
Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.145 Acc=0.44 ---26344.83 ms/batch
Step 00000100 L_out=2.211 Acc=0.43 ---50335.92 ms/batch
Step 00000150 L_out=0.381 Acc=0.34 ---74690.63 ms/batch
Step 00000200 L_out=0.375 Acc=0.25 ---99616.22 ms/batch
Step 00000250 L_out=0.812 Acc=0.34 ---124027.02 ms/batch
Step 00000300 L_out=0.317 Acc=0.64 ---148149.51 ms/batch
Step 00000350 L_out=0.413 Acc=0.35 ---175821.38 ms/batch
Round 2 | ****EPOCH 0****
Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.072 Acc=0.32 ---27101.95 ms/batch
Round 2 | ****EPOCH 0****
Step 00000050 L_out=2.791 Acc=0.15 ---25826.27 ms/batch
Step 00000100 L_out=0.816 Acc=0.12 ---49330.75 ms/batch
Step 00000150 L_out=0.133 Acc=0.07 ---72995.40 ms/batch
Step 00000200 L_out=0.019 Acc=0.49 ---96580.66 ms/batch
Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.073 Acc=0.29 ---29628.20 ms/batch
Step 00000100 L_out=0.054 Acc=0.27 ---53326.38 ms/batch
Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.549 Acc=0.40 ---26957.46 ms/batch
Step 00000100 L_out=0.700 Acc=0.20 ---50552.27 ms/batch
Step 00000150 L_out=0.632 Acc=0.52 ---74368.33 ms/batch
Step 00000200 L_out=0.024 Acc=0.18 ---101605.65 ms/batch
Step 00000250 L_out=0.090 Acc=0.14 ---125125.06 ms/batch
Step 00000300 L_out=0.406 Acc=0.08 ---148677.19 ms/batch
Step 00000350 L_out=0.092 Acc=0.32 ---172676.46 ms/batch
Step 00000400 L_out=0.091 Acc=0.23 ---196591.09 ms/batch
Step 00000450 L_out=0.139 Acc=0.14 ---220523.00 ms/batch
Step 00000500 L_out=0.064 Acc=0.66 ---244576.74 ms/batch
Step 00000550 L_out=0.107 Acc=0.59 ---268056.20 ms/batch
Step 00000600 L_out=0.648 Acc=0.56 ---291603.80 ms/batch
Step 00000650 L_out=1.707 Acc=0.46 ---318779.03 ms/batch
Round 2 | epoch=0, train costTime=326.8871169090271, | total_activation_sum=4160455
Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.481 Acc=0.50 ---26217.62 ms/batch
Step 00000100 L_out=0.501 Acc=0.78 ---53640.80 ms/batch
Step 00000150 L_out=0.389 Acc=0.41 ---77970.97 ms/batch
Step 00000200 L_out=0.612 Acc=0.18 ---102249.62 ms/batch
Step 00000250 L_out=0.238 Acc=0.54 ---126548.22 ms/batch
Step 00000300 L_out=0.280 Acc=0.94 ---150822.33 ms/batch
Step 00000350 L_out=0.328 Acc=0.10 ---175188.00 ms/batch
Step 00000400 L_out=0.246 Acc=0.36 ---199651.08 ms/batch
Step 00000450 L_out=0.159 Acc=0.58 ---224210.94 ms/batch
Step 00000500 L_out=0.196 Acc=0.42 ---249918.86 ms/batch
Step 00000550 L_out=0.108 Acc=0.67 ---275734.12 ms/batch
Step 00000600 L_out=0.218 Acc=0.38 ---299669.18 ms/batch
Step 00000650 L_out=0.564 Acc=0.18 ---323913.43 ms/batch
Round 2 | epoch=0, train costTime=332.1391303539276, | total_activation_sum=6050791
Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.558 Acc=0.24 ---26182.16 ms/batch
Step 00000100 L_out=0.255 Acc=0.27 ---50385.77 ms/batch
Step 00000150 L_out=0.043 Acc=0.53 ---74912.47 ms/batch
Step 00000200 L_out=0.352 Acc=0.49 ---99049.06 ms/batch
Step 00000250 L_out=0.074 Acc=0.57 ---122973.73 ms/batch
Step 00000300 L_out=0.206 Acc=0.37 ---150336.78 ms/batch
Step 00000350 L_out=0.770 Acc=0.17 ---174757.10 ms/batch
Step 00000400 L_out=0.314 Acc=0.57 ---198928.12 ms/batch
Step 00000450 L_out=0.150 Acc=0.35 ---223267.77 ms/batch
Step 00000500 L_out=0.255 Acc=0.52 ---247523.05 ms/batch
Step 00000550 L_out=0.106 Acc=0.45 ---271666.16 ms/batch
Step 00000600 L_out=0.310 Acc=0.14 ---295627.18 ms/batch
Step 00000650 L_out=0.314 Acc=0.63 ---319701.80 ms/batch
Round 2 | epoch=0, train costTime=327.9806282520294, | total_activation_sum=6057443
Round 2 | epoch=1, current m_iou=0.29228682625078006
Round 2 | Best m_IoU is: 0.292, OA is: 0.544 | val costTime=157.58081579208374
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.195 Acc=0.24 ---15958.70 ms/batch
Step 00000750 L_out=0.150 Acc=0.45 ---39981.10 ms/batch
Step 00000800 L_out=0.141 Acc=0.65 ---64191.73 ms/batch
Step 00000850 L_out=0.250 Acc=0.70 ---91688.54 ms/batch
Step 00000900 L_out=0.117 Acc=0.57 ---115925.62 ms/batch
Step 00000950 L_out=0.329 Acc=0.35 ---140480.18 ms/batch
Step 00001000 L_out=0.184 Acc=0.60 ---164608.84 ms/batch
Step 00001050 L_out=0.347 Acc=0.51 ---188173.23 ms/batch
Step 00001100 L_out=0.120 Acc=0.67 ---212017.01 ms/batch
Step 00001150 L_out=0.119 Acc=0.46 ---235508.97 ms/batch
Step 00001200 L_out=0.096 Acc=0.61 ---259499.04 ms/batch
Step 00001250 L_out=0.080 Acc=0.41 ---283214.67 ms/batch
Step 00001300 L_out=0.244 Acc=0.48 ---306674.87 ms/batch
Round 2 | epoch=1, train costTime=322.53154611587524, | total_activation_sum=5535965
Round 2 | epoch=2, current m_iou=0.26874344961687713
Round 2 | Best m_IoU is: 0.292, OA is: 0.544 | val costTime=143.6410038471222
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.031 Acc=0.68 --- 7520.39 ms/batch
Step 00001400 L_out=0.589 Acc=0.53 ---31191.46 ms/batch
Step 00001450 L_out=0.120 Acc=0.63 ---54502.85 ms/batch
Step 00001500 L_out=0.111 Acc=0.71 ---78118.08 ms/batch
Step 00001550 L_out=0.072 Acc=0.58 ---101590.98 ms/batch
Step 00001600 L_out=0.083 Acc=0.63 ---125144.02 ms/batch
Step 00001650 L_out=0.058 Acc=0.44 ---148599.93 ms/batch
Step 00001700 L_out=0.129 Acc=0.65 ---172181.70 ms/batch
Step 00001750 L_out=0.057 Acc=0.64 ---195913.11 ms/batch
Step 00001800 L_out=0.127 Acc=0.71 ---219566.47 ms/batch
Step 00001850 L_out=0.430 Acc=0.79 ---243061.77 ms/batch
Step 00001900 L_out=0.043 Acc=0.55 ---266747.08 ms/batch
Step 00001950 L_out=0.269 Acc=0.60 ---290516.15 ms/batch
Step 00002000 L_out=0.123 Acc=0.55 ---313902.98 ms/batch
Round 2 | epoch=2, train costTime=314.38412618637085, | total_activation_sum=5466683
Round 2 | epoch=3, current m_iou=0.36520544922576953
Round 2 | Best m_IoU is: 0.365, OA is: 0.654 | val costTime=147.81260466575623
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.163 Acc=0.67 ---23386.74 ms/batch
Step 00002100 L_out=0.360 Acc=0.69 ---47161.16 ms/batch
Step 00002150 L_out=0.076 Acc=0.64 ---70771.15 ms/batch
Step 00002200 L_out=0.049 Acc=0.60 ---94530.41 ms/batch
Step 00002250 L_out=0.164 Acc=0.73 ---117984.75 ms/batch
Step 00002300 L_out=0.162 Acc=0.53 ---141832.22 ms/batch
Step 00002350 L_out=0.093 Acc=0.63 ---165248.57 ms/batch
Step 00002400 L_out=0.181 Acc=0.57 ---188877.28 ms/batch
Step 00002450 L_out=0.073 Acc=0.85 ---212459.43 ms/batch
Step 00002500 L_out=0.186 Acc=0.74 ---236235.30 ms/batch
Step 00002550 L_out=0.316 Acc=0.66 ---259799.94 ms/batch
Step 00002600 L_out=0.086 Acc=0.65 ---283343.89 ms/batch
Step 00002650 L_out=0.166 Acc=0.30 ---306968.30 ms/batch
Round 2 | epoch=3, train costTime=315.48474526405334, | total_activation_sum=5528241
Round 2 | epoch=4, current m_iou=0.3478753794618916
Round 2 | Best m_IoU is: 0.365, OA is: 0.654 | val costTime=154.23930621147156
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.575 Acc=0.52 ---15203.43 ms/batch
Step 00002750 L_out=0.800 Acc=0.71 ---38664.91 ms/batch
Step 00002800 L_out=0.182 Acc=0.66 ---62404.00 ms/batch
Step 00002850 L_out=0.256 Acc=0.60 ---86216.15 ms/batch
Step 00002900 L_out=0.053 Acc=0.75 ---109769.75 ms/batch
Step 00002950 L_out=0.211 Acc=0.64 ---133576.16 ms/batch
Step 00003000 L_out=0.072 Acc=0.80 ---157331.63 ms/batch
Step 00003050 L_out=0.082 Acc=0.64 ---180642.42 ms/batch
Step 00003100 L_out=0.093 Acc=0.54 ---204146.56 ms/batch
Step 00003150 L_out=0.068 Acc=0.81 ---227780.94 ms/batch
Step 00003200 L_out=0.564 Acc=0.63 ---251410.18 ms/batch
Step 00003250 L_out=0.071 Acc=0.80 ---274992.39 ms/batch
Step 00003300 L_out=0.027 Acc=0.70 ---298691.43 ms/batch
Round 2 | epoch=4, train costTime=315.1580467224121, | total_activation_sum=5453852
Round 2 | epoch=5, current m_iou=0.38156697177068755
Round 2 | Best m_IoU is: 0.382, OA is: 0.701 | val costTime=144.83984756469727
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.415 Acc=0.59 --- 7061.70 ms/batch
Step 00003400 L_out=0.147 Acc=0.58 ---30561.65 ms/batch
Step 00003450 L_out=0.389 Acc=0.60 ---53934.19 ms/batch
Step 00003500 L_out=0.209 Acc=0.80 ---77240.16 ms/batch
Step 00003550 L_out=0.075 Acc=0.77 ---101066.55 ms/batch
Step 00003600 L_out=0.287 Acc=0.78 ---125587.73 ms/batch
Step 00003650 L_out=0.161 Acc=0.45 ---150169.48 ms/batch
Step 00003700 L_out=0.111 Acc=0.85 ---174805.97 ms/batch
Step 00003750 L_out=0.093 Acc=0.81 ---199102.49 ms/batch
Step 00003800 L_out=0.080 Acc=0.85 ---223525.54 ms/batch
Step 00003850 L_out=0.181 Acc=0.44 ---247977.45 ms/batch
Step 00003900 L_out=0.117 Acc=0.75 ---272180.21 ms/batch
Step 00003950 L_out=0.183 Acc=0.67 ---296998.65 ms/batch
Step 00004000 L_out=0.230 Acc=0.71 ---321545.53 ms/batch
Round 2 | epoch=5, train costTime=322.48474979400635, | total_activation_sum=5601458
Round 2 | epoch=6, current m_iou=0.41681631813677755
Round 2 | Best m_IoU is: 0.417, OA is: 0.760 | val costTime=152.42727184295654
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.268 Acc=0.70 ---22830.03 ms/batch
Step 00004100 L_out=0.073 Acc=0.63 ---46372.54 ms/batch
Step 00004150 L_out=0.218 Acc=0.79 ---69738.28 ms/batch
Step 00004200 L_out=0.182 Acc=0.65 ---93228.11 ms/batch
Step 00004250 L_out=0.142 Acc=0.64 ---116495.88 ms/batch
Step 00004300 L_out=0.194 Acc=0.41 ---140026.43 ms/batch
Step 00004350 L_out=0.130 Acc=0.82 ---163509.97 ms/batch
Step 00004400 L_out=0.263 Acc=0.70 ---187150.05 ms/batch
Step 00004450 L_out=0.139 Acc=0.77 ---210570.79 ms/batch
Step 00004500 L_out=0.345 Acc=0.83 ---234053.81 ms/batch
Step 00004550 L_out=0.028 Acc=0.86 ---257816.02 ms/batch
Step 00004600 L_out=0.067 Acc=0.86 ---281749.84 ms/batch
Step 00004650 L_out=0.179 Acc=0.57 ---305452.94 ms/batch
Round 2 | epoch=6, train costTime=314.29022574424744, | total_activation_sum=5485177
Round 2 | epoch=7, current m_iou=0.4189777938664537
Round 2 | Best m_IoU is: 0.419, OA is: 0.719 | val costTime=151.27170252799988
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.092 Acc=0.65 ---14893.72 ms/batch
Step 00004750 L_out=0.033 Acc=0.50 ---38682.15 ms/batch
Step 00004800 L_out=0.086 Acc=0.84 ---62400.07 ms/batch
Step 00004850 L_out=0.131 Acc=0.67 ---85871.85 ms/batch
Step 00004900 L_out=0.294 Acc=0.71 ---109568.43 ms/batch
Step 00004950 L_out=0.052 Acc=0.79 ---133347.68 ms/batch
Step 00005000 L_out=0.075 Acc=0.79 ---157202.45 ms/batch
Step 00005050 L_out=0.134 Acc=0.71 ---180800.92 ms/batch
Step 00005100 L_out=0.099 Acc=0.60 ---204335.13 ms/batch
Step 00005150 L_out=0.060 Acc=0.83 ---227928.86 ms/batch
Step 00005200 L_out=0.103 Acc=0.56 ---251828.39 ms/batch
Step 00005250 L_out=0.063 Acc=0.83 ---275453.58 ms/batch
Step 00005300 L_out=0.053 Acc=0.79 ---298912.47 ms/batch
Round 2 | epoch=7, train costTime=315.9525680541992, | total_activation_sum=5482281
Round 2 | epoch=8, current m_iou=0.44541694496534334
Round 2 | Best m_IoU is: 0.445, OA is: 0.770 | val costTime=160.09053778648376
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.183 Acc=0.74 --- 6642.18 ms/batch
Step 00005400 L_out=0.069 Acc=0.79 ---30392.94 ms/batch
Step 00005450 L_out=0.138 Acc=0.76 ---53891.78 ms/batch
Step 00005500 L_out=0.119 Acc=0.75 ---77615.64 ms/batch
Step 00005550 L_out=0.272 Acc=0.57 ---101229.40 ms/batch
Step 00005600 L_out=0.021 Acc=0.74 ---124849.17 ms/batch
Step 00005650 L_out=0.070 Acc=0.59 ---148570.05 ms/batch
Step 00005700 L_out=0.064 Acc=0.82 ---172337.56 ms/batch
Step 00005750 L_out=0.101 Acc=0.43 ---195953.38 ms/batch
Step 00005800 L_out=0.095 Acc=0.78 ---219866.59 ms/batch
Step 00005850 L_out=0.051 Acc=0.65 ---243748.58 ms/batch
Step 00005900 L_out=0.028 Acc=0.73 ---267469.81 ms/batch
Step 00005950 L_out=0.133 Acc=0.75 ---291145.56 ms/batch
Step 00006000 L_out=0.104 Acc=0.79 ---314663.17 ms/batch
Round 2 | epoch=8, train costTime=316.0523409843445, | total_activation_sum=5500367
Round 2 | epoch=9, current m_iou=0.4448126337903547
Round 2 | Best m_IoU is: 0.445, OA is: 0.770 | val costTime=146.9808530807495
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.038 Acc=0.75 ---22281.95 ms/batch
Step 00006100 L_out=0.589 Acc=0.62 ---45994.15 ms/batch
Step 00006150 L_out=0.106 Acc=0.75 ---69728.56 ms/batch
Step 00006200 L_out=0.326 Acc=0.62 ---93562.40 ms/batch
Step 00006250 L_out=0.078 Acc=0.71 ---117163.92 ms/batch
Step 00006300 L_out=0.087 Acc=0.71 ---140767.89 ms/batch
Step 00006350 L_out=0.060 Acc=0.79 ---164839.95 ms/batch
Step 00006400 L_out=0.121 Acc=0.80 ---188254.66 ms/batch
Step 00006450 L_out=0.097 Acc=0.74 ---211750.08 ms/batch
Step 00006500 L_out=0.123 Acc=0.78 ---235354.21 ms/batch
Step 00006550 L_out=0.162 Acc=0.79 ---259029.39 ms/batch
Step 00006600 L_out=0.198 Acc=0.78 ---282690.38 ms/batch
Step 00006650 L_out=0.019 Acc=0.72 ---306427.68 ms/batch
Round 2 | epoch=9, train costTime=315.92787075042725, | total_activation_sum=5563657
Round 2 | epoch=10, current m_iou=0.4806133128783197
Round 2 | Best m_IoU is: 0.481, OA is: 0.816 | val costTime=143.16638898849487
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.103 Acc=0.74 ---14477.30 ms/batch
Step 00006750 L_out=0.191 Acc=0.64 ---38152.59 ms/batch
Step 00006800 L_out=0.450 Acc=0.60 ---61705.87 ms/batch
Step 00006850 L_out=0.051 Acc=0.80 ---85262.40 ms/batch
Step 00006900 L_out=0.082 Acc=0.84 ---108793.58 ms/batch
Step 00006950 L_out=0.156 Acc=0.85 ---132263.80 ms/batch
Step 00007000 L_out=0.054 Acc=0.82 ---155853.56 ms/batch
Step 00007050 L_out=0.227 Acc=0.87 ---179225.96 ms/batch
Step 00007100 L_out=0.026 Acc=0.80 ---203154.44 ms/batch
Step 00007150 L_out=0.042 Acc=0.79 ---226709.65 ms/batch
Step 00007200 L_out=0.027 Acc=0.86 ---250169.17 ms/batch
Step 00007250 L_out=0.079 Acc=0.85 ---273847.70 ms/batch
Step 00007300 L_out=0.022 Acc=0.47 ---297335.33 ms/batch
Round 2 | epoch=10, train costTime=314.8527822494507, | total_activation_sum=5557443
Round 2 | epoch=11, current m_iou=0.5069837410066175
Round 2 | Best m_IoU is: 0.507, OA is: 0.842 | val costTime=149.68041706085205
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.019 Acc=0.57 --- 6053.41 ms/batch
Step 00007400 L_out=0.106 Acc=0.75 ---29646.26 ms/batch
Step 00007450 L_out=0.033 Acc=0.80 ---53370.55 ms/batch
Step 00007500 L_out=0.268 Acc=0.69 ---76937.36 ms/batch
Step 00007550 L_out=0.118 Acc=0.59 ---100822.28 ms/batch
Step 00007600 L_out=0.089 Acc=0.88 ---124315.16 ms/batch
Step 00007650 L_out=0.057 Acc=0.80 ---148579.79 ms/batch
Step 00007700 L_out=0.230 Acc=0.74 ---173049.27 ms/batch
Step 00007750 L_out=0.308 Acc=0.69 ---197337.57 ms/batch
Step 00007800 L_out=0.029 Acc=0.83 ---222057.68 ms/batch
Step 00007850 L_out=0.095 Acc=0.79 ---246412.88 ms/batch
Step 00007900 L_out=0.115 Acc=0.87 ---270724.85 ms/batch
Step 00007950 L_out=0.051 Acc=0.93 ---294970.35 ms/batch
Step 00008000 L_out=0.068 Acc=0.59 ---319733.99 ms/batch
Round 2 | epoch=11, train costTime=321.6859004497528, | total_activation_sum=5513524
Round 2 | epoch=12, current m_iou=0.5098608872913714
Round 2 | Best m_IoU is: 0.510, OA is: 0.827 | val costTime=156.49504280090332
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.167 Acc=0.72 ---22046.52 ms/batch
Step 00008100 L_out=0.070 Acc=0.73 ---45489.46 ms/batch
Step 00008150 L_out=0.164 Acc=0.73 ---68935.32 ms/batch
Step 00008200 L_out=0.178 Acc=0.67 ---92757.26 ms/batch
Step 00008250 L_out=0.047 Acc=0.73 ---116285.67 ms/batch
Step 00008300 L_out=0.134 Acc=0.67 ---140111.74 ms/batch
Step 00008350 L_out=0.116 Acc=0.79 ---163852.61 ms/batch
Step 00008400 L_out=0.052 Acc=0.89 ---187512.77 ms/batch
Step 00008450 L_out=0.086 Acc=0.62 ---211034.62 ms/batch
Step 00008500 L_out=0.049 Acc=0.88 ---234801.68 ms/batch
Step 00008550 L_out=0.044 Acc=0.84 ---258735.60 ms/batch
Step 00008600 L_out=0.159 Acc=0.71 ---282649.29 ms/batch
Step 00008650 L_out=0.040 Acc=0.66 ---306232.12 ms/batch
Round 2 | epoch=12, train costTime=316.182989358902, | total_activation_sum=5353321
Round 2 | epoch=13, current m_iou=0.5130759573668916
Round 2 | Best m_IoU is: 0.513, OA is: 0.855 | val costTime=147.17671871185303
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.214 Acc=0.71 ---13864.21 ms/batch
Step 00008750 L_out=0.122 Acc=0.78 ---37431.52 ms/batch
Step 00008800 L_out=0.060 Acc=0.73 ---60748.96 ms/batch
Step 00008850 L_out=0.381 Acc=0.52 ---84680.62 ms/batch
Step 00008900 L_out=0.027 Acc=0.79 ---108361.27 ms/batch
Step 00008950 L_out=0.181 Acc=0.90 ---131937.78 ms/batch
Step 00009000 L_out=0.122 Acc=0.80 ---155625.97 ms/batch
Step 00009050 L_out=0.059 Acc=0.80 ---179252.57 ms/batch
Step 00009100 L_out=0.053 Acc=0.78 ---203002.52 ms/batch
Step 00009150 L_out=0.023 Acc=0.87 ---226773.69 ms/batch
Step 00009200 L_out=0.045 Acc=0.77 ---250546.86 ms/batch
Step 00009250 L_out=0.116 Acc=0.79 ---274231.69 ms/batch
Step 00009300 L_out=0.030 Acc=0.66 ---298418.46 ms/batch
Round 2 | epoch=13, train costTime=316.2642230987549, | total_activation_sum=5523476
Round 2 | epoch=14, current m_iou=0.5358017284577123
Round 2 | Best m_IoU is: 0.536, OA is: 0.860 | val costTime=152.2564582824707
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.130 Acc=0.83 --- 5657.19 ms/batch
Step 00009400 L_out=0.065 Acc=0.57 ---29322.35 ms/batch
Step 00009450 L_out=0.105 Acc=0.78 ---52733.67 ms/batch
Step 00009500 L_out=0.090 Acc=0.79 ---76393.25 ms/batch
Step 00009550 L_out=0.081 Acc=0.82 ---99883.11 ms/batch
Step 00009600 L_out=0.046 Acc=0.75 ---123799.17 ms/batch
Step 00009650 L_out=0.028 Acc=0.76 ---147407.03 ms/batch
Step 00009700 L_out=0.082 Acc=0.76 ---170990.80 ms/batch
Step 00009750 L_out=0.045 Acc=0.79 ---194688.04 ms/batch
Step 00009800 L_out=0.029 Acc=0.63 ---218155.02 ms/batch
Step 00009850 L_out=0.028 Acc=0.79 ---241852.61 ms/batch
Step 00009900 L_out=0.079 Acc=0.83 ---265284.98 ms/batch
Step 00009950 L_out=0.179 Acc=0.80 ---288920.99 ms/batch
Step 00010000 L_out=0.081 Acc=0.76 ---312450.94 ms/batch
Round 2 | epoch=14, train costTime=314.81657361984253, | total_activation_sum=5591289
Round 2 | epoch=15, current m_iou=0.5131903996961942
Round 2 | Best m_IoU is: 0.536, OA is: 0.860 | val costTime=148.3491039276123
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.021 Acc=0.91 ---21140.24 ms/batch
Step 00010100 L_out=0.061 Acc=0.84 ---44807.23 ms/batch
Step 00010150 L_out=0.014 Acc=0.79 ---68482.81 ms/batch
Step 00010200 L_out=0.042 Acc=0.78 ---91995.60 ms/batch
Step 00010250 L_out=0.035 Acc=0.84 ---115464.96 ms/batch
Step 00010300 L_out=0.060 Acc=0.85 ---138968.27 ms/batch
Step 00010350 L_out=0.026 Acc=0.86 ---162891.85 ms/batch
Step 00010400 L_out=0.119 Acc=0.86 ---186605.96 ms/batch
Step 00010450 L_out=0.100 Acc=0.75 ---210190.68 ms/batch
Step 00010500 L_out=0.041 Acc=0.92 ---233887.27 ms/batch
Step 00010550 L_out=0.008 Acc=0.44 ---257550.09 ms/batch
Step 00010600 L_out=0.091 Acc=0.84 ---281298.67 ms/batch
Step 00010650 L_out=0.062 Acc=0.88 ---304591.78 ms/batch
Round 2 | epoch=15, train costTime=315.033643245697, | total_activation_sum=5599810
Round 2 | epoch=16, current m_iou=0.5108591348059094
Round 2 | Best m_IoU is: 0.536, OA is: 0.860 | val costTime=145.38170957565308
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.027 Acc=0.76 ---13296.21 ms/batch
Step 00010750 L_out=0.036 Acc=0.85 ---36664.28 ms/batch
Step 00010800 L_out=0.048 Acc=0.67 ---60257.66 ms/batch
Step 00010850 L_out=0.109 Acc=0.76 ---84311.27 ms/batch
Step 00010900 L_out=0.064 Acc=0.85 ---108138.58 ms/batch
Step 00010950 L_out=0.050 Acc=0.83 ---131707.14 ms/batch
Step 00011000 L_out=0.072 Acc=0.76 ---155410.03 ms/batch
Step 00011050 L_out=0.064 Acc=0.71 ---178895.14 ms/batch
Step 00011100 L_out=0.061 Acc=0.80 ---202359.87 ms/batch
Step 00011150 L_out=0.124 Acc=0.81 ---226076.57 ms/batch
Step 00011200 L_out=0.065 Acc=0.89 ---249704.29 ms/batch
Step 00011250 L_out=0.151 Acc=0.86 ---273256.42 ms/batch
Step 00011300 L_out=0.078 Acc=0.73 ---296988.56 ms/batch
Round 2 | epoch=16, train costTime=315.4251401424408, | total_activation_sum=5460318
Round 2 | epoch=17, current m_iou=0.5266252837491263
Round 2 | Best m_IoU is: 0.536, OA is: 0.860 | val costTime=146.6641080379486
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.129 Acc=0.79 --- 5193.15 ms/batch
Step 00011400 L_out=0.044 Acc=0.85 ---28794.83 ms/batch
Step 00011450 L_out=0.064 Acc=0.87 ---52370.36 ms/batch
Step 00011500 L_out=0.039 Acc=0.82 ---76259.02 ms/batch
Step 00011550 L_out=0.091 Acc=0.74 ---100533.01 ms/batch
Step 00011600 L_out=0.016 Acc=0.80 ---124066.43 ms/batch
Step 00011650 L_out=0.039 Acc=0.82 ---147747.40 ms/batch
Step 00011700 L_out=0.148 Acc=0.79 ---171294.18 ms/batch
Step 00011750 L_out=0.061 Acc=0.88 ---195558.20 ms/batch
Step 00011800 L_out=0.032 Acc=0.91 ---219715.46 ms/batch
Step 00011850 L_out=0.102 Acc=0.75 ---244087.73 ms/batch
Step 00011900 L_out=0.057 Acc=0.77 ---268576.06 ms/batch
Step 00011950 L_out=0.070 Acc=0.83 ---293103.09 ms/batch
Step 00012000 L_out=0.022 Acc=0.84 ---317737.29 ms/batch
Round 2 | epoch=17, train costTime=320.56299591064453, | total_activation_sum=5516773
Round 2 | epoch=18, current m_iou=0.5313775409646653
Round 2 | Best m_IoU is: 0.536, OA is: 0.860 | val costTime=160.0370225906372
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.046 Acc=0.78 ---20822.67 ms/batch
Step 00012100 L_out=0.066 Acc=0.81 ---44627.48 ms/batch
Step 00012150 L_out=0.088 Acc=0.74 ---68107.81 ms/batch
Step 00012200 L_out=0.045 Acc=0.81 ---91603.27 ms/batch
Step 00012250 L_out=0.114 Acc=0.89 ---115536.68 ms/batch
Step 00012300 L_out=0.103 Acc=0.81 ---139186.60 ms/batch
Step 00012350 L_out=0.231 Acc=0.55 ---163132.18 ms/batch
Step 00012400 L_out=0.009 Acc=0.86 ---186866.52 ms/batch
Step 00012450 L_out=0.048 Acc=0.80 ---210722.80 ms/batch
Step 00012500 L_out=0.039 Acc=0.76 ---234303.86 ms/batch
Step 00012550 L_out=0.028 Acc=0.90 ---258354.84 ms/batch
Step 00012600 L_out=0.069 Acc=0.89 ---281980.35 ms/batch
Step 00012650 L_out=0.042 Acc=0.80 ---305581.10 ms/batch
Round 2 | epoch=18, train costTime=316.5865364074707, | total_activation_sum=5572438
Round 2 | epoch=19, current m_iou=0.5443680871561791
Round 2 | Best m_IoU is: 0.544, OA is: 0.860 | val costTime=149.83071780204773
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.049 Acc=0.89 ---12574.26 ms/batch
Step 00012750 L_out=0.033 Acc=0.72 ---36116.10 ms/batch
Step 00012800 L_out=0.079 Acc=0.90 ---59699.87 ms/batch
Step 00012850 L_out=0.076 Acc=0.62 ---83627.59 ms/batch
Step 00012900 L_out=0.047 Acc=0.89 ---107259.07 ms/batch
Step 00012950 L_out=0.080 Acc=0.83 ---131169.66 ms/batch
Step 00013000 L_out=0.148 Acc=0.88 ---154779.96 ms/batch
Step 00013050 L_out=0.041 Acc=0.91 ---178531.99 ms/batch
Step 00013100 L_out=0.253 Acc=0.55 ---201992.54 ms/batch
Step 00013150 L_out=0.053 Acc=0.77 ---225847.87 ms/batch
Step 00013200 L_out=0.058 Acc=0.71 ---249642.00 ms/batch
Step 00013250 L_out=0.071 Acc=0.79 ---273272.64 ms/batch
Step 00013300 L_out=0.086 Acc=0.69 ---296798.46 ms/batch
Round 2 | epoch=19, train costTime=315.76696729660034, | total_activation_sum=5490132
Round 2 | epoch=20, current m_iou=0.5501271819535463
Round 2 | Best m_IoU is: 0.550, OA is: 0.872 | val costTime=146.45316219329834
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.013 Acc=0.91 --- 4790.09 ms/batch
Step 00013400 L_out=0.082 Acc=0.88 ---28551.94 ms/batch
Step 00013450 L_out=0.033 Acc=0.84 ---52309.81 ms/batch
Step 00013500 L_out=0.044 Acc=0.73 ---75983.96 ms/batch
Step 00013550 L_out=0.023 Acc=0.79 ---99422.20 ms/batch
Step 00013600 L_out=0.021 Acc=0.66 ---123030.42 ms/batch
Step 00013650 L_out=0.040 Acc=0.87 ---146907.81 ms/batch
Step 00013700 L_out=0.043 Acc=0.93 ---170606.02 ms/batch
Step 00013750 L_out=0.041 Acc=0.92 ---194201.98 ms/batch
Step 00013800 L_out=0.039 Acc=0.90 ---217849.75 ms/batch
Step 00013850 L_out=0.017 Acc=0.84 ---241467.50 ms/batch
Step 00013900 L_out=0.027 Acc=0.88 ---265231.90 ms/batch
Step 00013950 L_out=0.094 Acc=0.83 ---288921.38 ms/batch
Step 00014000 L_out=0.067 Acc=0.83 ---312687.49 ms/batch
Round 2 | epoch=20, train costTime=315.97047328948975, | total_activation_sum=5461532
Round 2 | epoch=21, current m_iou=0.5512327850552782
Round 2 | Best m_IoU is: 0.551, OA is: 0.873 | val costTime=147.3744089603424
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.036 Acc=0.85 ---20255.02 ms/batch
Step 00014100 L_out=0.023 Acc=0.87 ---43932.47 ms/batch
Step 00014150 L_out=0.021 Acc=0.89 ---67673.61 ms/batch
Step 00014200 L_out=0.110 Acc=0.86 ---91491.28 ms/batch
Step 00014250 L_out=0.057 Acc=0.79 ---114936.76 ms/batch
Step 00014300 L_out=0.029 Acc=0.80 ---138834.72 ms/batch
Step 00014350 L_out=0.295 Acc=0.79 ---162845.04 ms/batch
Step 00014400 L_out=0.017 Acc=0.80 ---186665.32 ms/batch
Step 00014450 L_out=0.005 Acc=0.92 ---210298.57 ms/batch
Step 00014500 L_out=0.070 Acc=0.65 ---233791.45 ms/batch
Step 00014550 L_out=0.030 Acc=0.90 ---257501.42 ms/batch
Step 00014600 L_out=0.201 Acc=0.83 ---281043.38 ms/batch
Step 00014650 L_out=0.014 Acc=0.82 ---304447.55 ms/batch
Round 2 | epoch=21, train costTime=315.8622465133667, | total_activation_sum=5516275
Round 2 | epoch=22, current m_iou=0.553987928492659
Round 2 | Best m_IoU is: 0.554, OA is: 0.877 | val costTime=151.10152983665466
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.134 Acc=0.68 ---12630.06 ms/batch
Step 00014750 L_out=0.020 Acc=0.83 ---35929.02 ms/batch
Step 00014800 L_out=0.036 Acc=0.73 ---59706.02 ms/batch
Step 00014850 L_out=0.053 Acc=0.84 ---83589.46 ms/batch
Step 00014900 L_out=0.051 Acc=0.84 ---107183.00 ms/batch
Step 00014950 L_out=0.155 Acc=0.89 ---130985.36 ms/batch
Step 00015000 L_out=0.072 Acc=0.84 ---154709.37 ms/batch
Step 00015050 L_out=0.015 Acc=0.68 ---178640.58 ms/batch
Step 00015100 L_out=0.039 Acc=0.84 ---202232.95 ms/batch
Step 00015150 L_out=0.045 Acc=0.86 ---226180.60 ms/batch
Step 00015200 L_out=0.077 Acc=0.92 ---249860.80 ms/batch
Step 00015250 L_out=0.014 Acc=0.85 ---273567.24 ms/batch
Step 00015300 L_out=0.034 Acc=0.85 ---297347.00 ms/batch
Round 2 | epoch=22, train costTime=316.8994963169098, | total_activation_sum=5477405
Round 2 | epoch=23, current m_iou=0.5513312381663639
Round 2 | Best m_IoU is: 0.554, OA is: 0.877 | val costTime=151.1638674736023
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.027 Acc=0.88 --- 4210.63 ms/batch
Step 00015400 L_out=0.052 Acc=0.82 ---27843.14 ms/batch
Step 00015450 L_out=0.011 Acc=0.90 ---51311.58 ms/batch
Step 00015500 L_out=0.041 Acc=0.88 ---75018.50 ms/batch
Step 00015550 L_out=0.043 Acc=0.85 ---98622.02 ms/batch
Step 00015600 L_out=0.048 Acc=0.85 ---122616.17 ms/batch
Step 00015650 L_out=0.073 Acc=0.94 ---146093.31 ms/batch
Step 00015700 L_out=0.031 Acc=0.81 ---169645.29 ms/batch
Step 00015750 L_out=0.130 Acc=0.90 ---193337.20 ms/batch
Step 00015800 L_out=0.048 Acc=0.89 ---216875.63 ms/batch
Step 00015850 L_out=0.019 Acc=0.92 ---240963.09 ms/batch
Step 00015900 L_out=0.012 Acc=0.84 ---265336.18 ms/batch
Step 00015950 L_out=0.011 Acc=0.86 ---289808.53 ms/batch
Step 00016000 L_out=0.199 Acc=0.68 ---314407.73 ms/batch
Round 2 | epoch=23, train costTime=318.19217920303345, | total_activation_sum=5606898
Round 2 | epoch=24, current m_iou=0.5636420381262861
Round 2 | Best m_IoU is: 0.564, OA is: 0.882 | val costTime=158.5446388721466
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.047 Acc=0.84 ---20117.50 ms/batch
Step 00016100 L_out=0.023 Acc=0.92 ---43973.65 ms/batch
Step 00016150 L_out=0.034 Acc=0.82 ---67396.35 ms/batch
Step 00016200 L_out=0.045 Acc=0.82 ---91619.64 ms/batch
Step 00016250 L_out=0.086 Acc=0.69 ---114663.36 ms/batch
Step 00016300 L_out=0.065 Acc=0.85 ---138015.57 ms/batch
Step 00016350 L_out=0.031 Acc=0.88 ---161414.33 ms/batch
Step 00016400 L_out=0.184 Acc=0.82 ---184876.01 ms/batch
Step 00016450 L_out=0.075 Acc=0.83 ---208088.99 ms/batch
Step 00016500 L_out=0.019 Acc=0.80 ---231642.92 ms/batch
Step 00016550 L_out=0.153 Acc=0.92 ---255037.19 ms/batch
Step 00016600 L_out=0.029 Acc=0.81 ---278564.73 ms/batch
Step 00016650 L_out=0.061 Acc=0.83 ---301969.82 ms/batch
Round 2 | epoch=24, train costTime=313.662478685379, | total_activation_sum=5533386
Round 2 | epoch=25, current m_iou=0.5663063813142627
Round 2 | Best m_IoU is: 0.566, OA is: 0.885 | val costTime=143.62476301193237
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.052 Acc=0.81 ---11788.85 ms/batch
Step 00016750 L_out=0.020 Acc=0.83 ---35289.91 ms/batch
Step 00016800 L_out=0.058 Acc=0.88 ---58516.51 ms/batch
Step 00016850 L_out=0.060 Acc=0.87 ---81827.31 ms/batch
Step 00016900 L_out=0.039 Acc=0.86 ---105138.14 ms/batch
Step 00016950 L_out=0.033 Acc=0.79 ---128603.13 ms/batch
Step 00017000 L_out=0.058 Acc=0.88 ---152089.28 ms/batch
Step 00017050 L_out=0.019 Acc=0.87 ---175588.04 ms/batch
Step 00017100 L_out=0.077 Acc=0.82 ---199040.95 ms/batch
Step 00017150 L_out=0.096 Acc=0.89 ---222308.06 ms/batch
Step 00017200 L_out=0.035 Acc=0.76 ---245861.10 ms/batch
Step 00017250 L_out=0.043 Acc=0.86 ---269233.07 ms/batch
Step 00017300 L_out=0.035 Acc=0.86 ---292920.13 ms/batch
Round 2 | epoch=25, train costTime=312.7704403400421, | total_activation_sum=5440818
Round 2 | epoch=26, current m_iou=0.569495289072891
Round 2 | Best m_IoU is: 0.569, OA is: 0.888 | val costTime=149.13416266441345
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.041 Acc=0.81 --- 3830.20 ms/batch
Step 00017400 L_out=0.018 Acc=0.81 ---26901.82 ms/batch
Step 00017450 L_out=0.019 Acc=0.84 ---50614.40 ms/batch
Step 00017500 L_out=0.053 Acc=0.79 ---74197.01 ms/batch
Step 00017550 L_out=0.067 Acc=0.80 ---98134.32 ms/batch
Step 00017600 L_out=0.094 Acc=0.83 ---121653.23 ms/batch
Step 00017650 L_out=0.021 Acc=0.88 ---144975.04 ms/batch
Step 00017700 L_out=0.040 Acc=0.80 ---168451.61 ms/batch
Step 00017750 L_out=0.060 Acc=0.64 ---191820.64 ms/batch
Step 00017800 L_out=0.006 Acc=0.82 ---215225.58 ms/batch
Step 00017850 L_out=0.030 Acc=0.85 ---238759.09 ms/batch
Step 00017900 L_out=0.034 Acc=0.87 ---262277.16 ms/batch
Step 00017950 L_out=0.020 Acc=0.89 ---286093.72 ms/batch
Step 00018000 L_out=0.085 Acc=0.88 ---309707.95 ms/batch
Round 2 | epoch=26, train costTime=313.9420099258423, | total_activation_sum=5643722
Round 2 | epoch=27, current m_iou=0.5673769231457728
Round 2 | Best m_IoU is: 0.569, OA is: 0.888 | val costTime=147.91581797599792
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.038 Acc=0.88 ---19234.58 ms/batch
Step 00018100 L_out=0.016 Acc=0.85 ---42533.59 ms/batch
Step 00018150 L_out=0.050 Acc=0.78 ---66096.87 ms/batch
Step 00018200 L_out=0.087 Acc=0.77 ---89663.34 ms/batch
Step 00018250 L_out=0.116 Acc=0.90 ---113243.41 ms/batch
Step 00018300 L_out=0.063 Acc=0.90 ---136600.44 ms/batch
Step 00018350 L_out=0.045 Acc=0.83 ---160014.92 ms/batch
Step 00018400 L_out=0.020 Acc=0.75 ---183289.75 ms/batch
Step 00018450 L_out=0.099 Acc=0.77 ---206727.06 ms/batch
Step 00018500 L_out=0.028 Acc=0.83 ---230112.95 ms/batch
Step 00018550 L_out=0.016 Acc=0.80 ---253708.39 ms/batch
Step 00018600 L_out=0.043 Acc=0.75 ---277438.40 ms/batch
Step 00018650 L_out=0.030 Acc=0.79 ---300859.39 ms/batch
Round 2 | epoch=27, train costTime=313.0830285549164, | total_activation_sum=5505511
Round 2 | epoch=28, current m_iou=0.5630084803746898
Round 2 | Best m_IoU is: 0.569, OA is: 0.888 | val costTime=145.75838541984558
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.020 Acc=0.76 ---11107.22 ms/batch
Step 00018750 L_out=0.010 Acc=0.80 ---34376.47 ms/batch
Step 00018800 L_out=0.020 Acc=0.87 ---57804.24 ms/batch
Step 00018850 L_out=0.022 Acc=0.81 ---81266.43 ms/batch
Step 00018900 L_out=0.094 Acc=0.84 ---104837.97 ms/batch
Step 00018950 L_out=0.003 Acc=0.72 ---128209.92 ms/batch
Step 00019000 L_out=0.027 Acc=0.92 ---151745.56 ms/batch
Step 00019050 L_out=0.039 Acc=0.85 ---175239.78 ms/batch
Step 00019100 L_out=0.097 Acc=0.84 ---198839.11 ms/batch
Step 00019150 L_out=0.044 Acc=0.76 ---222527.57 ms/batch
Step 00019200 L_out=0.024 Acc=0.78 ---246319.72 ms/batch
Step 00019250 L_out=0.013 Acc=0.82 ---269787.66 ms/batch
Step 00019300 L_out=0.023 Acc=0.79 ---293322.50 ms/batch
Round 2 | epoch=28, train costTime=313.58617401123047, | total_activation_sum=5476266
Round 2 | epoch=29, current m_iou=0.5739844899211961
Round 2 | Best m_IoU is: 0.574, OA is: 0.884 | val costTime=151.21468925476074
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.027 Acc=0.87 --- 3300.87 ms/batch
Step 00019400 L_out=0.029 Acc=0.74 ---26752.30 ms/batch
Step 00019450 L_out=0.016 Acc=0.93 ---50211.27 ms/batch
Step 00019500 L_out=0.041 Acc=0.95 ---73511.78 ms/batch
Step 00019550 L_out=0.039 Acc=0.86 ---97109.78 ms/batch
Step 00019600 L_out=0.030 Acc=0.84 ---120809.86 ms/batch
Step 00019650 L_out=0.048 Acc=0.91 ---144161.60 ms/batch
Step 00019700 L_out=0.030 Acc=0.86 ---167639.24 ms/batch
Step 00019750 L_out=0.024 Acc=0.84 ---191138.38 ms/batch
Step 00019800 L_out=0.025 Acc=0.90 ---215223.28 ms/batch
Step 00019850 L_out=0.028 Acc=0.88 ---239638.71 ms/batch
Step 00019900 L_out=0.024 Acc=0.76 ---263822.33 ms/batch
Step 00019950 L_out=0.039 Acc=0.94 ---287638.42 ms/batch
Step 00020000 L_out=0.033 Acc=0.83 ---311560.48 ms/batch
Round 2 | epoch=29, train costTime=316.4470703601837, | total_activation_sum=5584215
Round 2 | epoch=30, current m_iou=0.5793693458530682
Round 2 | Best m_IoU is: 0.579, OA is: 0.887 | val costTime=154.66353797912598
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=0.922 Acc=0.36 ---18914.84 ms/batch
Step 00020100 L_out=0.654 Acc=0.29 ---42658.75 ms/batch
Step 00020150 L_out=0.307 Acc=0.66 ---66295.70 ms/batch
Step 00020200 L_out=0.503 Acc=0.72 ---90227.38 ms/batch
Step 00020250 L_out=0.298 Acc=0.76 ---113989.58 ms/batch
Step 00020300 L_out=0.133 Acc=0.65 ---137909.16 ms/batch
Step 00020350 L_out=0.286 Acc=0.73 ---161961.91 ms/batch
Step 00020400 L_out=0.408 Acc=0.55 ---185837.72 ms/batch
Step 00020450 L_out=0.292 Acc=0.71 ---209848.75 ms/batch
Step 00020500 L_out=0.206 Acc=0.68 ---233810.15 ms/batch
Step 00020550 L_out=0.267 Acc=0.69 ---257411.60 ms/batch
Step 00020600 L_out=0.047 Acc=0.84 ---281036.95 ms/batch
Step 00020650 L_out=0.462 Acc=0.83 ---304912.62 ms/batch
Round 3 | epoch=0, train costTime=317.83766770362854, | total_activation_sum=10369505
Round 3 | epoch=1, current m_iou=0.4195534058469787
Round 3 | Best m_IoU is: 0.420, OA is: 0.679 | val costTime=150.95041728019714
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.128 Acc=0.73 ---10919.89 ms/batch
Step 00020750 L_out=0.101 Acc=0.81 ---34516.47 ms/batch
Step 00020800 L_out=0.744 Acc=0.70 ---58323.30 ms/batch
Step 00020850 L_out=0.107 Acc=0.80 ---81849.76 ms/batch
Step 00020900 L_out=0.142 Acc=0.91 ---105761.72 ms/batch
Step 00020950 L_out=0.062 Acc=0.74 ---129473.26 ms/batch
Step 00021000 L_out=0.204 Acc=0.78 ---153444.41 ms/batch
Step 00021050 L_out=0.059 Acc=0.69 ---177428.39 ms/batch
Step 00021100 L_out=0.148 Acc=0.88 ---201157.05 ms/batch
Step 00021150 L_out=0.125 Acc=0.48 ---224914.74 ms/batch
Step 00021200 L_out=0.195 Acc=0.81 ---248910.93 ms/batch
Step 00021250 L_out=0.405 Acc=0.60 ---273035.70 ms/batch
Step 00021300 L_out=0.167 Acc=0.62 ---296713.73 ms/batch
Round 3 | epoch=1, train costTime=317.57605147361755, | total_activation_sum=9579889
Round 3 | epoch=2, current m_iou=0.47007101871026113
Round 3 | Best m_IoU is: 0.470, OA is: 0.833 | val costTime=156.76028060913086
