ms/batch
Step 00044250 L_out=0.646 Acc=0.77 ---120371.09 ms/batch
Step 00044300 L_out=0.027 Acc=0.90 ---146959.44 ms/batch
Step 00044350 L_out=0.011 Acc=0.86 ---172788.18 ms/batch
Step 00044400 L_out=0.007 Acc=0.86 ---199372.10 ms/batch
Step 00044450 L_out=0.013 Acc=0.86 ---226035.13 ms/batch
Step 00044500 L_out=0.077 Acc=0.49 ---252946.02 ms/batch
Step 00044550 L_out=0.043 Acc=0.72 ---279818.89 ms/batch
Step 00044600 L_out=0.011 Acc=0.78 ---306174.14 ms/batch
Step 00044650 L_out=0.120 Acc=0.83 ---332618.74 ms/batch
Round 4 | epoch=6, train costTime=353.3983669281006, | total_activation_sum=3191243
Round 4 | epoch=7, current m_iou=0.4586720987848457
Round 4 | Best m_IoU is: 0.459, OA is: 0.794 | val costTime=149.1437692642212
Round 4 | ****EPOCH 7****
Step 00044700 L_out=0.052 Acc=0.82 --- 5839.30 ms/batch
Step 00044750 L_out=0.021 Acc=0.69 ---32009.26 ms/batch
Step 00044800 L_out=0.012 Acc=0.93 ---59572.40 ms/batch
Step 00044850 L_out=0.013 Acc=0.78 ---85917.72 ms/batch
Step 00044900 L_out=0.516 Acc=0.78 ---112271.74 ms/batch
Step 00044950 L_out=0.022 Acc=0.77 ---139170.63 ms/batch
Step 00045000 L_out=0.013 Acc=0.84 ---166335.50 ms/batch
Step 00045050 L_out=0.021 Acc=0.76 ---192608.93 ms/batch
Step 00045100 L_out=0.013 Acc=0.76 ---218920.77 ms/batch
Step 00045150 L_out=0.011 Acc=0.78 ---245105.08 ms/batch
Step 00045200 L_out=0.003 Acc=0.86 ---271520.92 ms/batch
Step 00045250 L_out=0.021 Acc=0.86 ---298352.70 ms/batch
Step 00045300 L_out=0.012 Acc=0.80 ---324549.57 ms/batch
Step 00045350 L_out=0.007 Acc=0.83 ---350966.80 ms/batch
Round 4 | epoch=7, train costTime=354.22470808029175, | total_activation_sum=2916862
Round 4 | epoch=8, current m_iou=0.5060332679804869
Round 4 | Best m_IoU is: 0.506, OA is: 0.825 | val costTime=149.4382781982422
Round 4 | ****EPOCH 8****
Step 00045400 L_out=0.067 Acc=0.87 ---22801.03 ms/batch
Step 00045450 L_out=0.097 Acc=0.83 ---48638.33 ms/batch
Step 00045500 L_out=0.006 Acc=0.81 ---76333.79 ms/batch
Step 00045550 L_out=0.026 Acc=0.84 ---104837.02 ms/batch
Step 00045600 L_out=0.026 Acc=0.75 ---133804.21 ms/batch
Step 00045650 L_out=0.031 Acc=0.87 ---162624.54 ms/batch
Step 00045700 L_out=0.012 Acc=0.88 ---190182.04 ms/batch
Step 00045750 L_out=0.027 Acc=0.77 ---218165.99 ms/batch
Step 00045800 L_out=0.027 Acc=0.58 ---247624.40 ms/batch
Step 00045850 L_out=0.011 Acc=0.81 ---275441.91 ms/batch
Step 00045900 L_out=0.026 Acc=0.84 ---301144.69 ms/batch
Step 00045950 L_out=0.067 Acc=0.83 ---327325.62 ms/batch
Step 00046000 L_out=0.080 Acc=0.77 ---353293.84 ms/batch
Round 4 | epoch=8, train costTime=365.5307161808014, | total_activation_sum=3078861
Round 4 | epoch=9, current m_iou=0.5076222098125345
Round 4 | Best m_IoU is: 0.508, OA is: 0.820 | val costTime=154.42869567871094
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.241 Acc=0.78 ---14535.02 ms/batch
Step 00046100 L_out=0.038 Acc=0.78 ---40410.12 ms/batch
Step 00046150 L_out=0.007 Acc=0.81 ---66969.02 ms/batch
Step 00046200 L_out=0.058 Acc=0.76 ---93461.64 ms/batch
Step 00046250 L_out=0.028 Acc=0.81 ---119674.37 ms/batch
Step 00046300 L_out=0.031 Acc=0.80 ---145807.43 ms/batch
Step 00046350 L_out=0.008 Acc=0.85 ---172336.93 ms/batch
Step 00046400 L_out=0.042 Acc=0.86 ---198688.51 ms/batch
Step 00046450 L_out=0.042 Acc=0.82 ---224844.87 ms/batch
Step 00046500 L_out=0.032 Acc=0.83 ---251159.30 ms/batch
Step 00046550 L_out=0.019 Acc=0.37 ---277745.11 ms/batch
Step 00046600 L_out=0.049 Acc=0.83 ---303975.94 ms/batch
Step 00046650 L_out=0.004 Acc=0.83 ---330613.73 ms/batch
Round 4 | epoch=9, train costTime=352.2821409702301, | total_activation_sum=3087449
Round 4 | epoch=10, current m_iou=0.51317563243841
Round 4 | Best m_IoU is: 0.513, OA is: 0.826 | val costTime=148.0124912261963
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.010 Acc=0.87 --- 5488.58 ms/batch
Step 00046750 L_out=0.046 Acc=0.79 ---32516.99 ms/batch
Step 00046800 L_out=0.050 Acc=0.66 ---59049.42 ms/batch
Step 00046850 L_out=0.012 Acc=0.79 ---85135.07 ms/batch
Step 00046900 L_out=0.010 Acc=0.73 ---112118.77 ms/batch
Step 00046950 L_out=0.124 Acc=0.85 ---138624.92 ms/batch
Step 00047000 L_out=0.032 Acc=0.82 ---164364.70 ms/batch
Step 00047050 L_out=0.013 Acc=0.82 ---190877.10 ms/batch
Step 00047100 L_out=0.034 Acc=0.76 ---217641.32 ms/batch
Step 00047150 L_out=0.069 Acc=0.75 ---243809.49 ms/batch
Step 00047200 L_out=0.012 Acc=0.84 ---269957.54 ms/batch
Step 00047250 L_out=0.038 Acc=0.81 ---296244.27 ms/batch
Step 00047300 L_out=0.021 Acc=0.80 ---322849.92 ms/batch
Step 00047350 L_out=0.049 Acc=0.75 ---349735.12 ms/batch
Round 4 | epoch=10, train costTime=353.5192885398865, | total_activation_sum=3021034
Round 4 | epoch=11, current m_iou=0.5153052829849294
Round 4 | Best m_IoU is: 0.515, OA is: 0.822 | val costTime=150.60526180267334
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.020 Acc=0.87 ---22507.32 ms/batch
Step 00047450 L_out=0.029 Acc=0.82 ---48632.29 ms/batch
Step 00047500 L_out=0.051 Acc=0.75 ---75403.92 ms/batch
Step 00047550 L_out=0.012 Acc=0.77 ---102015.77 ms/batch
Step 00047600 L_out=0.019 Acc=0.81 ---128163.39 ms/batch
Step 00047650 L_out=0.003 Acc=0.91 ---154138.49 ms/batch
Step 00047700 L_out=0.018 Acc=0.90 ---180564.00 ms/batch
Step 00047750 L_out=0.032 Acc=0.74 ---206873.41 ms/batch
Step 00047800 L_out=0.004 Acc=0.55 ---233159.50 ms/batch
Step 00047850 L_out=0.006 Acc=0.88 ---259631.55 ms/batch
Step 00047900 L_out=0.009 Acc=0.84 ---286533.46 ms/batch
Step 00047950 L_out=0.014 Acc=0.78 ---313051.50 ms/batch
Step 00048000 L_out=0.005 Acc=0.85 ---340048.27 ms/batch
Round 4 | epoch=11, train costTime=352.02058696746826, | total_activation_sum=3030530
Round 4 | epoch=12, current m_iou=0.5119973243769469
Round 4 | Best m_IoU is: 0.515, OA is: 0.822 | val costTime=147.09868097305298
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.016 Acc=0.81 ---13870.48 ms/batch
Step 00048100 L_out=0.114 Acc=0.86 ---40496.73 ms/batch
Step 00048150 L_out=0.013 Acc=0.76 ---66725.98 ms/batch
Step 00048200 L_out=0.015 Acc=0.84 ---92879.77 ms/batch
Step 00048250 L_out=0.014 Acc=0.78 ---119260.03 ms/batch
Step 00048300 L_out=0.003 Acc=0.88 ---146074.26 ms/batch
Step 00048350 L_out=0.026 Acc=0.76 ---172169.73 ms/batch
Step 00048400 L_out=0.205 Acc=0.89 ---199028.12 ms/batch
Step 00048450 L_out=0.034 Acc=0.86 ---225143.78 ms/batch
Step 00048500 L_out=0.034 Acc=0.76 ---251756.04 ms/batch
Step 00048550 L_out=0.121 Acc=0.91 ---278761.30 ms/batch
Step 00048600 L_out=0.002 Acc=0.70 ---305321.78 ms/batch
Step 00048650 L_out=0.011 Acc=0.90 ---332025.94 ms/batch
Round 4 | epoch=12, train costTime=353.53607416152954, | total_activation_sum=3045354
Round 4 | epoch=13, current m_iou=0.5130571918195568
Round 4 | Best m_IoU is: 0.515, OA is: 0.822 | val costTime=155.05818939208984