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.204 Acc=0.63 --- 2853.13 ms/batch
Step 00021400 L_out=0.495 Acc=0.69 ---26469.64 ms/batch
Step 00021450 L_out=0.194 Acc=0.68 ---50269.16 ms/batch
Step 00021500 L_out=0.403 Acc=0.76 ---74201.99 ms/batch
Step 00021550 L_out=0.235 Acc=0.68 ---97962.68 ms/batch
Step 00021600 L_out=0.176 Acc=0.78 ---121756.50 ms/batch
Step 00021650 L_out=0.097 Acc=0.91 ---145466.39 ms/batch
Step 00021700 L_out=0.301 Acc=0.84 ---169158.20 ms/batch
Step 00021750 L_out=0.203 Acc=0.67 ---192939.64 ms/batch
Step 00021800 L_out=0.243 Acc=0.88 ---216676.85 ms/batch
Step 00021850 L_out=0.258 Acc=0.78 ---240590.21 ms/batch
Step 00021900 L_out=0.348 Acc=0.70 ---264414.02 ms/batch
Step 00021950 L_out=0.071 Acc=0.77 ---288233.26 ms/batch
Step 00022000 L_out=0.308 Acc=0.64 ---312096.27 ms/batch
Round 3 | epoch=2, train costTime=317.269047498703, | total_activation_sum=9572748
Round 3 | epoch=3, current m_iou=0.528019213718691
Round 3 | Best m_IoU is: 0.528, OA is: 0.839 | val costTime=148.6508560180664
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.410 Acc=0.68 ---18305.48 ms/batch
Step 00022100 L_out=0.105 Acc=0.73 ---41805.87 ms/batch
Step 00022150 L_out=0.204 Acc=0.79 ---65858.73 ms/batch
Step 00022200 L_out=0.170 Acc=0.83 ---89501.18 ms/batch
Step 00022250 L_out=0.192 Acc=0.89 ---113291.26 ms/batch
Step 00022300 L_out=0.290 Acc=0.77 ---137145.70 ms/batch
Step 00022350 L_out=0.105 Acc=0.89 ---160897.66 ms/batch
Step 00022400 L_out=0.149 Acc=0.78 ---184513.44 ms/batch
Step 00022450 L_out=0.303 Acc=0.82 ---208083.69 ms/batch
Step 00022500 L_out=0.212 Acc=0.67 ---231613.96 ms/batch
Step 00022550 L_out=0.097 Acc=0.75 ---255284.35 ms/batch
Step 00022600 L_out=0.057 Acc=0.72 ---279251.17 ms/batch
Step 00022650 L_out=0.242 Acc=0.83 ---302895.58 ms/batch
Round 3 | epoch=3, train costTime=316.133501291275, | total_activation_sum=9608163
Round 3 | epoch=4, current m_iou=0.5404526861806913
Round 3 | Best m_IoU is: 0.540, OA is: 0.849 | val costTime=160.7745394706726
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.229 Acc=0.63 ---10937.25 ms/batch
Step 00022750 L_out=0.073 Acc=0.77 ---35393.43 ms/batch
Step 00022800 L_out=0.318 Acc=0.74 ---60364.73 ms/batch
Step 00022850 L_out=0.078 Acc=0.80 ---84892.67 ms/batch
Step 00022900 L_out=0.074 Acc=0.85 ---109795.47 ms/batch
Step 00022950 L_out=0.060 Acc=0.87 ---134647.27 ms/batch
Step 00023000 L_out=0.080 Acc=0.83 ---158477.62 ms/batch
Step 00023050 L_out=0.211 Acc=0.68 ---182205.21 ms/batch
Step 00023100 L_out=0.249 Acc=0.84 ---205930.89 ms/batch
Step 00023150 L_out=0.243 Acc=0.82 ---229763.56 ms/batch
Step 00023200 L_out=0.403 Acc=0.72 ---253391.19 ms/batch
Step 00023250 L_out=0.213 Acc=0.91 ---277388.04 ms/batch
Step 00023300 L_out=0.047 Acc=0.88 ---301410.70 ms/batch
Round 3 | epoch=4, train costTime=322.63182163238525, | total_activation_sum=9469507
Round 3 | epoch=5, current m_iou=0.5795875901263496
Round 3 | Best m_IoU is: 0.580, OA is: 0.878 | val costTime=145.51780939102173
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.127 Acc=0.76 --- 2345.02 ms/batch
Step 00023400 L_out=0.031 Acc=0.81 ---25992.28 ms/batch
Step 00023450 L_out=0.364 Acc=0.78 ---49948.27 ms/batch
Step 00023500 L_out=0.077 Acc=0.78 ---73471.79 ms/batch
Step 00023550 L_out=0.286 Acc=0.71 ---97221.49 ms/batch
Step 00023600 L_out=0.084 Acc=0.87 ---121010.85 ms/batch
Step 00023650 L_out=0.143 Acc=0.85 ---144658.67 ms/batch
Step 00023700 L_out=0.160 Acc=0.76 ---168353.98 ms/batch
Step 00023750 L_out=0.146 Acc=0.89 ---191913.09 ms/batch
Step 00023800 L_out=0.153 Acc=0.89 ---215546.91 ms/batch
Step 00023850 L_out=0.220 Acc=0.66 ---239396.39 ms/batch
Step 00023900 L_out=0.301 Acc=0.87 ---263175.39 ms/batch
Step 00023950 L_out=0.073 Acc=0.76 ---287036.10 ms/batch
Step 00024000 L_out=0.196 Acc=0.76 ---311150.84 ms/batch
Round 3 | epoch=5, train costTime=316.8010094165802, | total_activation_sum=9622141
Round 3 | epoch=6, current m_iou=0.5650151988958365
Round 3 | Best m_IoU is: 0.580, OA is: 0.878 | val costTime=140.99352502822876
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.108 Acc=0.87 ---18000.22 ms/batch
Step 00024100 L_out=0.234 Acc=0.65 ---41797.79 ms/batch
Step 00024150 L_out=0.126 Acc=0.88 ---65416.80 ms/batch
Step 00024200 L_out=0.069 Acc=0.92 ---89257.20 ms/batch
Step 00024250 L_out=0.071 Acc=0.81 ---112960.54 ms/batch
Step 00024300 L_out=0.322 Acc=0.88 ---136560.94 ms/batch
Step 00024350 L_out=0.054 Acc=0.83 ---160270.66 ms/batch
Step 00024400 L_out=0.123 Acc=0.80 ---183936.89 ms/batch
Step 00024450 L_out=0.064 Acc=0.91 ---207392.15 ms/batch
Step 00024500 L_out=0.118 Acc=0.91 ---231074.93 ms/batch
Step 00024550 L_out=0.076 Acc=0.72 ---254814.98 ms/batch
Step 00024600 L_out=0.475 Acc=0.76 ---278610.62 ms/batch
Step 00024650 L_out=0.032 Acc=0.88 ---302099.59 ms/batch
Round 3 | epoch=6, train costTime=316.00079584121704, | total_activation_sum=9531323
Round 3 | epoch=7, current m_iou=0.5895065997311547
Round 3 | Best m_IoU is: 0.590, OA is: 0.872 | val costTime=152.38033413887024
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.108 Acc=0.79 --- 9869.06 ms/batch
Step 00024750 L_out=0.283 Acc=0.83 ---33453.15 ms/batch
Step 00024800 L_out=0.162 Acc=0.76 ---57258.98 ms/batch
Step 00024850 L_out=0.071 Acc=0.94 ---80865.98 ms/batch
Step 00024900 L_out=0.037 Acc=0.85 ---104385.61 ms/batch
Step 00024950 L_out=0.097 Acc=0.84 ---128212.80 ms/batch
Step 00025000 L_out=0.048 Acc=0.83 ---152037.95 ms/batch
Step 00025050 L_out=0.107 Acc=0.42 ---175646.51 ms/batch
Step 00025100 L_out=0.320 Acc=0.71 ---199275.43 ms/batch
Step 00025150 L_out=0.071 Acc=0.83 ---222789.92 ms/batch
Step 00025200 L_out=0.215 Acc=0.67 ---246493.02 ms/batch
Step 00025250 L_out=0.034 Acc=0.83 ---270435.28 ms/batch
Step 00025300 L_out=0.080 Acc=0.86 ---294026.79 ms/batch
Round 3 | epoch=7, train costTime=315.8864402770996, | total_activation_sum=9663771
Round 3 | epoch=8, current m_iou=0.6021521848609316
Round 3 | Best m_IoU is: 0.602, OA is: 0.887 | val costTime=141.42138695716858
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.207 Acc=0.84 --- 1885.09 ms/batch
Step 00025400 L_out=0.038 Acc=0.90 ---25541.09 ms/batch
Step 00025450 L_out=0.054 Acc=0.85 ---49039.82 ms/batch
Step 00025500 L_out=0.038 Acc=0.83 ---72771.10 ms/batch
Step 00025550 L_out=0.089 Acc=0.95 ---96543.73 ms/batch
Step 00025600 L_out=0.181 Acc=0.80 ---120306.90 ms/batch
Step 00025650 L_out=0.116 Acc=0.78 ---144058.48 ms/batch
Step 00025700 L_out=0.060 Acc=0.91 ---167584.36 ms/batch
Step 00025750 L_out=0.041 Acc=0.93 ---191410.49 ms/batch
Step 00025800 L_out=0.147 Acc=0.83 ---215108.08 ms/batch
Step 00025850 L_out=0.084 Acc=0.90 ---238541.75 ms/batch
Step 00025900 L_out=0.095 Acc=0.73 ---262045.97 ms/batch
Step 00025950 L_out=0.137 Acc=0.84 ---285679.70 ms/batch
Step 00026000 L_out=0.154 Acc=0.89 ---309163.36 ms/batch
Round 3 | epoch=8, train costTime=315.31964588165283, | total_activation_sum=9507907
Round 3 | epoch=9, current m_iou=0.6220361506343282
Round 3 | Best m_IoU is: 0.622, OA is: 0.896 | val costTime=152.28440594673157
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.182 Acc=0.65 ---17516.73 ms/batch
Step 00026100 L_out=0.050 Acc=0.90 ---41369.73 ms/batch
Step 00026150 L_out=0.282 Acc=0.88 ---65055.01 ms/batch
Step 00026200 L_out=0.204 Acc=0.79 ---88567.93 ms/batch
Step 00026250 L_out=0.072 Acc=0.81 ---112192.52 ms/batch
Step 00026300 L_out=0.061 Acc=0.79 ---135862.33 ms/batch
Step 00026350 L_out=0.197 Acc=0.77 ---159647.64 ms/batch
Step 00026400 L_out=0.120 Acc=0.91 ---183210.42 ms/batch
Step 00026450 L_out=0.123 Acc=0.86 ---206848.45 ms/batch
Step 00026500 L_out=0.187 Acc=0.88 ---230645.33 ms/batch
Step 00026550 L_out=0.104 Acc=0.83 ---254372.76 ms/batch
Step 00026600 L_out=0.132 Acc=0.88 ---278059.33 ms/batch
Step 00026650 L_out=0.078 Acc=0.79 ---301809.61 ms/batch
Round 3 | epoch=9, train costTime=316.1993703842163, | total_activation_sum=9628217
Round 3 | epoch=10, current m_iou=0.6237690310655892
Round 3 | Best m_IoU is: 0.624, OA is: 0.895 | val costTime=151.54264283180237
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.085 Acc=0.89 --- 9930.52 ms/batch
Step 00026750 L_out=0.189 Acc=0.86 ---34736.12 ms/batch
Step 00026800 L_out=0.026 Acc=0.84 ---59406.68 ms/batch
Step 00026850 L_out=0.048 Acc=0.81 ---84194.16 ms/batch
Step 00026900 L_out=0.074 Acc=0.84 ---108613.69 ms/batch
Step 00026950 L_out=0.364 Acc=0.86 ---133606.64 ms/batch
Step 00027000 L_out=0.096 Acc=0.81 ---158287.12 ms/batch
Step 00027050 L_out=0.092 Acc=0.88 ---181736.04 ms/batch
Step 00027100 L_out=0.027 Acc=0.94 ---205175.30 ms/batch
Step 00027150 L_out=0.022 Acc=0.83 ---228837.39 ms/batch
Step 00027200 L_out=0.105 Acc=0.80 ---252587.86 ms/batch
Step 00027250 L_out=0.082 Acc=0.87 ---276185.60 ms/batch
Step 00027300 L_out=0.037 Acc=0.92 ---299974.08 ms/batch
Round 3 | epoch=10, train costTime=322.1971652507782, | total_activation_sum=9576816
Round 3 | epoch=11, current m_iou=0.6158385572185003
Round 3 | Best m_IoU is: 0.624, OA is: 0.895 | val costTime=154.18822765350342
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.054 Acc=0.92 --- 1463.47 ms/batch
Step 00027400 L_out=0.533 Acc=0.59 ---25163.15 ms/batch
Step 00027450 L_out=0.287 Acc=0.76 ---48824.54 ms/batch
Step 00027500 L_out=0.061 Acc=0.80 ---72592.28 ms/batch
Step 00027550 L_out=0.048 Acc=0.84 ---96370.71 ms/batch
Step 00027600 L_out=0.173 Acc=0.89 ---119902.79 ms/batch
Step 00027650 L_out=0.070 Acc=0.91 ---143444.40 ms/batch
Step 00027700 L_out=0.154 Acc=0.54 ---166996.92 ms/batch
Step 00027750 L_out=0.023 Acc=0.85 ---190703.06 ms/batch
Step 00027800 L_out=0.098 Acc=0.82 ---214618.31 ms/batch
Step 00027850 L_out=0.050 Acc=0.83 ---238259.30 ms/batch
Step 00027900 L_out=0.068 Acc=0.79 ---262033.91 ms/batch
Step 00027950 L_out=0.035 Acc=0.88 ---285784.19 ms/batch
Step 00028000 L_out=0.292 Acc=0.81 ---309505.38 ms/batch
Round 3 | epoch=11, train costTime=316.2675986289978, | total_activation_sum=9557251
Round 3 | epoch=12, current m_iou=0.6097890315910379
Round 3 | Best m_IoU is: 0.624, OA is: 0.895 | val costTime=142.6355540752411
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.033 Acc=0.91 ---17073.92 ms/batch
Step 00028100 L_out=0.080 Acc=0.86 ---40641.36 ms/batch
Step 00028150 L_out=0.059 Acc=0.87 ---64163.14 ms/batch
Step 00028200 L_out=0.048 Acc=0.89 ---87704.95 ms/batch
Step 00028250 L_out=0.377 Acc=0.71 ---111555.76 ms/batch
Step 00028300 L_out=0.077 Acc=0.86 ---135535.70 ms/batch
Step 00028350 L_out=0.229 Acc=0.89 ---159573.69 ms/batch
Step 00028400 L_out=0.122 Acc=0.77 ---183401.85 ms/batch
Step 00028450 L_out=0.045 Acc=0.92 ---207030.76 ms/batch
Step 00028500 L_out=0.161 Acc=0.91 ---230635.80 ms/batch
Step 00028550 L_out=0.072 Acc=0.87 ---254306.66 ms/batch
Step 00028600 L_out=0.077 Acc=0.92 ---278081.94 ms/batch
Step 00028650 L_out=0.037 Acc=0.86 ---301738.33 ms/batch
Round 3 | epoch=12, train costTime=316.4480712413788, | total_activation_sum=9596938
Round 3 | epoch=13, current m_iou=0.5946302306963838
Round 3 | Best m_IoU is: 0.624, OA is: 0.895 | val costTime=156.11605072021484
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.254 Acc=0.84 --- 9098.01 ms/batch
Step 00028750 L_out=0.187 Acc=0.91 ---32471.87 ms/batch
Step 00028800 L_out=0.048 Acc=0.88 ---55961.90 ms/batch
Step 00028850 L_out=0.055 Acc=0.85 ---79338.64 ms/batch
Step 00028900 L_out=0.031 Acc=0.93 ---103372.55 ms/batch
Step 00028950 L_out=0.049 Acc=0.92 ---127207.03 ms/batch
Step 00029000 L_out=0.030 Acc=0.76 ---150935.31 ms/batch
Step 00029050 L_out=0.069 Acc=0.87 ---174410.46 ms/batch
Step 00029100 L_out=0.052 Acc=0.78 ---198583.93 ms/batch
Step 00029150 L_out=0.043 Acc=0.86 ---222400.47 ms/batch
Step 00029200 L_out=0.160 Acc=0.86 ---245967.50 ms/batch
Step 00029250 L_out=0.067 Acc=0.89 ---269860.73 ms/batch
Step 00029300 L_out=0.030 Acc=0.90 ---293554.99 ms/batch
Round 3 | epoch=13, train costTime=316.26285672187805, | total_activation_sum=9712030
Round 3 | epoch=14, current m_iou=0.5888403808754912
Round 3 | Best m_IoU is: 0.624, OA is: 0.895 | val costTime=145.3428041934967
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.038 Acc=0.86 ---  992.94 ms/batch
Step 00029400 L_out=0.062 Acc=0.83 ---24851.38 ms/batch
Step 00029450 L_out=0.144 Acc=0.85 ---48353.60 ms/batch
Step 00029500 L_out=0.018 Acc=0.82 ---72228.78 ms/batch
Step 00029550 L_out=0.145 Acc=0.71 ---95721.76 ms/batch
Step 00029600 L_out=0.110 Acc=0.83 ---119327.39 ms/batch
Step 00029650 L_out=0.019 Acc=0.86 ---142959.02 ms/batch
Step 00029700 L_out=0.073 Acc=0.86 ---166803.59 ms/batch
Step 00029750 L_out=0.101 Acc=0.81 ---190275.67 ms/batch
Step 00029800 L_out=0.098 Acc=0.84 ---214175.01 ms/batch
Step 00029850 L_out=0.053 Acc=0.81 ---237684.55 ms/batch
Step 00029900 L_out=0.165 Acc=0.81 ---261360.43 ms/batch
Step 00029950 L_out=0.045 Acc=0.89 ---285160.24 ms/batch
Step 00030000 L_out=0.111 Acc=0.84 ---309101.32 ms/batch
Round 3 | epoch=14, train costTime=316.1208989620209, | total_activation_sum=9592299
Round 3 | epoch=15, current m_iou=0.573122506815665
Round 3 | Best m_IoU is: 0.624, OA is: 0.895 | val costTime=155.78301692008972
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.076 Acc=0.95 ---16737.05 ms/batch
Step 00030100 L_out=0.067 Acc=0.93 ---40901.69 ms/batch
Step 00030150 L_out=0.224 Acc=0.84 ---64305.71 ms/batch
Step 00030200 L_out=0.127 Acc=0.85 ---87878.71 ms/batch
Step 00030250 L_out=0.061 Acc=0.81 ---111577.76 ms/batch
Step 00030300 L_out=0.097 Acc=0.89 ---135094.08 ms/batch
Step 00030350 L_out=0.018 Acc=0.77 ---158560.22 ms/batch
Step 00030400 L_out=0.100 Acc=0.85 ---182131.07 ms/batch
Step 00030450 L_out=0.042 Acc=0.90 ---205937.26 ms/batch
Step 00030500 L_out=0.471 Acc=0.85 ---229515.79 ms/batch
Step 00030550 L_out=0.095 Acc=0.84 ---253201.83 ms/batch
Step 00030600 L_out=0.269 Acc=0.81 ---276833.14 ms/batch
Step 00030650 L_out=0.022 Acc=0.89 ---300425.06 ms/batch
Round 3 | epoch=15, train costTime=315.5966749191284, | total_activation_sum=9545262
Round 3 | epoch=16, current m_iou=0.6040616089940456
Round 3 | Best m_IoU is: 0.624, OA is: 0.895 | val costTime=148.67784714698792
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.064 Acc=0.83 --- 8940.88 ms/batch
Step 00030750 L_out=0.151 Acc=0.82 ---33931.93 ms/batch
Step 00030800 L_out=0.034 Acc=0.87 ---58950.48 ms/batch
Step 00030850 L_out=0.066 Acc=0.91 ---83149.18 ms/batch
Step 00030900 L_out=0.043 Acc=0.80 ---107749.73 ms/batch
Step 00030950 L_out=0.065 Acc=0.88 ---132490.49 ms/batch
Step 00031000 L_out=0.093 Acc=0.92 ---157666.90 ms/batch
Step 00031050 L_out=0.030 Acc=0.87 ---181856.41 ms/batch
Step 00031100 L_out=0.104 Acc=0.82 ---205850.25 ms/batch
Step 00031150 L_out=0.034 Acc=0.89 ---229720.84 ms/batch
Step 00031200 L_out=0.097 Acc=0.90 ---253533.55 ms/batch
Step 00031250 L_out=0.252 Acc=0.85 ---277190.23 ms/batch
Step 00031300 L_out=0.047 Acc=0.79 ---301002.33 ms/batch
Round 3 | epoch=16, train costTime=324.29335927963257, | total_activation_sum=9529514
Round 3 | epoch=17, current m_iou=0.6064576028846012
Round 3 | Best m_IoU is: 0.624, OA is: 0.895 | val costTime=152.93234729766846
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.059 Acc=0.92 ---  460.53 ms/batch
Step 00031400 L_out=0.088 Acc=0.87 ---24289.51 ms/batch
Step 00031450 L_out=0.042 Acc=0.89 ---47932.54 ms/batch
Step 00031500 L_out=0.054 Acc=0.88 ---71852.04 ms/batch
Step 00031550 L_out=0.109 Acc=0.85 ---95521.62 ms/batch
Step 00031600 L_out=0.027 Acc=0.83 ---119348.46 ms/batch
Step 00031650 L_out=0.046 Acc=0.93 ---142971.89 ms/batch
Step 00031700 L_out=0.071 Acc=0.88 ---166679.07 ms/batch
Step 00031750 L_out=0.016 Acc=0.82 ---190339.14 ms/batch
Step 00031800 L_out=0.053 Acc=0.88 ---214103.31 ms/batch
Step 00031850 L_out=0.028 Acc=0.88 ---237780.79 ms/batch
Step 00031900 L_out=0.089 Acc=0.89 ---261554.64 ms/batch
Step 00031950 L_out=0.025 Acc=0.89 ---285141.92 ms/batch
Step 00032000 L_out=0.033 Acc=0.86 ---308872.26 ms/batch
Round 3 | epoch=17, train costTime=316.4744989871979, | total_activation_sum=9682976
Round 3 | epoch=18, current m_iou=0.6233549192240799
Round 3 | Best m_IoU is: 0.624, OA is: 0.895 | val costTime=148.61278772354126
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.129 Acc=0.91 ---16109.26 ms/batch
Step 00032100 L_out=0.035 Acc=0.89 ---39769.34 ms/batch
Step 00032150 L_out=0.070 Acc=0.88 ---63494.41 ms/batch
Step 00032200 L_out=0.038 Acc=0.93 ---87303.65 ms/batch
Step 00032250 L_out=0.041 Acc=0.92 ---111179.03 ms/batch
Step 00032300 L_out=0.114 Acc=0.90 ---135018.21 ms/batch
Step 00032350 L_out=0.019 Acc=0.83 ---158616.94 ms/batch
Step 00032400 L_out=0.076 Acc=0.86 ---182134.56 ms/batch
Step 00032450 L_out=0.071 Acc=0.88 ---205783.18 ms/batch
Step 00032500 L_out=0.073 Acc=0.85 ---229287.99 ms/batch
Step 00032550 L_out=0.102 Acc=0.87 ---252786.65 ms/batch
Step 00032600 L_out=0.045 Acc=0.90 ---276319.81 ms/batch
Step 00032650 L_out=0.061 Acc=0.85 ---300014.49 ms/batch
Round 3 | epoch=18, train costTime=315.45986008644104, | total_activation_sum=9574741
Round 3 | epoch=19, current m_iou=0.6256765384639241
Round 3 | Best m_IoU is: 0.626, OA is: 0.903 | val costTime=145.60765528678894
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.032 Acc=0.87 --- 7897.44 ms/batch
Step 00032750 L_out=0.174 Acc=0.93 ---31508.20 ms/batch
Step 00032800 L_out=0.350 Acc=0.85 ---55167.63 ms/batch
Step 00032850 L_out=0.124 Acc=0.89 ---78882.34 ms/batch
Step 00032900 L_out=0.032 Acc=0.86 ---102852.93 ms/batch
Step 00032950 L_out=0.028 Acc=0.92 ---126518.28 ms/batch
Step 00033000 L_out=0.083 Acc=0.85 ---150277.67 ms/batch
Step 00033050 L_out=0.026 Acc=0.90 ---173947.41 ms/batch
Step 00033100 L_out=0.069 Acc=0.88 ---197648.31 ms/batch
Step 00033150 L_out=0.034 Acc=0.87 ---221438.25 ms/batch
Step 00033200 L_out=0.039 Acc=0.93 ---245439.50 ms/batch
Step 00033250 L_out=0.058 Acc=0.84 ---269235.63 ms/batch
Step 00033300 L_out=0.050 Acc=0.92 ---292903.31 ms/batch
Step 00033350 L_out=0.045 Acc=0.95 ---316657.05 ms/batch
Round 3 | epoch=19, train costTime=316.6572427749634, | total_activation_sum=9592147
Round 3 | epoch=20, current m_iou=0.6308672367951196
Round 3 | Best m_IoU is: 0.631, OA is: 0.905 | val costTime=148.7784082889557
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.093 Acc=0.89 ---23828.70 ms/batch
Step 00033450 L_out=0.012 Acc=0.82 ---47418.48 ms/batch
Step 00033500 L_out=0.053 Acc=0.91 ---71040.39 ms/batch
Step 00033550 L_out=0.077 Acc=0.92 ---94834.28 ms/batch
Step 00033600 L_out=0.125 Acc=0.87 ---118490.13 ms/batch
Step 00033650 L_out=0.049 Acc=0.92 ---142043.06 ms/batch
Step 00033700 L_out=0.149 Acc=0.83 ---165350.12 ms/batch
Step 00033750 L_out=0.069 Acc=0.85 ---189113.90 ms/batch
Step 00033800 L_out=0.031 Acc=0.88 ---212677.62 ms/batch
Step 00033850 L_out=0.029 Acc=0.86 ---236461.44 ms/batch
Step 00033900 L_out=0.064 Acc=0.87 ---260333.42 ms/batch
Step 00033950 L_out=0.192 Acc=0.89 ---283860.79 ms/batch
Step 00034000 L_out=0.312 Acc=0.77 ---307422.61 ms/batch
Round 3 | epoch=20, train costTime=315.51912927627563, | total_activation_sum=9553174
Round 3 | epoch=21, current m_iou=0.620045341290336
Round 3 | Best m_IoU is: 0.631, OA is: 0.905 | val costTime=138.51423478126526
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.090 Acc=0.92 ---15640.15 ms/batch
Step 00034100 L_out=0.023 Acc=0.81 ---39489.21 ms/batch
Step 00034150 L_out=0.225 Acc=0.86 ---63241.68 ms/batch
Step 00034200 L_out=0.195 Acc=0.78 ---86926.66 ms/batch
Step 00034250 L_out=0.074 Acc=0.91 ---110651.94 ms/batch
Step 00034300 L_out=0.063 Acc=0.91 ---134362.46 ms/batch
Step 00034350 L_out=0.060 Acc=0.73 ---158268.00 ms/batch
Step 00034400 L_out=0.072 Acc=0.81 ---182177.23 ms/batch
Step 00034450 L_out=0.041 Acc=0.90 ---206165.15 ms/batch
Step 00034500 L_out=0.062 Acc=0.88 ---229714.66 ms/batch
Step 00034550 L_out=0.016 Acc=0.87 ---253493.87 ms/batch
Step 00034600 L_out=0.099 Acc=0.93 ---277032.78 ms/batch
Step 00034650 L_out=0.037 Acc=0.84 ---300807.32 ms/batch
Round 3 | epoch=21, train costTime=316.95548391342163, | total_activation_sum=9657614
Round 3 | epoch=22, current m_iou=0.6222245356502181
Round 3 | Best m_IoU is: 0.631, OA is: 0.905 | val costTime=150.77193522453308
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.048 Acc=0.83 --- 7809.13 ms/batch
Step 00034750 L_out=0.154 Acc=0.85 ---32359.52 ms/batch
Step 00034800 L_out=0.023 Acc=0.79 ---57105.40 ms/batch
Step 00034850 L_out=0.061 Acc=0.69 ---81709.92 ms/batch
Step 00034900 L_out=0.053 Acc=0.88 ---106763.35 ms/batch
Step 00034950 L_out=0.081 Acc=0.91 ---131359.26 ms/batch
Step 00035000 L_out=0.312 Acc=0.87 ---155936.99 ms/batch
Step 00035050 L_out=0.130 Acc=0.86 ---180857.92 ms/batch
Step 00035100 L_out=0.036 Acc=0.83 ---204977.00 ms/batch
Step 00035150 L_out=0.057 Acc=0.86 ---228888.85 ms/batch
Step 00035200 L_out=0.019 Acc=0.85 ---252688.52 ms/batch
Step 00035250 L_out=0.082 Acc=0.83 ---276526.66 ms/batch
Step 00035300 L_out=0.071 Acc=0.87 ---299979.15 ms/batch
Step 00035350 L_out=0.029 Acc=0.81 ---323600.13 ms/batch
Round 3 | epoch=22, train costTime=324.0968563556671, | total_activation_sum=9740711
Round 3 | epoch=23, current m_iou=0.6147735665003932
Round 3 | Best m_IoU is: 0.631, OA is: 0.905 | val costTime=148.13592958450317
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.047 Acc=0.87 ---23644.71 ms/batch
Step 00035450 L_out=0.096 Acc=0.91 ---47640.43 ms/batch
Step 00035500 L_out=0.064 Acc=0.88 ---71197.08 ms/batch
Step 00035550 L_out=0.056 Acc=0.89 ---95029.82 ms/batch
Step 00035600 L_out=0.056 Acc=0.89 ---118876.43 ms/batch
Step 00035650 L_out=0.048 Acc=0.96 ---142724.81 ms/batch
Step 00035700 L_out=0.068 Acc=0.90 ---166495.60 ms/batch
Step 00035750 L_out=0.078 Acc=0.88 ---190349.70 ms/batch
Step 00035800 L_out=0.028 Acc=0.92 ---214377.87 ms/batch
Step 00035850 L_out=0.089 Acc=0.91 ---238172.00 ms/batch
Step 00035900 L_out=0.080 Acc=0.89 ---261749.15 ms/batch
Step 00035950 L_out=0.088 Acc=0.81 ---285327.67 ms/batch
Step 00036000 L_out=0.073 Acc=0.91 ---308903.26 ms/batch
Round 3 | epoch=23, train costTime=317.53589963912964, | total_activation_sum=9499570
Round 3 | epoch=24, current m_iou=0.6107934549496732
Round 3 | Best m_IoU is: 0.631, OA is: 0.905 | val costTime=147.98801827430725
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.372 Acc=0.90 ---15091.71 ms/batch
Step 00036100 L_out=0.026 Acc=0.91 ---38953.09 ms/batch
Step 00036150 L_out=0.027 Acc=0.93 ---62662.55 ms/batch
Step 00036200 L_out=0.024 Acc=0.86 ---86271.65 ms/batch
Step 00036250 L_out=0.066 Acc=0.86 ---109990.62 ms/batch
Step 00036300 L_out=0.043 Acc=0.87 ---133490.73 ms/batch
Step 00036350 L_out=0.029 Acc=0.91 ---157168.51 ms/batch
Step 00036400 L_out=0.030 Acc=0.86 ---181091.51 ms/batch
Step 00036450 L_out=0.029 Acc=0.92 ---205031.28 ms/batch
Step 00036500 L_out=0.107 Acc=0.86 ---228651.66 ms/batch
Step 00036550 L_out=0.328 Acc=0.71 ---252303.99 ms/batch
Step 00036600 L_out=0.072 Acc=0.85 ---276070.13 ms/batch
Step 00036650 L_out=0.046 Acc=0.88 ---299638.90 ms/batch
Round 3 | epoch=24, train costTime=316.39940547943115, | total_activation_sum=9569877
Round 3 | epoch=25, current m_iou=0.6119894938029086
Round 3 | Best m_IoU is: 0.631, OA is: 0.905 | val costTime=145.33771085739136
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.033 Acc=0.92 --- 6980.34 ms/batch
Step 00036750 L_out=0.235 Acc=0.84 ---31016.82 ms/batch
Step 00036800 L_out=0.026 Acc=0.85 ---54999.06 ms/batch
Step 00036850 L_out=0.102 Acc=0.91 ---78614.07 ms/batch
Step 00036900 L_out=0.157 Acc=0.88 ---102280.74 ms/batch
Step 00036950 L_out=0.055 Acc=0.89 ---126097.81 ms/batch
Step 00037000 L_out=0.051 Acc=0.84 ---149873.83 ms/batch
Step 00037050 L_out=0.013 Acc=0.83 ---173434.64 ms/batch
Step 00037100 L_out=0.053 Acc=0.91 ---197233.05 ms/batch
Step 00037150 L_out=0.048 Acc=0.90 ---220909.98 ms/batch
Step 00037200 L_out=0.037 Acc=0.79 ---244463.38 ms/batch
Step 00037250 L_out=0.015 Acc=0.95 ---268150.10 ms/batch
Step 00037300 L_out=0.021 Acc=0.92 ---291776.37 ms/batch
Step 00037350 L_out=0.104 Acc=0.92 ---315357.22 ms/batch
Round 3 | epoch=25, train costTime=316.2717504501343, | total_activation_sum=9577813
Round 3 | epoch=26, current m_iou=0.6155181004359733
Round 3 | Best m_IoU is: 0.631, OA is: 0.905 | val costTime=143.8906409740448
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.063 Acc=0.89 ---22971.76 ms/batch
Step 00037450 L_out=0.084 Acc=0.80 ---46928.20 ms/batch
Step 00037500 L_out=0.009 Acc=0.88 ---70808.34 ms/batch
Step 00037550 L_out=0.030 Acc=0.88 ---94493.87 ms/batch
Step 00037600 L_out=0.011 Acc=0.92 ---118473.17 ms/batch
Step 00037650 L_out=0.022 Acc=0.90 ---142005.37 ms/batch
Step 00037700 L_out=0.027 Acc=0.94 ---165706.01 ms/batch
Step 00037750 L_out=0.118 Acc=0.89 ---189250.74 ms/batch
Step 00037800 L_out=0.089 Acc=0.94 ---213011.66 ms/batch
Step 00037850 L_out=0.031 Acc=0.88 ---236704.46 ms/batch
Step 00037900 L_out=0.025 Acc=0.86 ---260498.14 ms/batch
Step 00037950 L_out=0.022 Acc=0.89 ---284195.97 ms/batch
Step 00038000 L_out=0.017 Acc=0.88 ---307844.39 ms/batch
Round 3 | epoch=26, train costTime=316.83247590065, | total_activation_sum=9770564
Round 3 | epoch=27, current m_iou=0.6174985315134512
Round 3 | Best m_IoU is: 0.631, OA is: 0.905 | val costTime=141.34847617149353
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.014 Acc=0.92 ---14736.80 ms/batch
Step 00038100 L_out=0.246 Acc=0.78 ---38590.81 ms/batch
Step 00038150 L_out=0.038 Acc=0.94 ---62208.30 ms/batch
Step 00038200 L_out=0.050 Acc=0.85 ---85882.84 ms/batch
Step 00038250 L_out=0.086 Acc=0.78 ---109673.39 ms/batch
Step 00038300 L_out=0.037 Acc=0.92 ---133518.84 ms/batch
Step 00038350 L_out=0.057 Acc=0.92 ---157227.55 ms/batch
Step 00038400 L_out=0.159 Acc=0.74 ---181041.38 ms/batch
Step 00038450 L_out=0.047 Acc=0.94 ---204962.08 ms/batch
Step 00038500 L_out=0.051 Acc=0.90 ---228621.66 ms/batch
Step 00038550 L_out=0.097 Acc=0.86 ---252549.65 ms/batch
Step 00038600 L_out=0.043 Acc=0.89 ---276073.77 ms/batch
Step 00038650 L_out=0.064 Acc=0.81 ---299343.88 ms/batch
Round 3 | epoch=27, train costTime=316.7061755657196, | total_activation_sum=9428403
Round 3 | epoch=28, current m_iou=0.6165895117763387
Round 3 | Best m_IoU is: 0.631, OA is: 0.905 | val costTime=146.0586223602295
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.154 Acc=0.74 --- 6704.17 ms/batch
Step 00038750 L_out=0.116 Acc=0.90 ---30880.09 ms/batch
Step 00038800 L_out=0.012 Acc=0.92 ---54940.80 ms/batch
Step 00038850 L_out=0.008 Acc=0.93 ---79063.91 ms/batch
Step 00038900 L_out=0.041 Acc=0.76 ---102784.75 ms/batch
Step 00038950 L_out=0.008 Acc=0.94 ---127089.93 ms/batch
Step 00039000 L_out=0.052 Acc=0.83 ---151299.59 ms/batch
Step 00039050 L_out=0.087 Acc=0.90 ---175359.86 ms/batch
Step 00039100 L_out=0.141 Acc=0.80 ---199482.18 ms/batch
Step 00039150 L_out=0.072 Acc=0.93 ---223998.22 ms/batch
Step 00039200 L_out=0.140 Acc=0.75 ---247723.62 ms/batch
Step 00039250 L_out=0.100 Acc=0.84 ---271299.56 ms/batch
Step 00039300 L_out=0.015 Acc=0.90 ---294947.64 ms/batch
Step 00039350 L_out=0.054 Acc=0.91 ---318642.48 ms/batch
Round 3 | epoch=28, train costTime=320.042263507843, | total_activation_sum=9694753
Round 3 | epoch=29, current m_iou=0.6114500462734822
Round 3 | Best m_IoU is: 0.631, OA is: 0.905 | val costTime=146.6258397102356
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.029 Acc=0.88 ---22380.82 ms/batch
Step 00039450 L_out=0.028 Acc=0.91 ---45888.90 ms/batch
Step 00039500 L_out=0.138 Acc=0.91 ---69551.32 ms/batch
Step 00039550 L_out=0.067 Acc=0.92 ---92699.92 ms/batch
Step 00039600 L_out=0.038 Acc=0.88 ---116028.37 ms/batch
Step 00039650 L_out=0.186 Acc=0.78 ---139529.40 ms/batch
Step 00039700 L_out=0.004 Acc=0.85 ---163144.26 ms/batch
Step 00039750 L_out=0.210 Acc=0.81 ---186710.87 ms/batch
Step 00039800 L_out=0.052 Acc=0.83 ---210256.53 ms/batch
Step 00039850 L_out=0.011 Acc=0.92 ---233997.03 ms/batch
Step 00039900 L_out=0.058 Acc=0.90 ---257466.29 ms/batch
Step 00039950 L_out=0.056 Acc=0.85 ---281253.75 ms/batch
Step 00040000 L_out=0.030 Acc=0.92 ---304531.09 ms/batch
Round 3 | epoch=29, train costTime=313.91228914260864, | total_activation_sum=9555955
Round 3 | epoch=30, current m_iou=0.615462493788501
Round 3 | Best m_IoU is: 0.631, OA is: 0.905 | val costTime=157.23438572883606
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=0.162 Acc=0.89 ---14294.44 ms/batch
Step 00040100 L_out=0.058 Acc=0.75 ---38086.51 ms/batch
Step 00040150 L_out=0.223 Acc=0.90 ---61847.41 ms/batch
Step 00040200 L_out=0.229 Acc=0.76 ---85477.45 ms/batch
Step 00040250 L_out=0.437 Acc=0.85 ---109043.74 ms/batch
Step 00040300 L_out=1.901 Acc=0.47 ---132425.71 ms/batch
Step 00040350 L_out=0.294 Acc=0.66 ---156187.39 ms/batch
Step 00040400 L_out=1.108 Acc=0.73 ---180067.89 ms/batch
Step 00040450 L_out=0.077 Acc=0.85 ---203652.05 ms/batch
Step 00040500 L_out=0.580 Acc=0.73 ---227246.00 ms/batch
Step 00040550 L_out=0.319 Acc=0.68 ---250652.04 ms/batch
Step 00040600 L_out=0.255 Acc=0.77 ---274108.38 ms/batch
Step 00040650 L_out=0.154 Acc=0.87 ---297476.26 ms/batch
Round 4 | epoch=0, train costTime=314.89999413490295, | total_activation_sum=14801684
Round 4 | epoch=1, current m_iou=0.4533191961756807
Round 4 | Best m_IoU is: 0.453, OA is: 0.729 | val costTime=155.19946551322937
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.182 Acc=0.82 --- 6218.82 ms/batch
Step 00040750 L_out=0.129 Acc=0.85 ---29500.52 ms/batch
Step 00040800 L_out=0.192 Acc=0.86 ---52851.93 ms/batch
Step 00040850 L_out=0.233 Acc=0.81 ---76436.25 ms/batch
Step 00040900 L_out=0.576 Acc=0.65 ---99697.69 ms/batch
Step 00040950 L_out=0.028 Acc=0.89 ---123174.92 ms/batch
Step 00041000 L_out=0.363 Acc=0.78 ---146538.86 ms/batch
Step 00041050 L_out=0.268 Acc=0.70 ---170041.16 ms/batch
Step 00041100 L_out=0.363 Acc=0.79 ---193610.81 ms/batch
Step 00041150 L_out=0.181 Acc=0.76 ---217300.80 ms/batch
Step 00041200 L_out=0.085 Acc=0.71 ---240737.05 ms/batch
Step 00041250 L_out=0.354 Acc=0.88 ---264212.08 ms/batch
Step 00041300 L_out=0.114 Acc=0.80 ---287772.55 ms/batch
Step 00041350 L_out=0.319 Acc=0.79 ---311212.09 ms/batch
Round 4 | epoch=1, train costTime=313.0911102294922, | total_activation_sum=14304451
Round 4 | epoch=2, current m_iou=0.5721402329404993
Round 4 | Best m_IoU is: 0.572, OA is: 0.886 | val costTime=140.72731375694275
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.310 Acc=0.78 ---21691.42 ms/batch
Step 00041450 L_out=0.331 Acc=0.82 ---45362.80 ms/batch
Step 00041500 L_out=0.577 Acc=0.76 ---68636.54 ms/batch
Step 00041550 L_out=0.589 Acc=0.80 ---92306.66 ms/batch
Step 00041600 L_out=0.222 Acc=0.83 ---117215.15 ms/batch
Step 00041650 L_out=0.164 Acc=0.88 ---141982.53 ms/batch
Step 00041700 L_out=0.095 Acc=0.83 ---166509.72 ms/batch
Step 00041750 L_out=0.195 Acc=0.67 ---190934.80 ms/batch
Step 00041800 L_out=0.227 Acc=0.69 ---215582.90 ms/batch
Step 00041850 L_out=0.269 Acc=0.91 ---239732.91 ms/batch
Step 00041900 L_out=0.276 Acc=0.78 ---263695.94 ms/batch
Step 00041950 L_out=0.159 Acc=0.80 ---288543.19 ms/batch
Step 00042000 L_out=0.335 Acc=0.87 ---313390.86 ms/batch
Round 4 | epoch=2, train costTime=323.62888407707214, | total_activation_sum=14235868
Round 4 | epoch=3, current m_iou=0.6060476342994694
Round 4 | Best m_IoU is: 0.606, OA is: 0.883 | val costTime=157.68999767303467
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.294 Acc=0.90 ---13959.09 ms/batch
Step 00042100 L_out=0.100 Acc=0.89 ---37435.36 ms/batch
Step 00042150 L_out=0.234 Acc=0.79 ---61322.23 ms/batch
Step 00042200 L_out=0.254 Acc=0.82 ---85136.09 ms/batch
Step 00042250 L_out=0.305 Acc=0.92 ---108802.85 ms/batch
Step 00042300 L_out=0.223 Acc=0.84 ---132539.79 ms/batch
Step 00042350 L_out=0.220 Acc=0.91 ---156080.81 ms/batch
Step 00042400 L_out=0.128 Acc=0.93 ---179933.87 ms/batch
Step 00042450 L_out=0.255 Acc=0.80 ---203858.29 ms/batch
Step 00042500 L_out=0.120 Acc=0.88 ---227379.15 ms/batch
Step 00042550 L_out=0.581 Acc=0.78 ---251193.12 ms/batch
Step 00042600 L_out=0.236 Acc=0.87 ---274901.94 ms/batch
Step 00042650 L_out=0.126 Acc=0.79 ---298582.63 ms/batch
Round 4 | epoch=3, train costTime=316.5673933029175, | total_activation_sum=14467489
Round 4 | epoch=4, current m_iou=0.6012461645490369
Round 4 | Best m_IoU is: 0.606, OA is: 0.883 | val costTime=148.8540587425232
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.140 Acc=0.84 --- 5616.94 ms/batch
Step 00042750 L_out=0.846 Acc=0.64 ---29272.93 ms/batch
Step 00042800 L_out=0.121 Acc=0.79 ---52815.56 ms/batch
Step 00042850 L_out=0.276 Acc=0.77 ---76312.37 ms/batch
Step 00042900 L_out=0.142 Acc=0.92 ---100114.04 ms/batch
Step 00042950 L_out=0.187 Acc=0.79 ---124122.31 ms/batch
Step 00043000 L_out=0.196 Acc=0.84 ---147425.98 ms/batch
Step 00043050 L_out=0.131 Acc=0.93 ---171119.64 ms/batch
Step 00043100 L_out=0.366 Acc=0.62 ---194779.08 ms/batch
Step 00043150 L_out=0.300 Acc=0.75 ---218407.51 ms/batch
Step 00043200 L_out=0.043 Acc=0.92 ---242240.36 ms/batch
Step 00043250 L_out=0.111 Acc=0.83 ---266109.34 ms/batch
Step 00043300 L_out=0.125 Acc=0.74 ---289551.46 ms/batch
Step 00043350 L_out=0.222 Acc=0.89 ---313044.61 ms/batch
Round 4 | epoch=4, train costTime=315.40280961990356, | total_activation_sum=14329676
Round 4 | epoch=5, current m_iou=0.6041374354657985
Round 4 | Best m_IoU is: 0.606, OA is: 0.883 | val costTime=143.9203758239746
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.215 Acc=0.85 ---21361.09 ms/batch
Step 00043450 L_out=0.520 Acc=0.79 ---45108.66 ms/batch
Step 00043500 L_out=0.187 Acc=0.84 ---68851.19 ms/batch
Step 00043550 L_out=0.020 Acc=0.92 ---92678.10 ms/batch
Step 00043600 L_out=0.643 Acc=0.60 ---116370.04 ms/batch
Step 00043650 L_out=0.047 Acc=0.89 ---140026.79 ms/batch
Step 00043700 L_out=0.186 Acc=0.69 ---163274.10 ms/batch
Step 00043750 L_out=0.110 Acc=0.84 ---187179.96 ms/batch
Step 00043800 L_out=0.097 Acc=0.82 ---210891.55 ms/batch
Step 00043850 L_out=0.087 Acc=0.85 ---234614.34 ms/batch
Step 00043900 L_out=0.679 Acc=0.80 ---258418.84 ms/batch
Step 00043950 L_out=0.325 Acc=0.85 ---281965.58 ms/batch
Step 00044000 L_out=0.087 Acc=0.76 ---305604.10 ms/batch
Round 4 | epoch=5, train costTime=315.999968290329, | total_activation_sum=14440352
Round 4 | epoch=6, current m_iou=0.5790486288275143
Round 4 | Best m_IoU is: 0.606, OA is: 0.883 | val costTime=143.52982568740845
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.027 Acc=0.87 ---13385.92 ms/batch
Step 00044100 L_out=0.509 Acc=0.78 ---36978.76 ms/batch
Step 00044150 L_out=0.281 Acc=0.91 ---60498.84 ms/batch
Step 00044200 L_out=0.081 Acc=0.92 ---84161.48 ms/batch
Step 00044250 L_out=0.109 Acc=0.95 ---107723.78 ms/batch
Step 00044300 L_out=0.688 Acc=0.74 ---131266.09 ms/batch
Step 00044350 L_out=0.118 Acc=0.87 ---155078.95 ms/batch
Step 00044400 L_out=0.105 Acc=0.83 ---178859.62 ms/batch
Step 00044450 L_out=0.101 Acc=0.84 ---202648.58 ms/batch
Step 00044500 L_out=0.128 Acc=0.90 ---226142.65 ms/batch
Step 00044550 L_out=0.094 Acc=0.90 ---249940.82 ms/batch
Step 00044600 L_out=0.311 Acc=0.90 ---273677.10 ms/batch
Step 00044650 L_out=0.056 Acc=0.83 ---297215.61 ms/batch
Round 4 | epoch=6, train costTime=315.82522773742676, | total_activation_sum=14374445
Round 4 | epoch=7, current m_iou=0.5903530499654357
Round 4 | Best m_IoU is: 0.606, OA is: 0.883 | val costTime=143.23540711402893
Round 4 | ****EPOCH 7****
Step 00044700 L_out=0.749 Acc=0.83 --- 5181.89 ms/batch
Step 00044750 L_out=0.128 Acc=0.84 ---28931.61 ms/batch
Step 00044800 L_out=0.018 Acc=0.88 ---52857.07 ms/batch
Step 00044850 L_out=0.276 Acc=0.92 ---76350.44 ms/batch
Step 00044900 L_out=0.169 Acc=0.92 ---99967.42 ms/batch
Step 00044950 L_out=0.045 Acc=0.91 ---123435.98 ms/batch
Step 00045000 L_out=0.260 Acc=0.87 ---147031.53 ms/batch
Step 00045050 L_out=0.106 Acc=0.92 ---170723.60 ms/batch
Step 00045100 L_out=0.287 Acc=0.92 ---194110.98 ms/batch
Step 00045150 L_out=0.231 Acc=0.85 ---217969.31 ms/batch
Step 00045200 L_out=0.231 Acc=0.81 ---241575.56 ms/batch
Step 00045250 L_out=0.133 Acc=0.91 ---265211.63 ms/batch
Step 00045300 L_out=0.093 Acc=0.77 ---289137.68 ms/batch
Step 00045350 L_out=0.054 Acc=0.90 ---312600.88 ms/batch
Round 4 | epoch=7, train costTime=315.35097765922546, | total_activation_sum=14251810
Round 4 | epoch=8, current m_iou=0.6125460134170263
Round 4 | Best m_IoU is: 0.613, OA is: 0.897 | val costTime=139.52010369300842
Round 4 | ****EPOCH 8****
Step 00045400 L_out=0.066 Acc=0.89 ---20910.59 ms/batch
Step 00045450 L_out=0.231 Acc=0.93 ---44685.14 ms/batch
Step 00045500 L_out=0.139 Acc=0.79 ---68502.77 ms/batch
Step 00045550 L_out=0.041 Acc=0.88 ---92193.19 ms/batch
Step 00045600 L_out=0.100 Acc=0.96 ---116346.05 ms/batch
Step 00045650 L_out=0.108 Acc=0.88 ---141022.51 ms/batch
Step 00045700 L_out=0.087 Acc=0.91 ---165472.33 ms/batch
Step 00045750 L_out=0.047 Acc=0.77 ---190269.23 ms/batch
Step 00045800 L_out=0.150 Acc=0.85 ---214795.97 ms/batch
Step 00045850 L_out=0.029 Acc=0.89 ---239234.88 ms/batch
Step 00045900 L_out=0.088 Acc=0.58 ---264234.16 ms/batch
Step 00045950 L_out=0.375 Acc=0.88 ---288654.60 ms/batch
Step 00046000 L_out=0.147 Acc=0.90 ---313314.25 ms/batch
Round 4 | epoch=8, train costTime=324.57010436058044, | total_activation_sum=14408363
Round 4 | epoch=9, current m_iou=0.6194537282240559
Round 4 | Best m_IoU is: 0.619, OA is: 0.898 | val costTime=154.9325773715973
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.181 Acc=0.86 ---12541.97 ms/batch
Step 00046100 L_out=0.175 Acc=0.87 ---36028.19 ms/batch
Step 00046150 L_out=0.167 Acc=0.92 ---59719.94 ms/batch
Step 00046200 L_out=0.082 Acc=0.87 ---83370.85 ms/batch
Step 00046250 L_out=0.397 Acc=0.76 ---106959.42 ms/batch
Step 00046300 L_out=0.056 Acc=0.87 ---130806.52 ms/batch
Step 00046350 L_out=0.177 Acc=0.87 ---154420.29 ms/batch
Step 00046400 L_out=0.544 Acc=0.90 ---178350.05 ms/batch
Step 00046450 L_out=0.269 Acc=0.90 ---202058.00 ms/batch
Step 00046500 L_out=0.056 Acc=0.91 ---225538.76 ms/batch
Step 00046550 L_out=0.048 Acc=0.93 ---249147.07 ms/batch
Step 00046600 L_out=0.105 Acc=0.92 ---272730.17 ms/batch
Step 00046650 L_out=0.160 Acc=0.80 ---296465.57 ms/batch
Round 4 | epoch=9, train costTime=315.3066611289978, | total_activation_sum=14431788
Round 4 | epoch=10, current m_iou=0.6339620079182242
Round 4 | Best m_IoU is: 0.634, OA is: 0.907 | val costTime=146.04828667640686
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.133 Acc=0.84 --- 4758.61 ms/batch
Step 00046750 L_out=0.952 Acc=0.79 ---28429.21 ms/batch
Step 00046800 L_out=0.073 Acc=0.91 ---52182.32 ms/batch
Step 00046850 L_out=0.065 Acc=0.76 ---75763.69 ms/batch
Step 00046900 L_out=0.108 Acc=0.90 ---99455.12 ms/batch
Step 00046950 L_out=0.109 Acc=0.84 ---123271.72 ms/batch
Step 00047000 L_out=0.213 Acc=0.94 ---147038.01 ms/batch
Step 00047050 L_out=0.157 Acc=0.93 ---170871.11 ms/batch
Step 00047100 L_out=0.077 Acc=0.91 ---194706.14 ms/batch
Step 00047150 L_out=0.064 Acc=0.90 ---218338.93 ms/batch
Step 00047200 L_out=0.106 Acc=0.80 ---242275.87 ms/batch
Step 00047250 L_out=0.057 Acc=0.83 ---266191.53 ms/batch
Step 00047300 L_out=0.081 Acc=0.83 ---289751.38 ms/batch
Step 00047350 L_out=0.093 Acc=0.77 ---313396.51 ms/batch
Round 4 | epoch=10, train costTime=316.6782696247101, | total_activation_sum=14416465
Round 4 | epoch=11, current m_iou=0.6171666373957815
Round 4 | Best m_IoU is: 0.634, OA is: 0.907 | val costTime=148.29944586753845
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.042 Acc=0.89 ---20311.87 ms/batch
Step 00047450 L_out=0.055 Acc=0.86 ---43861.60 ms/batch
Step 00047500 L_out=0.076 Acc=0.92 ---67952.62 ms/batch
Step 00047550 L_out=0.156 Acc=0.85 ---91757.03 ms/batch
Step 00047600 L_out=0.220 Acc=0.88 ---115483.95 ms/batch
Step 00047650 L_out=0.055 Acc=0.85 ---139178.49 ms/batch
Step 00047700 L_out=0.106 Acc=0.84 ---162849.86 ms/batch
Step 00047750 L_out=0.028 Acc=0.93 ---186816.64 ms/batch
Step 00047800 L_out=0.074 Acc=0.89 ---210445.68 ms/batch
Step 00047850 L_out=0.194 Acc=0.88 ---233938.37 ms/batch
Step 00047900 L_out=0.084 Acc=0.83 ---257574.31 ms/batch
Step 00047950 L_out=0.014 Acc=0.92 ---281131.11 ms/batch
Step 00048000 L_out=0.108 Acc=0.78 ---304746.65 ms/batch
Round 4 | epoch=11, train costTime=316.253066778183, | total_activation_sum=14308966
Round 4 | epoch=12, current m_iou=0.6060280500598486
Round 4 | Best m_IoU is: 0.634, OA is: 0.907 | val costTime=141.62544178962708
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.152 Acc=0.81 ---12225.87 ms/batch
Step 00048100 L_out=0.108 Acc=0.90 ---35902.94 ms/batch
Step 00048150 L_out=0.052 Acc=0.86 ---59338.97 ms/batch
Step 00048200 L_out=0.008 Acc=0.91 ---82867.28 ms/batch
Step 00048250 L_out=0.066 Acc=0.90 ---106803.07 ms/batch
Step 00048300 L_out=0.068 Acc=0.78 ---130540.96 ms/batch
Step 00048350 L_out=0.022 Acc=0.94 ---154200.88 ms/batch
Step 00048400 L_out=0.069 Acc=0.87 ---177801.29 ms/batch
Step 00048450 L_out=0.012 Acc=0.91 ---201492.64 ms/batch
Step 00048500 L_out=0.041 Acc=0.92 ---225057.48 ms/batch
Step 00048550 L_out=0.290 Acc=0.91 ---248781.89 ms/batch
Step 00048600 L_out=0.181 Acc=0.92 ---272612.32 ms/batch
Step 00048650 L_out=0.143 Acc=0.88 ---296304.44 ms/batch
Round 4 | epoch=12, train costTime=315.645546913147, | total_activation_sum=14351263
Round 4 | epoch=13, current m_iou=0.6078192729214571
Round 4 | Best m_IoU is: 0.634, OA is: 0.907 | val costTime=145.38805532455444
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.048 Acc=0.81 --- 4155.83 ms/batch
Step 00048750 L_out=0.073 Acc=0.91 ---27937.24 ms/batch
Step 00048800 L_out=0.057 Acc=0.76 ---51386.28 ms/batch
Step 00048850 L_out=0.036 Acc=0.92 ---74874.99 ms/batch
Step 00048900 L_out=0.067 Acc=0.84 ---98513.75 ms/batch
Step 00048950 L_out=0.073 Acc=0.93 ---122167.97 ms/batch
Step 00049000 L_out=0.110 Acc=0.85 ---146053.74 ms/batch
Step 00049050 L_out=0.170 Acc=0.92 ---169878.53 ms/batch
Step 00049100 L_out=0.050 Acc=0.93 ---193561.85 ms/batch
Step 00049150 L_out=0.016 Acc=0.92 ---217368.07 ms/batch
Step 00049200 L_out=0.336 Acc=0.92 ---240766.87 ms/batch
Step 00049250 L_out=0.020 Acc=0.83 ---264345.87 ms/batch
Step 00049300 L_out=0.079 Acc=0.91 ---288076.74 ms/batch
Step 00049350 L_out=0.187 Acc=0.87 ---311591.42 ms/batch
Round 4 | epoch=13, train costTime=315.5257103443146, | total_activation_sum=14478962
Round 4 | epoch=14, current m_iou=0.6115569331709287
Round 4 | Best m_IoU is: 0.634, OA is: 0.907 | val costTime=137.94159269332886
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.036 Acc=0.91 ---19893.47 ms/batch
Step 00049450 L_out=0.068 Acc=0.91 ---43450.53 ms/batch
Step 00049500 L_out=0.191 Acc=0.79 ---67319.59 ms/batch
Step 00049550 L_out=0.456 Acc=0.85 ---91046.90 ms/batch
Step 00049600 L_out=0.079 Acc=0.86 ---114655.76 ms/batch
Step 00049650 L_out=0.113 Acc=0.90 ---138203.43 ms/batch
Step 00049700 L_out=0.132 Acc=0.92 ---162755.26 ms/batch
Step 00049750 L_out=0.076 Acc=0.86 ---187365.33 ms/batch
Step 00049800 L_out=0.013 Acc=0.89 ---211810.56 ms/batch
Step 00049850 L_out=0.082 Acc=0.76 ---236616.66 ms/batch
Step 00049900 L_out=0.028 Acc=0.88 ---261261.48 ms/batch
Step 00049950 L_out=0.201 Acc=0.91 ---285674.30 ms/batch
Step 00050000 L_out=0.206 Acc=0.89 ---310586.60 ms/batch
Round 4 | epoch=14, train costTime=322.96234035491943, | total_activation_sum=14289568
Round 4 | epoch=15, current m_iou=0.6279011794881224
Round 4 | Best m_IoU is: 0.634, OA is: 0.907 | val costTime=158.44195866584778
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.141 Acc=0.86 ---11838.86 ms/batch
Step 00050100 L_out=0.034 Acc=0.91 ---35574.46 ms/batch
Step 00050150 L_out=0.053 Acc=0.85 ---59337.82 ms/batch
Step 00050200 L_out=0.120 Acc=0.79 ---82974.88 ms/batch
Step 00050250 L_out=0.023 Acc=0.93 ---106479.10 ms/batch
Step 00050300 L_out=0.072 Acc=0.89 ---129875.57 ms/batch
Step 00050350 L_out=0.065 Acc=0.96 ---153548.09 ms/batch
Step 00050400 L_out=0.083 Acc=0.92 ---177262.80 ms/batch
Step 00050450 L_out=0.147 Acc=0.82 ---200886.05 ms/batch
Step 00050500 L_out=0.135 Acc=0.81 ---224429.00 ms/batch
Step 00050550 L_out=0.049 Acc=0.89 ---247939.68 ms/batch
Step 00050600 L_out=0.112 Acc=0.86 ---271501.18 ms/batch
Step 00050650 L_out=0.112 Acc=0.81 ---295125.35 ms/batch
Round 4 | epoch=15, train costTime=314.7441806793213, | total_activation_sum=14460334
Round 4 | epoch=16, current m_iou=0.6264613089670409
Round 4 | Best m_IoU is: 0.634, OA is: 0.907 | val costTime=146.58242201805115
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.054 Acc=0.89 --- 3753.14 ms/batch
Step 00050750 L_out=0.086 Acc=0.84 ---27494.19 ms/batch
Step 00050800 L_out=0.175 Acc=0.93 ---51412.24 ms/batch
Step 00050850 L_out=0.152 Acc=0.82 ---75074.00 ms/batch
Step 00050900 L_out=0.183 Acc=0.90 ---98623.51 ms/batch
Step 00050950 L_out=0.047 Acc=0.87 ---122325.33 ms/batch
Step 00051000 L_out=0.092 Acc=0.87 ---146692.42 ms/batch
Step 00051050 L_out=0.131 Acc=0.87 ---170443.10 ms/batch
Step 00051100 L_out=0.047 Acc=0.90 ---194388.95 ms/batch
Step 00051150 L_out=0.029 Acc=0.94 ---219363.38 ms/batch
Step 00051200 L_out=0.279 Acc=0.91 ---243039.20 ms/batch
Step 00051250 L_out=0.019 Acc=0.85 ---266603.56 ms/batch
Step 00051300 L_out=0.220 Acc=0.91 ---290431.85 ms/batch
Step 00051350 L_out=0.062 Acc=0.92 ---316895.95 ms/batch
Round 4 | epoch=16, train costTime=321.183780670166, | total_activation_sum=14358466
Round 4 | epoch=17, current m_iou=0.6306852725304883
Round 4 | Best m_IoU is: 0.634, OA is: 0.907 | val costTime=178.64225220680237
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.085 Acc=0.85 ---22723.26 ms/batch
Step 00051450 L_out=0.240 Acc=0.84 ---49381.99 ms/batch
Step 00051500 L_out=0.131 Acc=0.94 ---77600.49 ms/batch
Step 00051550 L_out=0.047 Acc=0.92 ---105449.74 ms/batch
Step 00051600 L_out=0.091 Acc=0.91 ---132668.20 ms/batch
Step 00051650 L_out=0.121 Acc=0.91 ---160751.37 ms/batch
Step 00051700 L_out=0.067 Acc=0.93 ---188531.43 ms/batch
Step 00051750 L_out=0.102 Acc=0.82 ---216344.42 ms/batch
Step 00051800 L_out=0.054 Acc=0.88 ---244085.07 ms/batch
Step 00051850 L_out=0.030 Acc=0.78 ---271901.57 ms/batch
Step 00051900 L_out=0.167 Acc=0.83 ---299518.87 ms/batch
Step 00051950 L_out=0.081 Acc=0.85 ---327351.72 ms/batch
Step 00052000 L_out=0.036 Acc=0.93 ---355344.34 ms/batch
Round 4 | epoch=17, train costTime=369.92854166030884, | total_activation_sum=14318393
Round 4 | epoch=18, current m_iou=0.6346788675161885
Round 4 | Best m_IoU is: 0.635, OA is: 0.907 | val costTime=166.52560830116272
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.077 Acc=0.86 ---13344.36 ms/batch
Step 00052100 L_out=0.130 Acc=0.90 ---41228.14 ms/batch
Step 00052150 L_out=0.033 Acc=0.84 ---69541.82 ms/batch
Step 00052200 L_out=0.024 Acc=0.94 ---99296.33 ms/batch
Step 00052250 L_out=0.082 Acc=0.85 ---126700.03 ms/batch
Step 00052300 L_out=0.140 Acc=0.88 ---154664.68 ms/batch
Step 00052350 L_out=0.102 Acc=0.92 ---182936.63 ms/batch
Step 00052400 L_out=0.121 Acc=0.91 ---210982.20 ms/batch
Step 00052450 L_out=0.191 Acc=0.86 ---238528.97 ms/batch
Step 00052500 L_out=0.104 Acc=0.92 ---266064.77 ms/batch
Step 00052550 L_out=0.075 Acc=0.93 ---293465.70 ms/batch
Step 00052600 L_out=0.079 Acc=0.78 ---321817.19 ms/batch
Step 00052650 L_out=0.110 Acc=0.90 ---349176.01 ms/batch
Round 4 | epoch=18, train costTime=372.6680328845978, | total_activation_sum=14394576
Round 4 | epoch=19, current m_iou=0.6339800010599974
Round 4 | Best m_IoU is: 0.635, OA is: 0.907 | val costTime=168.4862744808197
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.092 Acc=0.85 --- 3737.63 ms/batch
Step 00052750 L_out=0.054 Acc=0.95 ---31415.12 ms/batch
Step 00052800 L_out=0.115 Acc=0.83 ---58901.70 ms/batch
Step 00052850 L_out=0.187 Acc=0.87 ---86460.43 ms/batch
Step 00052900 L_out=0.075 Acc=0.88 ---113878.06 ms/batch
Step 00052950 L_out=0.027 Acc=0.89 ---141229.87 ms/batch
Step 00053000 L_out=0.077 Acc=0.93 ---168858.60 ms/batch
Step 00053050 L_out=0.087 Acc=0.96 ---196233.17 ms/batch
Step 00053100 L_out=0.089 Acc=0.92 ---224098.11 ms/batch
Step 00053150 L_out=0.028 Acc=0.93 ---251877.67 ms/batch
Step 00053200 L_out=0.134 Acc=0.89 ---279186.08 ms/batch
Step 00053250 L_out=0.031 Acc=0.90 ---306801.61 ms/batch
Step 00053300 L_out=0.026 Acc=0.89 ---334258.03 ms/batch
Step 00053350 L_out=0.162 Acc=0.88 ---361981.11 ms/batch
Round 4 | epoch=19, train costTime=367.5719962120056, | total_activation_sum=14461660
Round 4 | epoch=20, current m_iou=0.6356057440126749
Round 4 | Best m_IoU is: 0.636, OA is: 0.908 | val costTime=170.43385338783264
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.047 Acc=0.95 ---23624.94 ms/batch
Step 00053450 L_out=0.145 Acc=0.81 ---52840.13 ms/batch
Step 00053500 L_out=0.016 Acc=0.90 ---82466.58 ms/batch
Step 00053550 L_out=0.055 Acc=0.96 ---111830.25 ms/batch
Step 00053600 L_out=0.130 Acc=0.87 ---140607.49 ms/batch
Step 00053650 L_out=0.045 Acc=0.93 ---170063.43 ms/batch
Step 00053700 L_out=0.156 Acc=0.85 ---198930.86 ms/batch
Step 00053750 L_out=0.143 Acc=0.94 ---227898.14 ms/batch
Step 00053800 L_out=0.104 Acc=0.87 ---256648.48 ms/batch
Step 00053850 L_out=0.078 Acc=0.90 ---283909.43 ms/batch
Step 00053900 L_out=0.036 Acc=0.88 ---311427.77 ms/batch
Step 00053950 L_out=0.079 Acc=0.93 ---339019.29 ms/batch
Step 00054000 L_out=0.073 Acc=0.74 ---366211.77 ms/batch
Round 4 | epoch=20, train costTime=381.28014612197876, | total_activation_sum=14297993
Round 4 | epoch=21, current m_iou=0.6362366363150644
Round 4 | Best m_IoU is: 0.636, OA is: 0.911 | val costTime=172.9448049068451
Round 4 | ****EPOCH 21****
Step 00054050 L_out=0.021 Acc=0.88 ---12553.05 ms/batch
Step 00054100 L_out=0.059 Acc=0.92 ---40262.72 ms/batch
Step 00054150 L_out=0.216 Acc=0.90 ---67977.45 ms/batch
Step 00054200 L_out=0.063 Acc=0.93 ---95361.30 ms/batch
Step 00054250 L_out=0.085 Acc=0.65 ---123763.51 ms/batch
Step 00054300 L_out=0.066 Acc=0.90 ---151149.94 ms/batch
Step 00054350 L_out=0.059 Acc=0.88 ---178826.91 ms/batch
Step 00054400 L_out=0.070 Acc=0.96 ---206548.80 ms/batch
Step 00054450 L_out=0.295 Acc=0.93 ---233842.78 ms/batch
Step 00054500 L_out=0.042 Acc=0.86 ---260907.60 ms/batch
Step 00054550 L_out=0.058 Acc=0.89 ---288386.01 ms/batch
Step 00054600 L_out=0.182 Acc=0.88 ---315644.27 ms/batch
Step 00054650 L_out=0.032 Acc=0.94 ---342606.11 ms/batch
Round 4 | epoch=21, train costTime=366.38781213760376, | total_activation_sum=14475308
Round 4 | epoch=22, current m_iou=0.6311739126640534
Round 4 | Best m_IoU is: 0.636, OA is: 0.911 | val costTime=171.07671761512756
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.083 Acc=0.90 --- 3221.49 ms/batch
Step 00054750 L_out=0.083 Acc=0.82 ---31696.14 ms/batch
Step 00054800 L_out=0.134 Acc=0.90 ---59117.61 ms/batch
Step 00054850 L_out=0.103 Acc=0.92 ---86468.18 ms/batch
Step 00054900 L_out=0.050 Acc=0.89 ---113498.76 ms/batch
Step 00054950 L_out=0.216 Acc=0.81 ---140952.14 ms/batch
Step 00055000 L_out=0.067 Acc=0.84 ---167917.20 ms/batch
Step 00055050 L_out=0.150 Acc=0.90 ---195315.36 ms/batch
Step 00055100 L_out=0.076 Acc=0.81 ---222249.26 ms/batch
Step 00055150 L_out=0.096 Acc=0.92 ---249634.02 ms/batch
Step 00055200 L_out=0.302 Acc=0.82 ---277414.99 ms/batch
Step 00055250 L_out=0.075 Acc=0.90 ---304769.67 ms/batch
Step 00055300 L_out=0.041 Acc=0.92 ---331935.28 ms/batch
Step 00055350 L_out=0.071 Acc=0.89 ---360234.52 ms/batch
Round 4 | epoch=22, train costTime=366.14382314682007, | total_activation_sum=14239144
Round 4 | epoch=23, current m_iou=0.6310380885843831
Round 4 | Best m_IoU is: 0.636, OA is: 0.911 | val costTime=171.01499700546265
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.028 Acc=0.88 ---21524.45 ms/batch
Step 00055450 L_out=0.015 Acc=0.81 ---48565.53 ms/batch
Step 00055500 L_out=0.060 Acc=0.87 ---76441.40 ms/batch
Step 00055550 L_out=0.108 Acc=0.81 ---103646.02 ms/batch
Step 00055600 L_out=0.045 Acc=0.93 ---131468.34 ms/batch
Step 00055650 L_out=0.024 Acc=0.89 ---158936.04 ms/batch
Step 00055700 L_out=0.392 Acc=0.89 ---186469.48 ms/batch
Step 00055750 L_out=0.033 Acc=0.86 ---213690.83 ms/batch
Step 00055800 L_out=0.038 Acc=0.85 ---240595.29 ms/batch
Step 00055850 L_out=0.119 Acc=0.89 ---267940.00 ms/batch
Step 00055900 L_out=0.312 Acc=0.90 ---295502.99 ms/batch
Step 00055950 L_out=0.037 Acc=0.90 ---322815.68 ms/batch
Step 00056000 L_out=0.123 Acc=0.92 ---349776.40 ms/batch
Round 4 | epoch=23, train costTime=364.9838309288025, | total_activation_sum=14389796
Round 4 | epoch=24, current m_iou=0.6257904053405678
Round 4 | Best m_IoU is: 0.636, OA is: 0.911 | val costTime=166.4097616672516
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.151 Acc=0.80 ---12620.62 ms/batch
Step 00056100 L_out=0.021 Acc=0.81 ---40448.64 ms/batch
Step 00056150 L_out=0.043 Acc=0.94 ---67794.96 ms/batch
Step 00056200 L_out=0.080 Acc=0.90 ---94894.28 ms/batch
Step 00056250 L_out=0.069 Acc=0.92 ---122719.47 ms/batch
Step 00056300 L_out=0.132 Acc=0.97 ---149952.07 ms/batch
Step 00056350 L_out=0.101 Acc=0.90 ---177688.82 ms/batch
Step 00056400 L_out=0.041 Acc=0.92 ---204809.49 ms/batch
Step 00056450 L_out=0.065 Acc=0.92 ---232179.17 ms/batch
Step 00056500 L_out=0.040 Acc=0.92 ---258962.09 ms/batch
Step 00056550 L_out=0.096 Acc=0.91 ---286584.36 ms/batch
Step 00056600 L_out=0.032 Acc=0.87 ---314123.12 ms/batch
Step 00056650 L_out=0.088 Acc=0.97 ---341863.93 ms/batch
Round 4 | epoch=24, train costTime=366.906702041626, | total_activation_sum=14369472
Round 4 | epoch=25, current m_iou=0.618957402071409
Round 4 | Best m_IoU is: 0.636, OA is: 0.911 | val costTime=169.39524722099304
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.024 Acc=0.91 --- 2862.01 ms/batch
Step 00056750 L_out=0.133 Acc=0.74 ---30680.82 ms/batch
Step 00056800 L_out=0.136 Acc=0.83 ---57507.09 ms/batch
Step 00056850 L_out=0.040 Acc=0.87 ---85494.28 ms/batch
Step 00056900 L_out=0.017 Acc=0.94 ---112824.81 ms/batch
Step 00056950 L_out=0.051 Acc=0.87 ---141428.24 ms/batch
Step 00057000 L_out=0.028 Acc=0.93 ---170087.39 ms/batch
Step 00057050 L_out=0.158 Acc=0.88 ---198931.53 ms/batch
Step 00057100 L_out=0.019 Acc=0.95 ---228245.52 ms/batch
Step 00057150 L_out=0.199 Acc=0.85 ---257196.46 ms/batch
Step 00057200 L_out=0.021 Acc=0.93 ---285821.22 ms/batch
Step 00057250 L_out=0.077 Acc=0.95 ---314361.82 ms/batch
Step 00057300 L_out=0.013 Acc=0.94 ---343518.67 ms/batch
Step 00057350 L_out=0.039 Acc=0.77 ---372437.73 ms/batch
Round 4 | epoch=25, train costTime=379.12680768966675, | total_activation_sum=14436434
Round 4 | epoch=26, current m_iou=0.625061642281745
Round 4 | Best m_IoU is: 0.636, OA is: 0.911 | val costTime=175.9465832710266
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.057 Acc=0.97 ---21241.38 ms/batch
Step 00057450 L_out=0.025 Acc=0.96 ---49045.45 ms/batch
Step 00057500 L_out=0.021 Acc=0.93 ---76796.07 ms/batch
Step 00057550 L_out=0.183 Acc=0.83 ---104315.01 ms/batch
Step 00057600 L_out=0.047 Acc=0.88 ---132305.52 ms/batch
Step 00057650 L_out=0.058 Acc=0.93 ---159847.89 ms/batch
Step 00057700 L_out=0.165 Acc=0.89 ---187273.42 ms/batch
Step 00057750 L_out=0.046 Acc=0.93 ---215054.20 ms/batch
Step 00057800 L_out=0.039 Acc=0.89 ---242269.41 ms/batch
Step 00057850 L_out=0.028 Acc=0.92 ---269725.44 ms/batch
Step 00057900 L_out=0.040 Acc=0.89 ---296925.01 ms/batch
Step 00057950 L_out=0.139 Acc=0.74 ---324140.07 ms/batch
Step 00058000 L_out=0.012 Acc=0.89 ---351832.28 ms/batch
Round 4 | epoch=26, train costTime=367.86637687683105, | total_activation_sum=14314330
Round 4 | epoch=27, current m_iou=0.6236370510177526
Round 4 | Best m_IoU is: 0.636, OA is: 0.911 | val costTime=173.42461037635803
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.092 Acc=0.96 ---11293.17 ms/batch
Step 00058100 L_out=0.032 Acc=0.75 ---38620.87 ms/batch
Step 00058150 L_out=0.122 Acc=0.86 ---66119.33 ms/batch
Step 00058200 L_out=0.043 Acc=0.93 ---93824.86 ms/batch
Step 00058250 L_out=0.036 Acc=0.90 ---121499.91 ms/batch
Step 00058300 L_out=0.145 Acc=0.88 ---148709.54 ms/batch
Step 00058350 L_out=0.042 Acc=0.90 ---176185.04 ms/batch
Step 00058400 L_out=0.056 Acc=0.94 ---203984.08 ms/batch
Step 00058450 L_out=0.070 Acc=0.91 ---231264.81 ms/batch
Step 00058500 L_out=0.099 Acc=0.87 ---258809.33 ms/batch
Step 00058550 L_out=0.082 Acc=0.95 ---286510.83 ms/batch
Step 00058600 L_out=0.029 Acc=0.90 ---313951.43 ms/batch
Step 00058650 L_out=0.060 Acc=0.93 ---341536.94 ms/batch
Round 4 | epoch=27, train costTime=366.6480875015259, | total_activation_sum=14479728
Round 4 | epoch=28, current m_iou=0.6239735926103318
Round 4 | Best m_IoU is: 0.636, OA is: 0.911 | val costTime=167.53056597709656
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.208 Acc=0.80 --- 2033.10 ms/batch
Step 00058750 L_out=0.030 Acc=0.94 ---29472.66 ms/batch
Step 00058800 L_out=0.134 Acc=0.94 ---57399.28 ms/batch
Step 00058850 L_out=0.065 Acc=0.91 ---84951.16 ms/batch
Step 00058900 L_out=0.041 Acc=0.86 ---112692.32 ms/batch
Step 00058950 L_out=0.171 Acc=0.92 ---139965.88 ms/batch
Step 00059000 L_out=0.066 Acc=0.90 ---167526.52 ms/batch
Step 00059050 L_out=0.041 Acc=0.88 ---195459.66 ms/batch
Step 00059100 L_out=0.068 Acc=0.95 ---222806.51 ms/batch
Step 00059150 L_out=0.107 Acc=0.83 ---250448.39 ms/batch
Step 00059200 L_out=0.021 Acc=0.89 ---278036.62 ms/batch
Step 00059250 L_out=0.038 Acc=0.94 ---305847.93 ms/batch
Step 00059300 L_out=0.020 Acc=0.90 ---333537.95 ms/batch
Step 00059350 L_out=0.080 Acc=0.88 ---360448.97 ms/batch
Round 4 | epoch=28, train costTime=367.58645391464233, | total_activation_sum=14290183
Round 4 | epoch=29, current m_iou=0.6224856155160248
Round 4 | Best m_IoU is: 0.636, OA is: 0.911 | val costTime=168.24200773239136
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.289 Acc=0.92 ---19887.05 ms/batch
Step 00059450 L_out=0.043 Acc=0.92 ---46892.45 ms/batch
Step 00059500 L_out=0.132 Acc=0.87 ---73667.68 ms/batch
Step 00059550 L_out=0.047 Acc=0.89 ---100848.75 ms/batch
Step 00059600 L_out=0.055 Acc=0.95 ---127969.21 ms/batch
Step 00059650 L_out=0.176 Acc=0.94 ---155176.70 ms/batch
Step 00059700 L_out=0.052 Acc=0.89 ---181745.26 ms/batch
Step 00059750 L_out=0.040 Acc=0.93 ---208389.83 ms/batch
Step 00059800 L_out=0.021 Acc=0.95 ---235787.65 ms/batch
Step 00059850 L_out=0.028 Acc=0.90 ---261145.20 ms/batch
Step 00059900 L_out=0.104 Acc=0.95 ---287323.12 ms/batch
Step 00059950 L_out=0.050 Acc=0.85 ---313727.28 ms/batch
Step 00060000 L_out=0.084 Acc=0.93 ---339473.46 ms/batch
Round 4 | epoch=29, train costTime=355.1158127784729, | total_activation_sum=14398383
Round 4 | epoch=30, current m_iou=0.627669531415957
Round 4 | Best m_IoU is: 0.636, OA is: 0.911 | val costTime=160.3691427707672
Round 4 | ****EPOCH 30****
Round 5 | ****EPOCH 0****
Step 00060050 L_out=0.083 Acc=0.91 ---11026.46 ms/batch
Step 00060100 L_out=0.523 Acc=0.71 ---38426.58 ms/batch
Step 00060150 L_out=0.465 Acc=0.67 ---64977.49 ms/batch
Step 00060200 L_out=0.707 Acc=0.77 ---91181.45 ms/batch
Step 00060250 L_out=0.201 Acc=0.89 ---118652.78 ms/batch
Step 00060300 L_out=0.483 Acc=0.80 ---145843.75 ms/batch
Step 00060350 L_out=0.402 Acc=0.87 ---172787.68 ms/batch
Step 00060400 L_out=0.142 Acc=0.92 ---200356.60 ms/batch
Step 00060450 L_out=0.307 Acc=0.78 ---227760.22 ms/batch
Step 00060500 L_out=0.311 Acc=0.91 ---254789.55 ms/batch
Step 00060550 L_out=0.496 Acc=0.51 ---281850.38 ms/batch
Step 00060600 L_out=0.860 Acc=0.78 ---309033.25 ms/batch
Step 00060650 L_out=0.268 Acc=0.72 ---336067.90 ms/batch
Round 5 | epoch=0, train costTime=361.65246629714966, | total_activation_sum=19035419
Round 5 | epoch=1, current m_iou=0.6093597951257439
Round 5 | Best m_IoU is: 0.609, OA is: 0.886 | val costTime=165.4107220172882
Round 5 | ****EPOCH 1****
Step 00060700 L_out=0.117 Acc=0.94 --- 1520.16 ms/batch
Step 00060750 L_out=0.169 Acc=0.89 ---28596.73 ms/batch
Step 00060800 L_out=0.218 Acc=0.86 ---55601.18 ms/batch
Step 00060850 L_out=0.243 Acc=0.94 ---82354.05 ms/batch
Step 00060900 L_out=0.081 Acc=0.78 ---108912.04 ms/batch
Step 00060950 L_out=0.263 Acc=0.89 ---135752.84 ms/batch
Step 00061000 L_out=0.325 Acc=0.79 ---162984.37 ms/batch
Step 00061050 L_out=0.126 Acc=0.89 ---190162.74 ms/batch
Step 00061100 L_out=0.318 Acc=0.70 ---216946.22 ms/batch
Step 00061150 L_out=0.144 Acc=0.82 ---244281.81 ms/batch
Step 00061200 L_out=0.253 Acc=0.89 ---271528.14 ms/batch
Step 00061250 L_out=0.099 Acc=0.84 ---298323.78 ms/batch
Step 00061300 L_out=0.165 Acc=0.86 ---325252.81 ms/batch
Step 00061350 L_out=0.035 Acc=0.80 ---352653.09 ms/batch
Round 5 | epoch=1, train costTime=360.1435914039612, | total_activation_sum=18616170
Round 5 | epoch=2, current m_iou=0.5908384252607641
Round 5 | Best m_IoU is: 0.609, OA is: 0.886 | val costTime=172.01629495620728
Round 5 | ****EPOCH 2****
Step 00061400 L_out=0.428 Acc=0.85 ---19221.30 ms/batch
Step 00061450 L_out=0.091 Acc=0.87 ---46285.68 ms/batch
Step 00061500 L_out=0.070 Acc=0.83 ---74201.55 ms/batch
Step 00061550 L_out=0.383 Acc=0.87 ---101741.54 ms/batch
Step 00061600 L_out=0.134 Acc=0.70 ---130175.40 ms/batch
Step 00061650 L_out=0.093 Acc=0.80 ---157698.49 ms/batch
Step 00061700 L_out=0.153 Acc=0.91 ---184941.71 ms/batch
Step 00061750 L_out=0.132 Acc=0.70 ---211526.05 ms/batch
Step 00061800 L_out=0.100 Acc=0.90 ---238001.65 ms/batch
Step 00061850 L_out=0.106 Acc=0.90 ---265454.18 ms/batch
Step 00061900 L_out=0.653 Acc=0.85 ---292590.51 ms/batch
Step 00061950 L_out=0.452 Acc=0.79 ---320084.59 ms/batch
Step 00062000 L_out=0.177 Acc=0.91 ---347504.51 ms/batch
Round 5 | epoch=2, train costTime=364.3463542461395, | total_activation_sum=18779702
Round 5 | epoch=3, current m_iou=0.6130789124005009
Round 5 | Best m_IoU is: 0.613, OA is: 0.901 | val costTime=168.36336469650269
Round 5 | ****EPOCH 3****
Step 00062050 L_out=0.225 Acc=0.82 ---10241.19 ms/batch
Step 00062100 L_out=0.040 Acc=0.89 ---37809.78 ms/batch
Step 00062150 L_out=0.363 Acc=0.90 ---65498.55 ms/batch
Step 00062200 L_out=0.049 Acc=0.87 ---93200.88 ms/batch
Step 00062250 L_out=0.256 Acc=0.84 ---120821.55 ms/batch
Step 00062300 L_out=0.078 Acc=0.81 ---148731.78 ms/batch
Step 00062350 L_out=0.975 Acc=0.75 ---176296.13 ms/batch
Step 00062400 L_out=0.212 Acc=0.79 ---204252.99 ms/batch
Step 00062450 L_out=0.064 Acc=0.94 ---232142.58 ms/batch
Step 00062500 L_out=0.088 Acc=0.89 ---259150.84 ms/batch
Step 00062550 L_out=0.299 Acc=0.82 ---286737.98 ms/batch
Step 00062600 L_out=0.078 Acc=0.86 ---314184.62 ms/batch
Step 00062650 L_out=0.046 Acc=0.84 ---342622.16 ms/batch
Round 5 | epoch=3, train costTime=369.49707889556885, | total_activation_sum=18831557
Round 5 | epoch=4, current m_iou=0.6193073772779935
Round 5 | Best m_IoU is: 0.619, OA is: 0.903 | val costTime=173.04607963562012
Round 5 | ****EPOCH 4****
Step 00062700 L_out=0.199 Acc=0.81 --- 1093.30 ms/batch
Step 00062750 L_out=0.188 Acc=0.84 ---28423.95 ms/batch
Step 00062800 L_out=0.244 Acc=0.88 ---56022.30 ms/batch
Step 00062850 L_out=0.057 Acc=0.85 ---83297.69 ms/batch
Step 00062900 L_out=0.064 Acc=0.87 ---111049.81 ms/batch
Step 00062950 L_out=0.135 Acc=0.87 ---139051.80 ms/batch
Step 00063000 L_out=0.162 Acc=0.87 ---166237.01 ms/batch
Step 00063050 L_out=0.084 Acc=0.89 ---193129.91 ms/batch
Step 00063100 L_out=0.211 Acc=0.93 ---221307.95 ms/batch
Step 00063150 L_out=0.194 Acc=0.86 ---250040.80 ms/batch
Step 00063200 L_out=0.073 Acc=0.87 ---279095.53 ms/batch
Step 00063250 L_out=0.065 Acc=0.93 ---307821.20 ms/batch
Step 00063300 L_out=0.295 Acc=0.91 ---337740.82 ms/batch
Step 00063350 L_out=0.552 Acc=0.80 ---366696.85 ms/batch
Round 5 | epoch=4, train costTime=375.4972825050354, | total_activation_sum=18732447
Round 5 | epoch=5, current m_iou=0.609142110573014
Round 5 | Best m_IoU is: 0.619, OA is: 0.903 | val costTime=184.27669835090637
Round 5 | ****EPOCH 5****
Step 00063400 L_out=0.962 Acc=0.83 ---18976.57 ms/batch
Step 00063450 L_out=0.321 Acc=0.70 ---46772.98 ms/batch
Step 00063500 L_out=0.208 Acc=0.83 ---74128.19 ms/batch
Step 00063550 L_out=0.233 Acc=0.87 ---101765.44 ms/batch
Step 00063600 L_out=0.566 Acc=0.89 ---129017.65 ms/batch
Step 00063650 L_out=0.029 Acc=0.93 ---156250.60 ms/batch
Step 00063700 L_out=0.344 Acc=0.81 ---183494.90 ms/batch
Step 00063750 L_out=0.079 Acc=0.94 ---210900.52 ms/batch
Step 00063800 L_out=0.151 Acc=0.88 ---238463.74 ms/batch
Step 00063850 L_out=0.141 Acc=0.84 ---265948.17 ms/batch
Step 00063900 L_out=0.168 Acc=0.88 ---293189.75 ms/batch
Step 00063950 L_out=0.334 Acc=0.81 ---320693.54 ms/batch
Step 00064000 L_out=0.161 Acc=0.88 ---347748.52 ms/batch
Round 5 | epoch=5, train costTime=365.0349471569061, | total_activation_sum=18665558
Round 5 | epoch=6, current m_iou=0.6317007634701349
Round 5 | Best m_IoU is: 0.632, OA is: 0.906 | val costTime=176.08596563339233
Round 5 | ****EPOCH 6****
Step 00064050 L_out=0.329 Acc=0.90 --- 9773.41 ms/batch
Step 00064100 L_out=0.183 Acc=0.90 ---37114.62 ms/batch
Step 00064150 L_out=0.160 Acc=0.86 ---64055.19 ms/batch
Step 00064200 L_out=0.211 Acc=0.84 ---92296.62 ms/batch
Step 00064250 L_out=0.171 Acc=0.83 ---120238.96 ms/batch
Step 00064300 L_out=0.227 Acc=0.80 ---147427.41 ms/batch
Step 00064350 L_out=0.286 Acc=0.90 ---174847.13 ms/batch
Step 00064400 L_out=0.110 Acc=0.87 ---201934.61 ms/batch
Step 00064450 L_out=0.140 Acc=0.87 ---229411.15 ms/batch
Step 00064500 L_out=0.158 Acc=0.93 ---256989.03 ms/batch
Step 00064550 L_out=0.115 Acc=0.92 ---284907.35 ms/batch
Step 00064600 L_out=0.106 Acc=0.86 ---312465.53 ms/batch
Step 00064650 L_out=0.085 Acc=0.83 ---339986.06 ms/batch
Round 5 | epoch=6, train costTime=366.8425884246826, | total_activation_sum=18850528
Round 5 | epoch=7, current m_iou=0.6260978534054132
Round 5 | Best m_IoU is: 0.632, OA is: 0.906 | val costTime=169.1565625667572
Round 5 | ****EPOCH 7****
Step 00064700 L_out=0.096 Acc=0.90 ---  567.77 ms/batch
Step 00064750 L_out=0.475 Acc=0.92 ---28974.35 ms/batch
Step 00064800 L_out=0.218 Acc=0.88 ---56424.95 ms/batch
Step 00064850 L_out=0.083 Acc=0.86 ---83795.47 ms/batch
Step 00064900 L_out=0.083 Acc=0.89 ---111413.30 ms/batch
Step 00064950 L_out=0.053 Acc=0.82 ---138817.32 ms/batch
Step 00065000 L_out=0.143 Acc=0.94 ---167035.31 ms/batch
Step 00065050 L_out=0.082 Acc=0.88 ---194181.53 ms/batch
Step 00065100 L_out=0.034 Acc=0.95 ---221732.84 ms/batch
Step 00065150 L_out=0.071 Acc=0.91 ---249314.21 ms/batch
Step 00065200 L_out=0.791 Acc=0.83 ---276484.37 ms/batch
Step 00065250 L_out=0.123 Acc=0.83 ---304126.44 ms/batch
Step 00065300 L_out=0.326 Acc=0.83 ---331582.42 ms/batch
Step 00065350 L_out=0.225 Acc=0.83 ---359040.29 ms/batch
Round 5 | epoch=7, train costTime=367.53011894226074, | total_activation_sum=18988569
Round 5 | epoch=8, current m_iou=0.6515357807003477
Round 5 | Best m_IoU is: 0.652, OA is: 0.913 | val costTime=168.19989800453186
Round 5 | ****EPOCH 8****
Step 00065400 L_out=0.340 Acc=0.92 ---18247.53 ms/batch
Step 00065450 L_out=0.491 Acc=0.68 ---46159.91 ms/batch
Step 00065500 L_out=0.142 Acc=0.86 ---73698.94 ms/batch
Step 00065550 L_out=0.262 Acc=0.85 ---101323.68 ms/batch
Step 00065600 L_out=0.107 Acc=0.89 ---128172.15 ms/batch
Step 00065650 L_out=0.143 Acc=0.66 ---156070.08 ms/batch
Step 00065700 L_out=0.138 Acc=0.86 ---183866.71 ms/batch
Step 00065750 L_out=0.147 Acc=0.81 ---211194.12 ms/batch
Step 00065800 L_out=0.258 Acc=0.91 ---238328.93 ms/batch
Step 00065850 L_out=0.204 Acc=0.83 ---265819.31 ms/batch
Step 00065900 L_out=0.193 Acc=0.83 ---294060.89 ms/batch
Step 00065950 L_out=0.136 Acc=0.89 ---321284.72 ms/batch
Step 00066000 L_out=0.250 Acc=0.83 ---348425.89 ms/batch
Round 5 | epoch=8, train costTime=366.45126152038574, | total_activation_sum=18664646
Round 5 | epoch=9, current m_iou=0.6497654296309128
Round 5 | Best m_IoU is: 0.652, OA is: 0.913 | val costTime=168.33611297607422
Round 5 | ****EPOCH 9****
Step 00066050 L_out=0.186 Acc=0.90 --- 9393.93 ms/batch
Step 00066100 L_out=0.112 Acc=0.92 ---37326.98 ms/batch
Step 00066150 L_out=0.100 Acc=0.93 ---64986.34 ms/batch
Step 00066200 L_out=0.369 Acc=0.59 ---92689.07 ms/batch
Step 00066250 L_out=0.028 Acc=0.93 ---120409.11 ms/batch
Step 00066300 L_out=0.275 Acc=0.87 ---148338.59 ms/batch
Step 00066350 L_out=0.159 Acc=0.90 ---175808.15 ms/batch
Step 00066400 L_out=0.066 Acc=0.81 ---202942.00 ms/batch
Step 00066450 L_out=0.191 Acc=0.84 ---230214.46 ms/batch
Step 00066500 L_out=0.172 Acc=0.84 ---257617.36 ms/batch
Step 00066550 L_out=0.084 Acc=0.85 ---285136.59 ms/batch
Step 00066600 L_out=0.186 Acc=0.95 ---313055.49 ms/batch
Step 00066650 L_out=0.167 Acc=0.88 ---341281.01 ms/batch
Step 00066700 L_out=0.033 Acc=0.97 ---368327.87 ms/batch
Round 5 | epoch=9, train costTime=368.327983379364, | total_activation_sum=18925763
Round 5 | epoch=10, current m_iou=0.6391369529414062
Round 5 | Best m_IoU is: 0.652, OA is: 0.913 | val costTime=174.69530868530273
Round 5 | ****EPOCH 10****
Step 00066750 L_out=0.160 Acc=0.80 ---29212.84 ms/batch
Step 00066800 L_out=0.195 Acc=0.88 ---57581.60 ms/batch
Step 00066850 L_out=0.528 Acc=0.89 ---87098.99 ms/batch
Step 00066900 L_out=0.043 Acc=0.91 ---115957.36 ms/batch
Step 00066950 L_out=0.035 Acc=0.93 ---144788.62 ms/batch
Step 00067000 L_out=0.074 Acc=0.94 ---173911.76 ms/batch
Step 00067050 L_out=0.116 Acc=0.73 ---202623.90 ms/batch
Step 00067100 L_out=0.106 Acc=0.95 ---230258.75 ms/batch
Step 00067150 L_out=0.106 Acc=0.85 ---258233.02 ms/batch
Step 00067200 L_out=0.114 Acc=0.96 ---285876.03 ms/batch
Step 00067250 L_out=0.129 Acc=0.87 ---313677.82 ms/batch
Step 00067300 L_out=0.053 Acc=0.84 ---341097.62 ms/batch
Step 00067350 L_out=0.221 Acc=0.76 ---368372.63 ms/batch
Round 5 | epoch=10, train costTime=377.96635603904724, | total_activation_sum=18700266
Round 5 | epoch=11, current m_iou=0.6253666656662914
Round 5 | Best m_IoU is: 0.652, OA is: 0.913 | val costTime=169.08830952644348
Round 5 | ****EPOCH 11****
Step 00067400 L_out=0.107 Acc=0.89 ---17928.36 ms/batch
Step 00067450 L_out=0.060 Acc=0.91 ---45228.56 ms/batch
Step 00067500 L_out=0.086 Acc=0.86 ---72561.23 ms/batch
Step 00067550 L_out=0.178 Acc=0.90 ---100016.92 ms/batch