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.001 Acc=0.81 --- 5259.99 ms/batch
Step 00048750 L_out=0.018 Acc=0.81 ---34086.96 ms/batch
Step 00048800 L_out=0.057 Acc=0.70 ---62454.58 ms/batch
Step 00048850 L_out=0.109 Acc=0.79 ---91549.13 ms/batch
Step 00048900 L_out=0.008 Acc=0.91 ---119857.87 ms/batch
Step 00048950 L_out=0.008 Acc=0.89 ---147592.62 ms/batch
Step 00049000 L_out=0.028 Acc=0.90 ---174321.88 ms/batch
Step 00049050 L_out=0.005 Acc=0.87 ---201095.47 ms/batch
Step 00049100 L_out=0.004 Acc=0.80 ---227392.06 ms/batch
Step 00049150 L_out=0.015 Acc=0.88 ---254471.38 ms/batch
Step 00049200 L_out=0.014 Acc=0.86 ---280541.93 ms/batch
Step 00049250 L_out=0.016 Acc=0.80 ---306549.93 ms/batch
Step 00049300 L_out=0.002 Acc=0.81 ---332895.66 ms/batch
Step 00049350 L_out=0.156 Acc=0.91 ---359041.17 ms/batch
Round 4 | epoch=13, train costTime=363.27297377586365, | total_activation_sum=3035956
Round 4 | epoch=14, current m_iou=0.5071985858962619
Round 4 | Best m_IoU is: 0.515, OA is: 0.822 | val costTime=148.1888599395752
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.012 Acc=0.88 ---22212.88 ms/batch
Step 00049450 L_out=0.013 Acc=0.81 ---47916.40 ms/batch
Step 00049500 L_out=0.286 Acc=0.91 ---75129.12 ms/batch
Step 00049550 L_out=0.012 Acc=0.86 ---101510.18 ms/batch
Step 00049600 L_out=0.005 Acc=0.77 ---127882.54 ms/batch
Step 00049650 L_out=0.020 Acc=0.68 ---154473.35 ms/batch
Step 00049700 L_out=0.003 Acc=0.71 ---181339.44 ms/batch
Step 00049750 L_out=0.030 Acc=0.79 ---207253.16 ms/batch
Step 00049800 L_out=0.020 Acc=0.84 ---233605.09 ms/batch
Step 00049850 L_out=0.007 Acc=0.82 ---260267.89 ms/batch
Step 00049900 L_out=0.008 Acc=0.80 ---286672.06 ms/batch
Step 00049950 L_out=0.026 Acc=0.80 ---312881.90 ms/batch
Step 00050000 L_out=0.028 Acc=0.71 ---339126.38 ms/batch
Round 4 | epoch=14, train costTime=352.4334063529968, | total_activation_sum=3103461
Round 4 | epoch=15, current m_iou=0.5064106155345969
Round 4 | Best m_IoU is: 0.515, OA is: 0.822 | val costTime=149.04048204421997
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.005 Acc=0.88 ---13161.95 ms/batch
Step 00050100 L_out=0.017 Acc=0.77 ---39783.94 ms/batch
Step 00050150 L_out=0.017 Acc=0.89 ---65945.33 ms/batch
Step 00050200 L_out=0.021 Acc=0.87 ---92621.84 ms/batch
Step 00050250 L_out=0.010 Acc=0.77 ---118990.89 ms/batch
Step 00050300 L_out=0.069 Acc=0.90 ---145464.24 ms/batch
Step 00050350 L_out=0.019 Acc=0.90 ---171920.50 ms/batch
Step 00050400 L_out=0.003 Acc=0.74 ---198455.09 ms/batch
Step 00050450 L_out=0.008 Acc=0.79 ---224972.72 ms/batch
Step 00050500 L_out=0.034 Acc=0.77 ---251354.40 ms/batch
Step 00050550 L_out=0.033 Acc=0.77 ---278119.99 ms/batch
Step 00050600 L_out=0.008 Acc=0.73 ---304771.64 ms/batch
Step 00050650 L_out=0.004 Acc=0.88 ---330491.96 ms/batch
Round 4 | epoch=15, train costTime=353.2664797306061, | total_activation_sum=3032411
Round 4 | epoch=16, current m_iou=0.5176995304119382
Round 4 | Best m_IoU is: 0.518, OA is: 0.832 | val costTime=150.47464537620544
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.016 Acc=0.89 --- 4297.77 ms/batch
Step 00050750 L_out=0.005 Acc=0.70 ---32434.60 ms/batch
Step 00050800 L_out=0.012 Acc=0.71 ---58851.22 ms/batch
Step 00050850 L_out=0.008 Acc=0.85 ---85482.29 ms/batch
Step 00050900 L_out=0.100 Acc=0.94 ---112881.68 ms/batch
Step 00050950 L_out=0.011 Acc=0.85 ---140007.37 ms/batch
Step 00051000 L_out=0.189 Acc=0.89 ---166147.57 ms/batch
Step 00051050 L_out=0.003 Acc=0.91 ---192946.11 ms/batch
Step 00051100 L_out=0.004 Acc=0.83 ---219320.10 ms/batch
Step 00051150 L_out=0.010 Acc=0.76 ---245633.09 ms/batch
Step 00051200 L_out=0.013 Acc=0.87 ---272361.02 ms/batch
Step 00051250 L_out=0.020 Acc=0.83 ---299212.69 ms/batch
Step 00051300 L_out=0.020 Acc=0.75 ---325860.61 ms/batch
Step 00051350 L_out=0.004 Acc=0.90 ---352371.51 ms/batch
Round 4 | epoch=16, train costTime=357.2016031742096, | total_activation_sum=3062158
Round 4 | epoch=17, current m_iou=0.5100139518505624
Round 4 | Best m_IoU is: 0.518, OA is: 0.832 | val costTime=154.8441240787506
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.006 Acc=0.81 ---21824.71 ms/batch
Step 00051450 L_out=0.219 Acc=0.80 ---48450.00 ms/batch
Step 00051500 L_out=0.017 Acc=0.77 ---74469.57 ms/batch
Step 00051550 L_out=0.061 Acc=0.78 ---100789.91 ms/batch
Step 00051600 L_out=0.018 Acc=0.87 ---126870.68 ms/batch
Step 00051650 L_out=0.004 Acc=0.88 ---153642.14 ms/batch
Step 00051700 L_out=0.017 Acc=0.81 ---180563.69 ms/batch
Step 00051750 L_out=0.033 Acc=0.68 ---206519.43 ms/batch
Step 00051800 L_out=0.002 Acc=0.84 ---233048.59 ms/batch
Step 00051850 L_out=0.010 Acc=0.89 ---259767.92 ms/batch
Step 00051900 L_out=0.028 Acc=0.69 ---286546.47 ms/batch
Step 00051950 L_out=0.023 Acc=0.69 ---313701.82 ms/batch
Step 00052000 L_out=0.027 Acc=0.88 ---342586.30 ms/batch
Round 4 | epoch=17, train costTime=357.36886715888977, | total_activation_sum=2910844
Round 4 | epoch=18, current m_iou=0.5185461203525907
Round 4 | Best m_IoU is: 0.519, OA is: 0.826 | val costTime=165.53434491157532
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.006 Acc=0.84 ---12302.03 ms/batch
Step 00052100 L_out=0.026 Acc=0.87 ---36069.49 ms/batch
Step 00052150 L_out=0.005 Acc=0.81 ---60426.90 ms/batch
Step 00052200 L_out=0.010 Acc=0.84 ---84263.20 ms/batch
Step 00052250 L_out=0.013 Acc=0.77 ---108626.98 ms/batch
Step 00052300 L_out=0.023 Acc=0.77 ---131890.05 ms/batch
Step 00052350 L_out=0.019 Acc=0.84 ---155685.55 ms/batch
Step 00052400 L_out=0.014 Acc=0.81 ---179514.85 ms/batch
Step 00052450 L_out=0.011 Acc=0.84 ---203193.44 ms/batch
Step 00052500 L_out=0.113 Acc=0.80 ---226638.67 ms/batch
Step 00052550 L_out=0.013 Acc=0.81 ---250370.22 ms/batch
Step 00052600 L_out=0.005 Acc=0.91 ---274168.81 ms/batch
Step 00052650 L_out=0.006 Acc=0.86 ---297841.57 ms/batch
Round 4 | epoch=18, train costTime=318.1988534927368, | total_activation_sum=3204680
Round 4 | epoch=19, current m_iou=0.5286219878027192
Round 4 | Best m_IoU is: 0.529, OA is: 0.832 | val costTime=134.185387134552
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.039 Acc=0.62 --- 3506.34 ms/batch
Step 00052750 L_out=0.016 Acc=0.82 ---27294.55 ms/batch
Step 00052800 L_out=0.009 Acc=0.74 ---51214.15 ms/batch
Step 00052850 L_out=0.014 Acc=0.88 ---74412.78 ms/batch
Step 00052900 L_out=0.008 Acc=0.89 ---98713.80 ms/batch
Step 00052950 L_out=0.040 Acc=0.65 ---122539.56 ms/batch
Step 00053000 L_out=0.049 Acc=0.88 ---149650.02 ms/batch
Step 00053050 L_out=0.038 Acc=0.83 ---177671.08 ms/batch
Step 00053100 L_out=0.015 Acc=0.78 ---206502.32 ms/batch
Step 00053150 L_out=0.007 Acc=0.88 ---234141.32 ms/batch
Step 00053200 L_out=0.028 Acc=0.55 ---261156.80 ms/batch
Step 00053250 L_out=0.015 Acc=0.86 ---288755.67 ms/batch