Step 00067600 L_out=0.012 Acc=0.96 ---127672.81 ms/batch
Step 00067650 L_out=0.118 Acc=0.90 ---154661.51 ms/batch
Step 00067700 L_out=0.218 Acc=0.87 ---181967.82 ms/batch
Step 00067750 L_out=0.091 Acc=0.86 ---208987.30 ms/batch
Step 00067800 L_out=0.096 Acc=0.90 ---236611.90 ms/batch
Step 00067850 L_out=0.158 Acc=0.90 ---263869.77 ms/batch
Step 00067900 L_out=0.144 Acc=0.89 ---291557.91 ms/batch
Step 00067950 L_out=0.332 Acc=0.85 ---319161.12 ms/batch
Step 00068000 L_out=0.059 Acc=0.94 ---346699.71 ms/batch
Round 5 | epoch=11, train costTime=365.5056993961334, | total_activation_sum=18689657
Round 5 | epoch=12, current m_iou=0.6340644369063784
Round 5 | Best m_IoU is: 0.652, OA is: 0.913 | val costTime=171.60261869430542
Round 5 | ****EPOCH 12****
Step 00068050 L_out=0.079 Acc=0.77 --- 8703.15 ms/batch
Step 00068100 L_out=0.078 Acc=0.90 ---36433.85 ms/batch
Step 00068150 L_out=0.141 Acc=0.90 ---64124.21 ms/batch
Step 00068200 L_out=0.126 Acc=0.88 ---91886.14 ms/batch
Step 00068250 L_out=0.100 Acc=0.85 ---119386.79 ms/batch
Step 00068300 L_out=0.145 Acc=0.87 ---146844.77 ms/batch
Step 00068350 L_out=0.193 Acc=0.89 ---174208.16 ms/batch
Step 00068400 L_out=0.301 Acc=0.86 ---201434.17 ms/batch
Step 00068450 L_out=0.355 Acc=0.78 ---229258.90 ms/batch
Step 00068500 L_out=0.092 Acc=0.91 ---256848.13 ms/batch
Step 00068550 L_out=0.563 Acc=0.90 ---285080.84 ms/batch
Step 00068600 L_out=0.220 Acc=0.86 ---312635.02 ms/batch
Step 00068650 L_out=0.051 Acc=0.89 ---340738.53 ms/batch
Step 00068700 L_out=0.100 Acc=0.91 ---368361.47 ms/batch
Round 5 | epoch=12, train costTime=368.8727123737335, | total_activation_sum=19049177
Round 5 | epoch=13, current m_iou=0.6449725316197419
Round 5 | Best m_IoU is: 0.652, OA is: 0.913 | val costTime=166.81915163993835
Round 5 | ****EPOCH 13****
Step 00068750 L_out=0.041 Acc=0.95 ---25560.18 ms/batch
Step 00068800 L_out=0.225 Acc=0.88 ---51975.81 ms/batch
Step 00068850 L_out=0.071 Acc=0.90 ---78357.80 ms/batch
Step 00068900 L_out=0.032 Acc=0.95 ---105008.77 ms/batch
Step 00068950 L_out=0.051 Acc=0.88 ---131797.91 ms/batch
Step 00069000 L_out=0.191 Acc=0.88 ---158463.68 ms/batch
Step 00069050 L_out=0.045 Acc=0.96 ---184794.60 ms/batch
Step 00069100 L_out=0.066 Acc=0.88 ---212534.89 ms/batch
Step 00069150 L_out=0.075 Acc=0.90 ---240039.91 ms/batch
Step 00069200 L_out=0.530 Acc=0.84 ---267319.45 ms/batch
Step 00069250 L_out=0.112 Acc=0.90 ---294193.33 ms/batch
Step 00069300 L_out=0.306 Acc=0.89 ---321840.78 ms/batch
Step 00069350 L_out=0.047 Acc=0.90 ---348441.27 ms/batch
Round 5 | epoch=13, train costTime=357.7099537849426, | total_activation_sum=18876012
Round 5 | epoch=14, current m_iou=0.6402477486798319
Round 5 | Best m_IoU is: 0.652, OA is: 0.913 | val costTime=169.58696699142456
Round 5 | ****EPOCH 14****
Step 00069400 L_out=0.198 Acc=0.87 ---17100.96 ms/batch
Step 00069450 L_out=0.034 Acc=0.89 ---43197.25 ms/batch
Step 00069500 L_out=0.171 Acc=0.89 ---69209.15 ms/batch
Step 00069550 L_out=0.099 Acc=0.90 ---95650.45 ms/batch
Step 00069600 L_out=0.071 Acc=0.87 ---121928.06 ms/batch
Step 00069650 L_out=0.163 Acc=0.83 ---148392.08 ms/batch
Step 00069700 L_out=0.053 Acc=0.91 ---175047.12 ms/batch
Step 00069750 L_out=0.338 Acc=0.92 ---201404.41 ms/batch
Step 00069800 L_out=0.346 Acc=0.89 ---228946.03 ms/batch
Step 00069850 L_out=0.183 Acc=0.82 ---257018.20 ms/batch
Step 00069900 L_out=0.208 Acc=0.72 ---284902.76 ms/batch
Step 00069950 L_out=0.316 Acc=0.93 ---312800.37 ms/batch
Step 00070000 L_out=0.063 Acc=0.89 ---340121.12 ms/batch
Round 5 | epoch=14, train costTime=358.7564709186554, | total_activation_sum=18652585
Round 5 | epoch=15, current m_iou=0.626629751719271
Round 5 | Best m_IoU is: 0.652, OA is: 0.913 | val costTime=165.14256763458252
Round 5 | ****EPOCH 15****
Step 00070050 L_out=0.022 Acc=0.87 --- 8001.89 ms/batch
Step 00070100 L_out=0.047 Acc=0.93 ---34908.34 ms/batch
Step 00070150 L_out=0.139 Acc=0.90 ---61470.41 ms/batch
Step 00070200 L_out=0.110 Acc=0.91 ---88944.86 ms/batch
Step 00070250 L_out=0.040 Acc=0.86 ---117822.04 ms/batch
Step 00070300 L_out=0.078 Acc=0.90 ---146836.14 ms/batch
Step 00070350 L_out=0.041 Acc=0.91 ---175569.84 ms/batch
Step 00070400 L_out=0.086 Acc=0.90 ---203491.95 ms/batch
Step 00070450 L_out=0.162 Acc=0.91 ---232997.32 ms/batch
Step 00070500 L_out=0.134 Acc=0.86 ---262319.05 ms/batch
Step 00070550 L_out=0.033 Acc=0.91 ---291353.37 ms/batch
Step 00070600 L_out=0.103 Acc=0.85 ---320845.72 ms/batch
Step 00070650 L_out=0.046 Acc=0.88 ---349808.12 ms/batch
Step 00070700 L_out=0.035 Acc=0.94 ---377526.67 ms/batch
Round 5 | epoch=15, train costTime=378.6850161552429, | total_activation_sum=18651871
Round 5 | epoch=16, current m_iou=0.6355287351946064
Round 5 | Best m_IoU is: 0.652, OA is: 0.913 | val costTime=169.70145750045776
Round 5 | ****EPOCH 16****
Step 00070750 L_out=0.123 Acc=0.90 ---26148.11 ms/batch
Step 00070800 L_out=0.079 Acc=0.98 ---53293.04 ms/batch
Step 00070850 L_out=0.062 Acc=0.90 ---80175.47 ms/batch
Step 00070900 L_out=0.229 Acc=0.91 ---107829.94 ms/batch
Step 00070950 L_out=0.012 Acc=0.89 ---135368.47 ms/batch
Step 00071000 L_out=0.226 Acc=0.82 ---163247.85 ms/batch
Step 00071050 L_out=0.019 Acc=0.87 ---190589.92 ms/batch
Step 00071100 L_out=0.064 Acc=0.94 ---218241.35 ms/batch
Step 00071150 L_out=0.020 Acc=0.82 ---245190.91 ms/batch
Step 00071200 L_out=0.025 Acc=0.93 ---272621.76 ms/batch
Step 00071250 L_out=0.159 Acc=0.91 ---300330.13 ms/batch
Step 00071300 L_out=0.205 Acc=0.86 ---328922.29 ms/batch
Step 00071350 L_out=0.094 Acc=0.82 ---356620.89 ms/batch
Round 5 | epoch=16, train costTime=367.2313368320465, | total_activation_sum=18909830
Round 5 | epoch=17, current m_iou=0.6342412342725801
Round 5 | Best m_IoU is: 0.652, OA is: 0.913 | val costTime=175.75847697257996
Round 5 | ****EPOCH 17****
Step 00071400 L_out=0.199 Acc=0.93 ---17028.02 ms/batch
Step 00071450 L_out=0.112 Acc=0.87 ---44854.89 ms/batch
Step 00071500 L_out=0.066 Acc=0.95 ---72396.43 ms/batch
Step 00071550 L_out=0.062 Acc=0.91 ---99879.82 ms/batch
Step 00071600 L_out=0.064 Acc=0.91 ---127249.12 ms/batch
Step 00071650 L_out=0.052 Acc=0.93 ---154932.73 ms/batch
Step 00071700 L_out=0.173 Acc=0.92 ---182594.95 ms/batch
Step 00071750 L_out=0.105 Acc=0.83 ---209704.75 ms/batch
Step 00071800 L_out=0.062 Acc=0.93 ---237575.98 ms/batch
Step 00071850 L_out=0.154 Acc=0.91 ---264979.76 ms/batch
Step 00071900 L_out=0.161 Acc=0.92 ---292521.19 ms/batch
Step 00071950 L_out=0.335 Acc=0.83 ---320039.96 ms/batch
Step 00072000 L_out=0.061 Acc=0.96 ---347523.20 ms/batch
Round 5 | epoch=17, train costTime=367.00217056274414, | total_activation_sum=18906025
Round 5 | epoch=18, current m_iou=0.6377900128733522
Round 5 | Best m_IoU is: 0.652, OA is: 0.913 | val costTime=170.20411491394043
Round 5 | ****EPOCH 18****
Step 00072050 L_out=0.011 Acc=0.89 --- 7668.94 ms/batch
Step 00072100 L_out=0.018 Acc=0.93 ---34731.80 ms/batch
Step 00072150 L_out=0.217 Acc=0.90 ---61870.14 ms/batch
Step 00072200 L_out=0.059 Acc=0.93 ---89204.38 ms/batch
Step 00072250 L_out=0.037 Acc=0.85 ---116734.55 ms/batch
Step 00072300 L_out=0.071 Acc=0.87 ---144188.43 ms/batch
Step 00072350 L_out=0.152 Acc=0.89 ---171421.62 ms/batch
Step 00072400 L_out=0.036 Acc=0.93 ---198651.42 ms/batch
Step 00072450 L_out=0.518 Acc=0.80 ---226315.61 ms/batch
Step 00072500 L_out=0.081 Acc=0.91 ---253290.15 ms/batch
Step 00072550 L_out=0.092 Acc=0.82 ---280947.47 ms/batch
Step 00072600 L_out=0.035 Acc=0.93 ---307888.13 ms/batch
Step 00072650 L_out=0.126 Acc=0.91 ---335465.76 ms/batch
Step 00072700 L_out=0.105 Acc=0.91 ---362405.58 ms/batch
Round 5 | epoch=18, train costTime=364.10721611976624, | total_activation_sum=18684195
Round 5 | epoch=19, current m_iou=0.6435355422868279
Round 5 | Best m_IoU is: 0.652, OA is: 0.913 | val costTime=174.13879871368408
Round 5 | ****EPOCH 19****
Step 00072750 L_out=0.123 Acc=0.94 ---25966.09 ms/batch
Step 00072800 L_out=0.024 Acc=0.95 ---53752.16 ms/batch
Step 00072850 L_out=0.151 Acc=0.93 ---81551.83 ms/batch
Step 00072900 L_out=0.096 Acc=0.79 ---109382.99 ms/batch
Step 00072950 L_out=0.045 Acc=0.91 ---136518.11 ms/batch
Step 00073000 L_out=0.070 Acc=0.95 ---163415.89 ms/batch
Step 00073050 L_out=0.102 Acc=0.95 ---191366.14 ms/batch
Step 00073100 L_out=0.148 Acc=0.93 ---218157.07 ms/batch
Step 00073150 L_out=0.075 Acc=0.88 ---246383.14 ms/batch
Step 00073200 L_out=0.115 Acc=0.95 ---273796.76 ms/batch
Step 00073250 L_out=0.115 Acc=0.93 ---301101.45 ms/batch
Step 00073300 L_out=0.080 Acc=0.90 ---328714.11 ms/batch
Step 00073350 L_out=0.013 Acc=0.92 ---355893.22 ms/batch
Round 5 | epoch=19, train costTime=366.4833438396454, | total_activation_sum=18859914
Round 5 | epoch=20, current m_iou=0.6401686398067359
Round 5 | Best m_IoU is: 0.652, OA is: 0.913 | val costTime=173.1448619365692
Round 5 | ****EPOCH 20****
Step 00073400 L_out=0.057 Acc=0.86 ---16417.44 ms/batch
Step 00073450 L_out=0.114 Acc=0.87 ---44497.75 ms/batch
Step 00073500 L_out=0.066 Acc=0.79 ---72512.06 ms/batch
Step 00073550 L_out=0.082 Acc=0.88 ---99707.19 ms/batch
Step 00073600 L_out=0.022 Acc=0.93 ---127595.56 ms/batch
Step 00073650 L_out=0.028 Acc=0.94 ---155541.00 ms/batch
Step 00073700 L_out=0.122 Acc=0.87 ---183122.32 ms/batch
Step 00073750 L_out=0.061 Acc=0.95 ---210769.64 ms/batch
Step 00073800 L_out=0.078 Acc=0.93 ---238353.27 ms/batch
Step 00073850 L_out=0.062 Acc=0.93 ---265800.24 ms/batch
Step 00073900 L_out=0.056 Acc=0.94 ---294723.58 ms/batch
Step 00073950 L_out=0.063 Acc=0.90 ---323589.85 ms/batch
Step 00074000 L_out=0.057 Acc=0.92 ---352698.42 ms/batch
Round 5 | epoch=20, train costTime=374.4445278644562, | total_activation_sum=18718013
Round 5 | epoch=21, current m_iou=0.642709229815164
Round 5 | Best m_IoU is: 0.652, OA is: 0.913 | val costTime=180.77613306045532
Round 5 | ****EPOCH 21****
Step 00074050 L_out=0.106 Acc=0.84 --- 7760.56 ms/batch
Step 00074100 L_out=0.121 Acc=0.83 ---37128.37 ms/batch
Step 00074150 L_out=0.113 Acc=0.77 ---64519.30 ms/batch
Step 00074200 L_out=0.106 Acc=0.88 ---92051.17 ms/batch
Step 00074250 L_out=0.892 Acc=0.67 ---120249.56 ms/batch
Step 00074300 L_out=0.044 Acc=0.90 ---147347.38 ms/batch
Step 00074350 L_out=0.215 Acc=0.89 ---175238.90 ms/batch
Step 00074400 L_out=0.058 Acc=0.95 ---202847.65 ms/batch
Step 00074450 L_out=0.014 Acc=0.88 ---230020.63 ms/batch
Step 00074500 L_out=0.170 Acc=0.90 ---257344.84 ms/batch
Step 00074550 L_out=0.096 Acc=0.85 ---285052.25 ms/batch
Step 00074600 L_out=0.027 Acc=0.90 ---312759.21 ms/batch
Step 00074650 L_out=0.067 Acc=0.93 ---340232.42 ms/batch
Step 00074700 L_out=0.119 Acc=0.94 ---367583.76 ms/batch
Round 5 | epoch=21, train costTime=369.88047909736633, | total_activation_sum=18700312
Round 5 | epoch=22, current m_iou=0.6398329814610761
Round 5 | Best m_IoU is: 0.652, OA is: 0.913 | val costTime=170.03171730041504
Round 5 | ****EPOCH 22****
Step 00074750 L_out=0.101 Acc=0.88 ---25430.68 ms/batch
Step 00074800 L_out=0.119 Acc=0.87 ---53232.27 ms/batch
Step 00074850 L_out=0.055 Acc=0.90 ---80786.83 ms/batch
Step 00074900 L_out=0.073 Acc=0.89 ---108016.49 ms/batch
Step 00074950 L_out=0.064 Acc=0.89 ---135394.72 ms/batch
Step 00075000 L_out=0.106 Acc=0.91 ---163011.45 ms/batch
Step 00075050 L_out=0.034 Acc=0.83 ---190291.51 ms/batch
Step 00075100 L_out=0.254 Acc=0.88 ---217646.46 ms/batch
Step 00075150 L_out=0.073 Acc=0.94 ---245504.73 ms/batch
Step 00075200 L_out=3.284 Acc=0.78 ---272990.41 ms/batch
Step 00075250 L_out=0.039 Acc=0.88 ---300629.07 ms/batch
Step 00075300 L_out=0.095 Acc=0.95 ---328351.16 ms/batch
Step 00075350 L_out=0.038 Acc=0.87 ---355648.96 ms/batch
Round 5 | epoch=22, train costTime=367.268185377121, | total_activation_sum=18890127
Round 5 | epoch=23, current m_iou=0.642806859043045
Round 5 | Best m_IoU is: 0.652, OA is: 0.913 | val costTime=174.50507164001465
Round 5 | ****EPOCH 23****
Step 00075400 L_out=0.097 Acc=0.91 ---15811.61 ms/batch
Step 00075450 L_out=0.079 Acc=0.94 ---42743.64 ms/batch
Step 00075500 L_out=0.058 Acc=0.90 ---70435.92 ms/batch
Step 00075550 L_out=0.174 Acc=0.84 ---97969.42 ms/batch
Step 00075600 L_out=0.062 Acc=0.96 ---124655.96 ms/batch
Step 00075650 L_out=0.035 Acc=0.90 ---152080.03 ms/batch
Step 00075700 L_out=0.054 Acc=0.94 ---179996.13 ms/batch
Step 00075750 L_out=0.073 Acc=0.81 ---207265.35 ms/batch
Step 00075800 L_out=0.203 Acc=0.86 ---235097.42 ms/batch
Step 00075850 L_out=0.155 Acc=0.78 ---262139.11 ms/batch
Step 00075900 L_out=0.107 Acc=0.92 ---290353.59 ms/batch
Step 00075950 L_out=0.068 Acc=0.95 ---317635.53 ms/batch
Step 00076000 L_out=0.050 Acc=0.89 ---345530.27 ms/batch
Round 5 | epoch=23, train costTime=366.3323254585266, | total_activation_sum=18643302
Round 5 | epoch=24, current m_iou=0.6488067564634072
Round 5 | Best m_IoU is: 0.652, OA is: 0.913 | val costTime=171.70815706253052
Round 5 | ****EPOCH 24****
Step 00076050 L_out=0.060 Acc=0.89 --- 6871.89 ms/batch
Step 00076100 L_out=0.035 Acc=0.94 ---34284.40 ms/batch
Step 00076150 L_out=0.113 Acc=0.90 ---62112.52 ms/batch
Step 00076200 L_out=0.141 Acc=0.90 ---89679.85 ms/batch
Step 00076250 L_out=0.058 Acc=0.95 ---116652.80 ms/batch
Step 00076300 L_out=0.096 Acc=0.91 ---144208.63 ms/batch
Step 00076350 L_out=0.184 Acc=0.96 ---172417.40 ms/batch
Step 00076400 L_out=0.012 Acc=0.93 ---200143.91 ms/batch
Step 00076450 L_out=0.086 Acc=0.81 ---227230.46 ms/batch
Step 00076500 L_out=0.109 Acc=0.85 ---255218.58 ms/batch
Step 00076550 L_out=0.269 Acc=0.73 ---282913.35 ms/batch
Step 00076600 L_out=0.142 Acc=0.96 ---310877.02 ms/batch
Step 00076650 L_out=0.057 Acc=0.90 ---338236.77 ms/batch
Step 00076700 L_out=0.133 Acc=0.92 ---365821.43 ms/batch
Round 5 | epoch=24, train costTime=368.48124647140503, | total_activation_sum=19054545
Round 5 | epoch=25, current m_iou=0.6395432563032328
Round 5 | Best m_IoU is: 0.652, OA is: 0.913 | val costTime=181.14594650268555
Round 5 | ****EPOCH 25****
Step 00076750 L_out=0.024 Acc=0.84 ---24857.78 ms/batch
Step 00076800 L_out=0.157 Acc=0.91 ---52744.51 ms/batch
Step 00076850 L_out=0.041 Acc=0.93 ---80653.61 ms/batch
Step 00076900 L_out=0.141 Acc=0.87 ---108230.94 ms/batch
Step 00076950 L_out=0.065 Acc=0.90 ---135496.88 ms/batch
Step 00077000 L_out=0.098 Acc=0.91 ---163420.97 ms/batch
Step 00077050 L_out=0.067 Acc=0.86 ---191005.23 ms/batch
Step 00077100 L_out=0.020 Acc=0.92 ---219083.38 ms/batch
Step 00077150 L_out=0.219 Acc=0.84 ---246323.19 ms/batch
Step 00077200 L_out=0.010 Acc=0.93 ---274330.11 ms/batch
Step 00077250 L_out=0.106 Acc=0.93 ---301958.81 ms/batch
Step 00077300 L_out=0.082 Acc=0.92 ---329271.68 ms/batch
Step 00077350 L_out=0.064 Acc=0.81 ---356561.44 ms/batch
Round 5 | epoch=25, train costTime=368.5808672904968, | total_activation_sum=18657999
Round 5 | epoch=26, current m_iou=0.6427123525419376
Round 5 | Best m_IoU is: 0.652, OA is: 0.913 | val costTime=170.9769148826599
Round 5 | ****EPOCH 26****
Step 00077400 L_out=0.285 Acc=0.90 ---16483.25 ms/batch
Step 00077450 L_out=0.081 Acc=0.93 ---45669.07 ms/batch
Step 00077500 L_out=0.055 Acc=0.91 ---74433.32 ms/batch
Step 00077550 L_out=0.343 Acc=0.86 ---104634.61 ms/batch
Step 00077600 L_out=0.173 Acc=0.75 ---134566.99 ms/batch
Step 00077650 L_out=0.119 Acc=0.86 ---163876.61 ms/batch
Step 00077700 L_out=0.059 Acc=0.93 ---193265.21 ms/batch
Step 00077750 L_out=0.115 Acc=0.89 ---221942.81 ms/batch
Step 00077800 L_out=0.031 Acc=0.92 ---249202.04 ms/batch
Step 00077850 L_out=0.322 Acc=0.95 ---276794.89 ms/batch
Step 00077900 L_out=0.061 Acc=0.93 ---304318.72 ms/batch
Step 00077950 L_out=0.052 Acc=0.84 ---331967.48 ms/batch
Step 00078000 L_out=0.069 Acc=0.86 ---359730.69 ms/batch
Round 5 | epoch=26, train costTime=381.11695098876953, | total_activation_sum=18799075
Round 5 | epoch=27, current m_iou=0.6352807023151845
Round 5 | Best m_IoU is: 0.652, OA is: 0.913 | val costTime=173.14545822143555
Round 5 | ****EPOCH 27****
Step 00078050 L_out=0.054 Acc=0.95 --- 6071.50 ms/batch
Step 00078100 L_out=0.136 Acc=0.87 ---32696.74 ms/batch
Step 00078150 L_out=0.080 Acc=0.84 ---59858.52 ms/batch
Step 00078200 L_out=0.052 Acc=0.93 ---86885.30 ms/batch
Step 00078250 L_out=0.022 Acc=0.96 ---113897.08 ms/batch
Step 00078300 L_out=0.181 Acc=0.88 ---140959.43 ms/batch
Step 00078350 L_out=0.090 Acc=0.86 ---168216.51 ms/batch
Step 00078400 L_out=0.115 Acc=0.89 ---194906.45 ms/batch
Step 00078450 L_out=0.060 Acc=0.91 ---221860.79 ms/batch
Step 00078500 L_out=0.038 Acc=0.93 ---249124.34 ms/batch
Step 00078550 L_out=0.059 Acc=0.93 ---275775.20 ms/batch
Step 00078600 L_out=0.072 Acc=0.89 ---302441.42 ms/batch
Step 00078650 L_out=0.152 Acc=0.95 ---329034.01 ms/batch
Step 00078700 L_out=0.026 Acc=0.89 ---356346.19 ms/batch
Round 5 | epoch=27, train costTime=359.6645839214325, | total_activation_sum=18829859
Round 5 | epoch=28, current m_iou=0.6433260163078788
Round 5 | Best m_IoU is: 0.652, OA is: 0.913 | val costTime=172.9299886226654
Round 5 | ****EPOCH 28****
Step 00078750 L_out=0.151 Acc=0.90 ---23800.60 ms/batch
Step 00078800 L_out=0.112 Acc=0.88 ---51066.09 ms/batch
Step 00078850 L_out=0.043 Acc=0.95 ---77678.36 ms/batch
Step 00078900 L_out=0.058 Acc=0.91 ---104351.58 ms/batch
Step 00078950 L_out=0.331 Acc=0.89 ---130088.57 ms/batch
Step 00079000 L_out=0.035 Acc=0.88 ---156511.40 ms/batch
Step 00079050 L_out=0.123 Acc=0.88 ---183019.27 ms/batch
Step 00079100 L_out=0.119 Acc=0.91 ---209239.77 ms/batch
Step 00079150 L_out=0.118 Acc=0.93 ---235781.32 ms/batch
Step 00079200 L_out=0.062 Acc=0.95 ---261900.41 ms/batch
Step 00079250 L_out=0.016 Acc=0.96 ---288133.12 ms/batch
Step 00079300 L_out=0.047 Acc=0.84 ---314509.78 ms/batch
Step 00079350 L_out=0.075 Acc=0.96 ---341549.49 ms/batch
Round 5 | epoch=28, train costTime=353.7337336540222, | total_activation_sum=18738507
Round 5 | epoch=29, current m_iou=0.6384717386320116
Round 5 | Best m_IoU is: 0.652, OA is: 0.913 | val costTime=165.97019386291504
Round 5 | ****EPOCH 29****
Step 00079400 L_out=0.032 Acc=0.92 ---14606.50 ms/batch
Step 00079450 L_out=0.045 Acc=0.97 ---42162.63 ms/batch
Step 00079500 L_out=0.039 Acc=0.94 ---69526.51 ms/batch
Step 00079550 L_out=0.104 Acc=0.90 ---96738.83 ms/batch
Step 00079600 L_out=0.083 Acc=0.88 ---123160.21 ms/batch
Step 00079650 L_out=0.039 Acc=0.91 ---149850.97 ms/batch
Step 00079700 L_out=0.091 Acc=0.84 ---176053.16 ms/batch
Step 00079750 L_out=0.103 Acc=0.91 ---202215.81 ms/batch
Step 00079800 L_out=0.053 Acc=0.91 ---227931.83 ms/batch
Step 00079850 L_out=0.101 Acc=0.88 ---253963.26 ms/batch
Step 00079900 L_out=0.030 Acc=0.93 ---279955.69 ms/batch
Step 00079950 L_out=0.040 Acc=0.94 ---306082.80 ms/batch
Step 00080000 L_out=0.052 Acc=0.87 ---332285.64 ms/batch
Round 5 | epoch=29, train costTime=352.93905758857727, | total_activation_sum=18775065
Round 5 | epoch=30, current m_iou=0.6416694115401312
Round 5 | Best m_IoU is: 0.652, OA is: 0.913 | val costTime=169.68066000938416
Round 5 | ****EPOCH 30****
Round 6 | ****EPOCH 0****
Step 00080050 L_out=0.101 Acc=0.94 --- 5520.01 ms/batch
Step 00080100 L_out=0.512 Acc=0.44 ---35085.07 ms/batch
Step 00080150 L_out=1.302 Acc=0.23 ---63422.53 ms/batch
Step 00080200 L_out=0.521 Acc=0.74 ---91548.38 ms/batch
Step 00080250 L_out=0.707 Acc=0.64 ---118655.54 ms/batch
Step 00080300 L_out=1.294 Acc=0.67 ---146125.74 ms/batch
Step 00080350 L_out=1.342 Acc=0.86 ---172925.89 ms/batch
Step 00080400 L_out=1.258 Acc=0.55 ---200283.72 ms/batch
Step 00080450 L_out=0.600 Acc=0.86 ---227484.64 ms/batch
Step 00080500 L_out=0.267 Acc=0.87 ---254696.72 ms/batch
Step 00080550 L_out=0.428 Acc=0.66 ---282235.64 ms/batch
Step 00080600 L_out=0.470 Acc=0.90 ---310145.70 ms/batch
Step 00080650 L_out=0.178 Acc=0.93 ---337273.01 ms/batch
Step 00080700 L_out=0.522 Acc=0.90 ---364363.09 ms/batch
Round 6 | epoch=0, train costTime=368.2084686756134, | total_activation_sum=22574689
Round 6 | epoch=1, current m_iou=0.5159184989940815
Round 6 | Best m_IoU is: 0.516, OA is: 0.822 | val costTime=174.76647090911865
Round 6 | ****EPOCH 1****
Step 00080750 L_out=0.177 Acc=0.82 ---23380.21 ms/batch
Step 00080800 L_out=0.378 Acc=0.92 ---51201.84 ms/batch
Step 00080850 L_out=0.147 Acc=0.85 ---79207.19 ms/batch
Step 00080900 L_out=0.226 Acc=0.85 ---106726.20 ms/batch
Step 00080950 L_out=0.062 Acc=0.91 ---134681.20 ms/batch
Step 00081000 L_out=0.770 Acc=0.75 ---161899.64 ms/batch
Step 00081050 L_out=0.336 Acc=0.87 ---189201.94 ms/batch
Step 00081100 L_out=0.220 Acc=0.83 ---216931.15 ms/batch
Step 00081150 L_out=0.404 Acc=0.79 ---244257.01 ms/batch
Step 00081200 L_out=0.088 Acc=0.90 ---271784.96 ms/batch
Step 00081250 L_out=0.259 Acc=0.95 ---299260.36 ms/batch
Step 00081300 L_out=0.214 Acc=0.92 ---326749.59 ms/batch
Step 00081350 L_out=0.050 Acc=0.90 ---354156.49 ms/batch
Round 6 | epoch=1, train costTime=367.5362296104431, | total_activation_sum=22564677
Round 6 | epoch=2, current m_iou=0.5981314064952505
Round 6 | Best m_IoU is: 0.598, OA is: 0.831 | val costTime=172.87948346138
Round 6 | ****EPOCH 2****
Step 00081400 L_out=0.070 Acc=0.95 ---14394.63 ms/batch
Step 00081450 L_out=0.400 Acc=0.81 ---41837.87 ms/batch
Step 00081500 L_out=0.125 Acc=0.91 ---69608.28 ms/batch
Step 00081550 L_out=0.192 Acc=0.90 ---96566.26 ms/batch
Step 00081600 L_out=0.226 Acc=0.88 ---124105.71 ms/batch
Step 00081650 L_out=0.055 Acc=0.92 ---151701.76 ms/batch
Step 00081700 L_out=0.290 Acc=0.87 ---179314.64 ms/batch
Step 00081750 L_out=0.565 Acc=0.69 ---206737.57 ms/batch
Step 00081800 L_out=0.473 Acc=0.89 ---234401.36 ms/batch
Step 00081850 L_out=0.654 Acc=0.91 ---261879.73 ms/batch
Step 00081900 L_out=0.147 Acc=0.94 ---289881.64 ms/batch
Step 00081950 L_out=0.101 Acc=0.92 ---317073.29 ms/batch
Step 00082000 L_out=0.189 Acc=0.88 ---344223.49 ms/batch
Round 6 | epoch=2, train costTime=366.57733058929443, | total_activation_sum=22580387
Round 6 | epoch=3, current m_iou=0.6310444694180986
Round 6 | Best m_IoU is: 0.631, OA is: 0.905 | val costTime=175.59709334373474
Round 6 | ****EPOCH 3****
Step 00082050 L_out=0.208 Acc=0.85 --- 4909.60 ms/batch
Step 00082100 L_out=0.049 Acc=0.88 ---32125.22 ms/batch
Step 00082150 L_out=0.749 Acc=0.80 ---59535.79 ms/batch
Step 00082200 L_out=0.420 Acc=0.86 ---87299.89 ms/batch
Step 00082250 L_out=0.601 Acc=0.72 ---114998.81 ms/batch
Step 00082300 L_out=0.203 Acc=0.79 ---142489.41 ms/batch
Step 00082350 L_out=0.241 Acc=0.82 ---169878.34 ms/batch
Step 00082400 L_out=0.055 Acc=0.96 ---197828.13 ms/batch
Step 00082450 L_out=0.244 Acc=0.92 ---225236.03 ms/batch
Step 00082500 L_out=0.276 Acc=0.93 ---252542.54 ms/batch
Step 00082550 L_out=0.082 Acc=0.88 ---280472.12 ms/batch
Step 00082600 L_out=0.276 Acc=0.90 ---307990.26 ms/batch
Step 00082650 L_out=0.147 Acc=0.92 ---335101.16 ms/batch
Step 00082700 L_out=0.690 Acc=0.92 ---362327.39 ms/batch
Round 6 | epoch=3, train costTime=366.6265058517456, | total_activation_sum=22444350
Round 6 | epoch=4, current m_iou=0.6212852341444828
Round 6 | Best m_IoU is: 0.631, OA is: 0.905 | val costTime=170.07354640960693
Round 6 | ****EPOCH 4****
Step 00082750 L_out=0.584 Acc=0.82 ---23174.87 ms/batch
Step 00082800 L_out=0.432 Acc=0.91 ---50586.40 ms/batch
Step 00082850 L_out=0.152 Acc=0.95 ---77791.71 ms/batch
Step 00082900 L_out=0.446 Acc=0.76 ---105730.75 ms/batch
Step 00082950 L_out=0.138 Acc=0.86 ---132911.37 ms/batch
Step 00083000 L_out=0.131 Acc=0.89 ---160477.57 ms/batch
Step 00083050 L_out=0.140 Acc=0.90 ---187176.52 ms/batch
Step 00083100 L_out=0.104 Acc=0.79 ---214583.34 ms/batch
Step 00083150 L_out=0.343 Acc=0.92 ---242286.17 ms/batch
Step 00083200 L_out=0.074 Acc=0.93 ---270299.79 ms/batch
Step 00083250 L_out=0.166 Acc=0.77 ---297747.72 ms/batch
Step 00083300 L_out=0.275 Acc=0.91 ---324953.49 ms/batch
Step 00083350 L_out=0.170 Acc=0.89 ---352100.79 ms/batch
Round 6 | epoch=4, train costTime=365.7962853908539, | total_activation_sum=22597641
Round 6 | epoch=5, current m_iou=0.631738545657273
Round 6 | Best m_IoU is: 0.632, OA is: 0.911 | val costTime=173.44090270996094
Round 6 | ****EPOCH 5****
Step 00083400 L_out=0.164 Acc=0.79 ---14429.31 ms/batch
Step 00083450 L_out=0.023 Acc=0.92 ---43746.02 ms/batch
Step 00083500 L_out=0.159 Acc=0.95 ---72751.56 ms/batch
Step 00083550 L_out=0.309 Acc=0.92 ---102151.13 ms/batch
Step 00083600 L_out=0.125 Acc=0.92 ---130635.94 ms/batch
Step 00083650 L_out=0.183 Acc=0.78 ---159138.52 ms/batch
Step 00083700 L_out=0.223 Acc=0.93 ---187873.07 ms/batch
Step 00083750 L_out=0.102 Acc=0.87 ---216744.08 ms/batch
Step 00083800 L_out=0.127 Acc=0.89 ---244174.84 ms/batch
Step 00083850 L_out=0.553 Acc=0.79 ---271150.74 ms/batch
Step 00083900 L_out=0.124 Acc=0.91 ---298792.20 ms/batch
Step 00083950 L_out=0.239 Acc=0.86 ---326259.00 ms/batch
Step 00084000 L_out=0.708 Acc=0.63 ---353632.59 ms/batch
Round 6 | epoch=5, train costTime=376.7066640853882, | total_activation_sum=22311261
Round 6 | epoch=6, current m_iou=0.6066073588581495
Round 6 | Best m_IoU is: 0.632, OA is: 0.911 | val costTime=183.0063509941101
Round 6 | ****EPOCH 6****
Step 00084050 L_out=0.437 Acc=0.79 --- 4486.47 ms/batch
Step 00084100 L_out=0.117 Acc=0.86 ---32292.66 ms/batch
Step 00084150 L_out=0.041 Acc=0.92 ---59638.11 ms/batch
Step 00084200 L_out=0.414 Acc=0.78 ---87057.50 ms/batch
Step 00084250 L_out=0.261 Acc=0.91 ---114468.52 ms/batch
Step 00084300 L_out=0.203 Acc=0.91 ---141813.68 ms/batch
Step 00084350 L_out=0.099 Acc=0.90 ---170113.43 ms/batch
Step 00084400 L_out=0.028 Acc=0.91 ---196893.08 ms/batch
Step 00084450 L_out=0.310 Acc=0.91 ---224401.58 ms/batch
Step 00084500 L_out=0.236 Acc=0.92 ---251793.78 ms/batch
Step 00084550 L_out=0.184 Acc=0.87 ---279491.52 ms/batch
Step 00084600 L_out=0.048 Acc=0.92 ---307382.66 ms/batch
Step 00084650 L_out=0.465 Acc=0.88 ---335250.19 ms/batch
Step 00084700 L_out=0.079 Acc=0.80 ---362792.71 ms/batch
Round 6 | epoch=6, train costTime=367.90101432800293, | total_activation_sum=22592766
Round 6 | epoch=7, current m_iou=0.6426513061117871
Round 6 | Best m_IoU is: 0.643, OA is: 0.911 | val costTime=178.83488655090332
Round 6 | ****EPOCH 7****
Step 00084750 L_out=0.456 Acc=0.74 ---22481.40 ms/batch
Step 00084800 L_out=0.220 Acc=0.94 ---49712.14 ms/batch
Step 00084850 L_out=0.527 Acc=0.91 ---77926.05 ms/batch
Step 00084900 L_out=0.106 Acc=0.86 ---106118.42 ms/batch
Step 00084950 L_out=0.215 Acc=0.82 ---133267.90 ms/batch
Step 00085000 L_out=0.402 Acc=0.90 ---161175.75 ms/batch
Step 00085050 L_out=0.053 Acc=0.88 ---188765.57 ms/batch
Step 00085100 L_out=0.635 Acc=0.76 ---216750.28 ms/batch
Step 00085150 L_out=0.145 Acc=0.96 ---244206.49 ms/batch
Step 00085200 L_out=0.264 Acc=0.86 ---271289.48 ms/batch
Step 00085250 L_out=0.401 Acc=0.86 ---299188.12 ms/batch
Step 00085300 L_out=0.314 Acc=0.90 ---327153.33 ms/batch
Step 00085350 L_out=0.171 Acc=0.87 ---355061.32 ms/batch
Round 6 | epoch=7, train costTime=369.31696486473083, | total_activation_sum=22432364
Round 6 | epoch=8, current m_iou=0.6331388757041047
Round 6 | Best m_IoU is: 0.643, OA is: 0.911 | val costTime=173.9365303516388
Round 6 | ****EPOCH 8****
Step 00085400 L_out=0.049 Acc=0.75 ---13188.85 ms/batch
Step 00085450 L_out=0.258 Acc=0.82 ---40179.64 ms/batch
Step 00085500 L_out=0.060 Acc=0.95 ---67990.94 ms/batch
Step 00085550 L_out=0.173 Acc=0.83 ---96070.19 ms/batch
Step 00085600 L_out=0.161 Acc=0.88 ---123129.66 ms/batch
Step 00085650 L_out=0.101 Acc=0.88 ---150942.19 ms/batch
Step 00085700 L_out=0.098 Acc=0.95 ---178269.29 ms/batch
Step 00085750 L_out=0.215 Acc=0.84 ---205349.25 ms/batch
Step 00085800 L_out=0.121 Acc=0.91 ---232861.87 ms/batch
Step 00085850 L_out=0.245 Acc=0.89 ---260977.92 ms/batch
Step 00085900 L_out=0.216 Acc=0.91 ---287980.54 ms/batch
Step 00085950 L_out=0.624 Acc=0.83 ---315951.68 ms/batch
Step 00086000 L_out=0.103 Acc=0.94 ---343868.76 ms/batch
Round 6 | epoch=8, train costTime=367.66354870796204, | total_activation_sum=22571333
Round 6 | epoch=9, current m_iou=0.656024150025015
Round 6 | Best m_IoU is: 0.656, OA is: 0.913 | val costTime=177.18642735481262
Round 6 | ****EPOCH 9****
Step 00086050 L_out=0.066 Acc=0.86 --- 4008.50 ms/batch
Step 00086100 L_out=0.019 Acc=0.82 ---31451.96 ms/batch
Step 00086150 L_out=0.377 Acc=0.94 ---58824.99 ms/batch
Step 00086200 L_out=0.119 Acc=0.89 ---86021.48 ms/batch
Step 00086250 L_out=0.072 Acc=0.82 ---112990.08 ms/batch
Step 00086300 L_out=0.101 Acc=0.90 ---140274.42 ms/batch
Step 00086350 L_out=0.130 Acc=0.87 ---167717.41 ms/batch
Step 00086400 L_out=0.200 Acc=0.91 ---194974.53 ms/batch
Step 00086450 L_out=0.083 Acc=0.89 ---222885.43 ms/batch
Step 00086500 L_out=0.091 Acc=0.94 ---250593.87 ms/batch
Step 00086550 L_out=0.132 Acc=0.95 ---278209.63 ms/batch
Step 00086600 L_out=0.053 Acc=0.84 ---305743.03 ms/batch
Step 00086650 L_out=0.176 Acc=0.91 ---333041.68 ms/batch
Step 00086700 L_out=0.113 Acc=0.89 ---360881.96 ms/batch
Round 6 | epoch=9, train costTime=366.6587190628052, | total_activation_sum=22600098
Round 6 | epoch=10, current m_iou=0.6596830055440925
Round 6 | Best m_IoU is: 0.660, OA is: 0.916 | val costTime=164.1522183418274
Round 6 | ****EPOCH 10****
Step 00086750 L_out=0.097 Acc=0.91 ---21686.08 ms/batch
Step 00086800 L_out=0.209 Acc=0.87 ---49328.73 ms/batch
Step 00086850 L_out=0.222 Acc=0.95 ---78009.82 ms/batch
Step 00086900 L_out=0.044 Acc=0.89 ---107088.25 ms/batch
Step 00086950 L_out=0.263 Acc=0.82 ---135968.33 ms/batch
Step 00087000 L_out=0.153 Acc=0.96 ---165821.13 ms/batch
Step 00087050 L_out=0.173 Acc=0.78 ---195477.52 ms/batch
Step 00087100 L_out=0.150 Acc=0.94 ---224382.84 ms/batch
Step 00087150 L_out=0.204 Acc=0.90 ---253235.18 ms/batch
Step 00087200 L_out=0.115 Acc=0.93 ---282397.15 ms/batch
Step 00087250 L_out=0.097 Acc=0.92 ---312293.67 ms/batch
Step 00087300 L_out=0.043 Acc=0.88 ---340933.13 ms/batch
Step 00087350 L_out=0.162 Acc=0.89 ---370090.68 ms/batch
Round 6 | epoch=10, train costTime=385.10787868499756, | total_activation_sum=22530958
Round 6 | epoch=11, current m_iou=0.6457147705018647
Round 6 | Best m_IoU is: 0.660, OA is: 0.916 | val costTime=178.05310440063477
Round 6 | ****EPOCH 11****
Step 00087400 L_out=0.288 Acc=0.91 ---11923.71 ms/batch
Step 00087450 L_out=0.056 Acc=0.90 ---38153.91 ms/batch
Step 00087500 L_out=0.203 Acc=0.86 ---64367.80 ms/batch
Step 00087550 L_out=0.040 Acc=0.95 ---90284.91 ms/batch
Step 00087600 L_out=0.123 Acc=0.94 ---116564.97 ms/batch
Step 00087650 L_out=0.069 Acc=0.95 ---142907.99 ms/batch
Step 00087700 L_out=0.126 Acc=0.94 ---169429.54 ms/batch
Step 00087750 L_out=0.232 Acc=0.89 ---195680.53 ms/batch
Step 00087800 L_out=0.116 Acc=0.97 ---221972.69 ms/batch
Step 00087850 L_out=0.107 Acc=0.93 ---248641.76 ms/batch
Step 00087900 L_out=0.056 Acc=0.92 ---276121.02 ms/batch
Step 00087950 L_out=0.436 Acc=0.82 ---303353.33 ms/batch
Step 00088000 L_out=0.154 Acc=0.93 ---330083.08 ms/batch
Round 6 | epoch=11, train costTime=353.74986457824707, | total_activation_sum=22555249
Round 6 | epoch=12, current m_iou=0.6483528787304818
Round 6 | Best m_IoU is: 0.660, OA is: 0.916 | val costTime=172.46228051185608
Round 6 | ****EPOCH 12****
Step 00088050 L_out=0.033 Acc=0.91 --- 3363.31 ms/batch
Step 00088100 L_out=0.044 Acc=0.91 ---30303.13 ms/batch
Step 00088150 L_out=0.136 Acc=0.93 ---57459.55 ms/batch
Step 00088200 L_out=0.024 Acc=0.96 ---84170.26 ms/batch
Step 00088250 L_out=0.023 Acc=0.89 ---110131.24 ms/batch
Step 00088300 L_out=0.101 Acc=0.91 ---136460.97 ms/batch
Step 00088350 L_out=0.108 Acc=0.86 ---162544.74 ms/batch
Step 00088400 L_out=0.088 Acc=0.93 ---188823.46 ms/batch
Step 00088450 L_out=0.134 Acc=0.86 ---215940.70 ms/batch
Step 00088500 L_out=0.173 Acc=0.90 ---242934.22 ms/batch
Step 00088550 L_out=0.222 Acc=0.92 ---270351.35 ms/batch
Step 00088600 L_out=0.100 Acc=0.86 ---298594.70 ms/batch
Step 00088650 L_out=0.173 Acc=0.87 ---326460.11 ms/batch
Step 00088700 L_out=0.157 Acc=0.93 ---354147.71 ms/batch
Round 6 | epoch=12, train costTime=360.0942943096161, | total_activation_sum=22498032
Round 6 | epoch=13, current m_iou=0.6566415883710933
Round 6 | Best m_IoU is: 0.660, OA is: 0.916 | val costTime=160.56879711151123
Round 6 | ****EPOCH 13****
Step 00088750 L_out=0.239 Acc=0.89 ---20396.26 ms/batch
Step 00088800 L_out=0.011 Acc=0.92 ---46634.85 ms/batch
Step 00088850 L_out=0.243 Acc=0.88 ---73133.18 ms/batch
Step 00088900 L_out=0.099 Acc=0.86 ---99674.46 ms/batch
Step 00088950 L_out=0.359 Acc=0.87 ---126674.84 ms/batch
Step 00089000 L_out=0.115 Acc=0.83 ---153815.09 ms/batch
Step 00089050 L_out=0.300 Acc=0.94 ---181382.25 ms/batch
Step 00089100 L_out=0.134 Acc=0.91 ---208175.02 ms/batch
Step 00089150 L_out=0.169 Acc=0.86 ---234738.43 ms/batch
Step 00089200 L_out=0.133 Acc=0.90 ---261873.35 ms/batch
Step 00089250 L_out=0.023 Acc=0.91 ---289390.24 ms/batch
Step 00089300 L_out=0.153 Acc=0.92 ---318464.33 ms/batch
Step 00089350 L_out=0.055 Acc=0.93 ---345230.45 ms/batch
Round 6 | epoch=13, train costTime=360.42156529426575, | total_activation_sum=22532214
Round 6 | epoch=14, current m_iou=0.6643051607790096
Round 6 | Best m_IoU is: 0.664, OA is: 0.918 | val costTime=166.24170970916748
Round 6 | ****EPOCH 14****
Step 00089400 L_out=0.383 Acc=0.87 ---12485.24 ms/batch
Step 00089450 L_out=0.078 Acc=0.94 ---39998.77 ms/batch
Step 00089500 L_out=0.125 Acc=0.86 ---67400.52 ms/batch
Step 00089550 L_out=0.257 Acc=0.85 ---94976.00 ms/batch
Step 00089600 L_out=0.098 Acc=0.93 ---123030.98 ms/batch
Step 00089650 L_out=0.121 Acc=0.91 ---150574.93 ms/batch
Step 00089700 L_out=0.252 Acc=0.92 ---178163.40 ms/batch
Step 00089750 L_out=0.075 Acc=0.91 ---205545.76 ms/batch
Step 00089800 L_out=0.086 Acc=0.75 ---233383.21 ms/batch
Step 00089850 L_out=0.077 Acc=0.92 ---260938.01 ms/batch
Step 00089900 L_out=0.159 Acc=0.90 ---288580.19 ms/batch
Step 00089950 L_out=0.035 Acc=0.88 ---316375.86 ms/batch
Step 00090000 L_out=0.088 Acc=0.90 ---344200.51 ms/batch
Round 6 | epoch=14, train costTime=368.8968985080719, | total_activation_sum=22452612
Round 6 | epoch=15, current m_iou=0.6394960013551644
Round 6 | Best m_IoU is: 0.664, OA is: 0.918 | val costTime=170.75406765937805
Round 6 | ****EPOCH 15****
Step 00090050 L_out=0.075 Acc=0.95 --- 3001.15 ms/batch
Step 00090100 L_out=0.181 Acc=0.84 ---31685.64 ms/batch
Step 00090150 L_out=0.174 Acc=0.89 ---58628.20 ms/batch
Step 00090200 L_out=0.246 Acc=0.92 ---85631.09 ms/batch
Step 00090250 L_out=0.237 Acc=0.93 ---113788.50 ms/batch
Step 00090300 L_out=0.071 Acc=0.92 ---141281.56 ms/batch
Step 00090350 L_out=0.058 Acc=0.91 ---168499.00 ms/batch
Step 00090400 L_out=0.079 Acc=0.87 ---196178.41 ms/batch
Step 00090450 L_out=0.109 Acc=0.89 ---223945.05 ms/batch
Step 00090500 L_out=0.083 Acc=0.91 ---251203.04 ms/batch
Step 00090550 L_out=0.174 Acc=0.94 ---279209.20 ms/batch
Step 00090600 L_out=0.025 Acc=0.91 ---308562.48 ms/batch
Step 00090650 L_out=0.045 Acc=0.94 ---338316.59 ms/batch
Step 00090700 L_out=0.170 Acc=0.93 ---368331.09 ms/batch
Round 6 | epoch=15, train costTime=375.52637910842896, | total_activation_sum=22567560
Round 6 | epoch=16, current m_iou=0.6448104735788855
Round 6 | Best m_IoU is: 0.664, OA is: 0.918 | val costTime=183.95455932617188
Round 6 | ****EPOCH 16****
Step 00090750 L_out=0.047 Acc=0.93 ---22630.74 ms/batch
Step 00090800 L_out=0.101 Acc=0.95 ---50654.39 ms/batch
Step 00090850 L_out=0.075 Acc=0.88 ---78294.36 ms/batch
Step 00090900 L_out=0.068 Acc=0.94 ---106048.35 ms/batch
Step 00090950 L_out=0.054 Acc=0.92 ---133346.94 ms/batch
Step 00091000 L_out=0.162 Acc=0.90 ---161003.28 ms/batch
Step 00091050 L_out=0.151 Acc=0.71 ---187968.72 ms/batch
Step 00091100 L_out=0.064 Acc=0.92 ---215076.56 ms/batch
Step 00091150 L_out=0.157 Acc=0.90 ---242425.15 ms/batch
Step 00091200 L_out=0.121 Acc=0.93 ---270414.65 ms/batch
Step 00091250 L_out=0.606 Acc=0.80 ---296886.16 ms/batch
Step 00091300 L_out=0.019 Acc=0.96 ---323995.05 ms/batch
Step 00091350 L_out=0.717 Acc=0.86 ---351599.25 ms/batch
Round 6 | epoch=16, train costTime=367.2828414440155, | total_activation_sum=22520771
Round 6 | epoch=17, current m_iou=0.6499804268173395
Round 6 | Best m_IoU is: 0.664, OA is: 0.918 | val costTime=171.76233887672424
Round 6 | ****EPOCH 17****
Step 00091400 L_out=0.029 Acc=0.92 ---11963.04 ms/batch
Step 00091450 L_out=0.096 Acc=0.91 ---39359.80 ms/batch
Step 00091500 L_out=0.040 Acc=0.95 ---67014.92 ms/batch
Step 00091550 L_out=0.101 Acc=0.80 ---94485.32 ms/batch
Step 00091600 L_out=0.215 Acc=0.87 ---121943.92 ms/batch
Step 00091650 L_out=0.098 Acc=0.91 ---149215.30 ms/batch
Step 00091700 L_out=0.139 Acc=0.94 ---176946.05 ms/batch
Step 00091750 L_out=0.058 Acc=0.93 ---204465.99 ms/batch
Step 00091800 L_out=0.040 Acc=0.93 ---231500.31 ms/batch
Step 00091850 L_out=0.121 Acc=0.87 ---258586.08 ms/batch
Step 00091900 L_out=0.124 Acc=0.94 ---286121.66 ms/batch
Step 00091950 L_out=0.109 Acc=0.95 ---313637.42 ms/batch
Step 00092000 L_out=0.117 Acc=0.92 ---341041.68 ms/batch
Round 6 | epoch=17, train costTime=366.6189830303192, | total_activation_sum=22430906
Round 6 | epoch=18, current m_iou=0.6473257137735544
Round 6 | Best m_IoU is: 0.664, OA is: 0.918 | val costTime=172.9941394329071
Round 6 | ****EPOCH 18****
Step 00092050 L_out=0.026 Acc=0.94 --- 2193.95 ms/batch
Step 00092100 L_out=0.038 Acc=0.93 ---30104.39 ms/batch
Step 00092150 L_out=0.317 Acc=0.83 ---57967.92 ms/batch
Step 00092200 L_out=0.133 Acc=0.90 ---85857.31 ms/batch
Step 00092250 L_out=0.159 Acc=0.88 ---113696.54 ms/batch
Step 00092300 L_out=0.107 Acc=0.86 ---141102.90 ms/batch
Step 00092350 L_out=0.055 Acc=0.95 ---168764.37 ms/batch
Step 00092400 L_out=0.103 Acc=0.90 ---196637.67 ms/batch
Step 00092450 L_out=0.080 Acc=0.92 ---224200.60 ms/batch
Step 00092500 L_out=0.073 Acc=0.92 ---251878.15 ms/batch
Step 00092550 L_out=0.070 Acc=0.94 ---279233.42 ms/batch
Step 00092600 L_out=0.147 Acc=0.83 ---307307.50 ms/batch
Step 00092650 L_out=0.047 Acc=0.94 ---334892.80 ms/batch
Step 00092700 L_out=0.059 Acc=0.94 ---362659.13 ms/batch
Round 6 | epoch=18, train costTime=369.6242198944092, | total_activation_sum=22556903
Round 6 | epoch=19, current m_iou=0.6506563074626359
Round 6 | Best m_IoU is: 0.664, OA is: 0.918 | val costTime=183.48195624351501
Round 6 | ****EPOCH 19****
Step 00092750 L_out=0.203 Acc=0.85 ---20522.43 ms/batch
Step 00092800 L_out=0.103 Acc=0.86 ---47788.32 ms/batch
Step 00092850 L_out=0.363 Acc=0.68 ---75192.95 ms/batch
Step 00092900 L_out=0.111 Acc=0.88 ---102931.47 ms/batch
Step 00092950 L_out=0.186 Acc=0.91 ---129528.73 ms/batch
Step 00093000 L_out=0.065 Acc=0.90 ---156409.15 ms/batch
Step 00093050 L_out=0.015 Acc=0.88 ---184253.33 ms/batch
Step 00093100 L_out=0.121 Acc=0.90 ---211927.35 ms/batch
Step 00093150 L_out=0.149 Acc=0.72 ---239005.13 ms/batch
Step 00093200 L_out=0.063 Acc=0.94 ---266895.52 ms/batch
Step 00093250 L_out=0.047 Acc=0.96 ---294524.94 ms/batch
Step 00093300 L_out=0.046 Acc=0.89 ---321976.63 ms/batch
Step 00093350 L_out=0.028 Acc=0.90 ---349860.91 ms/batch
Round 6 | epoch=19, train costTime=366.7895128726959, | total_activation_sum=22514302
Round 6 | epoch=20, current m_iou=0.6563468484702178
Round 6 | Best m_IoU is: 0.664, OA is: 0.918 | val costTime=172.11128187179565
Round 6 | ****EPOCH 20****
Step 00093400 L_out=0.069 Acc=0.91 ---11498.04 ms/batch
Step 00093450 L_out=0.266 Acc=0.92 ---39078.08 ms/batch
Step 00093500 L_out=0.166 Acc=0.93 ---66597.09 ms/batch
Step 00093550 L_out=0.089 Acc=0.86 ---94330.00 ms/batch
Step 00093600 L_out=0.169 Acc=0.88 ---122443.13 ms/batch
Step 00093650 L_out=0.088 Acc=0.92 ---150199.22 ms/batch
Step 00093700 L_out=0.139 Acc=0.92 ---177318.39 ms/batch
Step 00093750 L_out=0.282 Acc=0.84 ---204708.65 ms/batch
Step 00093800 L_out=0.207 Acc=0.88 ---232166.13 ms/batch
Step 00093850 L_out=0.118 Acc=0.89 ---259899.95 ms/batch
Step 00093900 L_out=0.078 Acc=0.92 ---287885.10 ms/batch
Step 00093950 L_out=0.026 Acc=0.89 ---315600.50 ms/batch
Step 00094000 L_out=0.092 Acc=0.95 ---343420.20 ms/batch
Round 6 | epoch=20, train costTime=369.29337310791016, | total_activation_sum=22578376
Round 6 | epoch=21, current m_iou=0.6547921662694856
Round 6 | Best m_IoU is: 0.664, OA is: 0.918 | val costTime=176.51140332221985
Round 6 | ****EPOCH 21****
Step 00094050 L_out=0.101 Acc=0.93 --- 1761.35 ms/batch
Step 00094100 L_out=0.062 Acc=0.90 ---32130.33 ms/batch
Step 00094150 L_out=0.124 Acc=0.94 ---60516.43 ms/batch
Step 00094200 L_out=0.053 Acc=0.84 ---90485.94 ms/batch
Step 00094250 L_out=0.072 Acc=0.88 ---119572.67 ms/batch
Step 00094300 L_out=0.133 Acc=0.91 ---148675.78 ms/batch
Step 00094350 L_out=0.215 Acc=0.91 ---178087.05 ms/batch
Step 00094400 L_out=0.096 Acc=0.92 ---206721.26 ms/batch
Step 00094450 L_out=0.218 Acc=0.89 ---234279.24 ms/batch
Step 00094500 L_out=0.121 Acc=0.97 ---261835.96 ms/batch
Step 00094550 L_out=0.017 Acc=0.91 ---289121.83 ms/batch
Step 00094600 L_out=0.064 Acc=0.90 ---317264.09 ms/batch
Step 00094650 L_out=0.030 Acc=0.91 ---344718.13 ms/batch
Step 00094700 L_out=0.229 Acc=0.92 ---372142.65 ms/batch
Round 6 | epoch=21, train costTime=379.59162640571594, | total_activation_sum=22593048
Round 6 | epoch=22, current m_iou=0.6490816852928797
Round 6 | Best m_IoU is: 0.664, OA is: 0.918 | val costTime=178.5812005996704
Round 6 | ****EPOCH 22****
Step 00094750 L_out=0.442 Acc=0.90 ---19679.76 ms/batch
Step 00094800 L_out=0.104 Acc=0.92 ---47087.84 ms/batch
Step 00094850 L_out=0.054 Acc=0.95 ---74052.63 ms/batch
Step 00094900 L_out=0.207 Acc=0.92 ---101535.34 ms/batch
Step 00094950 L_out=0.110 Acc=0.85 ---128734.74 ms/batch
Step 00095000 L_out=0.018 Acc=0.94 ---156562.11 ms/batch
Step 00095050 L_out=0.124 Acc=0.80 ---184073.66 ms/batch
Step 00095100 L_out=0.173 Acc=0.87 ---211905.50 ms/batch
Step 00095150 L_out=0.256 Acc=0.80 ---239171.00 ms/batch
Step 00095200 L_out=0.064 Acc=0.91 ---266205.03 ms/batch
Step 00095250 L_out=0.068 Acc=0.94 ---293316.19 ms/batch
Step 00095300 L_out=0.066 Acc=0.91 ---321373.22 ms/batch
Step 00095350 L_out=0.025 Acc=0.92 ---348617.57 ms/batch
Round 6 | epoch=22, train costTime=365.8681490421295, | total_activation_sum=22367272
Round 6 | epoch=23, current m_iou=0.6508693108881658
Round 6 | Best m_IoU is: 0.664, OA is: 0.918 | val costTime=175.4958839416504
Round 6 | ****EPOCH 23****
Step 00095400 L_out=0.047 Acc=0.92 ---10575.31 ms/batch
Step 00095450 L_out=0.072 Acc=0.95 ---38168.45 ms/batch
Step 00095500 L_out=0.059 Acc=0.91 ---65651.95 ms/batch
Step 00095550 L_out=0.152 Acc=0.87 ---92817.50 ms/batch
Step 00095600 L_out=0.035 Acc=0.96 ---120503.79 ms/batch
Step 00095650 L_out=0.096 Acc=0.92 ---148316.29 ms/batch
Step 00095700 L_out=0.132 Acc=0.83 ---175506.29 ms/batch
Step 00095750 L_out=0.092 Acc=0.95 ---202675.84 ms/batch
Step 00095800 L_out=0.148 Acc=0.88 ---230692.87 ms/batch
Step 00095850 L_out=0.232 Acc=0.90 ---258081.05 ms/batch
Step 00095900 L_out=0.187 Acc=0.88 ---285489.55 ms/batch
Step 00095950 L_out=0.062 Acc=0.94 ---313317.25 ms/batch
Step 00096000 L_out=0.074 Acc=0.96 ---340901.55 ms/batch
Round 6 | epoch=23, train costTime=368.0585026741028, | total_activation_sum=22531882
Round 6 | epoch=24, current m_iou=0.6530928214547655
Round 6 | Best m_IoU is: 0.664, OA is: 0.918 | val costTime=169.74726510047913
Round 6 | ****EPOCH 24****
Step 00096050 L_out=0.125 Acc=0.84 --- 1099.27 ms/batch
Step 00096100 L_out=0.072 Acc=0.95 ---28496.99 ms/batch
Step 00096150 L_out=0.065 Acc=0.92 ---56610.52 ms/batch
Step 00096200 L_out=0.097 Acc=0.88 ---84069.55 ms/batch
Step 00096250 L_out=0.039 Acc=0.91 ---112369.09 ms/batch
Step 00096300 L_out=0.255 Acc=0.92 ---139877.17 ms/batch
Step 00096350 L_out=0.153 Acc=0.95 ---167343.79 ms/batch
Step 00096400 L_out=0.312 Acc=0.95 ---194741.27 ms/batch
Step 00096450 L_out=0.041 Acc=0.94 ---222320.12 ms/batch
Step 00096500 L_out=0.046 Acc=0.94 ---250230.63 ms/batch
Step 00096550 L_out=0.214 Acc=0.88 ---277846.05 ms/batch
Step 00096600 L_out=0.066 Acc=0.94 ---305470.97 ms/batch
Step 00096650 L_out=0.024 Acc=0.91 ---333327.53 ms/batch
Step 00096700 L_out=0.141 Acc=0.94 ---360999.88 ms/batch
Round 6 | epoch=24, train costTime=369.14063119888306, | total_activation_sum=22583242
Round 6 | epoch=25, current m_iou=0.6516783689895755
Round 6 | Best m_IoU is: 0.664, OA is: 0.918 | val costTime=170.30226588249207
Round 6 | ****EPOCH 25****
Step 00096750 L_out=0.104 Acc=0.91 ---19456.29 ms/batch
Step 00096800 L_out=0.273 Acc=0.90 ---47294.45 ms/batch
Step 00096850 L_out=0.164 Acc=0.83 ---75459.27 ms/batch
Step 00096900 L_out=0.028 Acc=0.91 ---103146.89 ms/batch
Step 00096950 L_out=0.089 Acc=0.92 ---131306.48 ms/batch
Step 00097000 L_out=0.098 Acc=0.90 ---159078.37 ms/batch
Step 00097050 L_out=0.027 Acc=0.95 ---186714.56 ms/batch
Step 00097100 L_out=0.026 Acc=0.94 ---214343.92 ms/batch
Step 00097150 L_out=0.105 Acc=0.96 ---242325.25 ms/batch
Step 00097200 L_out=0.129 Acc=0.91 ---270092.21 ms/batch
Step 00097250 L_out=0.172 Acc=0.86 ---298155.06 ms/batch
Step 00097300 L_out=0.048 Acc=0.91 ---325224.55 ms/batch
Step 00097350 L_out=0.164 Acc=0.73 ---352660.27 ms/batch
Round 6 | epoch=25, train costTime=370.6491370201111, | total_activation_sum=22574919
Round 6 | epoch=26, current m_iou=0.65203904437138
Round 6 | Best m_IoU is: 0.664, OA is: 0.918 | val costTime=172.6346833705902
Round 6 | ****EPOCH 26****
Step 00097400 L_out=0.118 Acc=0.94 --- 9833.71 ms/batch
Step 00097450 L_out=0.054 Acc=0.91 ---36789.85 ms/batch
Step 00097500 L_out=0.071 Acc=0.93 ---64673.79 ms/batch
Step 00097550 L_out=0.069 Acc=0.89 ---93205.20 ms/batch
Step 00097600 L_out=0.013 Acc=0.82 ---120292.55 ms/batch
Step 00097650 L_out=0.159 Acc=0.92 ---147647.73 ms/batch
Step 00097700 L_out=0.184 Acc=0.87 ---175080.69 ms/batch
Step 00097750 L_out=0.067 Acc=0.94 ---202266.39 ms/batch
Step 00097800 L_out=0.008 Acc=0.85 ---230210.88 ms/batch
Step 00097850 L_out=0.247 Acc=0.91 ---257902.94 ms/batch
Step 00097900 L_out=0.059 Acc=0.91 ---286347.47 ms/batch
Step 00097950 L_out=0.096 Acc=0.93 ---314233.45 ms/batch
Step 00098000 L_out=0.092 Acc=0.91 ---340934.05 ms/batch
Round 6 | epoch=26, train costTime=366.91407346725464, | total_activation_sum=22568802
Round 6 | epoch=27, current m_iou=0.6490643857447851
Round 6 | Best m_IoU is: 0.664, OA is: 0.918 | val costTime=177.64491987228394
Round 6 | ****EPOCH 27****
Step 00098050 L_out=0.082 Acc=0.94 ---  563.56 ms/batch
Step 00098100 L_out=0.076 Acc=0.94 ---28384.57 ms/batch
Step 00098150 L_out=0.089 Acc=0.82 ---55171.25 ms/batch
Step 00098200 L_out=0.136 Acc=0.85 ---81792.36 ms/batch
Step 00098250 L_out=0.055 Acc=0.82 ---108424.10 ms/batch
Step 00098300 L_out=0.095 Acc=0.91 ---135072.79 ms/batch
Step 00098350 L_out=0.026 Acc=0.91 ---161315.26 ms/batch
Step 00098400 L_out=0.028 Acc=0.72 ---187673.06 ms/batch
Step 00098450 L_out=0.028 Acc=0.93 ---213695.88 ms/batch
Step 00098500 L_out=0.120 Acc=0.93 ---239854.42 ms/batch
Step 00098550 L_out=0.123 Acc=0.90 ---266222.36 ms/batch
Step 00098600 L_out=0.104 Acc=0.93 ---292231.54 ms/batch
Step 00098650 L_out=0.061 Acc=0.95 ---319070.13 ms/batch
Step 00098700 L_out=0.067 Acc=0.96 ---346104.31 ms/batch
Round 6 | epoch=27, train costTime=354.6172788143158, | total_activation_sum=22589545
Round 6 | epoch=28, current m_iou=0.6576587210112315
Round 6 | Best m_IoU is: 0.664, OA is: 0.918 | val costTime=172.3017771244049
Round 6 | ****EPOCH 28****
Step 00098750 L_out=0.086 Acc=0.95 ---17938.15 ms/batch
Step 00098800 L_out=0.068 Acc=0.81 ---44054.33 ms/batch
Step 00098850 L_out=0.094 Acc=0.90 ---69663.61 ms/batch
Step 00098900 L_out=0.071 Acc=0.93 ---95272.90 ms/batch
Step 00098950 L_out=0.089 Acc=0.95 ---121148.50 ms/batch
Step 00099000 L_out=0.079 Acc=0.89 ---147592.88 ms/batch
Step 00099050 L_out=0.195 Acc=0.91 ---173567.80 ms/batch
Step 00099100 L_out=0.095 Acc=0.94 ---200484.29 ms/batch
Step 00099150 L_out=0.140 Acc=0.93 ---226606.74 ms/batch
Step 00099200 L_out=0.045 Acc=0.95 ---253152.40 ms/batch
Step 00099250 L_out=0.164 Acc=0.95 ---279718.96 ms/batch
Step 00099300 L_out=0.075 Acc=0.85 ---305532.92 ms/batch
Step 00099350 L_out=0.100 Acc=0.80 ---332964.31 ms/batch
Round 6 | epoch=28, train costTime=351.3466010093689, | total_activation_sum=22474091
Round 6 | epoch=29, current m_iou=0.6547865289310961
Round 6 | Best m_IoU is: 0.664, OA is: 0.918 | val costTime=178.87162113189697
Round 6 | ****EPOCH 29****
Step 00099400 L_out=0.053 Acc=0.97 --- 9544.54 ms/batch
Step 00099450 L_out=0.007 Acc=0.89 ---37292.80 ms/batch
Step 00099500 L_out=0.104 Acc=0.85 ---64358.36 ms/batch
Step 00099550 L_out=0.673 Acc=0.96 ---91255.29 ms/batch
Step 00099600 L_out=0.028 Acc=0.95 ---118760.30 ms/batch
Step 00099650 L_out=0.103 Acc=0.92 ---145951.10 ms/batch
Step 00099700 L_out=0.017 Acc=0.90 ---173205.82 ms/batch
Step 00099750 L_out=0.083 Acc=0.91 ---200718.27 ms/batch
Step 00099800 L_out=0.100 Acc=0.93 ---227799.21 ms/batch
Step 00099850 L_out=0.161 Acc=0.96 ---255053.02 ms/batch
Step 00099900 L_out=0.086 Acc=0.88 ---282037.79 ms/batch
Step 00099950 L_out=0.031 Acc=0.91 ---308856.12 ms/batch
Step 00100000 L_out=0.163 Acc=0.92 ---335978.94 ms/batch
Step 00100050 L_out=0.020 Acc=0.96 ---362799.72 ms/batch
Round 6 | epoch=29, train costTime=362.7998962402344, | total_activation_sum=22513650
Round 6 | epoch=30, current m_iou=0.6583755416076733
Round 6 | Best m_IoU is: 0.664, OA is: 0.918 | val costTime=178.11269974708557
Round 6 | ****EPOCH 30****
Round 7 | ****EPOCH 0****
Step 00100100 L_out=1.228 Acc=0.68 ---28943.06 ms/batch
Step 00100150 L_out=0.325 Acc=0.73 ---58341.66 ms/batch
Step 00100200 L_out=0.389 Acc=0.75 ---88015.42 ms/batch
Step 00100250 L_out=0.622 Acc=0.62 ---117293.21 ms/batch
Step 00100300 L_out=0.320 Acc=0.82 ---146568.69 ms/batch
Step 00100350 L_out=0.223 Acc=0.85 ---176523.15 ms/batch
Step 00100400 L_out=0.174 Acc=0.87 ---205454.66 ms/batch
Step 00100450 L_out=0.385 Acc=0.84 ---232920.63 ms/batch
Step 00100500 L_out=0.297 Acc=0.89 ---260536.44 ms/batch
Step 00100550 L_out=1.484 Acc=0.79 ---287472.66 ms/batch
Step 00100600 L_out=0.374 Acc=0.91 ---315226.35 ms/batch
Step 00100650 L_out=0.075 Acc=0.91 ---342897.06 ms/batch
Step 00100700 L_out=0.081 Acc=0.90 ---370503.43 ms/batch
Round 7 | epoch=0, train costTime=380.04082441329956, | total_activation_sum=25500638
Round 7 | epoch=1, current m_iou=0.6151609240535989
Round 7 | Best m_IoU is: 0.615, OA is: 0.908 | val costTime=181.06139993667603
Round 7 | ****EPOCH 1****
Step 00100750 L_out=0.181 Acc=0.94 ---18737.49 ms/batch
Step 00100800 L_out=0.399 Acc=0.77 ---45900.72 ms/batch
Step 00100850 L_out=0.184 Acc=0.89 ---73563.90 ms/batch
Step 00100900 L_out=0.057 Acc=0.92 ---100976.03 ms/batch
Step 00100950 L_out=0.431 Acc=0.83 ---129170.12 ms/batch
Step 00101000 L_out=0.308 Acc=0.87 ---156895.71 ms/batch
Step 00101050 L_out=0.265 Acc=0.88 ---184714.01 ms/batch
Step 00101100 L_out=0.298 Acc=0.75 ---211985.94 ms/batch
Step 00101150 L_out=0.141 Acc=0.93 ---239649.48 ms/batch
Step 00101200 L_out=0.055 Acc=0.86 ---267227.93 ms/batch
Step 00101250 L_out=0.246 Acc=0.86 ---295008.63 ms/batch
Step 00101300 L_out=0.936 Acc=0.55 ---322995.28 ms/batch
Step 00101350 L_out=0.087 Acc=0.77 ---350225.58 ms/batch
Round 7 | epoch=1, train costTime=369.4620170593262, | total_activation_sum=25413084
Round 7 | epoch=2, current m_iou=0.5195181729069412
Round 7 | Best m_IoU is: 0.615, OA is: 0.908 | val costTime=186.69718074798584
Round 7 | ****EPOCH 2****
Step 00101400 L_out=0.243 Acc=0.82 --- 8761.81 ms/batch
Step 00101450 L_out=0.090 Acc=0.96 ---36594.06 ms/batch
Step 00101500 L_out=0.111 Acc=0.85 ---63892.71 ms/batch
Step 00101550 L_out=0.313 Acc=0.93 ---91752.39 ms/batch
Step 00101600 L_out=0.310 Acc=0.90 ---119987.11 ms/batch
Step 00101650 L_out=0.780 Acc=0.85 ---147271.81 ms/batch
Step 00101700 L_out=0.241 Acc=0.85 ---174717.87 ms/batch
Step 00101750 L_out=0.771 Acc=0.91 ---202657.08 ms/batch
Step 00101800 L_out=0.703 Acc=0.81 ---230260.60 ms/batch
Step 00101850 L_out=0.103 Acc=0.94 ---258614.48 ms/batch
Step 00101900 L_out=0.597 Acc=0.74 ---285925.18 ms/batch
Step 00101950 L_out=0.226 Acc=0.92 ---313570.65 ms/batch
Step 00102000 L_out=0.223 Acc=0.92 ---341047.45 ms/batch
Step 00102050 L_out=0.107 Acc=0.90 ---368680.15 ms/batch
Round 7 | epoch=2, train costTime=369.2667589187622, | total_activation_sum=25506874
Round 7 | epoch=3, current m_iou=0.64393542523208
Round 7 | Best m_IoU is: 0.644, OA is: 0.912 | val costTime=175.13737511634827
Round 7 | ****EPOCH 3****
Step 00102100 L_out=0.261 Acc=0.82 ---26690.58 ms/batch
Step 00102150 L_out=0.265 Acc=0.81 ---54289.34 ms/batch
Step 00102200 L_out=0.046 Acc=0.87 ---81945.40 ms/batch
Step 00102250 L_out=0.198 Acc=0.93 ---109806.86 ms/batch
Step 00102300 L_out=0.209 Acc=0.93 ---137125.69 ms/batch
Step 00102350 L_out=0.158 Acc=0.95 ---164699.02 ms/batch
Step 00102400 L_out=0.393 Acc=0.94 ---192728.50 ms/batch
Step 00102450 L_out=0.094 Acc=0.91 ---220531.92 ms/batch
Step 00102500 L_out=0.952 Acc=0.85 ---248293.90 ms/batch
Step 00102550 L_out=0.331 Acc=0.76 ---275965.21 ms/batch
Step 00102600 L_out=0.307 Acc=0.90 ---303946.56 ms/batch
Step 00102650 L_out=0.226 Acc=0.80 ---331257.06 ms/batch
Step 00102700 L_out=0.246 Acc=0.88 ---358332.20 ms/batch
Round 7 | epoch=3, train costTime=368.3925018310547, | total_activation_sum=25210249
Round 7 | epoch=4, current m_iou=0.6523942101245548
Round 7 | Best m_IoU is: 0.652, OA is: 0.914 | val costTime=183.6333236694336
Round 7 | ****EPOCH 4****
Step 00102750 L_out=0.372 Acc=0.80 ---17377.17 ms/batch
Step 00102800 L_out=0.159 Acc=0.74 ---45033.34 ms/batch
Step 00102850 L_out=0.226 Acc=0.87 ---72503.68 ms/batch
Step 00102900 L_out=0.122 Acc=0.94 ---99858.72 ms/batch
Step 00102950 L_out=0.065 Acc=0.93 ---127569.33 ms/batch
Step 00103000 L_out=0.092 Acc=0.92 ---155157.91 ms/batch
Step 00103050 L_out=0.117 Acc=0.82 ---183311.88 ms/batch
Step 00103100 L_out=0.342 Acc=0.86 ---210717.33 ms/batch
Step 00103150 L_out=0.132 Acc=0.93 ---238413.35 ms/batch
Step 00103200 L_out=0.178 Acc=0.87 ---266411.89 ms/batch
Step 00103250 L_out=0.249 Acc=0.90 ---293737.07 ms/batch
Step 00103300 L_out=0.194 Acc=0.90 ---321323.09 ms/batch
Step 00103350 L_out=0.259 Acc=0.92 ---348977.72 ms/batch
Round 7 | epoch=4, train costTime=368.6307511329651, | total_activation_sum=25414972
Round 7 | epoch=5, current m_iou=0.6592728220560037
Round 7 | Best m_IoU is: 0.659, OA is: 0.917 | val costTime=170.10759258270264
Round 7 | ****EPOCH 5****
Step 00103400 L_out=0.163 Acc=0.91 --- 8532.56 ms/batch
Step 00103450 L_out=0.412 Acc=0.84 ---37269.14 ms/batch
Step 00103500 L_out=0.117 Acc=0.91 ---67690.89 ms/batch
Step 00103550 L_out=0.145 Acc=0.86 ---96689.66 ms/batch
Step 00103600 L_out=0.271 Acc=0.90 ---126268.62 ms/batch
Step 00103650 L_out=0.067 Acc=0.89 ---155764.68 ms/batch
Step 00103700 L_out=0.147 Acc=0.84 ---185351.06 ms/batch
Step 00103750 L_out=0.084 Acc=0.91 ---214722.79 ms/batch
Step 00103800 L_out=0.298 Acc=0.95 ---243776.11 ms/batch
Step 00103850 L_out=0.049 Acc=0.96 ---273225.59 ms/batch
Step 00103900 L_out=0.365 Acc=0.94 ---302785.39 ms/batch
Step 00103950 L_out=0.373 Acc=0.89 ---331282.26 ms/batch
Step 00104000 L_out=0.030 Acc=0.98 ---359349.54 ms/batch
Step 00104050 L_out=0.138 Acc=0.81 ---386563.05 ms/batch
Round 7 | epoch=5, train costTime=387.54935455322266, | total_activation_sum=25402655
Round 7 | epoch=6, current m_iou=0.6593914133735865
Round 7 | Best m_IoU is: 0.659, OA is: 0.915 | val costTime=175.87325167655945
Round 7 | ****EPOCH 6****
Step 00104100 L_out=0.302 Acc=0.86 ---26576.25 ms/batch
Step 00104150 L_out=0.091 Acc=0.81 ---54090.26 ms/batch
Step 00104200 L_out=0.126 Acc=0.91 ---82087.97 ms/batch
Step 00104250 L_out=0.192 Acc=0.89 ---109720.90 ms/batch
Step 00104300 L_out=0.137 Acc=0.86 ---137148.24 ms/batch
Step 00104350 L_out=0.080 Acc=0.95 ---164459.33 ms/batch
Step 00104400 L_out=0.186 Acc=0.92 ---191867.31 ms/batch
Step 00104450 L_out=0.035 Acc=0.93 ---219656.60 ms/batch
Step 00104500 L_out=0.029 Acc=0.83 ---247611.96 ms/batch
Step 00104550 L_out=0.084 Acc=0.90 ---275060.62 ms/batch
Step 00104600 L_out=0.159 Acc=0.91 ---303167.60 ms/batch
Step 00104650 L_out=0.056 Acc=0.94 ---330509.61 ms/batch
Step 00104700 L_out=0.050 Acc=0.90 ---359123.69 ms/batch
Round 7 | epoch=6, train costTime=369.6777536869049, | total_activation_sum=25431220
Round 7 | epoch=7, current m_iou=0.6564616138257457
Round 7 | Best m_IoU is: 0.659, OA is: 0.915 | val costTime=187.12931370735168
Round 7 | ****EPOCH 7****
Step 00104750 L_out=0.206 Acc=0.79 ---16908.83 ms/batch
Step 00104800 L_out=0.037 Acc=0.94 ---44763.18 ms/batch
Step 00104850 L_out=0.252 Acc=0.89 ---72619.50 ms/batch
Step 00104900 L_out=0.218 Acc=0.90 ---99959.02 ms/batch
Step 00104950 L_out=0.043 Acc=0.91 ---127405.44 ms/batch
Step 00105000 L_out=0.096 Acc=0.79 ---155064.80 ms/batch
Step 00105050 L_out=0.373 Acc=0.87 ---182292.35 ms/batch
Step 00105100 L_out=0.111 Acc=0.94 ---210020.41 ms/batch
Step 00105150 L_out=0.088 Acc=0.96 ---237752.50 ms/batch
Step 00105200 L_out=0.225 Acc=0.88 ---265161.18 ms/batch
Step 00105250 L_out=0.051 Acc=0.93 ---292571.26 ms/batch
Step 00105300 L_out=0.077 Acc=0.88 ---320027.13 ms/batch
Step 00105350 L_out=0.194 Acc=0.89 ---347468.10 ms/batch
Round 7 | epoch=7, train costTime=367.0238082408905, | total_activation_sum=25553869
Round 7 | epoch=8, current m_iou=0.6536373592489176
Round 7 | Best m_IoU is: 0.659, OA is: 0.915 | val costTime=170.05588269233704
Round 7 | ****EPOCH 8****
Step 00105400 L_out=0.274 Acc=0.92 --- 7640.11 ms/batch
Step 00105450 L_out=0.241 Acc=0.91 ---35156.50 ms/batch
Step 00105500 L_out=0.088 Acc=0.94 ---62997.93 ms/batch
Step 00105550 L_out=0.241 Acc=0.93 ---90741.56 ms/batch
Step 00105600 L_out=0.290 Acc=0.95 ---118269.84 ms/batch
Step 00105650 L_out=0.168 Acc=0.89 ---146621.71 ms/batch
Step 00105700 L_out=0.064 Acc=0.90 ---174386.02 ms/batch
Step 00105750 L_out=0.177 Acc=0.93 ---201720.34 ms/batch
Step 00105800 L_out=0.110 Acc=0.90 ---228967.01 ms/batch
Step 00105850 L_out=0.460 Acc=0.80 ---256414.58 ms/batch
Step 00105900 L_out=0.220 Acc=0.90 ---284238.06 ms/batch
Step 00105950 L_out=0.095 Acc=0.95 ---312366.60 ms/batch
Step 00106000 L_out=0.120 Acc=0.87 ---340325.45 ms/batch
Step 00106050 L_out=0.073 Acc=0.90 ---368128.74 ms/batch
Round 7 | epoch=8, train costTime=369.83310174942017, | total_activation_sum=25406290
Round 7 | epoch=9, current m_iou=0.653875393685883
Round 7 | Best m_IoU is: 0.659, OA is: 0.915 | val costTime=172.50478625297546
Round 7 | ****EPOCH 9****
Step 00106100 L_out=0.070 Acc=0.86 ---25279.07 ms/batch
Step 00106150 L_out=0.285 Acc=0.86 ---51384.57 ms/batch
Step 00106200 L_out=0.139 Acc=0.91 ---77850.82 ms/batch
Step 00106250 L_out=0.081 Acc=0.95 ---104601.21 ms/batch
Step 00106300 L_out=0.140 Acc=0.91 ---130821.60 ms/batch
Step 00106350 L_out=0.170 Acc=0.92 ---157540.53 ms/batch
Step 00106400 L_out=0.364 Acc=0.88 ---183995.77 ms/batch
Step 00106450 L_out=0.239 Acc=0.89 ---210485.74 ms/batch
Step 00106500 L_out=0.090 Acc=0.94 ---237151.08 ms/batch
Step 00106550 L_out=0.173 Acc=0.85 ---263909.60 ms/batch
Step 00106600 L_out=0.123 Acc=0.93 ---291234.79 ms/batch
Step 00106650 L_out=0.054 Acc=0.93 ---319358.30 ms/batch
Step 00106700 L_out=0.040 Acc=0.93 ---346473.74 ms/batch
Round 7 | epoch=9, train costTime=357.3168683052063, | total_activation_sum=25404899
Round 7 | epoch=10, current m_iou=0.6493605477840055
Round 7 | Best m_IoU is: 0.659, OA is: 0.915 | val costTime=172.27617645263672
Round 7 | ****EPOCH 10****
Step 00106750 L_out=0.067 Acc=0.91 ---15909.17 ms/batch
Step 00106800 L_out=0.023 Acc=0.88 ---42840.40 ms/batch
Step 00106850 L_out=1.226 Acc=0.93 ---69943.29 ms/batch
Step 00106900 L_out=0.038 Acc=0.93 ---96605.53 ms/batch
Step 00106950 L_out=0.260 Acc=0.92 ---122703.42 ms/batch
Step 00107000 L_out=0.030 Acc=0.89 ---149121.46 ms/batch
Step 00107050 L_out=0.062 Acc=0.96 ---176007.05 ms/batch
Step 00107100 L_out=0.176 Acc=0.90 ---204497.04 ms/batch
Step 00107150 L_out=0.253 Acc=0.87 ---233183.94 ms/batch
Step 00107200 L_out=0.379 Acc=0.92 ---262005.02 ms/batch
Step 00107250 L_out=0.116 Acc=0.91 ---291053.21 ms/batch
Step 00107300 L_out=0.146 Acc=0.93 ---319973.73 ms/batch
Step 00107350 L_out=0.238 Acc=0.85 ---349382.70 ms/batch
Round 7 | epoch=10, train costTime=371.1333284378052, | total_activation_sum=25479893
Round 7 | epoch=11, current m_iou=0.6517452040115514
Round 7 | Best m_IoU is: 0.659, OA is: 0.915 | val costTime=183.27907752990723
Round 7 | ****EPOCH 11****
Step 00107400 L_out=0.064 Acc=0.97 --- 6998.01 ms/batch
Step 00107450 L_out=0.013 Acc=0.83 ---34186.41 ms/batch
Step 00107500 L_out=0.084 Acc=0.88 ---60844.01 ms/batch
Step 00107550 L_out=0.577 Acc=0.91 ---87406.31 ms/batch
Step 00107600 L_out=0.453 Acc=0.88 ---114310.89 ms/batch
Step 00107650 L_out=0.207 Acc=0.82 ---141352.77 ms/batch
Step 00107700 L_out=0.225 Acc=0.93 ---169088.05 ms/batch
Step 00107750 L_out=0.025 Acc=0.90 ---196431.09 ms/batch
Step 00107800 L_out=0.093 Acc=0.86 ---222769.16 ms/batch
Step 00107850 L_out=0.024 Acc=0.86 ---249820.11 ms/batch
Step 00107900 L_out=0.350 Acc=0.80 ---277530.56 ms/batch
Step 00107950 L_out=0.068 Acc=0.94 ---305185.61 ms/batch
Step 00108000 L_out=0.225 Acc=0.90 ---332377.00 ms/batch
Step 00108050 L_out=0.323 Acc=0.87 ---360168.19 ms/batch
Round 7 | epoch=11, train costTime=362.28250217437744, | total_activation_sum=25587150
Round 7 | epoch=12, current m_iou=0.6424509170008703
Round 7 | Best m_IoU is: 0.659, OA is: 0.915 | val costTime=168.9511682987213
Round 7 | ****EPOCH 12****
Step 00108100 L_out=0.086 Acc=0.92 ---25008.87 ms/batch
Step 00108150 L_out=0.088 Acc=0.93 ---52664.50 ms/batch
Step 00108200 L_out=0.281 Acc=0.87 ---80043.84 ms/batch
Step 00108250 L_out=0.120 Acc=0.91 ---107924.87 ms/batch
Step 00108300 L_out=0.151 Acc=0.91 ---135791.69 ms/batch
Step 00108350 L_out=0.060 Acc=0.94 ---162920.13 ms/batch
Step 00108400 L_out=0.074 Acc=0.92 ---190575.05 ms/batch
Step 00108450 L_out=0.139 Acc=0.94 ---218196.76 ms/batch
Step 00108500 L_out=0.244 Acc=0.88 ---245302.90 ms/batch
Step 00108550 L_out=0.066 Acc=0.90 ---272251.15 ms/batch
Step 00108600 L_out=0.209 Acc=0.89 ---299752.97 ms/batch
Step 00108650 L_out=0.076 Acc=0.91 ---327422.22 ms/batch
Step 00108700 L_out=0.243 Acc=0.87 ---355246.00 ms/batch
Round 7 | epoch=12, train costTime=366.7399048805237, | total_activation_sum=25400891
Round 7 | epoch=13, current m_iou=0.6423836477264577
Round 7 | Best m_IoU is: 0.659, OA is: 0.915 | val costTime=173.50982451438904
Round 7 | ****EPOCH 13****
Step 00108750 L_out=0.054 Acc=0.89 ---15848.30 ms/batch
Step 00108800 L_out=0.104 Acc=0.93 ---43836.61 ms/batch
Step 00108850 L_out=0.123 Acc=0.78 ---71101.01 ms/batch
Step 00108900 L_out=0.128 Acc=0.96 ---98827.22 ms/batch
Step 00108950 L_out=0.111 Acc=0.96 ---125895.19 ms/batch
Step 00109000 L_out=0.176 Acc=0.89 ---153805.48 ms/batch
Step 00109050 L_out=0.056 Acc=0.89 ---180652.41 ms/batch
Step 00109100 L_out=0.415 Acc=0.91 ---208705.18 ms/batch
Step 00109150 L_out=0.114 Acc=0.89 ---236349.30 ms/batch
Step 00109200 L_out=0.060 Acc=0.90 ---264313.35 ms/batch
Step 00109250 L_out=0.322 Acc=0.94 ---291683.08 ms/batch
Step 00109300 L_out=0.064 Acc=0.93 ---319560.04 ms/batch
Step 00109350 L_out=0.267 Acc=0.92 ---347219.69 ms/batch
Round 7 | epoch=13, train costTime=367.9324862957001, | total_activation_sum=25364965
Round 7 | epoch=14, current m_iou=0.6414472589859125
Round 7 | Best m_IoU is: 0.659, OA is: 0.915 | val costTime=173.08082175254822
Round 7 | ****EPOCH 14****
Step 00109400 L_out=0.156 Acc=0.92 --- 6676.40 ms/batch
Step 00109450 L_out=0.108 Acc=0.92 ---33876.96 ms/batch
Step 00109500 L_out=0.201 Acc=0.92 ---61534.38 ms/batch
Step 00109550 L_out=0.152 Acc=0.94 ---89657.72 ms/batch
Step 00109600 L_out=0.157 Acc=0.90 ---117424.28 ms/batch
Step 00109650 L_out=0.219 Acc=0.92 ---144691.98 ms/batch
Step 00109700 L_out=0.127 Acc=0.81 ---172790.83 ms/batch
Step 00109750 L_out=0.138 Acc=0.94 ---200563.93 ms/batch
Step 00109800 L_out=0.036 Acc=0.93 ---228179.65 ms/batch
Step 00109850 L_out=0.121 Acc=0.91 ---255443.87 ms/batch
Step 00109900 L_out=0.078 Acc=0.95 ---282765.88 ms/batch
Step 00109950 L_out=0.133 Acc=0.86 ---310362.11 ms/batch
Step 00110000 L_out=0.299 Acc=0.85 ---337918.85 ms/batch
Step 00110050 L_out=0.110 Acc=0.93 ---365366.07 ms/batch
Round 7 | epoch=14, train costTime=368.1233332157135, | total_activation_sum=25414267
Round 7 | epoch=15, current m_iou=0.6414045013265014
Round 7 | Best m_IoU is: 0.659, OA is: 0.915 | val costTime=172.53973150253296
Round 7 | ****EPOCH 15****
Step 00110100 L_out=0.170 Acc=0.94 ---25131.92 ms/batch
Step 00110150 L_out=0.157 Acc=0.89 ---52228.01 ms/batch
Step 00110200 L_out=0.132 Acc=0.87 ---79854.34 ms/batch
Step 00110250 L_out=0.018 Acc=0.95 ---107504.80 ms/batch
Step 00110300 L_out=0.102 Acc=0.93 ---135922.63 ms/batch
Step 00110350 L_out=0.178 Acc=0.91 ---163582.15 ms/batch
Step 00110400 L_out=0.081 Acc=0.89 ---190774.71 ms/batch
Step 00110450 L_out=0.158 Acc=0.93 ---218759.13 ms/batch
Step 00110500 L_out=0.333 Acc=0.93 ---246060.20 ms/batch
Step 00110550 L_out=0.101 Acc=0.94 ---273526.52 ms/batch
Step 00110600 L_out=0.073 Acc=0.85 ---301548.43 ms/batch
Step 00110650 L_out=0.037 Acc=0.91 ---329283.99 ms/batch
Step 00110700 L_out=0.040 Acc=0.82 ---356916.33 ms/batch
Round 7 | epoch=15, train costTime=370.3196840286255, | total_activation_sum=25295329
Round 7 | epoch=16, current m_iou=0.6415640987168163
Round 7 | Best m_IoU is: 0.659, OA is: 0.915 | val costTime=188.4028811454773
Round 7 | ****EPOCH 16****
Step 00110750 L_out=0.123 Acc=0.92 ---16664.38 ms/batch
Step 00110800 L_out=0.063 Acc=0.92 ---46189.82 ms/batch
Step 00110850 L_out=0.258 Acc=0.90 ---75549.72 ms/batch
Step 00110900 L_out=0.132 Acc=0.93 ---104846.26 ms/batch
Step 00110950 L_out=0.015 Acc=0.94 ---132478.30 ms/batch
Step 00111000 L_out=0.284 Acc=0.93 ---160265.55 ms/batch
Step 00111050 L_out=0.146 Acc=0.93 ---187625.32 ms/batch
Step 00111100 L_out=0.100 Acc=0.87 ---215779.71 ms/batch
Step 00111150 L_out=0.141 Acc=0.82 ---243028.70 ms/batch
Step 00111200 L_out=0.064 Acc=0.93 ---270999.45 ms/batch
Step 00111250 L_out=0.087 Acc=0.88 ---298739.19 ms/batch
Step 00111300 L_out=0.332 Acc=0.82 ---326949.48 ms/batch
Step 00111350 L_out=0.243 Acc=0.90 ---354622.74 ms/batch
Round 7 | epoch=16, train costTime=376.1591148376465, | total_activation_sum=25642129
Round 7 | epoch=17, current m_iou=0.6466687880463136
Round 7 | Best m_IoU is: 0.659, OA is: 0.915 | val costTime=178.09578132629395
Round 7 | ****EPOCH 17****
Step 00111400 L_out=0.167 Acc=0.95 --- 6121.81 ms/batch
Step 00111450 L_out=0.115 Acc=0.87 ---33973.72 ms/batch
Step 00111500 L_out=0.150 Acc=0.95 ---61907.00 ms/batch
Step 00111550 L_out=0.125 Acc=0.90 ---89376.76 ms/batch
Step 00111600 L_out=0.181 Acc=0.93 ---116848.72 ms/batch
Step 00111650 L_out=0.093 Acc=0.92 ---144322.76 ms/batch
Step 00111700 L_out=0.267 Acc=0.92 ---172033.76 ms/batch
Step 00111750 L_out=0.402 Acc=0.91 ---199900.00 ms/batch
Step 00111800 L_out=0.184 Acc=0.86 ---227307.74 ms/batch
Step 00111850 L_out=0.020 Acc=0.91 ---255383.12 ms/batch
Step 00111900 L_out=0.213 Acc=0.87 ---283089.91 ms/batch
Step 00111950 L_out=0.063 Acc=0.90 ---310926.81 ms/batch
Step 00112000 L_out=0.280 Acc=0.80 ---339004.02 ms/batch
Step 00112050 L_out=0.108 Acc=0.95 ---366205.73 ms/batch
Round 7 | epoch=17, train costTime=369.41533970832825, | total_activation_sum=25451892
Round 7 | epoch=18, current m_iou=0.6495339333959496
Round 7 | Best m_IoU is: 0.659, OA is: 0.915 | val costTime=184.40795588493347
Round 7 | ****EPOCH 18****
Step 00112100 L_out=0.050 Acc=0.92 ---24255.45 ms/batch
Step 00112150 L_out=0.223 Acc=0.82 ---51687.87 ms/batch
Step 00112200 L_out=0.362 Acc=0.86 ---78814.95 ms/batch
Step 00112250 L_out=0.117 Acc=0.92 ---106136.21 ms/batch
Step 00112300 L_out=0.038 Acc=0.91 ---133433.86 ms/batch
Step 00112350 L_out=0.008 Acc=0.96 ---161646.11 ms/batch
Step 00112400 L_out=0.394 Acc=0.89 ---189267.65 ms/batch
Step 00112450 L_out=0.122 Acc=0.91 ---216975.74 ms/batch
Step 00112500 L_out=0.089 Acc=0.95 ---244749.25 ms/batch
Step 00112550 L_out=0.037 Acc=0.96 ---272175.98 ms/batch
Step 00112600 L_out=0.089 Acc=0.89 ---299484.45 ms/batch
Step 00112650 L_out=0.108 Acc=0.90 ---326577.81 ms/batch
Step 00112700 L_out=0.074 Acc=0.93 ---354131.78 ms/batch
Round 7 | epoch=18, train costTime=366.66573119163513, | total_activation_sum=25372838
Round 7 | epoch=19, current m_iou=0.6505451436834676
Round 7 | Best m_IoU is: 0.659, OA is: 0.915 | val costTime=172.23608779907227
Round 7 | ****EPOCH 19****
Step 00112750 L_out=0.122 Acc=0.91 ---14963.75 ms/batch
Step 00112800 L_out=0.064 Acc=0.95 ---41795.65 ms/batch
Step 00112850 L_out=0.089 Acc=0.94 ---68947.21 ms/batch
Step 00112900 L_out=0.279 Acc=0.87 ---96635.88 ms/batch
Step 00112950 L_out=0.178 Acc=0.94 ---124600.97 ms/batch
Step 00113000 L_out=0.159 Acc=0.92 ---152476.19 ms/batch
Step 00113050 L_out=0.160 Acc=0.96 ---180256.92 ms/batch
Step 00113100 L_out=0.200 Acc=0.83 ---207724.33 ms/batch
Step 00113150 L_out=0.058 Acc=0.90 ---235779.26 ms/batch
Step 00113200 L_out=0.068 Acc=0.91 ---263604.49 ms/batch
Step 00113250 L_out=0.028 Acc=0.96 ---291245.55 ms/batch
Step 00113300 L_out=0.105 Acc=0.96 ---318877.13 ms/batch
Step 00113350 L_out=0.252 Acc=0.88 ---346949.87 ms/batch
Round 7 | epoch=19, train costTime=368.92315459251404, | total_activation_sum=25420025
Round 7 | epoch=20, current m_iou=0.6632120626452364
Round 7 | Best m_IoU is: 0.663, OA is: 0.916 | val costTime=187.76846528053284
Round 7 | ****EPOCH 20****
Step 00113400 L_out=0.144 Acc=0.89 --- 5403.27 ms/batch
Step 00113450 L_out=0.167 Acc=0.83 ---33284.04 ms/batch
Step 00113500 L_out=0.058 Acc=0.96 ---60495.33 ms/batch
Step 00113550 L_out=0.121 Acc=0.94 ---87763.55 ms/batch
Step 00113600 L_out=0.092 Acc=0.93 ---115250.01 ms/batch
Step 00113650 L_out=0.091 Acc=0.88 ---142258.31 ms/batch
Step 00113700 L_out=0.183 Acc=0.88 ---169892.00 ms/batch
Step 00113750 L_out=0.080 Acc=0.95 ---197494.64 ms/batch
Step 00113800 L_out=0.284 Acc=0.91 ---224926.99 ms/batch
Step 00113850 L_out=0.106 Acc=0.95 ---252897.64 ms/batch
Step 00113900 L_out=0.096 Acc=0.94 ---280757.41 ms/batch
Step 00113950 L_out=0.092 Acc=0.96 ---308568.70 ms/batch