Step 00053300 L_out=0.005 Acc=0.83 ---316497.26 ms/batch
Step 00053350 L_out=0.009 Acc=0.86 ---344182.11 ms/batch
Round 4 | epoch=19, train costTime=349.8526101112366, | total_activation_sum=2962568
Round 4 | epoch=20, current m_iou=0.532325094359589
Round 4 | Best m_IoU is: 0.532, OA is: 0.836 | val costTime=154.46501755714417
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.009 Acc=0.87 ---21795.41 ms/batch
Step 00053450 L_out=0.012 Acc=0.74 ---49077.37 ms/batch
Step 00053500 L_out=0.088 Acc=0.91 ---76787.59 ms/batch
Step 00053550 L_out=0.047 Acc=0.79 ---104351.17 ms/batch
Step 00053600 L_out=0.032 Acc=0.89 ---132394.50 ms/batch
Step 00053650 L_out=0.008 Acc=0.82 ---160217.29 ms/batch
Step 00053700 L_out=0.008 Acc=0.83 ---188038.59 ms/batch
Step 00053750 L_out=0.010 Acc=0.72 ---214648.07 ms/batch
Step 00053800 L_out=0.083 Acc=0.86 ---242317.01 ms/batch
Step 00053850 L_out=0.005 Acc=0.85 ---270731.56 ms/batch
Step 00053900 L_out=0.029 Acc=0.87 ---298165.59 ms/batch
Step 00053950 L_out=0.004 Acc=0.81 ---325905.27 ms/batch
Step 00054000 L_out=0.008 Acc=0.90 ---353273.72 ms/batch
Round 4 | epoch=20, train costTime=368.2935788631439, | total_activation_sum=3025237
Round 4 | epoch=21, current m_iou=0.5393735654213125
Round 4 | Best m_IoU is: 0.539, OA is: 0.837 | val costTime=157.43555212020874
Round 4 | ****EPOCH 21****
Step 00054050 L_out=0.006 Acc=0.92 ---13072.80 ms/batch
Step 00054100 L_out=0.019 Acc=0.87 ---40933.51 ms/batch
Step 00054150 L_out=0.009 Acc=0.90 ---68898.15 ms/batch
Step 00054200 L_out=0.002 Acc=0.72 ---96641.99 ms/batch
Step 00054250 L_out=0.011 Acc=0.82 ---124324.33 ms/batch
Step 00054300 L_out=0.008 Acc=0.87 ---151429.59 ms/batch
Step 00054350 L_out=0.005 Acc=0.82 ---178739.08 ms/batch
Step 00054400 L_out=0.008 Acc=0.81 ---207037.42 ms/batch
Step 00054450 L_out=0.006 Acc=0.66 ---234918.16 ms/batch
Step 00054500 L_out=0.008 Acc=0.89 ---263082.46 ms/batch
Step 00054550 L_out=0.010 Acc=0.77 ---290414.40 ms/batch
Step 00054600 L_out=0.051 Acc=0.89 ---317616.82 ms/batch
Step 00054650 L_out=0.007 Acc=0.79 ---344906.11 ms/batch
Round 4 | epoch=21, train costTime=368.6758041381836, | total_activation_sum=3152846
Round 4 | epoch=22, current m_iou=0.532323996115367
Round 4 | Best m_IoU is: 0.539, OA is: 0.837 | val costTime=152.48143482208252
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.047 Acc=0.93 --- 3063.80 ms/batch
Step 00054750 L_out=0.005 Acc=0.91 ---30121.75 ms/batch
Step 00054800 L_out=0.011 Acc=0.86 ---57449.08 ms/batch
Step 00054850 L_out=0.004 Acc=0.82 ---85038.81 ms/batch
Step 00054900 L_out=0.047 Acc=0.88 ---111932.02 ms/batch
Step 00054950 L_out=0.002 Acc=0.89 ---139985.00 ms/batch
Step 00055000 L_out=0.006 Acc=0.83 ---168467.14 ms/batch
Step 00055050 L_out=0.090 Acc=0.90 ---197231.61 ms/batch
Step 00055100 L_out=0.196 Acc=0.89 ---226003.94 ms/batch
Step 00055150 L_out=0.125 Acc=0.91 ---255409.05 ms/batch
Step 00055200 L_out=0.005 Acc=0.90 ---284442.76 ms/batch
Step 00055250 L_out=0.003 Acc=0.89 ---314851.08 ms/batch
Step 00055300 L_out=0.038 Acc=0.87 ---341917.40 ms/batch
Step 00055350 L_out=0.011 Acc=0.83 ---368831.46 ms/batch
Round 4 | epoch=22, train costTime=374.9771339893341, | total_activation_sum=2984539
Round 4 | epoch=23, current m_iou=0.5259285605992137
Round 4 | Best m_IoU is: 0.539, OA is: 0.837 | val costTime=160.89735078811646
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.018 Acc=0.82 ---21624.70 ms/batch
Step 00055450 L_out=0.024 Acc=0.84 ---49482.18 ms/batch
Step 00055500 L_out=0.004 Acc=0.87 ---77302.22 ms/batch
Step 00055550 L_out=0.004 Acc=0.86 ---105990.91 ms/batch
Step 00055600 L_out=0.006 Acc=0.83 ---133619.59 ms/batch
Step 00055650 L_out=0.006 Acc=0.91 ---161427.46 ms/batch
Step 00055700 L_out=0.055 Acc=0.80 ---188194.93 ms/batch
Step 00055750 L_out=0.008 Acc=0.80 ---215975.87 ms/batch
Step 00055800 L_out=0.026 Acc=0.73 ---242895.75 ms/batch
Step 00055850 L_out=0.054 Acc=0.92 ---270531.29 ms/batch
Step 00055900 L_out=0.009 Acc=0.77 ---298258.45 ms/batch
Step 00055950 L_out=0.007 Acc=0.75 ---325628.65 ms/batch
Step 00056000 L_out=0.003 Acc=0.90 ---353381.75 ms/batch
Round 4 | epoch=23, train costTime=369.31232213974, | total_activation_sum=3052588
Round 4 | epoch=24, current m_iou=0.5327740425284722
Round 4 | Best m_IoU is: 0.539, OA is: 0.837 | val costTime=158.08429265022278
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.002 Acc=0.69 ---12142.05 ms/batch
Step 00056100 L_out=0.006 Acc=0.87 ---40081.04 ms/batch
Step 00056150 L_out=0.003 Acc=0.87 ---67602.38 ms/batch
Step 00056200 L_out=0.011 Acc=0.93 ---95454.31 ms/batch
Step 00056250 L_out=0.002 Acc=0.95 ---123432.33 ms/batch
Step 00056300 L_out=0.018 Acc=0.92 ---150910.07 ms/batch
Step 00056350 L_out=0.009 Acc=0.89 ---178580.37 ms/batch
Step 00056400 L_out=0.010 Acc=0.89 ---205720.37 ms/batch
Step 00056450 L_out=0.034 Acc=0.85 ---234007.55 ms/batch
Step 00056500 L_out=0.008 Acc=0.92 ---261469.09 ms/batch
Step 00056550 L_out=0.005 Acc=0.67 ---289253.15 ms/batch
Step 00056600 L_out=0.056 Acc=0.93 ---316791.51 ms/batch
Step 00056650 L_out=0.024 Acc=0.89 ---343924.42 ms/batch
Round 4 | epoch=24, train costTime=368.98773860931396, | total_activation_sum=3026646
Round 4 | epoch=25, current m_iou=0.5261365312026516
Round 4 | Best m_IoU is: 0.539, OA is: 0.837 | val costTime=154.3566792011261
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.002 Acc=0.82 --- 2781.48 ms/batch
Step 00056750 L_out=0.059 Acc=0.88 ---30303.38 ms/batch
Step 00056800 L_out=0.010 Acc=0.92 ---58261.23 ms/batch
Step 00056850 L_out=0.008 Acc=0.84 ---85047.04 ms/batch
Step 00056900 L_out=0.080 Acc=0.59 ---112556.66 ms/batch
Step 00056950 L_out=0.004 Acc=0.87 ---140375.14 ms/batch
Step 00057000 L_out=0.005 Acc=0.91 ---169060.45 ms/batch
Step 00057050 L_out=0.011 Acc=0.81 ---196342.40 ms/batch
Step 00057100 L_out=0.003 Acc=0.91 ---224714.41 ms/batch
Step 00057150 L_out=0.003 Acc=0.80 ---251801.59 ms/batch
Step 00057200 L_out=0.067 Acc=0.62 ---279655.41 ms/batch
Step 00057250 L_out=0.051 Acc=0.80 ---309870.57 ms/batch
Step 00057300 L_out=0.029 Acc=0.86 ---338777.39 ms/batch
Step 00057350 L_out=0.011 Acc=0.81 ---369215.52 ms/batch
Round 4 | epoch=25, train costTime=375.44129371643066, | total_activation_sum=3087546
Round 4 | epoch=26, current m_iou=0.5209150449655728
Round 4 | Best m_IoU is: 0.539, OA is: 0.837 | val costTime=164.09716248512268
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.003 Acc=0.88 ---20856.57 ms/batch
Step 00057450 L_out=0.016 Acc=0.86 ---49276.77 ms/batch
Step 00057500 L_out=0.004 Acc=0.91 ---76749.19 ms/batch
Step 00057550 L_out=0.019 Acc=0.77 ---105186.33 ms/batch
Step 00057600 L_out=0.004 Acc=0.91 ---133194.62 ms/batch
Step 00057650 L_out=0.069 Acc=0.91 ---160733.60 ms/batch
Step 00057700 L_out=0.023 Acc=0.83 ---188418.46 ms/batch