Step 00114000 L_out=0.129 Acc=0.94 ---336447.94 ms/batch
Step 00114050 L_out=0.025 Acc=0.88 ---363681.11 ms/batch
Round 7 | epoch=20, train costTime=367.58692264556885, | total_activation_sum=25653102
Round 7 | epoch=21, current m_iou=0.6575492932936833
Round 7 | Best m_IoU is: 0.663, OA is: 0.916 | val costTime=171.9533805847168
Round 7 | ****EPOCH 21****
Step 00114100 L_out=0.177 Acc=0.90 ---25257.02 ms/batch
Step 00114150 L_out=0.263 Acc=0.93 ---54390.52 ms/batch
Step 00114200 L_out=0.093 Acc=0.92 ---83756.76 ms/batch
Step 00114250 L_out=0.121 Acc=0.92 ---112895.65 ms/batch
Step 00114300 L_out=0.081 Acc=0.93 ---141556.24 ms/batch
Step 00114350 L_out=0.113 Acc=0.93 ---171406.62 ms/batch
Step 00114400 L_out=0.158 Acc=0.97 ---200553.21 ms/batch
Step 00114450 L_out=0.049 Acc=0.94 ---229879.20 ms/batch
Step 00114500 L_out=0.048 Acc=0.91 ---257704.96 ms/batch
Step 00114550 L_out=0.179 Acc=0.94 ---285906.26 ms/batch
Step 00114600 L_out=0.079 Acc=0.94 ---313813.88 ms/batch
Step 00114650 L_out=0.094 Acc=0.93 ---341050.57 ms/batch
Step 00114700 L_out=0.112 Acc=0.88 ---368843.38 ms/batch
Round 7 | epoch=21, train costTime=382.1058671474457, | total_activation_sum=25173913
Round 7 | epoch=22, current m_iou=0.6566888131858939
Round 7 | Best m_IoU is: 0.663, OA is: 0.916 | val costTime=181.09116125106812
Round 7 | ****EPOCH 22****
Step 00114750 L_out=0.126 Acc=0.91 ---14702.98 ms/batch
Step 00114800 L_out=0.172 Acc=0.91 ---42634.69 ms/batch
Step 00114850 L_out=0.070 Acc=0.93 ---70631.96 ms/batch
Step 00114900 L_out=0.233 Acc=0.91 ---98135.16 ms/batch
Step 00114950 L_out=0.081 Acc=0.95 ---125155.58 ms/batch
Step 00115000 L_out=0.043 Acc=0.94 ---152991.79 ms/batch
Step 00115050 L_out=0.064 Acc=0.92 ---180847.96 ms/batch
Step 00115100 L_out=0.122 Acc=0.93 ---208870.13 ms/batch
Step 00115150 L_out=0.049 Acc=0.91 ---236419.79 ms/batch
Step 00115200 L_out=0.212 Acc=0.91 ---264140.41 ms/batch
Step 00115250 L_out=0.049 Acc=0.90 ---291611.43 ms/batch
Step 00115300 L_out=0.151 Acc=0.89 ---319381.95 ms/batch
Step 00115350 L_out=0.101 Acc=0.93 ---346672.71 ms/batch
Round 7 | epoch=22, train costTime=368.9861342906952, | total_activation_sum=25690890
Round 7 | epoch=23, current m_iou=0.6567994571106315
Round 7 | Best m_IoU is: 0.663, OA is: 0.916 | val costTime=172.485280752182
Round 7 | ****EPOCH 23****
Step 00115400 L_out=0.229 Acc=0.90 --- 5050.39 ms/batch
Step 00115450 L_out=0.218 Acc=0.92 ---32408.10 ms/batch
Step 00115500 L_out=0.173 Acc=0.89 ---59605.75 ms/batch
Step 00115550 L_out=0.161 Acc=0.90 ---87338.42 ms/batch
Step 00115600 L_out=0.187 Acc=0.91 ---115258.15 ms/batch
Step 00115650 L_out=0.141 Acc=0.93 ---142477.07 ms/batch
Step 00115700 L_out=0.055 Acc=0.97 ---170347.57 ms/batch
Step 00115750 L_out=0.152 Acc=0.94 ---197693.54 ms/batch
Step 00115800 L_out=0.130 Acc=0.93 ---226043.57 ms/batch
Step 00115850 L_out=0.063 Acc=0.97 ---253314.00 ms/batch
Step 00115900 L_out=0.122 Acc=0.96 ---280741.06 ms/batch
Step 00115950 L_out=0.019 Acc=0.91 ---308227.24 ms/batch
Step 00116000 L_out=0.046 Acc=0.90 ---335532.03 ms/batch
Step 00116050 L_out=0.097 Acc=0.95 ---363334.44 ms/batch
Round 7 | epoch=23, train costTime=367.78750014305115, | total_activation_sum=25252497
Round 7 | epoch=24, current m_iou=0.6560589237745689
Round 7 | Best m_IoU is: 0.663, OA is: 0.916 | val costTime=180.43527173995972
Round 7 | ****EPOCH 24****
Step 00116100 L_out=0.135 Acc=0.91 ---23018.89 ms/batch
Step 00116150 L_out=0.028 Acc=0.95 ---48444.47 ms/batch
Step 00116200 L_out=0.084 Acc=0.84 ---74252.64 ms/batch
Step 00116250 L_out=0.089 Acc=0.90 ---99931.48 ms/batch
Step 00116300 L_out=0.074 Acc=0.88 ---125782.36 ms/batch
Step 00116350 L_out=0.061 Acc=0.90 ---151534.81 ms/batch
Step 00116400 L_out=0.037 Acc=0.91 ---177109.53 ms/batch
Step 00116450 L_out=0.232 Acc=0.88 ---203455.65 ms/batch
Step 00116500 L_out=0.101 Acc=0.95 ---229224.53 ms/batch
Step 00116550 L_out=0.055 Acc=0.93 ---255499.40 ms/batch
Step 00116600 L_out=0.096 Acc=0.96 ---282347.73 ms/batch
Step 00116650 L_out=0.140 Acc=0.89 ---309470.76 ms/batch
Step 00116700 L_out=0.118 Acc=0.93 ---336387.80 ms/batch
Round 7 | epoch=24, train costTime=349.7160851955414, | total_activation_sum=25595296
Round 7 | epoch=25, current m_iou=0.6517076291067615
Round 7 | Best m_IoU is: 0.663, OA is: 0.916 | val costTime=170.3967478275299
Round 7 | ****EPOCH 25****
Step 00116750 L_out=0.087 Acc=0.92 ---13220.15 ms/batch
Step 00116800 L_out=0.133 Acc=0.87 ---40013.50 ms/batch
Step 00116850 L_out=0.181 Acc=0.94 ---66460.35 ms/batch
Step 00116900 L_out=0.134 Acc=0.94 ---92525.87 ms/batch
Step 00116950 L_out=0.093 Acc=0.94 ---118354.05 ms/batch
Step 00117000 L_out=0.034 Acc=0.92 ---144422.86 ms/batch
Step 00117050 L_out=0.179 Acc=0.93 ---170721.90 ms/batch
Step 00117100 L_out=0.040 Acc=0.87 ---196776.53 ms/batch
Step 00117150 L_out=0.124 Acc=0.93 ---222913.93 ms/batch
Step 00117200 L_out=0.275 Acc=0.91 ---249100.70 ms/batch
Step 00117250 L_out=0.177 Acc=0.92 ---275486.83 ms/batch
Step 00117300 L_out=0.026 Acc=0.97 ---303261.80 ms/batch
Step 00117350 L_out=0.085 Acc=0.89 ---330487.60 ms/batch
Round 7 | epoch=25, train costTime=353.570609331131, | total_activation_sum=25236033
Round 7 | epoch=26, current m_iou=0.6513096957039739
Round 7 | Best m_IoU is: 0.663, OA is: 0.916 | val costTime=171.85890364646912
Round 7 | ****EPOCH 26****
Step 00117400 L_out=0.164 Acc=0.95 --- 4220.52 ms/batch
Step 00117450 L_out=0.040 Acc=0.91 ---30451.63 ms/batch
Step 00117500 L_out=0.052 Acc=0.92 ---56477.65 ms/batch
Step 00117550 L_out=0.078 Acc=0.94 ---83006.04 ms/batch
Step 00117600 L_out=0.093 Acc=0.90 ---111787.23 ms/batch
Step 00117650 L_out=0.065 Acc=0.96 ---139984.80 ms/batch
Step 00117700 L_out=0.042 Acc=0.90 ---168191.17 ms/batch
Step 00117750 L_out=0.061 Acc=0.91 ---196605.87 ms/batch
Step 00117800 L_out=0.023 Acc=0.93 ---224424.08 ms/batch
Step 00117850 L_out=0.034 Acc=0.96 ---251958.64 ms/batch
Step 00117900 L_out=0.087 Acc=0.94 ---280246.97 ms/batch
Step 00117950 L_out=0.118 Acc=0.93 ---309075.65 ms/batch
Step 00118000 L_out=0.056 Acc=0.98 ---337802.52 ms/batch
Step 00118050 L_out=0.260 Acc=0.89 ---366308.86 ms/batch
Round 7 | epoch=26, train costTime=371.3615071773529, | total_activation_sum=25513304
Round 7 | epoch=27, current m_iou=0.6536614414114437
Round 7 | Best m_IoU is: 0.663, OA is: 0.916 | val costTime=176.2115602493286
Round 7 | ****EPOCH 27****
Step 00118100 L_out=0.146 Acc=0.92 ---22826.79 ms/batch
Step 00118150 L_out=0.056 Acc=0.92 ---50536.96 ms/batch
Step 00118200 L_out=0.104 Acc=0.94 ---78647.61 ms/batch
Step 00118250 L_out=0.246 Acc=0.92 ---106083.51 ms/batch
Step 00118300 L_out=0.036 Acc=0.93 ---133484.68 ms/batch
Step 00118350 L_out=0.075 Acc=0.96 ---160899.71 ms/batch
Step 00118400 L_out=0.104 Acc=0.91 ---187544.67 ms/batch
Step 00118450 L_out=0.232 Acc=0.91 ---215452.11 ms/batch
Step 00118500 L_out=0.246 Acc=0.91 ---243511.11 ms/batch
Step 00118550 L_out=0.064 Acc=0.89 ---271054.71 ms/batch
Step 00118600 L_out=0.033 Acc=0.93 ---298465.61 ms/batch
Step 00118650 L_out=0.101 Acc=0.93 ---325897.86 ms/batch
Step 00118700 L_out=0.144 Acc=0.88 ---352849.23 ms/batch
Round 7 | epoch=27, train costTime=366.7834713459015, | total_activation_sum=25530674
Round 7 | epoch=28, current m_iou=0.6524634180881559
Round 7 | Best m_IoU is: 0.663, OA is: 0.916 | val costTime=170.32384634017944
Round 7 | ****EPOCH 28****
Step 00118750 L_out=0.071 Acc=0.94 ---12918.28 ms/batch
Step 00118800 L_out=0.105 Acc=0.96 ---39805.98 ms/batch
Step 00118850 L_out=0.255 Acc=0.93 ---67003.73 ms/batch
Step 00118900 L_out=0.291 Acc=0.92 ---93645.98 ms/batch
Step 00118950 L_out=0.050 Acc=0.85 ---120798.99 ms/batch
Step 00119000 L_out=0.089 Acc=0.94 ---147625.36 ms/batch
Step 00119050 L_out=0.036 Acc=0.92 ---174642.38 ms/batch
Step 00119100 L_out=0.169 Acc=0.91 ---201525.69 ms/batch
Step 00119150 L_out=0.074 Acc=0.85 ---227909.24 ms/batch
Step 00119200 L_out=0.099 Acc=0.88 ---254949.96 ms/batch
Step 00119250 L_out=0.029 Acc=0.95 ---282318.53 ms/batch
Step 00119300 L_out=0.065 Acc=0.95 ---309177.55 ms/batch
Step 00119350 L_out=0.100 Acc=0.97 ---336446.19 ms/batch
Round 7 | epoch=28, train costTime=360.3561780452728, | total_activation_sum=25545191
Round 7 | epoch=29, current m_iou=0.6516738628884093
Round 7 | Best m_IoU is: 0.663, OA is: 0.916 | val costTime=181.23266768455505
Round 7 | ****EPOCH 29****
Step 00119400 L_out=0.199 Acc=0.90 --- 3785.73 ms/batch
Step 00119450 L_out=0.058 Acc=0.92 ---31208.33 ms/batch
Step 00119500 L_out=0.152 Acc=0.96 ---58799.78 ms/batch
Step 00119550 L_out=0.160 Acc=0.95 ---86177.45 ms/batch
Step 00119600 L_out=0.197 Acc=0.91 ---113309.98 ms/batch
Step 00119650 L_out=0.086 Acc=0.94 ---141550.39 ms/batch
Step 00119700 L_out=0.051 Acc=0.94 ---168635.85 ms/batch
Step 00119750 L_out=0.009 Acc=0.96 ---195903.99 ms/batch
Step 00119800 L_out=0.085 Acc=0.90 ---223023.85 ms/batch
Step 00119850 L_out=0.093 Acc=0.94 ---249764.10 ms/batch
Step 00119900 L_out=0.086 Acc=0.96 ---277608.11 ms/batch
Step 00119950 L_out=0.224 Acc=0.94 ---305178.00 ms/batch
Step 00120000 L_out=0.040 Acc=0.83 ---333258.91 ms/batch
Step 00120050 L_out=0.043 Acc=0.84 ---360463.42 ms/batch
Round 7 | epoch=29, train costTime=365.968754529953, | total_activation_sum=25491179
Round 7 | epoch=30, current m_iou=0.648704571827015
Round 7 | Best m_IoU is: 0.663, OA is: 0.916 | val costTime=171.36982202529907
Round 7 | ****EPOCH 30****
Round 8 | ****EPOCH 0****
Step 00120100 L_out=0.201 Acc=0.64 ---23700.60 ms/batch
Step 00120150 L_out=0.278 Acc=0.82 ---52927.52 ms/batch
Step 00120200 L_out=0.728 Acc=0.76 ---82699.91 ms/batch
Step 00120250 L_out=0.686 Acc=0.59 ---112310.40 ms/batch
Step 00120300 L_out=0.555 Acc=0.90 ---141354.68 ms/batch
Step 00120350 L_out=3.223 Acc=0.60 ---171191.93 ms/batch
Step 00120400 L_out=0.369 Acc=0.95 ---200963.67 ms/batch
Step 00120450 L_out=0.963 Acc=0.83 ---229843.53 ms/batch
Step 00120500 L_out=0.177 Acc=0.90 ---258642.26 ms/batch
Step 00120550 L_out=0.164 Acc=0.94 ---285685.70 ms/batch
Step 00120600 L_out=0.368 Acc=0.72 ---313748.56 ms/batch
Step 00120650 L_out=0.979 Acc=0.63 ---341301.24 ms/batch
Step 00120700 L_out=0.949 Acc=0.84 ---368542.49 ms/batch
Round 8 | epoch=0, train costTime=383.325199842453, | total_activation_sum=28083926
Round 8 | epoch=1, current m_iou=0.5530911342718946
Round 8 | Best m_IoU is: 0.553, OA is: 0.872 | val costTime=177.70331597328186
Round 8 | ****EPOCH 1****
Step 00120750 L_out=0.087 Acc=0.93 ---12623.85 ms/batch
Step 00120800 L_out=0.297 Acc=0.96 ---40074.29 ms/batch
Step 00120850 L_out=0.155 Acc=0.95 ---67257.64 ms/batch
Step 00120900 L_out=0.167 Acc=0.90 ---95013.30 ms/batch
Step 00120950 L_out=0.224 Acc=0.90 ---121774.06 ms/batch
Step 00121000 L_out=0.170 Acc=0.91 ---149027.45 ms/batch
Step 00121050 L_out=0.334 Acc=0.88 ---176656.95 ms/batch
Step 00121100 L_out=0.418 Acc=0.89 ---204439.62 ms/batch
Step 00121150 L_out=0.203 Acc=0.89 ---232734.56 ms/batch
Step 00121200 L_out=0.548 Acc=0.89 ---260132.43 ms/batch
Step 00121250 L_out=0.409 Acc=0.79 ---287811.13 ms/batch
Step 00121300 L_out=0.167 Acc=0.91 ---314946.92 ms/batch
Step 00121350 L_out=0.620 Acc=0.90 ---342711.47 ms/batch
Round 8 | epoch=1, train costTime=366.85884618759155, | total_activation_sum=28173394
Round 8 | epoch=2, current m_iou=0.6282745634744384
Round 8 | Best m_IoU is: 0.628, OA is: 0.898 | val costTime=168.620591878891
Round 8 | ****EPOCH 2****
Step 00121400 L_out=0.353 Acc=0.90 --- 3332.31 ms/batch
Step 00121450 L_out=0.261 Acc=0.82 ---30709.24 ms/batch
Step 00121500 L_out=0.379 Acc=0.88 ---58377.37 ms/batch
Step 00121550 L_out=0.187 Acc=0.74 ---85711.96 ms/batch
Step 00121600 L_out=0.259 Acc=0.83 ---113206.93 ms/batch
Step 00121650 L_out=0.382 Acc=0.91 ---140645.34 ms/batch
Step 00121700 L_out=0.182 Acc=0.92 ---168321.96 ms/batch
Step 00121750 L_out=0.071 Acc=0.95 ---195692.12 ms/batch
Step 00121800 L_out=0.122 Acc=0.93 ---223260.10 ms/batch
Step 00121850 L_out=0.190 Acc=0.90 ---250783.05 ms/batch
Step 00121900 L_out=0.408 Acc=0.92 ---278275.58 ms/batch
Step 00121950 L_out=0.262 Acc=0.94 ---305500.45 ms/batch
Step 00122000 L_out=0.086 Acc=0.78 ---332889.30 ms/batch
Step 00122050 L_out=0.220 Acc=0.85 ---360492.67 ms/batch
Round 8 | epoch=2, train costTime=366.7244465351105, | total_activation_sum=28275976
Round 8 | epoch=3, current m_iou=0.6627089151922892
Round 8 | Best m_IoU is: 0.663, OA is: 0.915 | val costTime=170.3010721206665
Round 8 | ****EPOCH 3****
Step 00122100 L_out=0.245 Acc=0.91 ---21641.27 ms/batch
Step 00122150 L_out=0.055 Acc=0.90 ---49502.87 ms/batch
Step 00122200 L_out=0.147 Acc=0.95 ---76787.60 ms/batch
Step 00122250 L_out=0.050 Acc=0.96 ---103619.53 ms/batch
Step 00122300 L_out=0.133 Acc=0.93 ---130723.32 ms/batch
Step 00122350 L_out=0.222 Acc=0.98 ---158374.24 ms/batch
Step 00122400 L_out=0.108 Acc=0.92 ---185682.91 ms/batch
Step 00122450 L_out=0.073 Acc=0.93 ---213357.27 ms/batch
Step 00122500 L_out=0.590 Acc=0.72 ---240694.73 ms/batch
Step 00122550 L_out=0.379 Acc=0.79 ---268472.03 ms/batch
Step 00122600 L_out=0.595 Acc=0.88 ---295962.07 ms/batch
Step 00122650 L_out=0.759 Acc=0.92 ---323536.31 ms/batch
Step 00122700 L_out=0.156 Acc=0.90 ---350766.64 ms/batch
Round 8 | epoch=3, train costTime=366.29277205467224, | total_activation_sum=27954858
Round 8 | epoch=4, current m_iou=0.5940870348683833
Round 8 | Best m_IoU is: 0.663, OA is: 0.915 | val costTime=173.53605008125305
Round 8 | ****EPOCH 4****
Step 00122750 L_out=0.546 Acc=0.82 ---12112.98 ms/batch
Step 00122800 L_out=0.326 Acc=0.86 ---39368.54 ms/batch
Step 00122850 L_out=0.100 Acc=0.92 ---66546.64 ms/batch
Step 00122900 L_out=0.542 Acc=0.82 ---94187.05 ms/batch
Step 00122950 L_out=0.621 Acc=0.88 ---122172.49 ms/batch
Step 00123000 L_out=0.060 Acc=0.97 ---149749.60 ms/batch
Step 00123050 L_out=0.125 Acc=0.93 ---177334.32 ms/batch
Step 00123100 L_out=0.051 Acc=0.93 ---204285.90 ms/batch
Step 00123150 L_out=0.128 Acc=0.96 ---231390.63 ms/batch
Step 00123200 L_out=0.400 Acc=0.90 ---258338.81 ms/batch
Step 00123250 L_out=0.280 Acc=0.92 ---286420.75 ms/batch
Step 00123300 L_out=0.157 Acc=0.78 ---313949.74 ms/batch
Step 00123350 L_out=0.219 Acc=0.92 ---341682.68 ms/batch
Round 8 | epoch=4, train costTime=365.88932061195374, | total_activation_sum=27951143
Round 8 | epoch=5, current m_iou=0.6487053217004937
Round 8 | Best m_IoU is: 0.663, OA is: 0.915 | val costTime=161.1471872329712
Round 8 | ****EPOCH 5****
Step 00123400 L_out=0.335 Acc=0.87 --- 2931.95 ms/batch
Step 00123450 L_out=0.189 Acc=0.90 ---30248.65 ms/batch
Step 00123500 L_out=0.396 Acc=0.83 ---57860.73 ms/batch
Step 00123550 L_out=0.109 Acc=0.92 ---85479.45 ms/batch
Step 00123600 L_out=0.331 Acc=0.90 ---112458.96 ms/batch
Step 00123650 L_out=0.193 Acc=0.90 ---139690.31 ms/batch
Step 00123700 L_out=0.171 Acc=0.92 ---169128.57 ms/batch
Step 00123750 L_out=0.083 Acc=0.96 ---198672.41 ms/batch
Step 00123800 L_out=0.243 Acc=0.94 ---227835.66 ms/batch
Step 00123850 L_out=0.137 Acc=0.90 ---257107.93 ms/batch
Step 00123900 L_out=0.260 Acc=0.84 ---286463.42 ms/batch
Step 00123950 L_out=0.140 Acc=0.83 ---315369.43 ms/batch
Step 00124000 L_out=0.183 Acc=0.87 ---344961.39 ms/batch
Step 00124050 L_out=0.693 Acc=0.91 ---373690.42 ms/batch
Round 8 | epoch=5, train costTime=381.1802182197571, | total_activation_sum=28260509
Round 8 | epoch=6, current m_iou=0.6694039543470369
Round 8 | Best m_IoU is: 0.669, OA is: 0.915 | val costTime=173.56466484069824
Round 8 | ****EPOCH 6****
Step 00124100 L_out=0.530 Acc=0.92 ---20943.12 ms/batch
Step 00124150 L_out=0.077 Acc=0.92 ---48449.98 ms/batch
Step 00124200 L_out=0.117 Acc=0.92 ---76327.05 ms/batch
Step 00124250 L_out=0.300 Acc=0.88 ---104465.93 ms/batch
Step 00124300 L_out=0.376 Acc=0.85 ---132047.23 ms/batch
Step 00124350 L_out=0.308 Acc=0.81 ---159898.46 ms/batch
Step 00124400 L_out=0.149 Acc=0.91 ---187506.85 ms/batch
Step 00124450 L_out=0.173 Acc=0.91 ---214976.68 ms/batch
Step 00124500 L_out=0.154 Acc=0.93 ---242871.21 ms/batch
Step 00124550 L_out=0.106 Acc=0.85 ---270492.73 ms/batch
Step 00124600 L_out=0.106 Acc=0.93 ---298133.16 ms/batch
Step 00124650 L_out=0.166 Acc=0.86 ---325948.47 ms/batch
Step 00124700 L_out=0.331 Acc=0.87 ---353048.74 ms/batch
Round 8 | epoch=6, train costTime=368.6032807826996, | total_activation_sum=27901417
Round 8 | epoch=7, current m_iou=0.6691133367331306
Round 8 | Best m_IoU is: 0.669, OA is: 0.915 | val costTime=170.35518050193787
Round 8 | ****EPOCH 7****
Step 00124750 L_out=0.063 Acc=0.93 ---11395.17 ms/batch
Step 00124800 L_out=0.159 Acc=0.86 ---39248.65 ms/batch
Step 00124850 L_out=0.128 Acc=0.93 ---66486.17 ms/batch
Step 00124900 L_out=0.268 Acc=0.82 ---94121.23 ms/batch
Step 00124950 L_out=0.245 Acc=0.90 ---119962.57 ms/batch
Step 00125000 L_out=0.302 Acc=0.89 ---146093.73 ms/batch
Step 00125050 L_out=0.295 Acc=0.73 ---172680.51 ms/batch
Step 00125100 L_out=0.359 Acc=0.90 ---199004.79 ms/batch
Step 00125150 L_out=0.279 Acc=0.81 ---225595.44 ms/batch
Step 00125200 L_out=0.176 Acc=0.93 ---251872.71 ms/batch
Step 00125250 L_out=0.111 Acc=0.93 ---278422.64 ms/batch
Step 00125300 L_out=0.149 Acc=0.87 ---304916.36 ms/batch
Step 00125350 L_out=0.178 Acc=0.96 ---331964.79 ms/batch
Round 8 | epoch=7, train costTime=356.62457299232483, | total_activation_sum=28077591
Round 8 | epoch=8, current m_iou=0.6649360686246428
Round 8 | Best m_IoU is: 0.669, OA is: 0.915 | val costTime=172.28804779052734
Round 8 | ****EPOCH 8****
Step 00125400 L_out=0.198 Acc=0.93 --- 2085.08 ms/batch
Step 00125450 L_out=0.236 Acc=0.90 ---29630.56 ms/batch
Step 00125500 L_out=0.117 Acc=0.87 ---57838.64 ms/batch
Step 00125550 L_out=0.265 Acc=0.90 ---84583.93 ms/batch
Step 00125600 L_out=0.027 Acc=0.90 ---112086.74 ms/batch
Step 00125650 L_out=0.103 Acc=0.91 ---139583.71 ms/batch
Step 00125700 L_out=0.306 Acc=0.88 ---166513.82 ms/batch
Step 00125750 L_out=0.132 Acc=0.92 ---192963.83 ms/batch
Step 00125800 L_out=0.089 Acc=0.91 ---219375.37 ms/batch
Step 00125850 L_out=0.070 Acc=0.93 ---246032.79 ms/batch
Step 00125900 L_out=0.034 Acc=0.90 ---272345.01 ms/batch
Step 00125950 L_out=1.151 Acc=0.79 ---298911.19 ms/batch
Step 00126000 L_out=0.105 Acc=0.92 ---325690.32 ms/batch
Step 00126050 L_out=0.227 Acc=0.89 ---352801.88 ms/batch
Round 8 | epoch=8, train costTime=359.5835077762604, | total_activation_sum=28312143
Round 8 | epoch=9, current m_iou=0.6574921964338987
Round 8 | Best m_IoU is: 0.669, OA is: 0.915 | val costTime=180.5785892009735
Round 8 | ****EPOCH 9****
Step 00126100 L_out=0.314 Acc=0.88 ---19965.92 ms/batch
Step 00126150 L_out=0.176 Acc=0.89 ---47074.62 ms/batch
Step 00126200 L_out=0.524 Acc=0.91 ---73792.25 ms/batch
Step 00126250 L_out=0.095 Acc=0.84 ---100355.35 ms/batch
Step 00126300 L_out=0.136 Acc=0.88 ---126700.27 ms/batch
Step 00126350 L_out=0.137 Acc=0.89 ---152866.24 ms/batch
Step 00126400 L_out=0.144 Acc=0.91 ---179316.05 ms/batch
Step 00126450 L_out=0.236 Acc=0.89 ---205809.75 ms/batch
Step 00126500 L_out=0.670 Acc=0.80 ---232886.04 ms/batch
Step 00126550 L_out=0.291 Acc=0.86 ---260028.69 ms/batch
Step 00126600 L_out=0.287 Acc=0.91 ---287019.23 ms/batch
Step 00126650 L_out=0.535 Acc=0.80 ---313571.40 ms/batch
Step 00126700 L_out=0.268 Acc=0.82 ---340730.22 ms/batch
Round 8 | epoch=9, train costTime=357.90364146232605, | total_activation_sum=27996313
Round 8 | epoch=10, current m_iou=0.6542115112624609
Round 8 | Best m_IoU is: 0.669, OA is: 0.915 | val costTime=171.62462639808655
Round 8 | ****EPOCH 10****
Step 00126750 L_out=0.082 Acc=0.94 ---11125.82 ms/batch
Step 00126800 L_out=0.121 Acc=0.90 ---38770.27 ms/batch
Step 00126850 L_out=0.198 Acc=0.89 ---66388.16 ms/batch
Step 00126900 L_out=0.059 Acc=0.89 ---94444.02 ms/batch
Step 00126950 L_out=0.155 Acc=0.98 ---122037.12 ms/batch
Step 00127000 L_out=0.043 Acc=0.96 ---149222.14 ms/batch
Step 00127050 L_out=0.072 Acc=0.90 ---176732.60 ms/batch
Step 00127100 L_out=0.213 Acc=0.91 ---204324.51 ms/batch
Step 00127150 L_out=0.019 Acc=0.92 ---233036.53 ms/batch
Step 00127200 L_out=0.220 Acc=0.91 ---260703.68 ms/batch
Step 00127250 L_out=0.065 Acc=0.92 ---287992.86 ms/batch
Step 00127300 L_out=0.148 Acc=0.90 ---315213.98 ms/batch
Step 00127350 L_out=0.053 Acc=0.96 ---343501.22 ms/batch
Round 8 | epoch=10, train costTime=370.7598934173584, | total_activation_sum=28269184
Round 8 | epoch=11, current m_iou=0.6520746298604354
Round 8 | Best m_IoU is: 0.669, OA is: 0.915 | val costTime=185.12725043296814
Round 8 | ****EPOCH 11****
Step 00127400 L_out=0.073 Acc=0.86 --- 1667.18 ms/batch
Step 00127450 L_out=0.050 Acc=0.84 ---31068.61 ms/batch
Step 00127500 L_out=0.112 Acc=0.90 ---60445.30 ms/batch
Step 00127550 L_out=0.156 Acc=0.91 ---89440.59 ms/batch
Step 00127600 L_out=0.335 Acc=0.90 ---118581.97 ms/batch
Step 00127650 L_out=0.062 Acc=0.91 ---148295.81 ms/batch
Step 00127700 L_out=0.204 Acc=0.96 ---176285.07 ms/batch
Step 00127750 L_out=0.150 Acc=0.90 ---203414.08 ms/batch
Step 00127800 L_out=0.250 Acc=0.93 ---230694.81 ms/batch
Step 00127850 L_out=0.186 Acc=0.94 ---258489.66 ms/batch
Step 00127900 L_out=0.164 Acc=0.94 ---286223.49 ms/batch
Step 00127950 L_out=0.231 Acc=0.90 ---313386.17 ms/batch
Step 00128000 L_out=0.368 Acc=0.88 ---340969.57 ms/batch
Step 00128050 L_out=0.112 Acc=0.96 ---368792.73 ms/batch
Round 8 | epoch=11, train costTime=376.64549255371094, | total_activation_sum=28025982
Round 8 | epoch=12, current m_iou=0.6531667868606414
Round 8 | Best m_IoU is: 0.669, OA is: 0.915 | val costTime=170.8592267036438
Round 8 | ****EPOCH 12****
Step 00128100 L_out=0.072 Acc=0.88 ---20113.44 ms/batch
Step 00128150 L_out=0.055 Acc=0.91 ---47846.72 ms/batch
Step 00128200 L_out=0.098 Acc=0.94 ---75181.65 ms/batch
Step 00128250 L_out=0.061 Acc=0.95 ---102801.43 ms/batch
Step 00128300 L_out=0.039 Acc=0.92 ---130387.86 ms/batch
Step 00128350 L_out=0.262 Acc=0.87 ---158210.58 ms/batch
Step 00128400 L_out=0.141 Acc=0.93 ---186004.35 ms/batch
Step 00128450 L_out=0.056 Acc=0.95 ---213558.55 ms/batch
Step 00128500 L_out=0.147 Acc=0.89 ---240936.99 ms/batch
Step 00128550 L_out=0.112 Acc=0.89 ---269270.67 ms/batch
Step 00128600 L_out=0.064 Acc=0.91 ---296825.38 ms/batch
Step 00128650 L_out=0.200 Acc=0.91 ---324656.69 ms/batch
Step 00128700 L_out=0.147 Acc=0.90 ---352178.81 ms/batch
Round 8 | epoch=12, train costTime=369.38707971572876, | total_activation_sum=28112058
Round 8 | epoch=13, current m_iou=0.658806622939768
Round 8 | Best m_IoU is: 0.669, OA is: 0.915 | val costTime=180.71090984344482
Round 8 | ****EPOCH 13****
Step 00128750 L_out=0.041 Acc=0.94 ---10834.66 ms/batch
Step 00128800 L_out=0.027 Acc=0.93 ---38850.37 ms/batch
Step 00128850 L_out=0.187 Acc=0.86 ---66747.76 ms/batch
Step 00128900 L_out=0.180 Acc=0.93 ---94417.97 ms/batch
Step 00128950 L_out=0.214 Acc=0.93 ---122294.96 ms/batch
Step 00129000 L_out=0.309 Acc=0.92 ---149629.08 ms/batch
Step 00129050 L_out=0.109 Acc=0.95 ---177535.66 ms/batch
Step 00129100 L_out=0.059 Acc=0.88 ---204686.58 ms/batch
Step 00129150 L_out=0.084 Acc=0.94 ---231963.86 ms/batch
Step 00129200 L_out=0.099 Acc=0.89 ---259106.58 ms/batch
Step 00129250 L_out=0.056 Acc=0.93 ---286867.16 ms/batch
Step 00129300 L_out=0.181 Acc=0.89 ---313833.99 ms/batch
Step 00129350 L_out=0.064 Acc=0.94 ---341595.86 ms/batch
Round 8 | epoch=13, train costTime=368.00584650039673, | total_activation_sum=27985988
Round 8 | epoch=14, current m_iou=0.6516718944761768
Round 8 | Best m_IoU is: 0.669, OA is: 0.915 | val costTime=173.36097860336304
Round 8 | ****EPOCH 14****
Step 00129400 L_out=0.040 Acc=0.93 --- 1051.66 ms/batch
Step 00129450 L_out=0.160 Acc=0.93 ---28740.97 ms/batch
Step 00129500 L_out=0.113 Acc=0.94 ---56414.14 ms/batch
Step 00129550 L_out=0.118 Acc=0.86 ---84147.49 ms/batch
Step 00129600 L_out=0.198 Acc=0.91 ---111389.74 ms/batch
Step 00129650 L_out=0.128 Acc=0.95 ---138664.03 ms/batch
Step 00129700 L_out=0.163 Acc=0.90 ---166376.13 ms/batch
Step 00129750 L_out=0.099 Acc=0.89 ---193778.04 ms/batch
Step 00129800 L_out=0.249 Acc=0.94 ---221168.60 ms/batch
Step 00129850 L_out=0.096 Acc=0.97 ---248228.97 ms/batch
Step 00129900 L_out=0.168 Acc=0.90 ---276090.32 ms/batch
Step 00129950 L_out=0.199 Acc=0.93 ---303462.49 ms/batch
Step 00130000 L_out=0.061 Acc=0.83 ---331511.96 ms/batch
Step 00130050 L_out=0.099 Acc=0.91 ---359108.21 ms/batch
Round 8 | epoch=14, train costTime=367.62557888031006, | total_activation_sum=28135413
Round 8 | epoch=15, current m_iou=0.6523484471973109
Round 8 | Best m_IoU is: 0.669, OA is: 0.915 | val costTime=169.3194169998169
Round 8 | ****EPOCH 15****
Step 00130100 L_out=0.047 Acc=0.96 ---19614.72 ms/batch
Step 00130150 L_out=0.010 Acc=0.83 ---47515.84 ms/batch
Step 00130200 L_out=0.043 Acc=0.92 ---74310.48 ms/batch
Step 00130250 L_out=0.278 Acc=0.91 ---101347.02 ms/batch
Step 00130300 L_out=0.129 Acc=0.92 ---128990.97 ms/batch
Step 00130350 L_out=0.091 Acc=0.95 ---156640.89 ms/batch
Step 00130400 L_out=0.110 Acc=0.96 ---183955.60 ms/batch
Step 00130450 L_out=0.081 Acc=0.90 ---211258.35 ms/batch
Step 00130500 L_out=0.172 Acc=0.93 ---238664.90 ms/batch
Step 00130550 L_out=0.133 Acc=0.94 ---266453.80 ms/batch
Step 00130600 L_out=0.221 Acc=0.93 ---294142.08 ms/batch
Step 00130650 L_out=0.103 Acc=0.94 ---321586.42 ms/batch
Step 00130700 L_out=0.148 Acc=0.88 ---349208.53 ms/batch
Round 8 | epoch=15, train costTime=366.77982544898987, | total_activation_sum=28055677
Round 8 | epoch=16, current m_iou=0.6595368510492897
Round 8 | Best m_IoU is: 0.669, OA is: 0.915 | val costTime=167.08600497245789
Round 8 | ****EPOCH 16****
Step 00130750 L_out=0.121 Acc=0.92 ---10736.19 ms/batch
Step 00130800 L_out=0.078 Acc=0.95 ---39302.68 ms/batch
Step 00130850 L_out=0.102 Acc=0.94 ---69194.78 ms/batch
Step 00130900 L_out=0.124 Acc=0.90 ---97790.67 ms/batch
Step 00130950 L_out=0.151 Acc=0.84 ---127283.87 ms/batch
Step 00131000 L_out=0.167 Acc=0.91 ---156281.54 ms/batch
Step 00131050 L_out=0.126 Acc=0.88 ---185486.25 ms/batch
Step 00131100 L_out=0.104 Acc=0.89 ---214684.86 ms/batch
Step 00131150 L_out=0.167 Acc=0.92 ---243189.29 ms/batch
Step 00131200 L_out=0.199 Acc=0.93 ---271871.48 ms/batch
Step 00131250 L_out=0.197 Acc=0.93 ---300995.60 ms/batch
Step 00131300 L_out=0.097 Acc=0.96 ---330142.49 ms/batch
Step 00131350 L_out=0.087 Acc=0.93 ---357717.60 ms/batch
Round 8 | epoch=16, train costTime=384.5579996109009, | total_activation_sum=28157751
Round 8 | epoch=17, current m_iou=0.6601163774417473
Round 8 | Best m_IoU is: 0.669, OA is: 0.915 | val costTime=171.52808952331543
Round 8 | ****EPOCH 17****
Step 00131400 L_out=0.147 Acc=0.92 ---  551.82 ms/batch
Step 00131450 L_out=0.129 Acc=0.92 ---27764.49 ms/batch
Step 00131500 L_out=0.199 Acc=0.88 ---54917.68 ms/batch
Step 00131550 L_out=0.229 Acc=0.94 ---82898.30 ms/batch
Step 00131600 L_out=0.026 Acc=0.87 ---110160.05 ms/batch
Step 00131650 L_out=0.349 Acc=0.91 ---137619.83 ms/batch
Step 00131700 L_out=0.163 Acc=0.91 ---165496.85 ms/batch
Step 00131750 L_out=0.148 Acc=0.95 ---193107.01 ms/batch
Step 00131800 L_out=0.097 Acc=0.95 ---220257.11 ms/batch
Step 00131850 L_out=0.156 Acc=0.89 ---248100.46 ms/batch
Step 00131900 L_out=0.059 Acc=0.93 ---275523.34 ms/batch
Step 00131950 L_out=0.203 Acc=0.94 ---302796.08 ms/batch
Step 00132000 L_out=0.151 Acc=0.95 ---330544.15 ms/batch
Step 00132050 L_out=0.326 Acc=0.93 ---358444.90 ms/batch
Round 8 | epoch=17, train costTime=367.1217083930969, | total_activation_sum=28274602
Round 8 | epoch=18, current m_iou=0.6536284672105509
Round 8 | Best m_IoU is: 0.669, OA is: 0.915 | val costTime=167.6420578956604
Round 8 | ****EPOCH 18****
Step 00132100 L_out=0.184 Acc=0.91 ---18808.06 ms/batch
Step 00132150 L_out=0.112 Acc=0.94 ---46230.65 ms/batch
Step 00132200 L_out=0.171 Acc=0.92 ---73608.46 ms/batch
Step 00132250 L_out=0.199 Acc=0.84 ---101612.91 ms/batch
Step 00132300 L_out=0.152 Acc=0.94 ---129126.87 ms/batch
Step 00132350 L_out=0.095 Acc=0.91 ---156591.10 ms/batch
Step 00132400 L_out=0.067 Acc=0.92 ---184063.85 ms/batch
Step 00132450 L_out=0.107 Acc=0.91 ---211772.69 ms/batch
Step 00132500 L_out=0.102 Acc=0.94 ---238735.33 ms/batch
Step 00132550 L_out=0.073 Acc=0.91 ---266122.07 ms/batch
Step 00132600 L_out=0.197 Acc=0.87 ---293429.74 ms/batch
Step 00132650 L_out=0.400 Acc=0.88 ---320670.62 ms/batch
Step 00132700 L_out=0.200 Acc=0.95 ---348130.57 ms/batch
Round 8 | epoch=18, train costTime=366.03460478782654, | total_activation_sum=28091635
Round 8 | epoch=19, current m_iou=0.6481111769806023
Round 8 | Best m_IoU is: 0.669, OA is: 0.915 | val costTime=169.75994300842285
Round 8 | ****EPOCH 19****
Step 00132750 L_out=0.160 Acc=0.92 --- 9113.90 ms/batch
Step 00132800 L_out=0.130 Acc=0.94 ---36726.87 ms/batch
Step 00132850 L_out=0.190 Acc=0.94 ---63856.75 ms/batch
Step 00132900 L_out=0.153 Acc=0.91 ---91339.40 ms/batch
Step 00132950 L_out=0.160 Acc=0.91 ---119105.27 ms/batch
Step 00133000 L_out=0.038 Acc=0.96 ---146460.65 ms/batch
Step 00133050 L_out=0.081 Acc=0.92 ---173830.95 ms/batch
Step 00133100 L_out=0.134 Acc=0.95 ---201342.14 ms/batch
Step 00133150 L_out=0.160 Acc=0.90 ---228751.43 ms/batch
Step 00133200 L_out=0.164 Acc=0.86 ---256310.26 ms/batch
Step 00133250 L_out=0.247 Acc=0.91 ---283172.89 ms/batch
Step 00133300 L_out=0.182 Acc=0.93 ---310757.26 ms/batch
Step 00133350 L_out=0.180 Acc=0.90 ---337942.17 ms/batch
Step 00133400 L_out=0.091 Acc=0.94 ---365072.74 ms/batch
Round 8 | epoch=19, train costTime=365.0729281902313, | total_activation_sum=27973875
Round 8 | epoch=20, current m_iou=0.6460743168897314
Round 8 | Best m_IoU is: 0.669, OA is: 0.915 | val costTime=175.19246697425842
Round 8 | ****EPOCH 20****
Step 00133450 L_out=0.029 Acc=0.96 ---27382.19 ms/batch
Step 00133500 L_out=0.203 Acc=0.93 ---55317.46 ms/batch
Step 00133550 L_out=0.044 Acc=0.91 ---82845.77 ms/batch
Step 00133600 L_out=0.257 Acc=0.91 ---109795.42 ms/batch
Step 00133650 L_out=0.140 Acc=0.95 ---136995.75 ms/batch
Step 00133700 L_out=0.118 Acc=0.89 ---164561.07 ms/batch
Step 00133750 L_out=0.049 Acc=0.97 ---191989.95 ms/batch
Step 00133800 L_out=0.054 Acc=0.92 ---219397.47 ms/batch
Step 00133850 L_out=0.130 Acc=0.87 ---246776.57 ms/batch
Step 00133900 L_out=0.253 Acc=0.86 ---273933.46 ms/batch
Step 00133950 L_out=0.146 Acc=0.92 ---301445.74 ms/batch
Step 00134000 L_out=0.141 Acc=0.88 ---328711.95 ms/batch
Step 00134050 L_out=0.110 Acc=0.92 ---355944.97 ms/batch
Round 8 | epoch=20, train costTime=365.51749444007874, | total_activation_sum=28191245
Round 8 | epoch=21, current m_iou=0.6441350117933596
Round 8 | Best m_IoU is: 0.669, OA is: 0.915 | val costTime=178.33947801589966
Round 8 | ****EPOCH 21****
Step 00134100 L_out=0.187 Acc=0.94 ---18121.90 ms/batch
Step 00134150 L_out=0.053 Acc=0.95 ---45300.06 ms/batch
Step 00134200 L_out=0.275 Acc=0.89 ---72881.68 ms/batch
Step 00134250 L_out=0.067 Acc=0.92 ---100163.59 ms/batch
Step 00134300 L_out=0.264 Acc=0.92 ---127328.30 ms/batch
Step 00134350 L_out=0.096 Acc=0.85 ---154802.15 ms/batch
Step 00134400 L_out=0.117 Acc=0.95 ---182818.01 ms/batch
Step 00134450 L_out=0.408 Acc=0.92 ---210892.74 ms/batch
Step 00134500 L_out=0.151 Acc=0.92 ---240110.50 ms/batch
Step 00134550 L_out=0.055 Acc=0.95 ---269042.44 ms/batch
Step 00134600 L_out=0.206 Acc=0.88 ---298550.28 ms/batch
Step 00134650 L_out=0.102 Acc=0.92 ---328009.59 ms/batch
Step 00134700 L_out=0.053 Acc=0.91 ---357108.70 ms/batch
Round 8 | epoch=21, train costTime=376.74732184410095, | total_activation_sum=28097443
Round 8 | epoch=22, current m_iou=0.6552681124446519
Round 8 | Best m_IoU is: 0.669, OA is: 0.915 | val costTime=179.1367371082306
Round 8 | ****EPOCH 22****
Step 00134750 L_out=0.108 Acc=0.92 --- 8697.86 ms/batch
Step 00134800 L_out=0.048 Acc=0.95 ---36513.56 ms/batch
Step 00134850 L_out=0.045 Acc=0.90 ---63708.92 ms/batch
Step 00134900 L_out=0.014 Acc=0.96 ---91212.47 ms/batch
Step 00134950 L_out=0.127 Acc=0.89 ---119027.39 ms/batch
Step 00135000 L_out=0.056 Acc=0.90 ---146023.09 ms/batch
Step 00135050 L_out=0.082 Acc=0.96 ---174184.15 ms/batch
Step 00135100 L_out=0.082 Acc=0.96 ---201059.45 ms/batch
Step 00135150 L_out=0.173 Acc=0.90 ---228852.15 ms/batch
Step 00135200 L_out=0.072 Acc=0.93 ---254043.11 ms/batch
Step 00135250 L_out=0.161 Acc=0.81 ---279687.68 ms/batch
Step 00135300 L_out=0.582 Acc=0.94 ---305297.26 ms/batch
Step 00135350 L_out=0.233 Acc=0.94 ---330857.93 ms/batch
Step 00135400 L_out=0.155 Acc=0.95 ---356464.36 ms/batch
Round 8 | epoch=22, train costTime=356.97225284576416, | total_activation_sum=28095653
Round 8 | epoch=23, current m_iou=0.6564439194506574
Round 8 | Best m_IoU is: 0.669, OA is: 0.915 | val costTime=167.41919255256653
Round 8 | ****EPOCH 23****
Step 00135450 L_out=0.073 Acc=0.94 ---26296.20 ms/batch
Step 00135500 L_out=0.037 Acc=0.94 ---52477.88 ms/batch
Step 00135550 L_out=0.096 Acc=0.91 ---79398.65 ms/batch
Step 00135600 L_out=0.065 Acc=0.91 ---105809.03 ms/batch
Step 00135650 L_out=0.038 Acc=0.85 ---131727.70 ms/batch
Step 00135700 L_out=0.062 Acc=0.95 ---158652.38 ms/batch
Step 00135750 L_out=0.046 Acc=0.95 ---185922.91 ms/batch
Step 00135800 L_out=0.020 Acc=0.95 ---212453.18 ms/batch
Step 00135850 L_out=0.132 Acc=0.91 ---238394.73 ms/batch
Step 00135900 L_out=0.166 Acc=0.81 ---265243.60 ms/batch
Step 00135950 L_out=0.201 Acc=0.94 ---292254.90 ms/batch
Step 00136000 L_out=0.212 Acc=0.95 ---318126.47 ms/batch
Step 00136050 L_out=0.124 Acc=0.92 ---343941.95 ms/batch
Round 8 | epoch=23, train costTime=353.1522660255432, | total_activation_sum=28163359
Round 8 | epoch=24, current m_iou=0.6584217047085568
Round 8 | Best m_IoU is: 0.669, OA is: 0.915 | val costTime=174.13232564926147
Round 8 | ****EPOCH 24****
Step 00136100 L_out=0.086 Acc=0.94 ---17821.26 ms/batch
Step 00136150 L_out=0.032 Acc=0.95 ---45505.78 ms/batch
Step 00136200 L_out=0.037 Acc=0.96 ---72875.30 ms/batch
Step 00136250 L_out=0.247 Acc=0.92 ---99756.43 ms/batch
Step 00136300 L_out=0.114 Acc=0.86 ---126913.97 ms/batch
Step 00136350 L_out=0.074 Acc=0.89 ---153585.87 ms/batch
Step 00136400 L_out=0.102 Acc=0.89 ---180248.61 ms/batch
Step 00136450 L_out=0.222 Acc=0.86 ---206142.52 ms/batch
Step 00136500 L_out=0.050 Acc=0.94 ---232520.16 ms/batch
Step 00136550 L_out=0.068 Acc=0.96 ---258222.88 ms/batch
Step 00136600 L_out=0.060 Acc=0.96 ---284491.95 ms/batch
Step 00136650 L_out=0.060 Acc=0.97 ---311149.85 ms/batch
Step 00136700 L_out=0.074 Acc=0.91 ---338415.09 ms/batch
Round 8 | epoch=24, train costTime=357.58116841316223, | total_activation_sum=28113635
Round 8 | epoch=25, current m_iou=0.660632353385181
Round 8 | Best m_IoU is: 0.669, OA is: 0.915 | val costTime=172.7857689857483
Round 8 | ****EPOCH 25****
Step 00136750 L_out=0.314 Acc=0.93 --- 8066.34 ms/batch
Step 00136800 L_out=0.154 Acc=0.91 ---35162.67 ms/batch
Step 00136850 L_out=0.181 Acc=0.93 ---62418.67 ms/batch
Step 00136900 L_out=0.083 Acc=0.89 ---88664.75 ms/batch
Step 00136950 L_out=0.204 Acc=0.93 ---114691.84 ms/batch
Step 00137000 L_out=0.184 Acc=0.90 ---141823.06 ms/batch
Step 00137050 L_out=0.063 Acc=0.93 ---168750.80 ms/batch