Step 00057750 L_out=0.117 Acc=0.86 ---216479.38 ms/batch
Step 00057800 L_out=0.003 Acc=0.94 ---244715.50 ms/batch
Step 00057850 L_out=0.074 Acc=0.88 ---271227.42 ms/batch
Step 00057900 L_out=0.004 Acc=0.88 ---294498.46 ms/batch
Step 00057950 L_out=0.026 Acc=0.88 ---318046.92 ms/batch
Step 00058000 L_out=0.016 Acc=0.82 ---341444.92 ms/batch
Round 4 | epoch=26, train costTime=355.0243892669678, | total_activation_sum=3037659
Round 4 | epoch=27, current m_iou=0.5244737584919907
Round 4 | Best m_IoU is: 0.539, OA is: 0.837 | val costTime=131.01675510406494
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.026 Acc=0.81 ---10034.64 ms/batch
Step 00058100 L_out=0.004 Acc=0.90 ---33917.36 ms/batch
Step 00058150 L_out=0.009 Acc=0.91 ---57672.20 ms/batch
Step 00058200 L_out=0.009 Acc=0.87 ---81383.62 ms/batch
Step 00058250 L_out=0.007 Acc=0.82 ---107081.57 ms/batch
Step 00058300 L_out=0.002 Acc=0.85 ---130980.29 ms/batch
Step 00058350 L_out=0.002 Acc=0.89 ---154742.01 ms/batch
Step 00058400 L_out=0.005 Acc=0.87 ---179916.04 ms/batch
Step 00058450 L_out=0.003 Acc=0.89 ---203642.67 ms/batch
Step 00058500 L_out=0.003 Acc=0.93 ---227220.35 ms/batch
Step 00058550 L_out=0.065 Acc=0.87 ---251329.41 ms/batch
Step 00058600 L_out=0.011 Acc=0.61 ---275298.55 ms/batch
Step 00058650 L_out=0.010 Acc=0.83 ---299752.91 ms/batch
Round 4 | epoch=27, train costTime=325.3445131778717, | total_activation_sum=3122454
Round 4 | epoch=28, current m_iou=0.533700887758161
Round 4 | Best m_IoU is: 0.539, OA is: 0.837 | val costTime=158.26134371757507
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.005 Acc=0.90 --- 2209.67 ms/batch
Step 00058750 L_out=0.021 Acc=0.84 ---30211.24 ms/batch
Step 00058800 L_out=0.014 Acc=0.84 ---57109.32 ms/batch
Step 00058850 L_out=0.006 Acc=0.92 ---84944.18 ms/batch
Step 00058900 L_out=0.019 Acc=0.83 ---112513.36 ms/batch
Step 00058950 L_out=0.008 Acc=0.83 ---139999.00 ms/batch
Step 00059000 L_out=0.013 Acc=0.78 ---167321.96 ms/batch
Step 00059050 L_out=0.021 Acc=0.82 ---195136.87 ms/batch
Step 00059100 L_out=0.009 Acc=0.83 ---223213.98 ms/batch
Step 00059150 L_out=0.005 Acc=0.90 ---250393.53 ms/batch
Step 00059200 L_out=0.057 Acc=0.83 ---277990.44 ms/batch
Step 00059250 L_out=0.023 Acc=0.80 ---305663.12 ms/batch
Step 00059300 L_out=0.005 Acc=0.85 ---334061.71 ms/batch
Step 00059350 L_out=0.109 Acc=0.89 ---360908.93 ms/batch
Round 4 | epoch=28, train costTime=367.98490619659424, | total_activation_sum=2972108
Round 4 | epoch=29, current m_iou=0.5352667496709027
Round 4 | Best m_IoU is: 0.539, OA is: 0.837 | val costTime=157.81529092788696
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.004 Acc=0.89 ---20486.90 ms/batch
Step 00059450 L_out=0.009 Acc=0.84 ---48119.69 ms/batch
Step 00059500 L_out=0.004 Acc=0.94 ---75914.26 ms/batch
Step 00059550 L_out=0.001 Acc=0.83 ---103563.40 ms/batch
Step 00059600 L_out=0.036 Acc=0.80 ---131264.47 ms/batch
Step 00059650 L_out=0.003 Acc=0.81 ---159516.26 ms/batch
Step 00059700 L_out=0.050 Acc=0.92 ---187430.31 ms/batch
Step 00059750 L_out=0.059 Acc=0.81 ---214814.21 ms/batch
Step 00059800 L_out=0.008 Acc=0.86 ---242889.38 ms/batch
Step 00059850 L_out=0.005 Acc=0.92 ---270170.45 ms/batch
Step 00059900 L_out=0.009 Acc=0.88 ---298702.10 ms/batch
Step 00059950 L_out=0.005 Acc=0.86 ---325728.48 ms/batch
Step 00060000 L_out=0.014 Acc=0.71 ---352861.67 ms/batch
Round 4 | epoch=29, train costTime=369.0809979438782, | total_activation_sum=3036975
Round 4 | epoch=30, current m_iou=0.5339233435612193
Round 4 | Best m_IoU is: 0.539, OA is: 0.837 | val costTime=157.00125002861023
Round 4 | ****EPOCH 30****
Round 5 | ****EPOCH 0****
Step 00060050 L_out=0.011 Acc=0.92 ---11501.37 ms/batch
Step 00060100 L_out=0.129 Acc=0.42 ---39456.29 ms/batch
Step 00060150 L_out=0.038 Acc=0.64 ---67502.13 ms/batch
Step 00060200 L_out=0.019 Acc=0.52 ---95732.35 ms/batch
Step 00060250 L_out=0.185 Acc=0.25 ---123145.41 ms/batch
Step 00060300 L_out=0.044 Acc=0.44 ---151071.71 ms/batch
Step 00060350 L_out=0.178 Acc=0.47 ---179381.82 ms/batch
Step 00060400 L_out=0.065 Acc=0.44 ---206529.08 ms/batch
Step 00060450 L_out=0.028 Acc=0.66 ---233757.77 ms/batch
Step 00060500 L_out=0.024 Acc=0.70 ---262993.26 ms/batch
Step 00060550 L_out=0.243 Acc=0.88 ---292890.21 ms/batch
Step 00060600 L_out=0.027 Acc=0.59 ---325035.86 ms/batch
Step 00060650 L_out=0.031 Acc=0.72 ---358619.18 ms/batch
Round 5 | epoch=0, train costTime=386.9756398200989, | total_activation_sum=3413396
Round 5 | epoch=1, current m_iou=0.4929003197123434
Round 5 | Best m_IoU is: 0.493, OA is: 0.821 | val costTime=183.63213276863098
Round 5 | ****EPOCH 1****
Step 00060700 L_out=0.015 Acc=0.80 --- 1595.49 ms/batch
Step 00060750 L_out=0.019 Acc=0.62 ---30414.36 ms/batch
Step 00060800 L_out=0.060 Acc=0.59 ---59316.63 ms/batch
Step 00060850 L_out=0.014 Acc=0.55 ---87386.57 ms/batch
Step 00060900 L_out=0.038 Acc=0.54 ---114476.65 ms/batch
Step 00060950 L_out=0.320 Acc=0.80 ---142025.50 ms/batch
Step 00061000 L_out=0.028 Acc=0.86 ---170117.08 ms/batch
Step 00061050 L_out=0.003 Acc=0.85 ---198408.34 ms/batch
Step 00061100 L_out=0.267 Acc=0.80 ---227525.46 ms/batch
Step 00061150 L_out=0.015 Acc=0.79 ---257675.74 ms/batch
Step 00061200 L_out=0.112 Acc=0.56 ---286634.13 ms/batch
Step 00061250 L_out=0.075 Acc=0.80 ---317061.52 ms/batch
Step 00061300 L_out=0.009 Acc=0.68 ---346585.62 ms/batch
Step 00061350 L_out=0.017 Acc=0.83 ---376459.16 ms/batch
Round 5 | epoch=1, train costTime=385.21938395500183, | total_activation_sum=3260770
Round 5 | epoch=2, current m_iou=0.4287384842948999
Round 5 | Best m_IoU is: 0.493, OA is: 0.821 | val costTime=174.41616296768188
Round 5 | ****EPOCH 2****
Step 00061400 L_out=0.004 Acc=0.64 ---21186.25 ms/batch
Step 00061450 L_out=0.050 Acc=0.68 ---50656.40 ms/batch
Step 00061500 L_out=0.051 Acc=0.83 ---77556.65 ms/batch
Step 00061550 L_out=0.029 Acc=0.74 ---106869.65 ms/batch
Step 00061600 L_out=0.009 Acc=0.82 ---136511.16 ms/batch
Step 00061650 L_out=0.012 Acc=0.80 ---166710.06 ms/batch
Step 00061700 L_out=0.057 Acc=0.88 ---196667.74 ms/batch
Step 00061750 L_out=0.012 Acc=0.79 ---225740.24 ms/batch
Step 00061800 L_out=0.060 Acc=0.78 ---256095.50 ms/batch
Step 00061850 L_out=0.078 Acc=0.58 ---286261.41 ms/batch
Step 00061900 L_out=0.042 Acc=0.73 ---316414.93 ms/batch
Step 00061950 L_out=0.032 Acc=0.76 ---345471.72 ms/batch
Step 00062000 L_out=0.292 Acc=0.88 ---375310.74 ms/batch
Round 5 | epoch=2, train costTime=393.5435471534729, | total_activation_sum=3378553
Round 5 | epoch=3, current m_iou=0.42370223542044605
Round 5 | Best m_IoU is: 0.493, OA is: 0.821 | val costTime=172.63616633415222
Round 5 | ****EPOCH 3****
Step 00062050 L_out=0.007 Acc=0.68 ---10826.01 ms/batch
Step 00062100 L_out=0.023 Acc=0.67 ---40194.94 ms/batch