Step 00137100 L_out=0.040 Acc=0.94 ---195579.40 ms/batch
Step 00137150 L_out=0.137 Acc=0.94 ---222611.29 ms/batch
Step 00137200 L_out=0.046 Acc=0.95 ---249440.20 ms/batch
Step 00137250 L_out=0.037 Acc=0.95 ---276552.26 ms/batch
Step 00137300 L_out=0.045 Acc=0.94 ---304238.02 ms/batch
Step 00137350 L_out=0.184 Acc=0.88 ---331095.43 ms/batch
Step 00137400 L_out=0.236 Acc=0.93 ---357860.57 ms/batch
Round 8 | epoch=25, train costTime=358.898423910141, | total_activation_sum=28061014
Round 8 | epoch=26, current m_iou=0.6580567118416948
Round 8 | Best m_IoU is: 0.669, OA is: 0.915 | val costTime=175.09438347816467
Round 8 | ****EPOCH 26****
Step 00137450 L_out=0.181 Acc=0.91 ---26556.59 ms/batch
Step 00137500 L_out=0.047 Acc=0.95 ---53384.57 ms/batch
Step 00137550 L_out=0.116 Acc=0.93 ---80249.92 ms/batch
Step 00137600 L_out=0.046 Acc=0.97 ---107999.88 ms/batch
Step 00137650 L_out=0.054 Acc=0.94 ---135299.81 ms/batch
Step 00137700 L_out=0.157 Acc=0.93 ---162623.32 ms/batch
Step 00137750 L_out=0.086 Acc=0.94 ---190186.02 ms/batch
Step 00137800 L_out=0.047 Acc=0.92 ---217937.53 ms/batch
Step 00137850 L_out=0.144 Acc=0.89 ---245780.61 ms/batch
Step 00137900 L_out=0.048 Acc=0.89 ---273171.16 ms/batch
Step 00137950 L_out=0.079 Acc=0.90 ---300755.68 ms/batch
Step 00138000 L_out=0.078 Acc=0.93 ---328270.95 ms/batch
Step 00138050 L_out=0.239 Acc=0.94 ---355238.30 ms/batch
Round 8 | epoch=26, train costTime=365.5858383178711, | total_activation_sum=28025734
Round 8 | epoch=27, current m_iou=0.6522662173872334
Round 8 | Best m_IoU is: 0.669, OA is: 0.915 | val costTime=190.05438375473022
Round 8 | ****EPOCH 27****
Step 00138100 L_out=0.113 Acc=0.90 ---17775.43 ms/batch
Step 00138150 L_out=0.160 Acc=0.96 ---46894.50 ms/batch
Step 00138200 L_out=0.071 Acc=0.92 ---75493.91 ms/batch
Step 00138250 L_out=0.153 Acc=0.94 ---104475.70 ms/batch
Step 00138300 L_out=0.037 Acc=0.95 ---132646.67 ms/batch
Step 00138350 L_out=0.085 Acc=0.93 ---159928.43 ms/batch
Step 00138400 L_out=0.207 Acc=0.95 ---186826.55 ms/batch
Step 00138450 L_out=0.057 Acc=0.96 ---214391.77 ms/batch
Step 00138500 L_out=0.216 Acc=0.95 ---242548.53 ms/batch
Step 00138550 L_out=0.160 Acc=0.96 ---269557.71 ms/batch
Step 00138600 L_out=0.024 Acc=0.90 ---297094.09 ms/batch
Step 00138650 L_out=0.196 Acc=0.95 ---324426.12 ms/batch
Step 00138700 L_out=0.116 Acc=0.92 ---351499.39 ms/batch
Round 8 | epoch=27, train costTime=370.98907947540283, | total_activation_sum=28025216
Round 8 | epoch=28, current m_iou=0.6539854805301248
Round 8 | Best m_IoU is: 0.669, OA is: 0.915 | val costTime=174.30839228630066
Round 8 | ****EPOCH 28****
Step 00138750 L_out=0.234 Acc=0.91 --- 7492.94 ms/batch
Step 00138800 L_out=0.152 Acc=0.87 ---34664.15 ms/batch
Step 00138850 L_out=0.184 Acc=0.92 ---62046.56 ms/batch
Step 00138900 L_out=0.034 Acc=0.97 ---88365.02 ms/batch
Step 00138950 L_out=0.086 Acc=0.95 ---116603.23 ms/batch
Step 00139000 L_out=0.048 Acc=0.96 ---143914.25 ms/batch
Step 00139050 L_out=0.082 Acc=0.93 ---171016.23 ms/batch
Step 00139100 L_out=0.089 Acc=0.91 ---199136.52 ms/batch
Step 00139150 L_out=0.077 Acc=0.82 ---226954.95 ms/batch
Step 00139200 L_out=0.169 Acc=0.91 ---254543.33 ms/batch
Step 00139250 L_out=0.026 Acc=0.95 ---282064.15 ms/batch
Step 00139300 L_out=0.108 Acc=0.94 ---309935.49 ms/batch
Step 00139350 L_out=0.321 Acc=0.90 ---337717.17 ms/batch
Step 00139400 L_out=0.054 Acc=0.95 ---365165.73 ms/batch
Round 8 | epoch=28, train costTime=366.79153180122375, | total_activation_sum=28218133
Round 8 | epoch=29, current m_iou=0.6600067367555527
Round 8 | Best m_IoU is: 0.669, OA is: 0.915 | val costTime=184.73946046829224
Round 8 | ****EPOCH 29****
Step 00139450 L_out=0.386 Acc=0.89 ---25564.64 ms/batch
Step 00139500 L_out=0.051 Acc=0.94 ---52919.17 ms/batch
Step 00139550 L_out=0.217 Acc=0.92 ---80368.48 ms/batch
Step 00139600 L_out=0.116 Acc=0.90 ---108301.60 ms/batch
Step 00139650 L_out=0.112 Acc=0.94 ---135561.41 ms/batch
Step 00139700 L_out=0.234 Acc=0.90 ---163292.15 ms/batch
Step 00139750 L_out=0.049 Acc=0.92 ---190573.82 ms/batch
Step 00139800 L_out=0.033 Acc=0.94 ---217964.63 ms/batch
Step 00139850 L_out=0.081 Acc=0.96 ---245931.00 ms/batch
Step 00139900 L_out=0.072 Acc=0.95 ---273181.60 ms/batch
Step 00139950 L_out=0.227 Acc=0.90 ---300116.75 ms/batch
Step 00140000 L_out=0.059 Acc=0.91 ---327267.11 ms/batch
Step 00140050 L_out=0.040 Acc=0.87 ---354781.08 ms/batch
Round 8 | epoch=29, train costTime=366.1843683719635, | total_activation_sum=28124999
Round 8 | epoch=30, current m_iou=0.658536857693946
Round 8 | Best m_IoU is: 0.669, OA is: 0.915 | val costTime=168.9899821281433
Round 8 | ****EPOCH 30****
Round 9 | ****EPOCH 0****
Step 00140100 L_out=0.210 Acc=0.83 ---16672.02 ms/batch
Step 00140150 L_out=0.116 Acc=0.92 ---44023.67 ms/batch
Step 00140200 L_out=1.213 Acc=0.76 ---71612.65 ms/batch
Step 00140250 L_out=0.227 Acc=0.91 ---98847.53 ms/batch
Step 00140300 L_out=0.263 Acc=0.91 ---126269.70 ms/batch
Step 00140350 L_out=0.644 Acc=0.82 ---153820.54 ms/batch
Step 00140400 L_out=0.763 Acc=0.87 ---181723.53 ms/batch
Step 00140450 L_out=0.383 Acc=0.82 ---209218.86 ms/batch
Step 00140500 L_out=0.616 Acc=0.81 ---237070.30 ms/batch
Step 00140550 L_out=0.571 Acc=0.81 ---266327.16 ms/batch
Step 00140600 L_out=0.445 Acc=0.91 ---296342.19 ms/batch
Step 00140650 L_out=0.156 Acc=0.95 ---325288.00 ms/batch
Step 00140700 L_out=0.174 Acc=0.82 ---354175.89 ms/batch
Round 9 | epoch=0, train costTime=375.57258796691895, | total_activation_sum=30945478
Round 9 | epoch=1, current m_iou=0.6353495730487684
Round 9 | Best m_IoU is: 0.635, OA is: 0.912 | val costTime=194.03971147537231
Round 9 | ****EPOCH 1****
Step 00140750 L_out=0.111 Acc=0.91 --- 7226.53 ms/batch
Step 00140800 L_out=0.230 Acc=0.90 ---34731.14 ms/batch
Step 00140850 L_out=0.676 Acc=0.79 ---62680.22 ms/batch
Step 00140900 L_out=0.206 Acc=0.93 ---90168.09 ms/batch
Step 00140950 L_out=0.426 Acc=0.93 ---117535.08 ms/batch
Step 00141000 L_out=0.461 Acc=0.87 ---144710.59 ms/batch
Step 00141050 L_out=0.081 Acc=0.91 ---171463.62 ms/batch
Step 00141100 L_out=0.136 Acc=0.91 ---198996.96 ms/batch
Step 00141150 L_out=0.294 Acc=0.91 ---226678.63 ms/batch
Step 00141200 L_out=0.623 Acc=0.93 ---254330.22 ms/batch
Step 00141250 L_out=0.258 Acc=0.88 ---281936.64 ms/batch
Step 00141300 L_out=0.180 Acc=0.90 ---309463.03 ms/batch
Step 00141350 L_out=0.155 Acc=0.91 ---336655.92 ms/batch
Step 00141400 L_out=0.246 Acc=0.86 ---364390.53 ms/batch
Round 9 | epoch=1, train costTime=366.7365002632141, | total_activation_sum=31105865
Round 9 | epoch=2, current m_iou=0.6509576920914593
Round 9 | Best m_IoU is: 0.651, OA is: 0.917 | val costTime=176.6915774345398
Round 9 | ****EPOCH 2****
Step 00141450 L_out=0.186 Acc=0.87 ---25256.44 ms/batch
Step 00141500 L_out=0.388 Acc=0.86 ---52619.07 ms/batch
Step 00141550 L_out=0.159 Acc=0.90 ---80616.79 ms/batch
Step 00141600 L_out=0.094 Acc=0.88 ---108356.41 ms/batch
Step 00141650 L_out=0.121 Acc=0.94 ---136228.01 ms/batch
Step 00141700 L_out=0.117 Acc=0.91 ---164205.93 ms/batch
Step 00141750 L_out=0.338 Acc=0.92 ---192037.94 ms/batch
Step 00141800 L_out=0.504 Acc=0.82 ---219524.33 ms/batch
Step 00141850 L_out=0.096 Acc=0.89 ---247565.69 ms/batch
Step 00141900 L_out=0.167 Acc=0.93 ---275601.70 ms/batch
Step 00141950 L_out=0.131 Acc=0.83 ---302434.23 ms/batch
Step 00142000 L_out=0.098 Acc=0.90 ---329904.31 ms/batch
Step 00142050 L_out=0.102 Acc=0.87 ---358189.09 ms/batch
Round 9 | epoch=2, train costTime=369.898113489151, | total_activation_sum=31042125
Round 9 | epoch=3, current m_iou=0.6678008494534471
Round 9 | Best m_IoU is: 0.668, OA is: 0.920 | val costTime=174.2797656059265
Round 9 | ****EPOCH 3****
Step 00142100 L_out=0.294 Acc=0.91 ---15973.59 ms/batch
Step 00142150 L_out=0.390 Acc=0.92 ---43655.18 ms/batch
Step 00142200 L_out=0.242 Acc=0.92 ---71143.60 ms/batch
Step 00142250 L_out=0.134 Acc=0.93 ---99373.97 ms/batch
Step 00142300 L_out=0.247 Acc=0.83 ---127220.11 ms/batch
Step 00142350 L_out=0.275 Acc=0.81 ---155339.08 ms/batch
Step 00142400 L_out=0.096 Acc=0.90 ---183463.43 ms/batch
Step 00142450 L_out=0.260 Acc=0.92 ---211102.36 ms/batch
Step 00142500 L_out=0.227 Acc=0.89 ---238740.40 ms/batch
Step 00142550 L_out=0.172 Acc=0.79 ---266237.43 ms/batch
Step 00142600 L_out=0.165 Acc=0.95 ---294048.56 ms/batch
Step 00142650 L_out=0.589 Acc=0.81 ---321804.11 ms/batch
Step 00142700 L_out=0.501 Acc=0.86 ---348795.81 ms/batch
Round 9 | epoch=3, train costTime=370.36527705192566, | total_activation_sum=30873587
Round 9 | epoch=4, current m_iou=0.6695689674079242
Round 9 | Best m_IoU is: 0.670, OA is: 0.921 | val costTime=176.06998467445374
Round 9 | ****EPOCH 4****
Step 00142750 L_out=0.227 Acc=0.89 --- 6607.90 ms/batch
Step 00142800 L_out=0.116 Acc=0.86 ---34244.30 ms/batch
Step 00142850 L_out=0.150 Acc=0.93 ---61822.03 ms/batch
Step 00142900 L_out=0.171 Acc=0.94 ---88769.61 ms/batch
Step 00142950 L_out=0.720 Acc=0.86 ---116489.93 ms/batch
Step 00143000 L_out=0.789 Acc=0.80 ---143870.81 ms/batch
Step 00143050 L_out=0.164 Acc=0.89 ---171646.02 ms/batch
Step 00143100 L_out=0.262 Acc=0.92 ---199267.09 ms/batch
Step 00143150 L_out=0.172 Acc=0.88 ---226134.56 ms/batch
Step 00143200 L_out=0.279 Acc=0.90 ---253783.83 ms/batch
Step 00143250 L_out=0.130 Acc=0.93 ---280852.92 ms/batch
Step 00143300 L_out=0.506 Acc=0.81 ---307935.00 ms/batch
Step 00143350 L_out=0.076 Acc=0.95 ---335363.99 ms/batch
Step 00143400 L_out=0.286 Acc=0.90 ---362716.92 ms/batch
Round 9 | epoch=4, train costTime=365.3991346359253, | total_activation_sum=31034792
Round 9 | epoch=5, current m_iou=0.6451332011260158
Round 9 | Best m_IoU is: 0.670, OA is: 0.921 | val costTime=170.8075451850891
Round 9 | ****EPOCH 5****
Step 00143450 L_out=0.222 Acc=0.91 ---24818.60 ms/batch
Step 00143500 L_out=0.311 Acc=0.94 ---52640.70 ms/batch
Step 00143550 L_out=0.285 Acc=0.94 ---79901.54 ms/batch
Step 00143600 L_out=0.315 Acc=0.93 ---107764.49 ms/batch
Step 00143650 L_out=0.080 Acc=0.96 ---135327.24 ms/batch
Step 00143700 L_out=0.275 Acc=0.86 ---163129.62 ms/batch
Step 00143750 L_out=0.156 Acc=0.87 ---191389.40 ms/batch
Step 00143800 L_out=0.173 Acc=0.90 ---218656.36 ms/batch
Step 00143850 L_out=0.126 Acc=0.95 ---245147.64 ms/batch
Step 00143900 L_out=0.094 Acc=0.95 ---271463.49 ms/batch
Step 00143950 L_out=0.080 Acc=0.92 ---297718.60 ms/batch
Step 00144000 L_out=0.156 Acc=0.95 ---324258.17 ms/batch
Step 00144050 L_out=0.222 Acc=0.95 ---350615.59 ms/batch
Round 9 | epoch=5, train costTime=362.01958203315735, | total_activation_sum=31078004
Round 9 | epoch=6, current m_iou=0.6687286734001312
Round 9 | Best m_IoU is: 0.670, OA is: 0.921 | val costTime=185.34271049499512
Round 9 | ****EPOCH 6****
Step 00144100 L_out=0.048 Acc=0.96 ---16219.05 ms/batch
Step 00144150 L_out=0.185 Acc=0.92 ---45253.23 ms/batch
Step 00144200 L_out=0.299 Acc=0.90 ---74182.92 ms/batch
Step 00144250 L_out=0.204 Acc=0.92 ---102979.77 ms/batch
Step 00144300 L_out=0.224 Acc=0.93 ---131615.16 ms/batch
Step 00144350 L_out=0.037 Acc=0.97 ---159555.82 ms/batch
Step 00144400 L_out=0.327 Acc=0.88 ---186406.15 ms/batch
Step 00144450 L_out=0.141 Acc=0.88 ---213706.97 ms/batch
Step 00144500 L_out=0.182 Acc=0.93 ---240750.15 ms/batch
Step 00144550 L_out=0.081 Acc=0.93 ---267606.57 ms/batch
Step 00144600 L_out=0.302 Acc=0.86 ---294087.81 ms/batch
Step 00144650 L_out=0.235 Acc=0.91 ---320543.79 ms/batch
Step 00144700 L_out=0.216 Acc=0.97 ---347019.31 ms/batch
Round 9 | epoch=6, train costTime=367.562548160553, | total_activation_sum=31063702
Round 9 | epoch=7, current m_iou=0.6752454510046425
Round 9 | Best m_IoU is: 0.675, OA is: 0.921 | val costTime=179.41550946235657
Round 9 | ****EPOCH 7****
Step 00144750 L_out=0.081 Acc=0.92 --- 6037.22 ms/batch
Step 00144800 L_out=0.543 Acc=0.83 ---33729.47 ms/batch
Step 00144850 L_out=0.171 Acc=0.91 ---61352.75 ms/batch
Step 00144900 L_out=0.135 Acc=0.93 ---88850.58 ms/batch
Step 00144950 L_out=0.366 Acc=0.89 ---115355.93 ms/batch
Step 00145000 L_out=0.066 Acc=0.92 ---142143.53 ms/batch
Step 00145050 L_out=0.075 Acc=0.94 ---168662.87 ms/batch
Step 00145100 L_out=0.076 Acc=0.94 ---195144.16 ms/batch
Step 00145150 L_out=0.060 Acc=0.94 ---221335.54 ms/batch
Step 00145200 L_out=0.233 Acc=0.94 ---247592.13 ms/batch
Step 00145250 L_out=0.204 Acc=0.82 ---274226.58 ms/batch
Step 00145300 L_out=0.107 Acc=0.97 ---301057.01 ms/batch
Step 00145350 L_out=0.169 Acc=0.84 ---328035.32 ms/batch
Step 00145400 L_out=0.247 Acc=0.93 ---355048.16 ms/batch
Round 9 | epoch=7, train costTime=358.2217857837677, | total_activation_sum=31179896
Round 9 | epoch=8, current m_iou=0.6652438356045158
Round 9 | Best m_IoU is: 0.675, OA is: 0.921 | val costTime=176.38431191444397
Round 9 | ****EPOCH 8****
Step 00145450 L_out=0.366 Acc=0.93 ---24297.33 ms/batch
Step 00145500 L_out=0.095 Acc=0.93 ---50803.10 ms/batch
Step 00145550 L_out=0.048 Acc=0.89 ---77270.26 ms/batch
Step 00145600 L_out=0.155 Acc=0.92 ---104851.19 ms/batch
Step 00145650 L_out=0.866 Acc=0.88 ---132335.82 ms/batch
Step 00145700 L_out=0.117 Acc=0.94 ---159809.06 ms/batch
Step 00145750 L_out=0.017 Acc=0.96 ---187678.49 ms/batch
Step 00145800 L_out=0.201 Acc=0.93 ---215476.62 ms/batch
Step 00145850 L_out=0.191 Acc=0.92 ---242939.24 ms/batch
Step 00145900 L_out=0.133 Acc=0.90 ---270665.54 ms/batch
Step 00145950 L_out=0.162 Acc=0.90 ---297828.10 ms/batch
Step 00146000 L_out=0.345 Acc=0.90 ---325160.68 ms/batch
Step 00146050 L_out=0.145 Acc=0.97 ---352634.69 ms/batch
Round 9 | epoch=8, train costTime=365.20715165138245, | total_activation_sum=30982551
Round 9 | epoch=9, current m_iou=0.6753509124140193
Round 9 | Best m_IoU is: 0.675, OA is: 0.920 | val costTime=171.31112933158875
Round 9 | ****EPOCH 9****
Step 00146100 L_out=0.061 Acc=0.94 ---14693.99 ms/batch
Step 00146150 L_out=0.059 Acc=0.94 ---42094.15 ms/batch
Step 00146200 L_out=0.182 Acc=0.91 ---69914.36 ms/batch
Step 00146250 L_out=0.186 Acc=0.98 ---97072.09 ms/batch
Step 00146300 L_out=0.031 Acc=0.94 ---124264.64 ms/batch
Step 00146350 L_out=0.216 Acc=0.91 ---152148.75 ms/batch
Step 00146400 L_out=0.152 Acc=0.95 ---179605.38 ms/batch
Step 00146450 L_out=0.092 Acc=0.91 ---207382.41 ms/batch
Step 00146500 L_out=0.151 Acc=0.91 ---234743.06 ms/batch
Step 00146550 L_out=0.225 Acc=0.91 ---262484.69 ms/batch
Step 00146600 L_out=0.157 Acc=0.95 ---289267.49 ms/batch
Step 00146650 L_out=0.101 Acc=0.93 ---316894.84 ms/batch
Step 00146700 L_out=0.159 Acc=0.86 ---344012.84 ms/batch
Round 9 | epoch=9, train costTime=366.8602104187012, | total_activation_sum=30910948
Round 9 | epoch=10, current m_iou=0.6665110642589718
Round 9 | Best m_IoU is: 0.675, OA is: 0.920 | val costTime=168.36461687088013
Round 9 | ****EPOCH 10****
Step 00146750 L_out=0.082 Acc=0.93 --- 5704.20 ms/batch
Step 00146800 L_out=0.243 Acc=0.89 ---33125.08 ms/batch
Step 00146850 L_out=0.241 Acc=0.92 ---60946.39 ms/batch
Step 00146900 L_out=0.169 Acc=0.90 ---88742.67 ms/batch
Step 00146950 L_out=0.143 Acc=0.95 ---116325.98 ms/batch
Step 00147000 L_out=0.241 Acc=0.91 ---144245.73 ms/batch
Step 00147050 L_out=0.094 Acc=0.95 ---171481.92 ms/batch
Step 00147100 L_out=0.203 Acc=0.93 ---198974.40 ms/batch
Step 00147150 L_out=0.350 Acc=0.89 ---226571.63 ms/batch
Step 00147200 L_out=0.083 Acc=0.98 ---254262.02 ms/batch
Step 00147250 L_out=0.077 Acc=0.88 ---281892.28 ms/batch
Step 00147300 L_out=0.238 Acc=0.95 ---309720.40 ms/batch
Step 00147350 L_out=0.304 Acc=0.89 ---337339.59 ms/batch
Step 00147400 L_out=0.309 Acc=0.92 ---364733.42 ms/batch
Round 9 | epoch=10, train costTime=368.6074073314667, | total_activation_sum=31342817
Round 9 | epoch=11, current m_iou=0.6676470897175032
Round 9 | Best m_IoU is: 0.675, OA is: 0.920 | val costTime=172.86934781074524
Round 9 | ****EPOCH 11****
Step 00147450 L_out=0.185 Acc=0.82 ---25266.99 ms/batch
Step 00147500 L_out=0.283 Acc=0.90 ---55164.49 ms/batch
Step 00147550 L_out=0.104 Acc=0.92 ---84460.28 ms/batch
Step 00147600 L_out=0.441 Acc=0.85 ---113455.38 ms/batch
Step 00147650 L_out=1.452 Acc=0.79 ---142836.36 ms/batch
Step 00147700 L_out=0.043 Acc=0.94 ---172965.75 ms/batch
Step 00147750 L_out=0.313 Acc=0.82 ---202718.34 ms/batch
Step 00147800 L_out=0.150 Acc=0.95 ---232579.48 ms/batch
Step 00147850 L_out=0.118 Acc=0.95 ---261835.64 ms/batch
Step 00147900 L_out=0.251 Acc=0.87 ---290951.19 ms/batch
Step 00147950 L_out=0.026 Acc=0.95 ---319829.76 ms/batch
Step 00148000 L_out=0.044 Acc=0.96 ---347251.20 ms/batch
Step 00148050 L_out=0.106 Acc=0.88 ---374671.05 ms/batch
Round 9 | epoch=11, train costTime=387.4015953540802, | total_activation_sum=31088026
Round 9 | epoch=12, current m_iou=0.6381267765200065
Round 9 | Best m_IoU is: 0.675, OA is: 0.920 | val costTime=182.58794569969177
Round 9 | ****EPOCH 12****
Step 00148100 L_out=0.095 Acc=0.94 ---14447.06 ms/batch
Step 00148150 L_out=0.137 Acc=0.95 ---42229.72 ms/batch
Step 00148200 L_out=0.067 Acc=0.92 ---69838.14 ms/batch
Step 00148250 L_out=0.049 Acc=0.93 ---97377.58 ms/batch
Step 00148300 L_out=0.167 Acc=0.91 ---124925.11 ms/batch
Step 00148350 L_out=0.058 Acc=0.84 ---152380.03 ms/batch
Step 00148400 L_out=0.098 Acc=0.94 ---180360.15 ms/batch
Step 00148450 L_out=0.272 Acc=0.89 ---207768.54 ms/batch
Step 00148500 L_out=0.157 Acc=0.94 ---235144.71 ms/batch
Step 00148550 L_out=0.457 Acc=0.91 ---262691.45 ms/batch
Step 00148600 L_out=0.070 Acc=0.95 ---289972.29 ms/batch
Step 00148650 L_out=0.205 Acc=0.92 ---317485.98 ms/batch
Step 00148700 L_out=0.041 Acc=0.96 ---345307.37 ms/batch
Round 9 | epoch=12, train costTime=368.10189485549927, | total_activation_sum=30934220
Round 9 | epoch=13, current m_iou=0.6437970757122473
Round 9 | Best m_IoU is: 0.675, OA is: 0.920 | val costTime=168.91585326194763
Round 9 | ****EPOCH 13****
Step 00148750 L_out=0.133 Acc=0.92 --- 4811.73 ms/batch
Step 00148800 L_out=0.205 Acc=0.95 ---33148.70 ms/batch
Step 00148850 L_out=0.025 Acc=0.94 ---60713.23 ms/batch
Step 00148900 L_out=0.071 Acc=0.95 ---88365.65 ms/batch
Step 00148950 L_out=0.124 Acc=0.95 ---115718.55 ms/batch
Step 00149000 L_out=0.154 Acc=0.94 ---143011.08 ms/batch
Step 00149050 L_out=0.062 Acc=0.93 ---170615.16 ms/batch
Step 00149100 L_out=0.174 Acc=0.90 ---198607.98 ms/batch
Step 00149150 L_out=0.737 Acc=0.89 ---226224.10 ms/batch
Step 00149200 L_out=0.081 Acc=0.97 ---253874.53 ms/batch
Step 00149250 L_out=0.260 Acc=0.92 ---281759.13 ms/batch
Step 00149300 L_out=0.168 Acc=0.85 ---308928.43 ms/batch
Step 00149350 L_out=0.108 Acc=0.86 ---336741.09 ms/batch
Step 00149400 L_out=0.136 Acc=0.88 ---364067.09 ms/batch
Round 9 | epoch=13, train costTime=368.35475158691406, | total_activation_sum=31097009
Round 9 | epoch=14, current m_iou=0.6628871589674667
Round 9 | Best m_IoU is: 0.675, OA is: 0.920 | val costTime=166.14276552200317
Round 9 | ****EPOCH 14****
Step 00149450 L_out=0.072 Acc=0.91 ---23322.74 ms/batch
Step 00149500 L_out=0.216 Acc=0.92 ---50878.58 ms/batch
Step 00149550 L_out=0.095 Acc=0.88 ---78088.47 ms/batch
Step 00149600 L_out=0.117 Acc=0.93 ---105964.36 ms/batch
Step 00149650 L_out=0.280 Acc=0.92 ---133703.14 ms/batch
Step 00149700 L_out=0.134 Acc=0.93 ---161136.42 ms/batch
Step 00149750 L_out=0.067 Acc=0.96 ---188461.31 ms/batch
Step 00149800 L_out=0.073 Acc=0.88 ---216419.86 ms/batch
Step 00149850 L_out=0.273 Acc=0.88 ---243560.29 ms/batch
Step 00149900 L_out=0.187 Acc=0.93 ---271477.14 ms/batch
Step 00149950 L_out=0.112 Acc=0.93 ---298603.33 ms/batch
Step 00150000 L_out=0.241 Acc=0.84 ---326956.90 ms/batch
Step 00150050 L_out=0.273 Acc=0.95 ---354787.07 ms/batch
Round 9 | epoch=14, train costTime=368.3542001247406, | total_activation_sum=31074527
Round 9 | epoch=15, current m_iou=0.6592143247814953
Round 9 | Best m_IoU is: 0.675, OA is: 0.920 | val costTime=169.97379732131958
Round 9 | ****EPOCH 15****
Step 00150100 L_out=0.256 Acc=0.97 ---14134.83 ms/batch
Step 00150150 L_out=0.212 Acc=0.87 ---42224.43 ms/batch
Step 00150200 L_out=0.122 Acc=0.97 ---69990.16 ms/batch
Step 00150250 L_out=0.129 Acc=0.84 ---98033.69 ms/batch
Step 00150300 L_out=0.105 Acc=0.98 ---125522.18 ms/batch
Step 00150350 L_out=0.315 Acc=0.91 ---153331.58 ms/batch
Step 00150400 L_out=0.256 Acc=0.94 ---180242.72 ms/batch
Step 00150450 L_out=0.149 Acc=0.91 ---208166.94 ms/batch
Step 00150500 L_out=0.217 Acc=0.93 ---235801.17 ms/batch
Step 00150550 L_out=0.333 Acc=0.92 ---263454.88 ms/batch
Step 00150600 L_out=0.324 Acc=0.92 ---291687.96 ms/batch
Step 00150650 L_out=0.090 Acc=0.92 ---319171.05 ms/batch
Step 00150700 L_out=0.064 Acc=0.94 ---346458.85 ms/batch
Round 9 | epoch=15, train costTime=369.5641348361969, | total_activation_sum=31077231
Round 9 | epoch=16, current m_iou=0.6560069354842828
Round 9 | Best m_IoU is: 0.675, OA is: 0.920 | val costTime=177.92094254493713
Round 9 | ****EPOCH 16****
Step 00150750 L_out=0.056 Acc=0.96 --- 4491.57 ms/batch
Step 00150800 L_out=0.216 Acc=0.85 ---32249.21 ms/batch
Step 00150850 L_out=0.286 Acc=0.90 ---59844.42 ms/batch
Step 00150900 L_out=0.302 Acc=0.86 ---87651.79 ms/batch
Step 00150950 L_out=0.201 Acc=0.86 ---115129.03 ms/batch
Step 00151000 L_out=0.164 Acc=0.94 ---142560.83 ms/batch
Step 00151050 L_out=0.031 Acc=0.97 ---171442.50 ms/batch
Step 00151100 L_out=0.136 Acc=0.96 ---200140.39 ms/batch
Step 00151150 L_out=0.102 Acc=0.93 ---229433.04 ms/batch
Step 00151200 L_out=0.142 Acc=0.95 ---258371.52 ms/batch
Step 00151250 L_out=0.111 Acc=0.95 ---287748.20 ms/batch
Step 00151300 L_out=0.060 Acc=0.92 ---316764.34 ms/batch
Step 00151350 L_out=0.172 Acc=0.89 ---346562.51 ms/batch
Step 00151400 L_out=0.222 Acc=0.91 ---375928.31 ms/batch
Round 9 | epoch=16, train costTime=381.398850440979, | total_activation_sum=31164525
Round 9 | epoch=17, current m_iou=0.6570524332826285
Round 9 | Best m_IoU is: 0.675, OA is: 0.920 | val costTime=189.82882618904114
Round 9 | ****EPOCH 17****
Step 00151450 L_out=0.095 Acc=0.87 ---22899.59 ms/batch
Step 00151500 L_out=0.130 Acc=0.90 ---50379.80 ms/batch
Step 00151550 L_out=0.156 Acc=0.88 ---77440.73 ms/batch
Step 00151600 L_out=0.094 Acc=0.95 ---105100.23 ms/batch
Step 00151650 L_out=0.184 Acc=0.88 ---132697.38 ms/batch
Step 00151700 L_out=0.171 Acc=0.90 ---160803.20 ms/batch
Step 00151750 L_out=0.205 Acc=0.87 ---188422.37 ms/batch
Step 00151800 L_out=0.124 Acc=0.95 ---215810.27 ms/batch
Step 00151850 L_out=0.162 Acc=0.93 ---242825.00 ms/batch
Step 00151900 L_out=0.140 Acc=0.91 ---270287.24 ms/batch
Step 00151950 L_out=0.118 Acc=0.80 ---298333.00 ms/batch
Step 00152000 L_out=0.023 Acc=0.97 ---325712.84 ms/batch
Step 00152050 L_out=0.511 Acc=0.82 ---353173.36 ms/batch
Round 9 | epoch=17, train costTime=367.3296654224396, | total_activation_sum=31160009
Round 9 | epoch=18, current m_iou=0.6575172894064228
Round 9 | Best m_IoU is: 0.675, OA is: 0.920 | val costTime=184.47215962409973
Round 9 | ****EPOCH 18****
Step 00152100 L_out=0.159 Acc=0.89 ---13375.64 ms/batch
Step 00152150 L_out=0.150 Acc=0.95 ---40482.74 ms/batch
Step 00152200 L_out=0.062 Acc=0.93 ---68619.78 ms/batch
Step 00152250 L_out=0.190 Acc=0.88 ---95916.54 ms/batch
Step 00152300 L_out=0.060 Acc=0.93 ---123906.07 ms/batch
Step 00152350 L_out=0.151 Acc=0.92 ---151470.74 ms/batch
Step 00152400 L_out=0.080 Acc=0.89 ---179545.12 ms/batch
Step 00152450 L_out=0.049 Acc=0.95 ---207668.55 ms/batch
Step 00152500 L_out=0.167 Acc=0.88 ---235306.50 ms/batch
Step 00152550 L_out=0.277 Acc=0.93 ---262315.24 ms/batch
Step 00152600 L_out=0.068 Acc=0.91 ---289871.80 ms/batch
Step 00152650 L_out=0.296 Acc=0.94 ---317324.07 ms/batch
Step 00152700 L_out=0.200 Acc=0.95 ---344444.09 ms/batch
Round 9 | epoch=18, train costTime=368.2167809009552, | total_activation_sum=31169481
Round 9 | epoch=19, current m_iou=0.6552386204431335
Round 9 | Best m_IoU is: 0.675, OA is: 0.920 | val costTime=172.99001216888428
Round 9 | ****EPOCH 19****
Step 00152750 L_out=0.050 Acc=0.92 --- 3841.13 ms/batch
Step 00152800 L_out=0.123 Acc=0.92 ---31966.00 ms/batch
Step 00152850 L_out=0.107 Acc=0.86 ---59895.28 ms/batch
Step 00152900 L_out=0.213 Acc=0.91 ---87521.05 ms/batch
Step 00152950 L_out=0.302 Acc=0.92 ---115539.38 ms/batch
Step 00153000 L_out=0.151 Acc=0.92 ---143107.74 ms/batch
Step 00153050 L_out=0.122 Acc=0.93 ---170399.68 ms/batch
Step 00153100 L_out=0.146 Acc=0.95 ---197655.92 ms/batch
Step 00153150 L_out=0.079 Acc=0.89 ---225244.64 ms/batch
Step 00153200 L_out=0.080 Acc=0.95 ---253019.69 ms/batch
Step 00153250 L_out=0.071 Acc=0.95 ---281019.36 ms/batch
Step 00153300 L_out=0.098 Acc=0.91 ---308804.81 ms/batch
Step 00153350 L_out=0.042 Acc=0.96 ---336473.25 ms/batch
Step 00153400 L_out=0.123 Acc=0.93 ---363463.54 ms/batch
Round 9 | epoch=19, train costTime=369.25327229499817, | total_activation_sum=30992031
Round 9 | epoch=20, current m_iou=0.6593166729105122
Round 9 | Best m_IoU is: 0.675, OA is: 0.920 | val costTime=168.9744894504547
Round 9 | ****EPOCH 20****
Step 00153450 L_out=0.063 Acc=0.94 ---21908.91 ms/batch
Step 00153500 L_out=0.049 Acc=0.95 ---49329.31 ms/batch
Step 00153550 L_out=0.112 Acc=0.86 ---76917.34 ms/batch
Step 00153600 L_out=0.278 Acc=0.95 ---104971.17 ms/batch
Step 00153650 L_out=0.094 Acc=0.97 ---132807.19 ms/batch
Step 00153700 L_out=0.040 Acc=0.94 ---160319.07 ms/batch
Step 00153750 L_out=0.065 Acc=0.96 ---188498.61 ms/batch
Step 00153800 L_out=0.160 Acc=0.96 ---216226.07 ms/batch
Step 00153850 L_out=0.281 Acc=0.94 ---244156.10 ms/batch
Step 00153900 L_out=0.164 Acc=0.92 ---269910.95 ms/batch
Step 00153950 L_out=0.119 Acc=0.95 ---296148.05 ms/batch
Step 00154000 L_out=0.089 Acc=0.97 ---323024.48 ms/batch
Step 00154050 L_out=0.097 Acc=0.96 ---349164.79 ms/batch
Round 9 | epoch=20, train costTime=363.5526502132416, | total_activation_sum=31071147
Round 9 | epoch=21, current m_iou=0.6567805421552885
Round 9 | Best m_IoU is: 0.675, OA is: 0.920 | val costTime=166.26691913604736
Round 9 | ****EPOCH 21****
Step 00154100 L_out=0.045 Acc=0.86 ---12805.24 ms/batch
Step 00154150 L_out=0.059 Acc=0.95 ---39852.38 ms/batch
Step 00154200 L_out=0.068 Acc=0.94 ---66927.82 ms/batch
Step 00154250 L_out=0.140 Acc=0.92 ---94884.76 ms/batch
Step 00154300 L_out=0.054 Acc=0.95 ---121969.71 ms/batch
Step 00154350 L_out=0.067 Acc=0.93 ---148713.34 ms/batch
Step 00154400 L_out=0.081 Acc=0.88 ---175786.78 ms/batch
Step 00154450 L_out=0.089 Acc=0.96 ---203111.92 ms/batch
Step 00154500 L_out=0.164 Acc=0.89 ---229876.44 ms/batch
Step 00154550 L_out=0.069 Acc=0.92 ---256977.83 ms/batch
Step 00154600 L_out=0.168 Acc=0.97 ---283717.33 ms/batch
Step 00154650 L_out=0.046 Acc=0.92 ---312061.03 ms/batch
Step 00154700 L_out=0.059 Acc=0.97 ---339498.63 ms/batch
Round 9 | epoch=21, train costTime=363.10321497917175, | total_activation_sum=30885336
Round 9 | epoch=22, current m_iou=0.662580355465487
Round 9 | Best m_IoU is: 0.675, OA is: 0.920 | val costTime=178.89832258224487
Round 9 | ****EPOCH 22****
Step 00154750 L_out=0.102 Acc=0.96 --- 3612.52 ms/batch
Step 00154800 L_out=0.268 Acc=0.92 ---32265.94 ms/batch
Step 00154850 L_out=0.065 Acc=0.94 ---61109.42 ms/batch
Step 00154900 L_out=0.166 Acc=0.92 ---88532.16 ms/batch
Step 00154950 L_out=0.114 Acc=0.94 ---115669.59 ms/batch
Step 00155000 L_out=0.115 Acc=0.92 ---143186.16 ms/batch
Step 00155050 L_out=0.083 Acc=0.96 ---169673.87 ms/batch
Step 00155100 L_out=0.137 Acc=0.91 ---196638.84 ms/batch
Step 00155150 L_out=0.441 Acc=0.83 ---223044.01 ms/batch
Step 00155200 L_out=0.084 Acc=0.91 ---249118.20 ms/batch
Step 00155250 L_out=0.101 Acc=0.91 ---275312.92 ms/batch
Step 00155300 L_out=0.127 Acc=0.90 ---302391.62 ms/batch
Step 00155350 L_out=0.162 Acc=0.94 ---328797.88 ms/batch
Step 00155400 L_out=0.110 Acc=0.94 ---355498.77 ms/batch
Round 9 | epoch=22, train costTime=361.28255915641785, | total_activation_sum=31119123
Round 9 | epoch=23, current m_iou=0.660730247625812
Round 9 | Best m_IoU is: 0.675, OA is: 0.920 | val costTime=168.47273206710815
Round 9 | ****EPOCH 23****
Step 00155450 L_out=0.109 Acc=0.93 ---21149.19 ms/batch
Step 00155500 L_out=0.060 Acc=0.92 ---48407.83 ms/batch
Step 00155550 L_out=0.235 Acc=0.90 ---75915.45 ms/batch
Step 00155600 L_out=0.121 Acc=0.92 ---102128.04 ms/batch
Step 00155650 L_out=0.359 Acc=0.89 ---128242.12 ms/batch
Step 00155700 L_out=0.072 Acc=0.94 ---155557.57 ms/batch
Step 00155750 L_out=0.182 Acc=0.81 ---182482.39 ms/batch
Step 00155800 L_out=0.141 Acc=0.96 ---209536.83 ms/batch
Step 00155850 L_out=0.037 Acc=0.93 ---236772.88 ms/batch
Step 00155900 L_out=0.097 Acc=0.94 ---264119.71 ms/batch
Step 00155950 L_out=0.180 Acc=0.93 ---291450.81 ms/batch
Step 00156000 L_out=0.074 Acc=0.90 ---318592.35 ms/batch
Step 00156050 L_out=0.060 Acc=0.97 ---345536.78 ms/batch
Round 9 | epoch=23, train costTime=360.54914259910583, | total_activation_sum=31219514
Round 9 | epoch=24, current m_iou=0.6599965892985292
Round 9 | Best m_IoU is: 0.675, OA is: 0.920 | val costTime=173.84212684631348
Round 9 | ****EPOCH 24****
Step 00156100 L_out=0.060 Acc=0.87 ---11721.32 ms/batch
Step 00156150 L_out=0.083 Acc=0.95 ---38697.39 ms/batch
Step 00156200 L_out=0.139 Acc=0.92 ---65694.44 ms/batch
Step 00156250 L_out=0.141 Acc=0.96 ---92660.11 ms/batch
Step 00156300 L_out=0.257 Acc=0.87 ---118918.13 ms/batch
Step 00156350 L_out=0.174 Acc=0.88 ---146301.34 ms/batch
Step 00156400 L_out=0.131 Acc=0.97 ---173502.12 ms/batch
Step 00156450 L_out=0.164 Acc=0.95 ---200439.45 ms/batch
Step 00156500 L_out=0.080 Acc=0.97 ---227815.43 ms/batch
Step 00156550 L_out=0.066 Acc=0.97 ---255031.48 ms/batch
Step 00156600 L_out=0.143 Acc=0.89 ---282812.52 ms/batch
Step 00156650 L_out=0.153 Acc=0.94 ---310073.95 ms/batch
Step 00156700 L_out=0.042 Acc=0.98 ---337758.22 ms/batch
Round 9 | epoch=24, train costTime=362.07995080947876, | total_activation_sum=30944937
Round 9 | epoch=25, current m_iou=0.6622184949746571
Round 9 | Best m_IoU is: 0.675, OA is: 0.920 | val costTime=176.23014616966248
Round 9 | ****EPOCH 25****
Step 00156750 L_out=0.039 Acc=0.96 --- 2601.67 ms/batch
Step 00156800 L_out=0.195 Acc=0.87 ---30079.58 ms/batch
Step 00156850 L_out=0.182 Acc=0.87 ---57664.20 ms/batch
Step 00156900 L_out=0.047 Acc=0.92 ---84685.79 ms/batch
Step 00156950 L_out=0.025 Acc=0.94 ---112516.44 ms/batch
Step 00157000 L_out=0.129 Acc=0.96 ---139960.37 ms/batch
Step 00157050 L_out=0.105 Acc=0.89 ---166789.39 ms/batch
Step 00157100 L_out=0.088 Acc=0.93 ---193752.35 ms/batch
Step 00157150 L_out=0.193 Acc=0.85 ---220830.38 ms/batch
Step 00157200 L_out=0.432 Acc=0.92 ---248113.46 ms/batch
Step 00157250 L_out=0.092 Acc=0.97 ---275286.40 ms/batch
Step 00157300 L_out=0.102 Acc=0.93 ---302573.60 ms/batch
Step 00157350 L_out=0.101 Acc=0.92 ---329550.61 ms/batch
Step 00157400 L_out=0.192 Acc=0.96 ---356588.40 ms/batch
Round 9 | epoch=25, train costTime=362.806348323822, | total_activation_sum=31018523
Round 9 | epoch=26, current m_iou=0.6620413016291999
Round 9 | Best m_IoU is: 0.675, OA is: 0.920 | val costTime=168.49629163742065
Round 9 | ****EPOCH 26****
Step 00157450 L_out=0.158 Acc=0.94 ---20662.59 ms/batch
Step 00157500 L_out=0.065 Acc=0.91 ---47785.84 ms/batch
Step 00157550 L_out=0.027 Acc=0.92 ---75297.15 ms/batch
Step 00157600 L_out=0.102 Acc=0.96 ---102490.83 ms/batch
Step 00157650 L_out=0.077 Acc=0.92 ---129650.78 ms/batch
Step 00157700 L_out=0.160 Acc=0.91 ---156671.40 ms/batch
Step 00157750 L_out=0.175 Acc=0.94 ---183879.97 ms/batch
Step 00157800 L_out=0.085 Acc=0.93 ---210903.27 ms/batch
Step 00157850 L_out=0.072 Acc=0.97 ---238349.43 ms/batch
Step 00157900 L_out=0.062 Acc=0.90 ---265656.32 ms/batch
Step 00157950 L_out=0.151 Acc=0.97 ---292799.71 ms/batch
Step 00158000 L_out=0.068 Acc=0.96 ---320720.74 ms/batch
Step 00158050 L_out=0.145 Acc=0.91 ---347184.43 ms/batch
Round 9 | epoch=26, train costTime=363.5543427467346, | total_activation_sum=31144719
Round 9 | epoch=27, current m_iou=0.6632983617345951
Round 9 | Best m_IoU is: 0.675, OA is: 0.920 | val costTime=184.5362846851349
Round 9 | ****EPOCH 27****
Step 00158100 L_out=0.110 Acc=0.96 ---12926.26 ms/batch
Step 00158150 L_out=0.083 Acc=0.94 ---40845.98 ms/batch
Step 00158200 L_out=0.095 Acc=0.96 ---69648.01 ms/batch
Step 00158250 L_out=0.039 Acc=0.94 ---99384.52 ms/batch
Step 00158300 L_out=0.147 Acc=0.94 ---128292.88 ms/batch
Step 00158350 L_out=0.109 Acc=0.88 ---157584.11 ms/batch
Step 00158400 L_out=0.082 Acc=0.96 ---186676.78 ms/batch
Step 00158450 L_out=0.054 Acc=0.97 ---214965.26 ms/batch
Step 00158500 L_out=0.011 Acc=0.95 ---243009.42 ms/batch
Step 00158550 L_out=0.227 Acc=0.92 ---270266.12 ms/batch
Step 00158600 L_out=0.023 Acc=0.91 ---297554.99 ms/batch
Step 00158650 L_out=1.567 Acc=0.79 ---324905.95 ms/batch
Step 00158700 L_out=0.045 Acc=0.91 ---352356.85 ms/batch
Round 9 | epoch=27, train costTime=377.5922381877899, | total_activation_sum=31006180
Round 9 | epoch=28, current m_iou=0.6620014605786557
Round 9 | Best m_IoU is: 0.675, OA is: 0.920 | val costTime=174.47440266609192
Round 9 | ****EPOCH 28****
Step 00158750 L_out=0.109 Acc=0.91 --- 2296.43 ms/batch
Step 00158800 L_out=0.186 Acc=0.93 ---29828.03 ms/batch
Step 00158850 L_out=0.068 Acc=0.94 ---58562.78 ms/batch
Step 00158900 L_out=0.102 Acc=0.91 ---85745.88 ms/batch
Step 00158950 L_out=0.097 Acc=0.95 ---112927.44 ms/batch
Step 00159000 L_out=0.258 Acc=0.95 ---141061.22 ms/batch
Step 00159050 L_out=0.137 Acc=0.96 ---168462.93 ms/batch
Step 00159100 L_out=0.044 Acc=0.96 ---196576.71 ms/batch
Step 00159150 L_out=0.108 Acc=0.91 ---224512.82 ms/batch
Step 00159200 L_out=0.237 Acc=0.94 ---252160.75 ms/batch
Step 00159250 L_out=0.045 Acc=0.93 ---279616.24 ms/batch
Step 00159300 L_out=0.416 Acc=0.95 ---306585.25 ms/batch
Step 00159350 L_out=0.279 Acc=0.95 ---334052.53 ms/batch
Step 00159400 L_out=0.076 Acc=0.95 ---361405.28 ms/batch
Round 9 | epoch=28, train costTime=368.483820438385, | total_activation_sum=31139763
Round 9 | epoch=29, current m_iou=0.6644201903381488
Round 9 | Best m_IoU is: 0.675, OA is: 0.920 | val costTime=171.56959676742554
Round 9 | ****EPOCH 29****
Step 00159450 L_out=0.044 Acc=0.96 ---20573.92 ms/batch
Step 00159500 L_out=0.096 Acc=0.95 ---48153.14 ms/batch
Step 00159550 L_out=0.043 Acc=0.87 ---75872.94 ms/batch
Step 00159600 L_out=0.091 Acc=0.92 ---103651.39 ms/batch
Step 00159650 L_out=0.136 Acc=0.91 ---131063.94 ms/batch
Step 00159700 L_out=0.163 Acc=0.87 ---158882.15 ms/batch
Step 00159750 L_out=0.132 Acc=0.89 ---185856.81 ms/batch
Step 00159800 L_out=0.040 Acc=0.87 ---213629.45 ms/batch
Step 00159850 L_out=0.187 Acc=0.92 ---241690.19 ms/batch
Step 00159900 L_out=0.100 Acc=0.95 ---268487.90 ms/batch
Step 00159950 L_out=0.038 Acc=0.89 ---296387.19 ms/batch
Step 00160000 L_out=0.208 Acc=0.91 ---323472.26 ms/batch
Step 00160050 L_out=0.045 Acc=0.94 ---350532.85 ms/batch
Round 9 | epoch=29, train costTime=366.90950632095337, | total_activation_sum=31003137
Round 9 | epoch=30, current m_iou=0.6628716111867925
Round 9 | Best m_IoU is: 0.675, OA is: 0.920 | val costTime=170.2443015575409
Round 9 | ****EPOCH 30****
Round 10 | ****EPOCH 0****
Step 00160100 L_out=0.076 Acc=0.89 ---11510.84 ms/batch
Step 00160150 L_out=0.990 Acc=0.67 ---39112.03 ms/batch