Step 00062150 L_out=0.013 Acc=0.57 ---70521.32 ms/batch
Step 00062200 L_out=0.096 Acc=0.64 ---99586.69 ms/batch
Step 00062250 L_out=0.010 Acc=0.77 ---128528.58 ms/batch
Step 00062300 L_out=0.021 Acc=0.90 ---157731.00 ms/batch
Step 00062350 L_out=0.042 Acc=0.75 ---187275.38 ms/batch
Step 00062400 L_out=0.104 Acc=0.88 ---217340.06 ms/batch
Step 00062450 L_out=0.015 Acc=0.90 ---247359.88 ms/batch
Step 00062500 L_out=0.004 Acc=0.82 ---277108.38 ms/batch
Step 00062550 L_out=0.005 Acc=0.84 ---306159.26 ms/batch
Step 00062600 L_out=0.036 Acc=0.71 ---337769.03 ms/batch
Step 00062650 L_out=0.016 Acc=0.85 ---369927.92 ms/batch
Round 5 | epoch=3, train costTime=396.08234667778015, | total_activation_sum=3199035
Round 5 | epoch=4, current m_iou=0.4908098190516465
Round 5 | Best m_IoU is: 0.493, OA is: 0.821 | val costTime=191.83064770698547
Round 5 | ****EPOCH 4****
Step 00062700 L_out=0.071 Acc=0.70 --- 1098.29 ms/batch
Step 00062750 L_out=0.058 Acc=0.87 ---30695.44 ms/batch
Step 00062800 L_out=0.011 Acc=0.90 ---60372.73 ms/batch
Step 00062850 L_out=0.005 Acc=0.86 ---90035.49 ms/batch
Step 00062900 L_out=0.030 Acc=0.73 ---119040.83 ms/batch
Step 00062950 L_out=0.008 Acc=0.80 ---148446.78 ms/batch
Step 00063000 L_out=0.015 Acc=0.82 ---178599.73 ms/batch
Step 00063050 L_out=0.032 Acc=0.74 ---208354.82 ms/batch
Step 00063100 L_out=0.050 Acc=0.75 ---237932.73 ms/batch
Step 00063150 L_out=0.004 Acc=0.83 ---267999.95 ms/batch
Step 00063200 L_out=0.016 Acc=0.68 ---297327.31 ms/batch
Step 00063250 L_out=0.014 Acc=0.77 ---326895.86 ms/batch
Step 00063300 L_out=0.032 Acc=0.85 ---356689.44 ms/batch
Step 00063350 L_out=0.003 Acc=0.87 ---386119.61 ms/batch
Round 5 | epoch=4, train costTime=395.0116717815399, | total_activation_sum=3298917
Round 5 | epoch=5, current m_iou=0.4877991856093992
Round 5 | Best m_IoU is: 0.493, OA is: 0.821 | val costTime=167.228257894516
Round 5 | ****EPOCH 5****
Step 00063400 L_out=0.056 Acc=0.69 ---20736.58 ms/batch
Step 00063450 L_out=0.001 Acc=0.96 ---49619.46 ms/batch
Step 00063500 L_out=0.019 Acc=0.89 ---79289.59 ms/batch
Step 00063550 L_out=0.035 Acc=0.80 ---107028.95 ms/batch
Step 00063600 L_out=0.014 Acc=0.86 ---136104.88 ms/batch
Step 00063650 L_out=0.019 Acc=0.67 ---163492.35 ms/batch
Step 00063700 L_out=0.016 Acc=0.85 ---189430.19 ms/batch
Step 00063750 L_out=0.036 Acc=0.88 ---215127.87 ms/batch
Step 00063800 L_out=0.017 Acc=0.79 ---242549.35 ms/batch
Step 00063850 L_out=0.010 Acc=0.80 ---271679.36 ms/batch
Step 00063900 L_out=0.006 Acc=0.78 ---301219.55 ms/batch
Step 00063950 L_out=0.030 Acc=0.91 ---330502.36 ms/batch
Step 00064000 L_out=0.023 Acc=0.87 ---360610.89 ms/batch
Round 5 | epoch=5, train costTime=379.69933438301086, | total_activation_sum=3245963
Round 5 | epoch=6, current m_iou=0.49342042432224575
Round 5 | Best m_IoU is: 0.493, OA is: 0.813 | val costTime=167.91449356079102
Round 5 | ****EPOCH 6****
Step 00064050 L_out=0.028 Acc=0.73 ---10716.58 ms/batch
Step 00064100 L_out=0.277 Acc=0.89 ---40026.02 ms/batch
Step 00064150 L_out=0.017 Acc=0.75 ---70230.16 ms/batch
Step 00064200 L_out=0.099 Acc=0.74 ---99983.51 ms/batch
Step 00064250 L_out=0.021 Acc=0.81 ---129213.56 ms/batch
Step 00064300 L_out=0.032 Acc=0.82 ---159172.94 ms/batch
Step 00064350 L_out=0.046 Acc=0.74 ---188286.07 ms/batch
Step 00064400 L_out=0.052 Acc=0.76 ---218314.03 ms/batch
Step 00064450 L_out=0.021 Acc=0.82 ---248207.69 ms/batch
Step 00064500 L_out=0.035 Acc=0.87 ---277969.42 ms/batch
Step 00064550 L_out=0.015 Acc=0.83 ---306647.39 ms/batch
Step 00064600 L_out=0.009 Acc=0.67 ---334996.59 ms/batch
Step 00064650 L_out=0.031 Acc=0.76 ---364190.14 ms/batch
Round 5 | epoch=6, train costTime=394.7103216648102, | total_activation_sum=3317621
Round 5 | epoch=7, current m_iou=0.45975766039539623
Round 5 | Best m_IoU is: 0.493, OA is: 0.813 | val costTime=183.73667883872986
Round 5 | ****EPOCH 7****
Step 00064700 L_out=0.002 Acc=0.79 ---  559.41 ms/batch
Step 00064750 L_out=0.009 Acc=0.79 ---29122.26 ms/batch
Step 00064800 L_out=0.010 Acc=0.84 ---57046.88 ms/batch
Step 00064850 L_out=0.010 Acc=0.74 ---87311.08 ms/batch
Step 00064900 L_out=0.018 Acc=0.87 ---114471.35 ms/batch
Step 00064950 L_out=0.169 Acc=0.88 ---142771.33 ms/batch
Step 00065000 L_out=0.059 Acc=0.82 ---171859.09 ms/batch
Step 00065050 L_out=0.005 Acc=0.68 ---201784.20 ms/batch
Step 00065100 L_out=2.831 Acc=0.64 ---232085.24 ms/batch
Step 00065150 L_out=0.048 Acc=0.78 ---261763.66 ms/batch
Step 00065200 L_out=0.034 Acc=0.88 ---291831.19 ms/batch
Step 00065250 L_out=0.032 Acc=0.84 ---321649.86 ms/batch
Step 00065300 L_out=0.009 Acc=0.90 ---351560.56 ms/batch
Step 00065350 L_out=0.006 Acc=0.82 ---381222.13 ms/batch
Round 5 | epoch=7, train costTime=390.50008177757263, | total_activation_sum=3215493
Round 5 | epoch=8, current m_iou=0.4757136896634051
Round 5 | Best m_IoU is: 0.493, OA is: 0.813 | val costTime=152.62401175498962
Round 5 | ****EPOCH 8****
Step 00065400 L_out=0.010 Acc=0.77 ---17260.04 ms/batch
Step 00065450 L_out=0.050 Acc=0.78 ---42530.90 ms/batch
Step 00065500 L_out=0.012 Acc=0.87 ---67935.25 ms/batch
Step 00065550 L_out=0.012 Acc=0.80 ---93328.16 ms/batch
Step 00065600 L_out=0.013 Acc=0.72 ---118651.28 ms/batch
Step 00065650 L_out=0.024 Acc=0.90 ---144491.86 ms/batch
Step 00065700 L_out=0.005 Acc=0.82 ---169689.96 ms/batch
Step 00065750 L_out=0.020 Acc=0.82 ---195038.15 ms/batch
Step 00065800 L_out=0.005 Acc=0.82 ---220359.14 ms/batch
Step 00065850 L_out=0.034 Acc=0.81 ---245336.26 ms/batch
Step 00065900 L_out=0.027 Acc=0.83 ---270071.23 ms/batch
Step 00065950 L_out=0.010 Acc=0.89 ---294804.60 ms/batch
Step 00066000 L_out=0.004 Acc=0.88 ---319864.70 ms/batch
Round 5 | epoch=8, train costTime=336.8185770511627, | total_activation_sum=3408374
Round 5 | epoch=9, current m_iou=0.4944782981146421
Round 5 | Best m_IoU is: 0.494, OA is: 0.803 | val costTime=141.47638249397278
Round 5 | ****EPOCH 9****
Step 00066050 L_out=0.009 Acc=0.83 --- 8565.92 ms/batch
Step 00066100 L_out=0.013 Acc=0.73 ---33892.38 ms/batch
Step 00066150 L_out=0.026 Acc=0.85 ---58733.55 ms/batch
Step 00066200 L_out=0.003 Acc=0.80 ---84140.29 ms/batch
Step 00066250 L_out=0.002 Acc=0.66 ---109029.81 ms/batch
Step 00066300 L_out=0.003 Acc=0.74 ---134221.80 ms/batch
Step 00066350 L_out=0.003 Acc=0.86 ---159837.04 ms/batch
Step 00066400 L_out=0.022 Acc=0.89 ---185608.33 ms/batch
Step 00066450 L_out=0.029 Acc=0.70 ---210662.97 ms/batch
Step 00066500 L_out=0.013 Acc=0.78 ---236159.95 ms/batch
Step 00066550 L_out=0.014 Acc=0.90 ---261782.00 ms/batch
Step 00066600 L_out=0.007 Acc=0.82 ---286894.73 ms/batch
Step 00066650 L_out=0.053 Acc=0.73 ---311850.84 ms/batch
Step 00066700 L_out=0.006 Acc=0.88 ---337082.80 ms/batch
Round 5 | epoch=9, train costTime=337.08291006088257, | total_activation_sum=3270692
Round 5 | epoch=10, current m_iou=0.5358305190488233
Round 5 | Best m_IoU is: 0.536, OA is: 0.831 | val costTime=142.2130753993988
Round 5 | ****EPOCH 10****
Step 00066750 L_out=0.033 Acc=0.87 ---25757.31 ms/batch
Step 00066800 L_out=0.104 Acc=0.75 ---51413.38 ms/batch
Step 00066850 L_out=0.008 Acc=0.77 ---77393.68 ms/batch
Step 00066900 L_out=0.012 Acc=0.92 ---103037.63 ms/batch
Step 00066950 L_out=0.007 Acc=0.82 ---128736.31 ms/batch
Step 00067000 L_out=0.003 Acc=0.83 ---154692.02 ms/batch
Step 00067050 L_out=0.035 Acc=0.79 ---180172.96 ms/batch
Step 00067100 L_out=0.015 Acc=0.88 ---205484.46 ms/batch
Step 00067150 L_out=0.190 Acc=0.82 ---231060.14 ms/batch
Step 00067200 L_out=0.011 Acc=0.79 ---256459.96 ms/batch
Step 00067250 L_out=0.006 Acc=0.85 ---281931.60 ms/batch
Step 00067300 L_out=0.005 Acc=0.84 ---307152.50 ms/batch
Step 00067350 L_out=0.027 Acc=0.83 ---332597.11 ms/batch
Round 5 | epoch=10, train costTime=341.2093720436096, | total_activation_sum=3340281
Round 5 | epoch=11, current m_iou=0.5340864501901832
Round 5 | Best m_IoU is: 0.536, OA is: 0.831 | val costTime=150.01020908355713
Round 5 | ****EPOCH 11****
Step 00067400 L_out=0.017 Acc=0.86 ---16675.36 ms/batch
Step 00067450 L_out=0.052 Acc=0.80 ---41832.08 ms/batch
Step 00067500 L_out=0.013 Acc=0.89 ---67183.93 ms/batch
Step 00067550 L_out=0.007 Acc=0.85 ---92162.06 ms/batch
Step 00067600 L_out=0.004 Acc=0.88 ---117346.70 ms/batch
Step 00067650 L_out=0.015 Acc=0.76 ---142656.26 ms/batch
Step 00067700 L_out=0.017 Acc=0.80 ---167898.77 ms/batch
Step 00067750 L_out=0.006 Acc=0.89 ---192975.29 ms/batch
Step 00067800 L_out=0.051 Acc=0.88 ---218387.23 ms/batch
Step 00067850 L_out=0.087 Acc=0.90 ---244095.05 ms/batch
Step 00067900 L_out=0.020 Acc=0.83 ---269430.49 ms/batch
Step 00067950 L_out=0.008 Acc=0.87 ---294545.16 ms/batch
Step 00068000 L_out=0.021 Acc=0.75 ---319879.40 ms/batch
Round 5 | epoch=11, train costTime=336.8619363307953, | total_activation_sum=3235643
Round 5 | epoch=12, current m_iou=0.529908771199742
Round 5 | Best m_IoU is: 0.536, OA is: 0.831 | val costTime=142.6200737953186
Round 5 | ****EPOCH 12****
Step 00068050 L_out=0.006 Acc=0.87 --- 7965.32 ms/batch
Step 00068100 L_out=0.043 Acc=0.82 ---33771.95 ms/batch
Step 00068150 L_out=0.043 Acc=0.63 ---58979.90 ms/batch
Step 00068200 L_out=0.004 Acc=0.84 ---83905.62 ms/batch
Step 00068250 L_out=0.016 Acc=0.82 ---108741.21 ms/batch
Step 00068300 L_out=0.003 Acc=0.82 ---134480.01 ms/batch
Step 00068350 L_out=0.027 Acc=0.87 ---160176.32 ms/batch
Step 00068400 L_out=0.034 Acc=0.87 ---185652.53 ms/batch
Step 00068450 L_out=0.015 Acc=0.79 ---210694.47 ms/batch
Step 00068500 L_out=0.012 Acc=0.92 ---235965.39 ms/batch
Step 00068550 L_out=0.002 Acc=0.85 ---261638.12 ms/batch
Step 00068600 L_out=0.003 Acc=0.74 ---286827.42 ms/batch
Step 00068650 L_out=0.049 Acc=0.75 ---312352.75 ms/batch
Step 00068700 L_out=0.002 Acc=0.81 ---337893.72 ms/batch
Round 5 | epoch=12, train costTime=338.39131116867065, | total_activation_sum=3264756
Round 5 | epoch=13, current m_iou=0.5506105723816104
Round 5 | Best m_IoU is: 0.551, OA is: 0.841 | val costTime=158.47553253173828
Round 5 | ****EPOCH 13****
Step 00068750 L_out=0.004 Acc=0.91 ---24763.08 ms/batch
Step 00068800 L_out=0.057 Acc=0.87 ---49808.90 ms/batch
Step 00068850 L_out=0.001 Acc=0.79 ---74879.55 ms/batch
Step 00068900 L_out=0.033 Acc=0.77 ---99582.16 ms/batch
Step 00068950 L_out=0.065 Acc=0.70 ---125061.70 ms/batch
Step 00069000 L_out=0.018 Acc=0.85 ---150727.40 ms/batch
Step 00069050 L_out=0.060 Acc=0.81 ---175858.42 ms/batch
Step 00069100 L_out=0.020 Acc=0.87 ---201391.86 ms/batch
Step 00069150 L_out=0.009 Acc=0.85 ---227330.39 ms/batch
Step 00069200 L_out=0.106 Acc=0.98 ---253189.04 ms/batch
Step 00069250 L_out=0.168 Acc=0.83 ---278985.10 ms/batch
Step 00069300 L_out=0.017 Acc=0.80 ---304597.25 ms/batch
Step 00069350 L_out=0.016 Acc=0.77 ---330309.47 ms/batch
Round 5 | epoch=13, train costTime=339.5336334705353, | total_activation_sum=3243977
Round 5 | epoch=14, current m_iou=0.5276483586327336
Round 5 | Best m_IoU is: 0.551, OA is: 0.841 | val costTime=147.2438817024231
Round 5 | ****EPOCH 14****
Step 00069400 L_out=0.004 Acc=0.86 ---16129.03 ms/batch
Step 00069450 L_out=0.030 Acc=0.71 ---41398.02 ms/batch
Step 00069500 L_out=0.006 Acc=0.93 ---66676.04 ms/batch
Step 00069550 L_out=0.148 Acc=0.93 ---92136.75 ms/batch
Step 00069600 L_out=0.166 Acc=0.83 ---117605.36 ms/batch
Step 00069650 L_out=0.018 Acc=0.84 ---143044.90 ms/batch
Step 00069700 L_out=0.005 Acc=0.85 ---168032.07 ms/batch
Step 00069750 L_out=0.012 Acc=0.89 ---193104.22 ms/batch
Step 00069800 L_out=0.024 Acc=0.86 ---218210.35 ms/batch
Step 00069850 L_out=0.028 Acc=0.79 ---243794.40 ms/batch
Step 00069900 L_out=0.012 Acc=0.85 ---268866.91 ms/batch
Step 00069950 L_out=0.029 Acc=0.80 ---294660.71 ms/batch
Step 00070000 L_out=0.003 Acc=0.87 ---320917.25 ms/batch
Round 5 | epoch=14, train costTime=338.48438262939453, | total_activation_sum=3273484
Round 5 | epoch=15, current m_iou=0.50101288611159
Round 5 | Best m_IoU is: 0.551, OA is: 0.841 | val costTime=141.56588411331177
Round 5 | ****EPOCH 15****
Step 00070050 L_out=0.006 Acc=0.88 ---11839.79 ms/batch
Step 00070100 L_out=0.011 Acc=0.82 ---37009.46 ms/batch
Step 00070150 L_out=0.092 Acc=0.72 ---62292.31 ms/batch
Step 00070200 L_out=0.013 Acc=0.87 ---87728.67 ms/batch
Step 00070250 L_out=0.007 Acc=0.86 ---112886.75 ms/batch
Step 00070300 L_out=0.001 Acc=0.87 ---138434.53 ms/batch
Step 00070350 L_out=0.366 Acc=0.88 ---163523.31 ms/batch
Step 00070400 L_out=0.003 Acc=0.91 ---188793.61 ms/batch
Step 00070450 L_out=0.153 Acc=0.87 ---214977.67 ms/batch
Step 00070500 L_out=0.030 Acc=0.80 ---248652.46 ms/batch
Step 00070550 L_out=0.013 Acc=0.82 ---274222.96 ms/batch
Step 00070600 L_out=0.012 Acc=0.94 ---299112.92 ms/batch
Step 00070650 L_out=0.003 Acc=0.89 ---324407.57 ms/batch
Step 00070700 L_out=0.016 Acc=0.80 ---349688.22 ms/batch
Round 5 | epoch=15, train costTime=350.74476146698, | total_activation_sum=3235351
Round 5 | epoch=16, current m_iou=0.5214420613589525
Round 5 | Best m_IoU is: 0.551, OA is: 0.841 | val costTime=161.1937391757965
Round 5 | ****EPOCH 16****
Step 00070750 L_out=0.031 Acc=0.80 ---24630.67 ms/batch
Step 00070800 L_out=0.016 Acc=0.69 ---49991.73 ms/batch
Step 00070850 L_out=0.028 Acc=0.88 ---75056.31 ms/batch
Step 00070900 L_out=0.029 Acc=0.82 ---100099.32 ms/batch
Step 00070950 L_out=0.017 Acc=0.91 ---125203.12 ms/batch
Step 00071000 L_out=0.005 Acc=0.74 ---150386.56 ms/batch
Step 00071050 L_out=0.012 Acc=0.89 ---176621.22 ms/batch
Step 00071100 L_out=0.006 Acc=0.84 ---210235.26 ms/batch
Step 00071150 L_out=0.155 Acc=0.91 ---235601.26 ms/batch
Step 00071200 L_out=0.005 Acc=0.77 ---260955.66 ms/batch
Step 00071250 L_out=0.019 Acc=0.81 ---285754.61 ms/batch