Step 00160200 L_out=0.201 Acc=0.91 ---66834.32 ms/batch
Step 00160250 L_out=0.179 Acc=0.97 ---94499.23 ms/batch
Step 00160300 L_out=0.714 Acc=0.78 ---122012.18 ms/batch
Step 00160350 L_out=0.659 Acc=0.82 ---150058.99 ms/batch
Step 00160400 L_out=0.286 Acc=0.92 ---178288.76 ms/batch
Step 00160450 L_out=0.402 Acc=0.78 ---205971.86 ms/batch
Step 00160500 L_out=0.342 Acc=0.90 ---233873.47 ms/batch
Step 00160550 L_out=0.156 Acc=0.89 ---261449.16 ms/batch
Step 00160600 L_out=0.431 Acc=0.94 ---289096.35 ms/batch
Step 00160650 L_out=0.436 Acc=0.84 ---318348.49 ms/batch
Step 00160700 L_out=0.231 Acc=0.89 ---347956.05 ms/batch
Round 10 | epoch=0, train costTime=374.90262269973755, | total_activation_sum=32720418
Round 10 | epoch=1, current m_iou=0.5898000117481454
Round 10 | Best m_IoU is: 0.590, OA is: 0.875 | val costTime=187.02008652687073
Round 10 | ****EPOCH 1****
Step 00160750 L_out=0.404 Acc=0.92 --- 1885.58 ms/batch
Step 00160800 L_out=0.308 Acc=0.86 ---31630.14 ms/batch
Step 00160850 L_out=0.329 Acc=0.91 ---59384.90 ms/batch
Step 00160900 L_out=0.218 Acc=0.96 ---86974.19 ms/batch
Step 00160950 L_out=0.249 Acc=0.93 ---114429.69 ms/batch
Step 00161000 L_out=0.115 Acc=0.97 ---141559.58 ms/batch
Step 00161050 L_out=0.167 Acc=0.83 ---169507.44 ms/batch
Step 00161100 L_out=0.426 Acc=0.84 ---197352.96 ms/batch
Step 00161150 L_out=0.621 Acc=0.89 ---224662.73 ms/batch
Step 00161200 L_out=0.144 Acc=0.92 ---252185.88 ms/batch
Step 00161250 L_out=0.136 Acc=0.91 ---279339.97 ms/batch
Step 00161300 L_out=0.334 Acc=0.88 ---306929.64 ms/batch
Step 00161350 L_out=0.303 Acc=0.91 ---334547.09 ms/batch
Step 00161400 L_out=0.154 Acc=0.91 ---362707.17 ms/batch
Round 10 | epoch=1, train costTime=370.3071024417877, | total_activation_sum=33225229
Round 10 | epoch=2, current m_iou=0.6315691545049604
Round 10 | Best m_IoU is: 0.632, OA is: 0.895 | val costTime=174.9173674583435
Round 10 | ****EPOCH 2****
Step 00161450 L_out=0.327 Acc=0.93 ---19976.37 ms/batch
Step 00161500 L_out=0.102 Acc=0.89 ---47195.27 ms/batch
Step 00161550 L_out=0.324 Acc=0.87 ---74923.30 ms/batch
Step 00161600 L_out=0.102 Acc=0.96 ---102669.61 ms/batch
Step 00161650 L_out=0.285 Acc=0.89 ---129826.93 ms/batch
Step 00161700 L_out=0.308 Acc=0.90 ---157280.62 ms/batch
Step 00161750 L_out=0.188 Acc=0.98 ---184943.09 ms/batch
Step 00161800 L_out=1.329 Acc=0.73 ---212268.35 ms/batch
Step 00161850 L_out=0.269 Acc=0.95 ---240504.18 ms/batch
Step 00161900 L_out=0.122 Acc=0.96 ---268006.32 ms/batch
Step 00161950 L_out=0.111 Acc=0.96 ---295772.15 ms/batch
Step 00162000 L_out=0.215 Acc=0.90 ---323581.05 ms/batch
Step 00162050 L_out=0.343 Acc=0.94 ---351375.97 ms/batch
Round 10 | epoch=2, train costTime=368.4129192829132, | total_activation_sum=33042078
Round 10 | epoch=3, current m_iou=0.6542251207387988
Round 10 | Best m_IoU is: 0.654, OA is: 0.909 | val costTime=171.6204378604889
Round 10 | ****EPOCH 3****
Step 00162100 L_out=0.282 Acc=0.92 ---10474.97 ms/batch
Step 00162150 L_out=0.193 Acc=0.93 ---37442.82 ms/batch
Step 00162200 L_out=0.051 Acc=0.91 ---65354.48 ms/batch
Step 00162250 L_out=0.126 Acc=0.95 ---92945.93 ms/batch
Step 00162300 L_out=0.234 Acc=0.86 ---120829.87 ms/batch
Step 00162350 L_out=0.137 Acc=0.94 ---148311.81 ms/batch
Step 00162400 L_out=0.111 Acc=0.95 ---176274.99 ms/batch
Step 00162450 L_out=0.151 Acc=0.93 ---203969.36 ms/batch
Step 00162500 L_out=0.317 Acc=0.89 ---230957.10 ms/batch
Step 00162550 L_out=0.206 Acc=0.92 ---258409.65 ms/batch
Step 00162600 L_out=0.392 Acc=0.87 ---284425.86 ms/batch
Step 00162650 L_out=0.054 Acc=0.95 ---310458.29 ms/batch
Step 00162700 L_out=0.253 Acc=0.92 ---337110.85 ms/batch
Round 10 | epoch=3, train costTime=362.99144554138184, | total_activation_sum=33043584
Round 10 | epoch=4, current m_iou=0.6608181951073155
Round 10 | Best m_IoU is: 0.661, OA is: 0.912 | val costTime=164.67146635055542
Round 10 | ****EPOCH 4****
Step 00162750 L_out=0.166 Acc=0.89 --- 1136.17 ms/batch
Step 00162800 L_out=0.195 Acc=0.95 ---27517.11 ms/batch
Step 00162850 L_out=0.347 Acc=0.94 ---53292.15 ms/batch
Step 00162900 L_out=0.080 Acc=0.94 ---79540.21 ms/batch
Step 00162950 L_out=0.094 Acc=0.90 ---106205.59 ms/batch
Step 00163000 L_out=0.208 Acc=0.91 ---132076.84 ms/batch
Step 00163050 L_out=0.239 Acc=0.95 ---157669.69 ms/batch
Step 00163100 L_out=0.317 Acc=0.91 ---183793.42 ms/batch
Step 00163150 L_out=0.144 Acc=0.92 ---210780.39 ms/batch
Step 00163200 L_out=0.173 Acc=0.90 ---236920.13 ms/batch
Step 00163250 L_out=0.232 Acc=0.93 ---263373.10 ms/batch
Step 00163300 L_out=0.226 Acc=0.92 ---289268.96 ms/batch
Step 00163350 L_out=0.210 Acc=0.92 ---315266.90 ms/batch
Step 00163400 L_out=0.260 Acc=0.93 ---340894.52 ms/batch
Round 10 | epoch=4, train costTime=348.56807565689087, | total_activation_sum=33122844
Round 10 | epoch=5, current m_iou=0.6659492532696787
Round 10 | Best m_IoU is: 0.666, OA is: 0.914 | val costTime=159.6161344051361
Round 10 | ****EPOCH 5****
Step 00163450 L_out=0.103 Acc=0.95 ---18558.02 ms/batch
Step 00163500 L_out=0.577 Acc=0.88 ---45125.40 ms/batch
Step 00163550 L_out=0.099 Acc=0.93 ---72122.35 ms/batch
Step 00163600 L_out=0.467 Acc=0.97 ---98801.69 ms/batch
Step 00163650 L_out=0.322 Acc=0.86 ---125373.02 ms/batch
Step 00163700 L_out=0.238 Acc=0.90 ---151236.22 ms/batch
Step 00163750 L_out=0.365 Acc=0.95 ---177568.31 ms/batch
Step 00163800 L_out=0.345 Acc=0.87 ---203617.17 ms/batch
Step 00163850 L_out=0.175 Acc=0.91 ---229811.12 ms/batch
Step 00163900 L_out=0.095 Acc=0.92 ---255560.58 ms/batch
Step 00163950 L_out=0.152 Acc=0.90 ---281087.09 ms/batch
Step 00164000 L_out=0.126 Acc=0.93 ---306837.89 ms/batch
Step 00164050 L_out=0.302 Acc=0.86 ---332561.56 ms/batch
Round 10 | epoch=5, train costTime=349.02706146240234, | total_activation_sum=32977417
Round 10 | epoch=6, current m_iou=0.6671656123396941
Round 10 | Best m_IoU is: 0.667, OA is: 0.916 | val costTime=167.23355388641357
Round 10 | ****EPOCH 6****
Step 00164100 L_out=0.154 Acc=0.89 ---10044.02 ms/batch
Step 00164150 L_out=0.094 Acc=0.96 ---38678.86 ms/batch
Step 00164200 L_out=0.204 Acc=0.94 ---66908.31 ms/batch
Step 00164250 L_out=0.062 Acc=0.88 ---94501.06 ms/batch
Step 00164300 L_out=0.191 Acc=0.90 ---122423.98 ms/batch
Step 00164350 L_out=0.129 Acc=0.93 ---150328.19 ms/batch
Step 00164400 L_out=0.496 Acc=0.92 ---177783.19 ms/batch
Step 00164450 L_out=0.226 Acc=0.84 ---204976.16 ms/batch
Step 00164500 L_out=0.163 Acc=0.97 ---233221.70 ms/batch
Step 00164550 L_out=0.222 Acc=0.84 ---260919.77 ms/batch
Step 00164600 L_out=0.247 Acc=0.94 ---287728.49 ms/batch
Step 00164650 L_out=0.115 Acc=0.96 ---313654.27 ms/batch
Step 00164700 L_out=0.110 Acc=0.93 ---340312.11 ms/batch
Round 10 | epoch=6, train costTime=366.2391335964203, | total_activation_sum=33067806
Round 10 | epoch=7, current m_iou=0.6626223936939886
Round 10 | Best m_IoU is: 0.667, OA is: 0.916 | val costTime=172.61462831497192
Round 10 | ****EPOCH 7****
Step 00164750 L_out=0.289 Acc=0.89 ---  618.82 ms/batch
Step 00164800 L_out=0.418 Acc=0.92 ---27272.05 ms/batch
Step 00164850 L_out=0.106 Acc=0.95 ---53526.75 ms/batch
Step 00164900 L_out=0.322 Acc=0.92 ---80123.08 ms/batch
Step 00164950 L_out=0.031 Acc=0.92 ---106840.88 ms/batch
Step 00165000 L_out=0.365 Acc=0.92 ---133116.74 ms/batch
Step 00165050 L_out=0.218 Acc=0.94 ---159645.87 ms/batch
Step 00165100 L_out=0.088 Acc=0.92 ---186137.09 ms/batch
Step 00165150 L_out=0.105 Acc=0.96 ---212739.14 ms/batch
Step 00165200 L_out=0.306 Acc=0.88 ---239322.37 ms/batch
Step 00165250 L_out=0.245 Acc=0.98 ---265697.83 ms/batch
Step 00165300 L_out=0.424 Acc=0.86 ---292319.86 ms/batch
Step 00165350 L_out=0.086 Acc=0.90 ---318562.58 ms/batch
Step 00165400 L_out=0.064 Acc=0.96 ---345380.57 ms/batch
Round 10 | epoch=7, train costTime=353.7516083717346, | total_activation_sum=33018797
Round 10 | epoch=8, current m_iou=0.6758491332522178
Round 10 | Best m_IoU is: 0.676, OA is: 0.919 | val costTime=171.91049432754517
Round 10 | ****EPOCH 8****
Step 00165450 L_out=0.116 Acc=0.97 ---18004.17 ms/batch
Step 00165500 L_out=0.139 Acc=0.93 ---44547.11 ms/batch
Step 00165550 L_out=0.312 Acc=0.93 ---70754.24 ms/batch
Step 00165600 L_out=0.192 Acc=0.81 ---97459.75 ms/batch
Step 00165650 L_out=0.266 Acc=0.92 ---124011.18 ms/batch
Step 00165700 L_out=0.850 Acc=0.87 ---150408.56 ms/batch
Step 00165750 L_out=0.320 Acc=0.93 ---177312.92 ms/batch
Step 00165800 L_out=0.124 Acc=0.94 ---203925.19 ms/batch
Step 00165850 L_out=0.108 Acc=0.98 ---231082.41 ms/batch
Step 00165900 L_out=0.264 Acc=0.92 ---257645.41 ms/batch
Step 00165950 L_out=0.092 Acc=0.94 ---284510.54 ms/batch
Step 00166000 L_out=0.721 Acc=0.88 ---311199.25 ms/batch
Step 00166050 L_out=0.130 Acc=0.91 ---337890.21 ms/batch
Round 10 | epoch=8, train costTime=355.4749438762665, | total_activation_sum=33199658
Round 10 | epoch=9, current m_iou=0.66856068364325
Round 10 | Best m_IoU is: 0.676, OA is: 0.919 | val costTime=166.8906557559967
Round 10 | ****EPOCH 9****
Step 00166100 L_out=0.142 Acc=0.91 --- 9458.80 ms/batch
Step 00166150 L_out=0.281 Acc=0.87 ---35835.02 ms/batch
Step 00166200 L_out=0.161 Acc=0.93 ---62501.96 ms/batch
Step 00166250 L_out=0.108 Acc=0.94 ---89482.76 ms/batch
Step 00166300 L_out=0.057 Acc=0.96 ---115424.75 ms/batch
Step 00166350 L_out=0.439 Acc=0.83 ---142001.22 ms/batch
Step 00166400 L_out=0.280 Acc=0.90 ---168255.49 ms/batch
Step 00166450 L_out=0.283 Acc=0.93 ---194808.66 ms/batch
Step 00166500 L_out=0.164 Acc=0.92 ---221847.97 ms/batch
Step 00166550 L_out=0.196 Acc=0.95 ---248226.56 ms/batch
Step 00166600 L_out=0.175 Acc=0.95 ---274647.38 ms/batch
Step 00166650 L_out=0.211 Acc=0.91 ---301066.34 ms/batch
Step 00166700 L_out=0.238 Acc=0.95 ---327271.79 ms/batch
Step 00166750 L_out=0.144 Acc=0.89 ---353294.61 ms/batch
Round 10 | epoch=9, train costTime=353.29477429389954, | total_activation_sum=33147329
Round 10 | epoch=10, current m_iou=0.6604416347065828
Round 10 | Best m_IoU is: 0.676, OA is: 0.919 | val costTime=170.25923037528992
Round 10 | ****EPOCH 10****
Step 00166800 L_out=0.677 Acc=0.78 ---26662.24 ms/batch
Step 00166850 L_out=0.370 Acc=0.89 ---53378.07 ms/batch
Step 00166900 L_out=0.304 Acc=0.74 ---79871.39 ms/batch
Step 00166950 L_out=0.129 Acc=0.91 ---106372.92 ms/batch
Step 00167000 L_out=0.131 Acc=0.87 ---133070.02 ms/batch
Step 00167050 L_out=0.079 Acc=0.96 ---159774.05 ms/batch
Step 00167100 L_out=0.084 Acc=0.95 ---186640.03 ms/batch
Step 00167150 L_out=0.112 Acc=0.80 ---213285.54 ms/batch
Step 00167200 L_out=0.119 Acc=0.97 ---240104.50 ms/batch
Step 00167250 L_out=0.162 Acc=0.95 ---266538.72 ms/batch
Step 00167300 L_out=0.044 Acc=0.92 ---292660.87 ms/batch
Step 00167350 L_out=0.231 Acc=0.74 ---318938.58 ms/batch
Step 00167400 L_out=0.112 Acc=0.95 ---345545.73 ms/batch
Round 10 | epoch=10, train costTime=354.52035307884216, | total_activation_sum=32854221
Round 10 | epoch=11, current m_iou=0.6650840995001746
Round 10 | Best m_IoU is: 0.676, OA is: 0.919 | val costTime=165.87919068336487
Round 10 | ****EPOCH 11****
Step 00167450 L_out=0.048 Acc=0.97 ---17253.99 ms/batch
Step 00167500 L_out=0.090 Acc=0.93 ---43563.23 ms/batch
Step 00167550 L_out=0.055 Acc=0.96 ---70366.64 ms/batch
Step 00167600 L_out=0.134 Acc=0.94 ---96895.12 ms/batch
Step 00167650 L_out=0.048 Acc=0.92 ---123305.17 ms/batch
Step 00167700 L_out=0.266 Acc=0.91 ---150104.97 ms/batch
Step 00167750 L_out=0.028 Acc=0.98 ---176365.41 ms/batch
Step 00167800 L_out=0.324 Acc=0.89 ---203218.88 ms/batch
Step 00167850 L_out=0.072 Acc=0.82 ---230782.67 ms/batch
Step 00167900 L_out=0.180 Acc=0.96 ---259168.02 ms/batch
Step 00167950 L_out=0.631 Acc=0.84 ---287214.64 ms/batch
Step 00168000 L_out=0.180 Acc=0.95 ---315542.91 ms/batch
Step 00168050 L_out=0.093 Acc=0.92 ---343442.04 ms/batch
Round 10 | epoch=11, train costTime=362.89129734039307, | total_activation_sum=33562474
Round 10 | epoch=12, current m_iou=0.6542702678840241
Round 10 | Best m_IoU is: 0.676, OA is: 0.919 | val costTime=179.18158054351807
Round 10 | ****EPOCH 12****
Step 00168100 L_out=0.072 Acc=0.90 --- 8520.27 ms/batch
Step 00168150 L_out=0.252 Acc=0.87 ---35320.26 ms/batch
Step 00168200 L_out=0.223 Acc=0.91 ---61490.34 ms/batch
Step 00168250 L_out=0.087 Acc=0.94 ---87432.21 ms/batch
Step 00168300 L_out=0.094 Acc=0.94 ---113744.56 ms/batch
Step 00168350 L_out=0.082 Acc=0.98 ---139626.02 ms/batch
Step 00168400 L_out=0.170 Acc=0.91 ---166078.59 ms/batch
Step 00168450 L_out=0.191 Acc=0.92 ---192322.04 ms/batch
Step 00168500 L_out=0.178 Acc=0.93 ---218591.87 ms/batch
Step 00168550 L_out=0.100 Acc=0.88 ---245353.17 ms/batch
Step 00168600 L_out=0.065 Acc=0.96 ---271803.24 ms/batch
Step 00168650 L_out=0.146 Acc=0.97 ---297978.39 ms/batch
Step 00168700 L_out=0.120 Acc=0.94 ---324530.97 ms/batch
Step 00168750 L_out=0.113 Acc=0.89 ---351104.66 ms/batch
Round 10 | epoch=12, train costTime=351.63350796699524, | total_activation_sum=32860012
Round 10 | epoch=13, current m_iou=0.6619266716563156
Round 10 | Best m_IoU is: 0.676, OA is: 0.919 | val costTime=165.90817213058472
Round 10 | ****EPOCH 13****
Step 00168800 L_out=0.117 Acc=0.95 ---25963.03 ms/batch
Step 00168850 L_out=0.211 Acc=0.91 ---51929.66 ms/batch
Step 00168900 L_out=0.174 Acc=0.94 ---78426.35 ms/batch
Step 00168950 L_out=0.141 Acc=0.92 ---105181.65 ms/batch
Step 00169000 L_out=0.204 Acc=0.92 ---132216.22 ms/batch
Step 00169050 L_out=0.278 Acc=0.94 ---158634.16 ms/batch
Step 00169100 L_out=0.079 Acc=0.80 ---185622.30 ms/batch
Step 00169150 L_out=0.149 Acc=0.93 ---212082.06 ms/batch
Step 00169200 L_out=0.078 Acc=0.98 ---238570.61 ms/batch
Step 00169250 L_out=0.042 Acc=0.97 ---265438.69 ms/batch
Step 00169300 L_out=0.273 Acc=0.92 ---291935.48 ms/batch
Step 00169350 L_out=0.131 Acc=0.98 ---318608.20 ms/batch
Step 00169400 L_out=0.179 Acc=0.84 ---344805.51 ms/batch
Round 10 | epoch=13, train costTime=354.5266671180725, | total_activation_sum=32944385
Round 10 | epoch=14, current m_iou=0.6684494078032123
Round 10 | Best m_IoU is: 0.676, OA is: 0.919 | val costTime=169.19177532196045
Round 10 | ****EPOCH 14****
Step 00169450 L_out=0.086 Acc=0.93 ---17097.43 ms/batch
Step 00169500 L_out=0.126 Acc=0.94 ---43695.59 ms/batch
Step 00169550 L_out=0.093 Acc=0.94 ---70145.75 ms/batch
Step 00169600 L_out=0.168 Acc=0.92 ---96460.40 ms/batch
Step 00169650 L_out=0.135 Acc=0.93 ---122846.30 ms/batch
Step 00169700 L_out=0.079 Acc=0.93 ---149723.83 ms/batch
Step 00169750 L_out=0.115 Acc=0.94 ---176384.60 ms/batch
Step 00169800 L_out=0.045 Acc=0.96 ---202924.67 ms/batch
Step 00169850 L_out=0.243 Acc=0.94 ---229643.79 ms/batch
Step 00169900 L_out=0.228 Acc=0.94 ---256099.35 ms/batch
Step 00169950 L_out=0.114 Acc=0.93 ---282608.78 ms/batch
Step 00170000 L_out=0.060 Acc=0.91 ---308435.44 ms/batch
Step 00170050 L_out=0.215 Acc=0.92 ---335312.10 ms/batch
Round 10 | epoch=14, train costTime=353.7017192840576, | total_activation_sum=33181661
Round 10 | epoch=15, current m_iou=0.6612760058542717
Round 10 | Best m_IoU is: 0.676, OA is: 0.919 | val costTime=168.76665616035461
Round 10 | ****EPOCH 15****
Step 00170100 L_out=0.146 Acc=0.94 --- 7837.76 ms/batch
Step 00170150 L_out=0.083 Acc=0.92 ---34315.22 ms/batch
Step 00170200 L_out=0.080 Acc=0.87 ---61272.69 ms/batch
Step 00170250 L_out=0.180 Acc=0.93 ---87871.42 ms/batch
Step 00170300 L_out=0.082 Acc=0.91 ---114147.09 ms/batch
Step 00170350 L_out=0.432 Acc=0.89 ---140794.62 ms/batch
Step 00170400 L_out=0.073 Acc=0.91 ---166988.92 ms/batch
Step 00170450 L_out=0.098 Acc=0.96 ---193755.71 ms/batch
Step 00170500 L_out=0.108 Acc=0.94 ---220185.12 ms/batch
Step 00170550 L_out=0.098 Acc=0.95 ---246487.09 ms/batch
Step 00170600 L_out=0.118 Acc=0.94 ---273074.36 ms/batch
Step 00170650 L_out=0.048 Acc=0.94 ---299060.08 ms/batch
Step 00170700 L_out=0.153 Acc=0.93 ---325475.53 ms/batch
Step 00170750 L_out=0.105 Acc=0.94 ---352191.92 ms/batch
Round 10 | epoch=15, train costTime=353.2121932506561, | total_activation_sum=33127258
Round 10 | epoch=16, current m_iou=0.6568409567615552
Round 10 | Best m_IoU is: 0.676, OA is: 0.919 | val costTime=160.56282782554626
Round 10 | ****EPOCH 16****
Step 00170800 L_out=0.248 Acc=0.95 ---25518.72 ms/batch
Step 00170850 L_out=0.391 Acc=0.86 ---52144.58 ms/batch
Step 00170900 L_out=0.118 Acc=0.93 ---78801.10 ms/batch
Step 00170950 L_out=0.043 Acc=0.96 ---104889.39 ms/batch
Step 00171000 L_out=0.082 Acc=0.87 ---131749.39 ms/batch
Step 00171050 L_out=0.121 Acc=0.92 ---158339.75 ms/batch
Step 00171100 L_out=0.103 Acc=0.94 ---184717.98 ms/batch
Step 00171150 L_out=0.062 Acc=0.95 ---211173.44 ms/batch
Step 00171200 L_out=0.062 Acc=0.96 ---237667.92 ms/batch
Step 00171250 L_out=0.332 Acc=0.97 ---264326.25 ms/batch
Step 00171300 L_out=0.167 Acc=0.95 ---290699.87 ms/batch
Step 00171350 L_out=0.054 Acc=0.92 ---317023.37 ms/batch
Step 00171400 L_out=0.104 Acc=0.95 ---343565.18 ms/batch
Round 10 | epoch=16, train costTime=353.9477345943451, | total_activation_sum=33072055
Round 10 | epoch=17, current m_iou=0.6588009087103528
Round 10 | Best m_IoU is: 0.676, OA is: 0.919 | val costTime=166.76537036895752
Round 10 | ****EPOCH 17****
Step 00171450 L_out=0.107 Acc=0.95 ---17039.16 ms/batch
Step 00171500 L_out=0.299 Acc=0.93 ---45112.90 ms/batch
Step 00171550 L_out=0.141 Acc=0.94 ---73152.10 ms/batch
Step 00171600 L_out=0.098 Acc=0.94 ---101082.94 ms/batch
Step 00171650 L_out=0.217 Acc=0.93 ---128969.61 ms/batch
Step 00171700 L_out=0.064 Acc=0.92 ---156779.67 ms/batch
Step 00171750 L_out=0.064 Acc=0.96 ---185271.99 ms/batch
Step 00171800 L_out=0.081 Acc=0.98 ---212717.67 ms/batch
Step 00171850 L_out=0.236 Acc=0.95 ---239772.34 ms/batch
Step 00171900 L_out=0.107 Acc=0.93 ---265962.90 ms/batch
Step 00171950 L_out=0.316 Acc=0.87 ---292952.35 ms/batch
Step 00172000 L_out=0.196 Acc=0.92 ---319403.70 ms/batch
Step 00172050 L_out=0.276 Acc=0.83 ---346264.90 ms/batch
Round 10 | epoch=17, train costTime=365.3351528644562, | total_activation_sum=33167982
Round 10 | epoch=18, current m_iou=0.6570378745234606
Round 10 | Best m_IoU is: 0.676, OA is: 0.919 | val costTime=178.09010887145996
Round 10 | ****EPOCH 18****
Step 00172100 L_out=0.430 Acc=0.93 --- 7702.47 ms/batch
Step 00172150 L_out=0.172 Acc=0.88 ---34432.15 ms/batch
Step 00172200 L_out=0.206 Acc=0.93 ---60696.88 ms/batch
Step 00172250 L_out=0.248 Acc=0.93 ---87223.90 ms/batch
Step 00172300 L_out=0.162 Acc=0.96 ---114703.28 ms/batch
Step 00172350 L_out=0.072 Acc=0.92 ---141699.65 ms/batch
Step 00172400 L_out=0.094 Acc=0.96 ---167476.34 ms/batch
Step 00172450 L_out=0.058 Acc=0.93 ---193546.85 ms/batch
Step 00172500 L_out=0.097 Acc=0.90 ---220022.11 ms/batch
Step 00172550 L_out=0.151 Acc=0.94 ---246307.11 ms/batch
Step 00172600 L_out=0.103 Acc=0.95 ---272918.46 ms/batch
Step 00172650 L_out=0.184 Acc=0.91 ---299184.97 ms/batch
Step 00172700 L_out=0.036 Acc=0.93 ---325638.12 ms/batch
Step 00172750 L_out=0.064 Acc=0.93 ---351927.33 ms/batch
Round 10 | epoch=18, train costTime=353.5640926361084, | total_activation_sum=33005904
Round 10 | epoch=19, current m_iou=0.6582756904634912
Round 10 | Best m_IoU is: 0.676, OA is: 0.919 | val costTime=165.03840827941895
Round 10 | ****EPOCH 19****
Step 00172800 L_out=0.085 Acc=0.95 ---24094.38 ms/batch
Step 00172850 L_out=0.071 Acc=0.97 ---49389.08 ms/batch
Step 00172900 L_out=0.056 Acc=0.91 ---75028.15 ms/batch
Step 00172950 L_out=0.245 Acc=0.96 ---100534.47 ms/batch
Step 00173000 L_out=0.070 Acc=0.95 ---126224.71 ms/batch
Step 00173050 L_out=0.082 Acc=0.94 ---151946.87 ms/batch
Step 00173100 L_out=0.124 Acc=0.93 ---177923.53 ms/batch
Step 00173150 L_out=0.268 Acc=0.94 ---203420.28 ms/batch
Step 00173200 L_out=0.302 Acc=0.82 ---230404.64 ms/batch
Step 00173250 L_out=0.259 Acc=0.94 ---256980.61 ms/batch
Step 00173300 L_out=0.293 Acc=0.89 ---282963.97 ms/batch
Step 00173350 L_out=0.229 Acc=0.93 ---309293.72 ms/batch
Step 00173400 L_out=0.056 Acc=0.94 ---335944.79 ms/batch
Round 10 | epoch=19, train costTime=346.3563783168793, | total_activation_sum=33101377
Round 10 | epoch=20, current m_iou=0.6709402761298494
Round 10 | Best m_IoU is: 0.676, OA is: 0.919 | val costTime=169.89935493469238
Round 10 | ****EPOCH 20****
Step 00173450 L_out=0.117 Acc=0.90 ---15628.72 ms/batch
Step 00173500 L_out=0.120 Acc=0.96 ---41803.27 ms/batch
Step 00173550 L_out=0.150 Acc=0.94 ---67465.85 ms/batch
Step 00173600 L_out=0.124 Acc=0.93 ---92873.43 ms/batch
Step 00173650 L_out=0.162 Acc=0.87 ---118922.74 ms/batch
Step 00173700 L_out=0.066 Acc=0.93 ---144014.94 ms/batch
Step 00173750 L_out=0.149 Acc=0.92 ---169609.71 ms/batch
Step 00173800 L_out=0.055 Acc=0.90 ---195739.27 ms/batch
Step 00173850 L_out=0.085 Acc=0.93 ---221906.49 ms/batch
Step 00173900 L_out=0.042 Acc=0.94 ---248066.72 ms/batch
Step 00173950 L_out=0.058 Acc=0.98 ---275542.93 ms/batch
Step 00174000 L_out=0.172 Acc=0.96 ---302763.87 ms/batch
Step 00174050 L_out=0.200 Acc=0.93 ---328654.69 ms/batch
Round 10 | epoch=20, train costTime=347.43600845336914, | total_activation_sum=33101278
Round 10 | epoch=21, current m_iou=0.675914175017984
Round 10 | Best m_IoU is: 0.676, OA is: 0.921 | val costTime=160.21097040176392
Round 10 | ****EPOCH 21****
Step 00174100 L_out=0.117 Acc=0.92 --- 6631.81 ms/batch
Step 00174150 L_out=0.304 Acc=0.93 ---32096.77 ms/batch
Step 00174200 L_out=0.115 Acc=0.95 ---57164.84 ms/batch
Step 00174250 L_out=0.044 Acc=0.95 ---83108.78 ms/batch
Step 00174300 L_out=0.108 Acc=0.94 ---108477.37 ms/batch
Step 00174350 L_out=0.143 Acc=0.95 ---133734.56 ms/batch
Step 00174400 L_out=0.084 Acc=0.95 ---159338.48 ms/batch
Step 00174450 L_out=0.195 Acc=0.90 ---184669.04 ms/batch
Step 00174500 L_out=0.140 Acc=0.92 ---209906.95 ms/batch
Step 00174550 L_out=0.051 Acc=0.97 ---236122.80 ms/batch
Step 00174600 L_out=0.129 Acc=0.93 ---262499.91 ms/batch
Step 00174650 L_out=0.124 Acc=0.96 ---288286.71 ms/batch
Step 00174700 L_out=0.132 Acc=0.94 ---314320.51 ms/batch
Step 00174750 L_out=0.240 Acc=0.93 ---340242.94 ms/batch
Round 10 | epoch=21, train costTime=342.2803671360016, | total_activation_sum=33039838
Round 10 | epoch=22, current m_iou=0.6767015818420293
Round 10 | Best m_IoU is: 0.677, OA is: 0.921 | val costTime=160.45664596557617
Round 10 | ****EPOCH 22****
Step 00174800 L_out=0.117 Acc=0.95 ---24308.28 ms/batch
Step 00174850 L_out=0.130 Acc=0.96 ---50925.93 ms/batch
Step 00174900 L_out=0.141 Acc=0.94 ---76856.46 ms/batch
Step 00174950 L_out=0.074 Acc=0.95 ---103645.32 ms/batch
Step 00175000 L_out=0.066 Acc=0.98 ---129998.94 ms/batch
Step 00175050 L_out=0.151 Acc=0.94 ---156079.88 ms/batch
Step 00175100 L_out=0.102 Acc=0.92 ---182662.86 ms/batch
Step 00175150 L_out=0.088 Acc=0.95 ---210810.19 ms/batch
Step 00175200 L_out=0.217 Acc=0.93 ---238192.20 ms/batch
Step 00175250 L_out=0.194 Acc=0.90 ---265686.77 ms/batch
Step 00175300 L_out=0.099 Acc=0.92 ---293743.48 ms/batch
Step 00175350 L_out=0.053 Acc=0.96 ---321532.42 ms/batch
Step 00175400 L_out=0.161 Acc=0.93 ---348996.61 ms/batch
Round 10 | epoch=22, train costTime=360.81311321258545, | total_activation_sum=33146994
Round 10 | epoch=23, current m_iou=0.6757020537630418
Round 10 | Best m_IoU is: 0.677, OA is: 0.921 | val costTime=175.82680773735046
Round 10 | ****EPOCH 23****
Step 00175450 L_out=0.038 Acc=0.96 ---15147.62 ms/batch
Step 00175500 L_out=0.061 Acc=0.86 ---41500.07 ms/batch
Step 00175550 L_out=0.125 Acc=0.94 ---67431.61 ms/batch
Step 00175600 L_out=0.072 Acc=0.94 ---93771.71 ms/batch
Step 00175650 L_out=0.253 Acc=0.89 ---119717.39 ms/batch
Step 00175700 L_out=0.242 Acc=0.86 ---145858.68 ms/batch
Step 00175750 L_out=0.301 Acc=0.94 ---172035.31 ms/batch
Step 00175800 L_out=0.105 Acc=0.93 ---197888.56 ms/batch
Step 00175850 L_out=0.090 Acc=0.84 ---224041.33 ms/batch
Step 00175900 L_out=0.049 Acc=0.95 ---250679.20 ms/batch
Step 00175950 L_out=0.112 Acc=0.87 ---276774.12 ms/batch
Step 00176000 L_out=0.413 Acc=0.90 ---303458.84 ms/batch
Step 00176050 L_out=0.189 Acc=0.92 ---329523.64 ms/batch
Round 10 | epoch=23, train costTime=349.6175696849823, | total_activation_sum=32907562
Round 10 | epoch=24, current m_iou=0.6746807327233609
Round 10 | Best m_IoU is: 0.677, OA is: 0.921 | val costTime=183.50185227394104
Round 10 | ****EPOCH 24****
Step 00176100 L_out=0.160 Acc=0.92 --- 6774.13 ms/batch
Step 00176150 L_out=0.059 Acc=0.94 ---33029.90 ms/batch
Step 00176200 L_out=0.067 Acc=0.96 ---58968.26 ms/batch
Step 00176250 L_out=0.266 Acc=0.92 ---84986.36 ms/batch
Step 00176300 L_out=0.129 Acc=0.95 ---111080.68 ms/batch
Step 00176350 L_out=0.117 Acc=0.89 ---137340.78 ms/batch
Step 00176400 L_out=0.286 Acc=0.90 ---163794.43 ms/batch
Step 00176450 L_out=0.183 Acc=0.95 ---190261.55 ms/batch
Step 00176500 L_out=0.248 Acc=0.93 ---216515.54 ms/batch
Step 00176550 L_out=0.080 Acc=0.97 ---242356.73 ms/batch
Step 00176600 L_out=0.094 Acc=0.92 ---268494.70 ms/batch
Step 00176650 L_out=0.134 Acc=0.93 ---294773.31 ms/batch
Step 00176700 L_out=0.197 Acc=0.89 ---321024.92 ms/batch
Step 00176750 L_out=0.144 Acc=0.91 ---347577.46 ms/batch
Round 10 | epoch=24, train costTime=350.1497061252594, | total_activation_sum=33041249
Round 10 | epoch=25, current m_iou=0.6748828179954257
Round 10 | Best m_IoU is: 0.677, OA is: 0.921 | val costTime=169.17973923683167
Round 10 | ****EPOCH 25****
Step 00176800 L_out=0.041 Acc=0.94 ---23678.53 ms/batch
Step 00176850 L_out=0.086 Acc=0.91 ---49886.92 ms/batch
Step 00176900 L_out=0.052 Acc=0.95 ---76083.65 ms/batch
Step 00176950 L_out=0.053 Acc=0.90 ---102318.97 ms/batch
Step 00177000 L_out=0.076 Acc=0.97 ---128372.53 ms/batch
Step 00177050 L_out=0.117 Acc=0.94 ---154918.78 ms/batch
Step 00177100 L_out=0.119 Acc=0.95 ---181209.62 ms/batch
Step 00177150 L_out=0.190 Acc=0.93 ---207921.65 ms/batch
Step 00177200 L_out=0.069 Acc=0.96 ---233980.68 ms/batch
Step 00177250 L_out=0.025 Acc=0.95 ---260347.54 ms/batch
Step 00177300 L_out=0.150 Acc=0.97 ---286586.79 ms/batch
Step 00177350 L_out=0.194 Acc=0.91 ---312892.72 ms/batch
Step 00177400 L_out=0.115 Acc=0.96 ---339565.78 ms/batch
Round 10 | epoch=25, train costTime=351.2400441169739, | total_activation_sum=33275851
Round 10 | epoch=26, current m_iou=0.6752507935924201
Round 10 | Best m_IoU is: 0.677, OA is: 0.921 | val costTime=164.60367584228516
Round 10 | ****EPOCH 26****
Step 00177450 L_out=0.040 Acc=0.95 ---14668.30 ms/batch
Step 00177500 L_out=0.096 Acc=0.96 ---40806.41 ms/batch
Step 00177550 L_out=0.046 Acc=0.96 ---67822.07 ms/batch
Step 00177600 L_out=0.148 Acc=0.92 ---94209.93 ms/batch
Step 00177650 L_out=0.098 Acc=0.90 ---120858.98 ms/batch
Step 00177700 L_out=0.171 Acc=0.93 ---147356.45 ms/batch
Step 00177750 L_out=0.538 Acc=0.90 ---173725.10 ms/batch
Step 00177800 L_out=0.117 Acc=0.94 ---200172.43 ms/batch
Step 00177850 L_out=0.069 Acc=0.93 ---226239.05 ms/batch
Step 00177900 L_out=0.055 Acc=0.93 ---252782.58 ms/batch
Step 00177950 L_out=0.297 Acc=0.92 ---279259.13 ms/batch
Step 00178000 L_out=0.337 Acc=0.80 ---305635.28 ms/batch
Step 00178050 L_out=0.158 Acc=0.94 ---331930.34 ms/batch
Round 10 | epoch=26, train costTime=352.10105180740356, | total_activation_sum=33085901
Round 10 | epoch=27, current m_iou=0.6701226792022755
Round 10 | Best m_IoU is: 0.677, OA is: 0.921 | val costTime=162.06588625907898
Round 10 | ****EPOCH 27****
Step 00178100 L_out=0.033 Acc=0.98 --- 5817.67 ms/batch
Step 00178150 L_out=0.051 Acc=0.93 ---32220.11 ms/batch
Step 00178200 L_out=0.128 Acc=0.93 ---59140.40 ms/batch
Step 00178250 L_out=0.169 Acc=0.90 ---85858.88 ms/batch
Step 00178300 L_out=0.323 Acc=0.87 ---112498.47 ms/batch
Step 00178350 L_out=0.164 Acc=0.92 ---139389.66 ms/batch
Step 00178400 L_out=0.090 Acc=0.93 ---165769.33 ms/batch
Step 00178450 L_out=0.250 Acc=0.88 ---192345.24 ms/batch
Step 00178500 L_out=0.111 Acc=0.94 ---218731.79 ms/batch
Step 00178550 L_out=0.071 Acc=0.95 ---245118.05 ms/batch
Step 00178600 L_out=0.045 Acc=0.92 ---271114.37 ms/batch
Step 00178650 L_out=0.215 Acc=0.95 ---297820.94 ms/batch
Step 00178700 L_out=0.066 Acc=0.95 ---324585.16 ms/batch
Step 00178750 L_out=0.060 Acc=0.90 ---350962.98 ms/batch
Round 10 | epoch=27, train costTime=354.08016777038574, | total_activation_sum=33198716
Round 10 | epoch=28, current m_iou=0.6729901373342722
Round 10 | Best m_IoU is: 0.677, OA is: 0.921 | val costTime=184.27376294136047
Round 10 | ****EPOCH 28****
Step 00178800 L_out=0.400 Acc=0.90 ---25197.20 ms/batch
Step 00178850 L_out=0.138 Acc=0.95 ---53506.66 ms/batch
Step 00178900 L_out=0.115 Acc=0.95 ---82058.17 ms/batch
Step 00178950 L_out=0.763 Acc=0.89 ---109554.19 ms/batch
Step 00179000 L_out=0.067 Acc=0.92 ---138140.37 ms/batch
Step 00179050 L_out=0.149 Acc=0.94 ---164685.12 ms/batch
Step 00179100 L_out=0.178 Acc=0.94 ---191267.00 ms/batch
Step 00179150 L_out=0.220 Acc=0.95 ---217590.66 ms/batch
Step 00179200 L_out=0.133 Acc=0.94 ---243813.46 ms/batch
Step 00179250 L_out=0.225 Acc=0.93 ---270596.06 ms/batch
Step 00179300 L_out=0.155 Acc=0.95 ---297089.09 ms/batch
Step 00179350 L_out=0.069 Acc=0.96 ---323508.63 ms/batch
Step 00179400 L_out=0.069 Acc=0.92 ---350033.13 ms/batch
Round 10 | epoch=28, train costTime=362.16292667388916, | total_activation_sum=33104129
Round 10 | epoch=29, current m_iou=0.671523778585165
Round 10 | Best m_IoU is: 0.677, OA is: 0.921 | val costTime=172.2758219242096
Round 10 | ****EPOCH 29****
Step 00179450 L_out=0.069 Acc=0.96 ---14192.99 ms/batch
Step 00179500 L_out=0.459 Acc=0.97 ---40663.98 ms/batch
Step 00179550 L_out=0.051 Acc=0.94 ---67025.65 ms/batch
Step 00179600 L_out=0.146 Acc=0.87 ---94171.96 ms/batch
Step 00179650 L_out=0.169 Acc=0.88 ---120354.18 ms/batch
Step 00179700 L_out=0.218 Acc=0.92 ---146836.35 ms/batch
Step 00179750 L_out=0.234 Acc=0.92 ---173293.74 ms/batch
Step 00179800 L_out=0.010 Acc=0.90 ---199873.20 ms/batch
Step 00179850 L_out=0.103 Acc=0.92 ---226272.17 ms/batch
Step 00179900 L_out=0.090 Acc=0.90 ---253030.34 ms/batch
Step 00179950 L_out=0.207 Acc=0.93 ---279559.95 ms/batch
Step 00180000 L_out=0.170 Acc=0.97 ---306405.82 ms/batch
Step 00180050 L_out=0.160 Acc=0.94 ---332982.74 ms/batch
Round 10 | epoch=29, train costTime=354.23114371299744, | total_activation_sum=33108218
Round 10 | epoch=30, current m_iou=0.6689868593217058
Round 10 | Best m_IoU is: 0.677, OA is: 0.921 | val costTime=163.52490854263306
Round 10 | ****EPOCH 30****
Round 11 | ****EPOCH 0****
Step 00180100 L_out=0.281 Acc=0.74 --- 5370.00 ms/batch
Step 00180150 L_out=0.871 Acc=0.86 ---32520.81 ms/batch
Step 00180200 L_out=0.985 Acc=0.72 ---58748.07 ms/batch
Step 00180250 L_out=0.374 Acc=0.73 ---85192.86 ms/batch
Step 00180300 L_out=0.550 Acc=0.78 ---111734.14 ms/batch
Step 00180350 L_out=0.408 Acc=0.88 ---138288.42 ms/batch
Step 00180400 L_out=0.288 Acc=0.92 ---165192.26 ms/batch
Step 00180450 L_out=0.420 Acc=0.88 ---192240.43 ms/batch
Step 00180500 L_out=0.288 Acc=0.86 ---219131.92 ms/batch
Step 00180550 L_out=0.271 Acc=0.90 ---245795.47 ms/batch
Step 00180600 L_out=0.192 Acc=0.90 ---272789.06 ms/batch
Step 00180650 L_out=0.342 Acc=0.91 ---299315.94 ms/batch
Step 00180700 L_out=0.206 Acc=0.91 ---325979.56 ms/batch
Step 00180750 L_out=0.586 Acc=0.88 ---352868.93 ms/batch
Round 11 | epoch=0, train costTime=356.6217939853668, | total_activation_sum=35106542
Round 11 | epoch=1, current m_iou=0.6395017029589342
Round 11 | Best m_IoU is: 0.640, OA is: 0.889 | val costTime=175.1661880016327
Round 11 | ****EPOCH 1****
Step 00180800 L_out=0.287 Acc=0.93 ---22813.91 ms/batch
Step 00180850 L_out=0.292 Acc=0.89 ---49394.74 ms/batch
Step 00180900 L_out=0.092 Acc=0.95 ---76068.37 ms/batch
Step 00180950 L_out=0.395 Acc=0.90 ---102598.13 ms/batch
Step 00181000 L_out=0.317 Acc=0.97 ---129433.79 ms/batch
Step 00181050 L_out=0.248 Acc=0.95 ---156390.96 ms/batch
Step 00181100 L_out=0.088 Acc=0.95 ---182893.17 ms/batch
Step 00181150 L_out=0.418 Acc=0.91 ---209783.41 ms/batch
Step 00181200 L_out=0.454 Acc=0.90 ---236374.67 ms/batch
Step 00181250 L_out=0.347 Acc=0.90 ---263102.19 ms/batch
Step 00181300 L_out=0.151 Acc=0.82 ---289175.47 ms/batch
Step 00181350 L_out=0.084 Acc=0.97 ---315557.64 ms/batch
Step 00181400 L_out=0.281 Acc=0.94 ---343620.04 ms/batch
Round 11 | epoch=1, train costTime=356.9358742237091, | total_activation_sum=35579040
Round 11 | epoch=2, current m_iou=0.6378264218944432
Round 11 | Best m_IoU is: 0.640, OA is: 0.889 | val costTime=178.91324591636658
Round 11 | ****EPOCH 2****
Step 00181450 L_out=0.114 Acc=0.93 ---14665.09 ms/batch
Step 00181500 L_out=0.404 Acc=0.94 ---42688.88 ms/batch
Step 00181550 L_out=0.063 Acc=0.95 ---69648.73 ms/batch
Step 00181600 L_out=0.256 Acc=0.91 ---96500.94 ms/batch
Step 00181650 L_out=0.322 Acc=0.89 ---123396.94 ms/batch
Step 00181700 L_out=0.648 Acc=0.87 ---149638.11 ms/batch
Step 00181750 L_out=0.345 Acc=0.85 ---175010.50 ms/batch
Step 00181800 L_out=0.348 Acc=0.83 ---200673.20 ms/batch
Step 00181850 L_out=0.336 Acc=0.91 ---226124.79 ms/batch
Step 00181900 L_out=0.159 Acc=0.95 ---251576.40 ms/batch
Step 00181950 L_out=0.133 Acc=0.93 ---277054.38 ms/batch
Step 00182000 L_out=0.431 Acc=0.85 ---302570.67 ms/batch
Step 00182050 L_out=0.150 Acc=0.95 ---328655.39 ms/batch
Round 11 | epoch=2, train costTime=350.5176396369934, | total_activation_sum=35434951
Round 11 | epoch=3, current m_iou=0.656017475443825
Round 11 | Best m_IoU is: 0.656, OA is: 0.915 | val costTime=168.09114170074463
Round 11 | ****EPOCH 3****
Step 00182100 L_out=0.254 Acc=0.98 --- 4845.19 ms/batch
Step 00182150 L_out=0.197 Acc=0.92 ---31615.28 ms/batch
Step 00182200 L_out=1.704 Acc=0.67 ---57698.31 ms/batch
Step 00182250 L_out=0.293 Acc=0.83 ---83965.32 ms/batch
Step 00182300 L_out=0.223 Acc=0.94 ---110118.68 ms/batch
Step 00182350 L_out=0.280 Acc=0.90 ---136270.13 ms/batch
Step 00182400 L_out=0.175 Acc=0.92 ---161944.15 ms/batch
Step 00182450 L_out=0.222 Acc=0.91 ---187248.68 ms/batch
Step 00182500 L_out=0.041 Acc=0.93 ---213141.50 ms/batch
Step 00182550 L_out=0.222 Acc=0.90 ---238913.01 ms/batch
Step 00182600 L_out=1.105 Acc=0.88 ---264380.89 ms/batch
Step 00182650 L_out=0.084 Acc=0.96 ---290421.62 ms/batch
Step 00182700 L_out=0.265 Acc=0.86 ---316164.87 ms/batch
Step 00182750 L_out=0.223 Acc=0.93 ---342341.05 ms/batch
Round 11 | epoch=3, train costTime=346.6513524055481, | total_activation_sum=35445845
Round 11 | epoch=4, current m_iou=0.6711157695868357
Round 11 | Best m_IoU is: 0.671, OA is: 0.912 | val costTime=161.8162395954132
Round 11 | ****EPOCH 4****
Step 00182800 L_out=0.214 Acc=0.88 ---22034.78 ms/batch
Step 00182850 L_out=0.086 Acc=0.95 ---47297.59 ms/batch
Step 00182900 L_out=0.358 Acc=0.88 ---73306.29 ms/batch
Step 00182950 L_out=0.232 Acc=0.95 ---98835.43 ms/batch
Step 00183000 L_out=0.169 Acc=0.97 ---124286.44 ms/batch
Step 00183050 L_out=0.275 Acc=0.94 ---150167.46 ms/batch
Step 00183100 L_out=0.275 Acc=0.88 ---175858.65 ms/batch
Step 00183150 L_out=0.097 Acc=0.91 ---201720.35 ms/batch
Step 00183200 L_out=0.316 Acc=0.85 ---227704.71 ms/batch
Step 00183250 L_out=0.174 Acc=0.83 ---253734.50 ms/batch
Step 00183300 L_out=0.196 Acc=0.92 ---279786.57 ms/batch
Step 00183350 L_out=0.249 Acc=0.88 