Step 00071300 L_out=0.080 Acc=0.92 ---311865.20 ms/batch
Step 00071350 L_out=0.008 Acc=0.80 ---336662.14 ms/batch
Round 5 | epoch=16, train costTime=346.71735882759094, | total_activation_sum=3375108
Round 5 | epoch=17, current m_iou=0.5331089473749884
Round 5 | Best m_IoU is: 0.551, OA is: 0.841 | val costTime=147.4097123146057
Round 5 | ****EPOCH 17****
Step 00071400 L_out=0.012 Acc=0.81 ---16065.83 ms/batch
Step 00071450 L_out=0.007 Acc=0.75 ---41752.89 ms/batch
Step 00071500 L_out=0.010 Acc=0.90 ---67242.03 ms/batch
Step 00071550 L_out=0.005 Acc=0.96 ---92326.93 ms/batch
Step 00071600 L_out=0.087 Acc=0.91 ---117541.92 ms/batch
Step 00071650 L_out=0.005 Acc=0.81 ---142757.52 ms/batch
Step 00071700 L_out=0.014 Acc=0.88 ---167552.40 ms/batch
Step 00071750 L_out=0.005 Acc=0.87 ---192771.78 ms/batch
Step 00071800 L_out=0.014 Acc=0.77 ---218163.24 ms/batch
Step 00071850 L_out=0.032 Acc=0.83 ---242776.49 ms/batch
Step 00071900 L_out=0.008 Acc=0.77 ---268045.58 ms/batch
Step 00071950 L_out=0.012 Acc=0.82 ---293354.89 ms/batch
Step 00072000 L_out=0.048 Acc=0.79 ---318372.28 ms/batch
Round 5 | epoch=17, train costTime=336.43129658699036, | total_activation_sum=3219131
Round 5 | epoch=18, current m_iou=0.5427442367584614
Round 5 | Best m_IoU is: 0.551, OA is: 0.841 | val costTime=151.94448947906494
Round 5 | ****EPOCH 18****
Step 00072050 L_out=0.081 Acc=0.97 --- 7972.90 ms/batch
Step 00072100 L_out=0.005 Acc=0.69 ---35727.66 ms/batch
Step 00072150 L_out=0.022 Acc=0.90 ---63456.78 ms/batch
Step 00072200 L_out=0.016 Acc=0.79 ---91765.84 ms/batch
Step 00072250 L_out=0.006 Acc=0.72 ---119269.44 ms/batch
Step 00072300 L_out=0.012 Acc=0.87 ---144518.61 ms/batch
Step 00072350 L_out=0.012 Acc=0.89 ---169652.71 ms/batch
Step 00072400 L_out=0.045 Acc=0.85 ---194804.15 ms/batch
Step 00072450 L_out=0.026 Acc=0.84 ---220761.07 ms/batch
Step 00072500 L_out=0.001 Acc=0.85 ---248694.74 ms/batch
Step 00072550 L_out=0.004 Acc=0.94 ---276718.23 ms/batch
Step 00072600 L_out=0.004 Acc=0.86 ---302770.80 ms/batch
Step 00072650 L_out=0.019 Acc=0.85 ---329166.35 ms/batch
Step 00072700 L_out=0.044 Acc=0.87 ---357361.18 ms/batch
Round 5 | epoch=18, train costTime=359.06396222114563, | total_activation_sum=3349452
Round 5 | epoch=19, current m_iou=0.5529263065279812
Round 5 | Best m_IoU is: 0.553, OA is: 0.847 | val costTime=162.9591543674469
Round 5 | ****EPOCH 19****
Step 00072750 L_out=0.010 Acc=0.86 ---25875.00 ms/batch
Step 00072800 L_out=0.007 Acc=0.83 ---54011.90 ms/batch
Step 00072850 L_out=0.102 Acc=0.87 ---80174.47 ms/batch
Step 00072900 L_out=0.008 Acc=0.92 ---105260.76 ms/batch
Step 00072950 L_out=0.002 Acc=0.78 ---130515.86 ms/batch
Step 00073000 L_out=0.010 Acc=0.93 ---155723.54 ms/batch
Step 00073050 L_out=0.004 Acc=0.92 ---181602.46 ms/batch
Step 00073100 L_out=0.007 Acc=0.88 ---209461.71 ms/batch
Step 00073150 L_out=0.003 Acc=0.80 ---237827.03 ms/batch
Step 00073200 L_out=0.023 Acc=0.78 ---264830.40 ms/batch
Step 00073250 L_out=0.024 Acc=0.87 ---290323.14 ms/batch
Step 00073300 L_out=0.001 Acc=0.84 ---317430.76 ms/batch
Step 00073350 L_out=0.001 Acc=0.74 ---345355.74 ms/batch
Round 5 | epoch=19, train costTime=356.7388770580292, | total_activation_sum=3230240
Round 5 | epoch=20, current m_iou=0.5522615755984441
Round 5 | Best m_IoU is: 0.553, OA is: 0.847 | val costTime=169.94570088386536
Round 5 | ****EPOCH 20****
Step 00073400 L_out=0.006 Acc=0.79 ---17195.05 ms/batch
Step 00073450 L_out=0.004 Acc=0.92 ---44895.24 ms/batch
Step 00073500 L_out=0.005 Acc=0.90 ---70778.67 ms/batch
Step 00073550 L_out=0.004 Acc=0.90 ---99434.87 ms/batch
Step 00073600 L_out=0.013 Acc=0.81 ---128214.13 ms/batch
Step 00073650 L_out=0.004 Acc=0.89 ---156556.11 ms/batch
Step 00073700 L_out=0.009 Acc=0.81 ---184318.00 ms/batch
Step 00073750 L_out=0.020 Acc=0.83 ---212137.44 ms/batch
Step 00073800 L_out=0.004 Acc=0.88 ---240202.86 ms/batch
Step 00073850 L_out=0.001 Acc=0.88 ---267964.85 ms/batch
Step 00073900 L_out=0.008 Acc=0.78 ---295801.81 ms/batch
Step 00073950 L_out=0.007 Acc=0.80 ---323984.52 ms/batch
Step 00074000 L_out=0.006 Acc=0.88 ---351959.94 ms/batch
Round 5 | epoch=20, train costTime=373.08210039138794, | total_activation_sum=3305714
Round 5 | epoch=21, current m_iou=0.5566107539014041
Round 5 | Best m_IoU is: 0.557, OA is: 0.848 | val costTime=153.8754904270172
Round 5 | ****EPOCH 21****
Step 00074050 L_out=0.087 Acc=0.89 --- 7258.73 ms/batch
Step 00074100 L_out=0.006 Acc=0.83 ---35316.44 ms/batch
Step 00074150 L_out=0.010 Acc=0.74 ---63336.34 ms/batch
Step 00074200 L_out=0.019 Acc=0.89 ---88883.90 ms/batch
Step 00074250 L_out=0.015 Acc=0.82 ---114069.58 ms/batch
Step 00074300 L_out=0.032 Acc=0.80 ---140614.57 ms/batch
Step 00074350 L_out=0.000 Acc=0.88 ---168894.45 ms/batch
Step 00074400 L_out=0.012 Acc=0.90 ---196848.41 ms/batch
Step 00074450 L_out=0.066 Acc=0.89 ---224391.57 ms/batch
Step 00074500 L_out=0.020 Acc=0.83 ---252213.19 ms/batch
Step 00074550 L_out=0.001 Acc=0.82 ---280308.31 ms/batch
Step 00074600 L_out=0.010 Acc=0.84 ---308219.66 ms/batch
Step 00074650 L_out=0.003 Acc=0.73 ---336332.25 ms/batch
Step 00074700 L_out=0.017 Acc=0.74 ---364428.85 ms/batch
Round 5 | epoch=21, train costTime=366.68701457977295, | total_activation_sum=3177620
Round 5 | epoch=22, current m_iou=0.5596630781133577
Round 5 | Best m_IoU is: 0.560, OA is: 0.854 | val costTime=178.13100695610046
Round 5 | ****EPOCH 22****
Step 00074750 L_out=0.047 Acc=0.87 ---25385.33 ms/batch
Step 00074800 L_out=0.014 Acc=0.88 ---53277.16 ms/batch
Step 00074850 L_out=0.018 Acc=0.82 ---81404.31 ms/batch
Step 00074900 L_out=0.015 Acc=0.85 ---109066.69 ms/batch
Step 00074950 L_out=0.017 Acc=0.85 ---137189.21 ms/batch
Step 00075000 L_out=0.006 Acc=0.86 ---164887.76 ms/batch
Step 00075050 L_out=0.005 Acc=0.89 ---192838.93 ms/batch
Step 00075100 L_out=0.002 Acc=0.88 ---220953.02 ms/batch
Step 00075150 L_out=0.028 Acc=0.78 ---249131.87 ms/batch
Step 00075200 L_out=0.004 Acc=0.95 ---277408.01 ms/batch
Step 00075250 L_out=0.018 Acc=0.86 ---305207.45 ms/batch
Step 00075300 L_out=0.054 Acc=0.80 ---333205.84 ms/batch
Step 00075350 L_out=0.013 Acc=0.83 ---361640.77 ms/batch
Round 5 | epoch=22, train costTime=373.4791226387024, | total_activation_sum=3364402
Round 5 | epoch=23, current m_iou=0.5494166532529947
Round 5 | Best m_IoU is: 0.560, OA is: 0.854 | val costTime=154.1859700679779
Round 5 | ****EPOCH 23****
Step 00075400 L_out=0.023 Acc=0.68 ---15837.94 ms/batch
Step 00075450 L_out=0.003 Acc=0.89 ---43621.88 ms/batch
Step 00075500 L_out=0.002 Acc=0.93 ---72683.98 ms/batch
Step 00075550 L_out=0.035 Acc=0.81 ---101368.27 ms/batch
Step 00075600 L_out=0.015 Acc=0.77 ---129828.30 ms/batch
Step 00075650 L_out=0.001 Acc=0.83 ---157078.52 ms/batch
Step 00075700 L_out=0.004 Acc=0.76 ---185224.44 ms/batch
Step 00075750 L_out=0.005 Acc=0.88 ---212733.97 ms/batch
Step 00075800 L_out=0.011 Acc=0.89 ---240906.70 ms/batch
Step 00075850 L_out=0.008 Acc=0.76 ---268762.31 ms/batch
Step 00075900 L_out=0.007 Acc=0.89 ---297175.16 ms/batch
Step 00075950 L_out=0.006 Acc=0.94 ---325138.31 ms/batch
Step 00076000 L_out=0.046 Acc=0.89 ---352752.41 ms/batch
Round 5 | epoch=23, train costTime=373.5972909927368, | total_activation_sum=3373855
Round 5 | epoch=24, current m_iou=0.5428756789621907
Round 5 | Best m_IoU is: 0.560, OA is: 0.854 | val costTime=160.2261095046997
Round 5 | ****EPOCH 24****
Step 00076050 L_out=0.107 Acc=0.71 --- 6609.17 ms/batch
Step 00076100 L_out=0.018 Acc=0.83 ---34518.26 ms/batch
Step 00076150 L_out=0.019 Acc=0.75 ---62544.82 ms/batch
Step 00076200 L_out=0.004 Acc=0.88 ---90431.69 ms/batch
Step 00076250 L_out=0.007 Acc=0.88 ---118506.89 ms/batch
Step 00076300 L_out=0.008 Acc=0.91 ---145802.81 ms/batch
Step 00076350 L_out=0.003 Acc=0.83 ---173146.50 ms/batch
Step 00076400 L_out=0.008 Acc=0.89 ---201458.44 ms/batch
Step 00076450 L_out=0.010 Acc=0.89 ---229432.96 ms/batch
Step 00076500 L_out=0.007 Acc=0.75 ---257322.74 ms/batch
Step 00076550 L_out=0.011 Acc=0.90 ---285328.39 ms/batch
Step 00076600 L_out=0.012 Acc=0.90 ---313294.92 ms/batch
Step 00076650 L_out=0.004 Acc=0.74 ---341342.65 ms/batch
Step 00076700 L_out=0.043 Acc=0.83 ---369067.64 ms/batch
Round 5 | epoch=24, train costTime=371.8577675819397, | total_activation_sum=3321473
Round 5 | epoch=25, current m_iou=0.540124924395154
Round 5 | Best m_IoU is: 0.560, OA is: 0.854 | val costTime=160.637841463089
Round 5 | ****EPOCH 25****
Step 00076750 L_out=0.000 Acc=0.91 ---25040.69 ms/batch
Step 00076800 L_out=0.017 Acc=0.85 ---52815.53 ms/batch
Step 00076850 L_out=0.191 Acc=0.89 ---80765.07 ms/batch
Step 00076900 L_out=0.028 Acc=0.85 ---108473.80 ms/batch
Step 00076950 L_out=0.004 Acc=0.87 ---136108.54 ms/batch
Step 00077000 L_out=0.008 Acc=0.87 ---164313.44 ms/batch
Step 00077050 L_out=0.002 Acc=0.84 ---192237.77 ms/batch
Step 00077100 L_out=0.020 Acc=0.83 ---220204.62 ms/batch
Step 00077150 L_out=0.013 Acc=0.86 ---247871.12 ms/batch
Step 00077200 L_out=0.014 Acc=0.82 ---273918.13 ms/batch
Step 00077250 L_out=0.007 Acc=0.93 ---299136.81 ms/batch
Step 00077300 L_out=0.016 Acc=0.88 ---324694.53 ms/batch
Step 00077350 L_out=0.024 Acc=0.95 ---350056.29 ms/batch
Round 5 | epoch=25, train costTime=361.20152401924133, | total_activation_sum=3265977
Round 5 | epoch=26, current m_iou=0.5454598582804933
Round 5 | Best m_IoU is: 0.560, OA is: 0.854 | val costTime=141.07951617240906
Round 5 | ****EPOCH 26****
Step 00077400 L_out=0.004 Acc=0.93 ---14276.18 ms/batch
Step 00077450 L_out=0.004 Acc=0.73 ---39290.92 ms/batch
Step 00077500 L_out=0.005 Acc=0.66 ---64462.93 ms/batch
Step 00077550 L_out=0.011 Acc=0.79 ---89759.78 ms/batch
Step 00077600 L_out=0.008 Acc=0.80 ---115492.41 ms/batch
Step 00077650 L_out=0.006 Acc=0.83 ---141361.78 ms/batch
Step 00077700 L_out=0.086 Acc=0.89 ---166986.66 ms/batch
Step 00077750 L_out=0.013 Acc=0.86 ---192881.10 ms/batch
Step 00077800 L_out=0.002 Acc=0.87 ---219132.49 ms/batch
Step 00077850 L_out=0.041 Acc=0.91 ---245190.65 ms/batch
Step 00077900 L_out=0.000 Acc=0.86 ---271018.68 ms/batch
Step 00077950 L_out=0.008 Acc=0.79 ---296216.95 ms/batch
Step 00078000 L_out=0.010 Acc=0.86 ---321861.81 ms/batch
Round 5 | epoch=26, train costTime=341.6505243778229, | total_activation_sum=3248486
Round 5 | epoch=27, current m_iou=0.5459151593583396
Round 5 | Best m_IoU is: 0.560, OA is: 0.854 | val costTime=146.53209137916565
Round 5 | ****EPOCH 27****
Step 00078050 L_out=0.000 Acc=0.89 --- 5489.88 ms/batch
Step 00078100 L_out=0.021 Acc=0.80 ---30806.77 ms/batch
Step 00078150 L_out=0.015 Acc=0.84 ---56082.90 ms/batch
Step 00078200 L_out=0.005 Acc=0.81 ---81552.69 ms/batch
Step 00078250 L_out=0.003 Acc=0.80 ---106957.24 ms/batch
Step 00078300 L_out=0.003 Acc=0.88 ---132099.41 ms/batch
Step 00078350 L_out=0.008 Acc=0.88 ---157307.98 ms/batch
Step 00078400 L_out=0.043 Acc=0.57 ---182323.20 ms/batch
Step 00078450 L_out=0.019 Acc=0.80 ---207818.11 ms/batch
Step 00078500 L_out=0.041 Acc=0.80 ---232685.84 ms/batch
Step 00078550 L_out=0.010 Acc=0.85 ---257459.15 ms/batch
Step 00078600 L_out=0.012 Acc=0.86 ---281822.37 ms/batch
Step 00078650 L_out=0.077 Acc=0.93 ---306634.40 ms/batch
Step 00078700 L_out=0.131 Acc=0.68 ---331602.03 ms/batch
Round 5 | epoch=27, train costTime=334.63108134269714, | total_activation_sum=3290618
Round 5 | epoch=28, current m_iou=0.5465619601257181
Round 5 | Best m_IoU is: 0.560, OA is: 0.854 | val costTime=143.1251039505005
Round 5 | ****EPOCH 28****
Step 00078750 L_out=0.002 Acc=0.90 ---22117.98 ms/batch
Step 00078800 L_out=0.030 Acc=0.77 ---47621.72 ms/batch
Step 00078850 L_out=0.012 Acc=0.96 ---73142.04 ms/batch
Step 00078900 L_out=0.001 Acc=0.59 ---98499.56 ms/batch
Step 00078950 L_out=0.018 Acc=0.92 ---123647.58 ms/batch
Step 00079000 L_out=0.002 Acc=0.86 ---149050.22 ms/batch
Step 00079050 L_out=0.005 Acc=0.82 ---173892.05 ms/batch
Step 00079100 L_out=0.004 Acc=0.93 ---199367.49 ms/batch
Step 00079150 L_out=0.042 Acc=0.87 ---224784.95 ms/batch
Step 00079200 L_out=0.034 Acc=0.92 ---250077.91 ms/batch
Step 00079250 L_out=0.007 Acc=0.82 ---274995.60 ms/batch
Step 00079300 L_out=0.018 Acc=0.89 ---300422.67 ms/batch
Step 00079350 L_out=0.003 Acc=0.84 ---325939.77 ms/batch
Round 5 | epoch=28, train costTime=337.87003231048584, | total_activation_sum=3211407
Round 5 | epoch=29, current m_iou=0.5509190175711528
Round 5 | Best m_IoU is: 0.560, OA is: 0.854 | val costTime=140.55768704414368
Round 5 | ****EPOCH 29****
Step 00079400 L_out=0.004 Acc=0.91 ---13932.64 ms/batch
Step 00079450 L_out=0.007 Acc=0.91 ---39103.93 ms/batch
Step 00079500 L_out=0.005 Acc=0.90 ---64460.59 ms/batch
Step 00079550 L_out=0.030 Acc=0.92 ---89911.21 ms/batch
Step 00079600 L_out=0.006 Acc=0.95 ---115419.32 ms/batch
Step 00079650 L_out=0.006 Acc=0.77 ---140499.27 ms/batch
Step 00079700 L_out=0.016 Acc=0.80 ---165338.29 ms/batch
Step 00079750 L_out=0.006 Acc=0.94 ---190515.94 ms/batch
Step 00079800 L_out=0.019 Acc=0.77 ---215567.66 ms/batch
Step 00079850 L_out=0.003 Acc=0.89 ---240840.49 ms/batch
Step 00079900 L_out=0.019 Acc=0.84 ---266200.09 ms/batch
Step 00079950 L_out=0.027 Acc=0.71 ---291371.17 ms/batch
Step 00080000 L_out=0.002 Acc=0.91 ---317779.55 ms/batch
Round 5 | epoch=29, train costTime=338.596510887146, | total_activation_sum=3283374
Round 5 | epoch=30, current m_iou=0.5508645502304006
Round 5 | Best m_IoU is: 0.560, OA is: 0.854 | val costTime=146.9164559841156
Round 5 | ****EPOCH 30****
Round 6 | ****EPOCH 0****
Step 00080050 L_out=0.064 Acc=0.93 --- 5001.99 ms/batch
Step 00080100 L_out=0.026 Acc=0.49 ---30301.83 ms/batch
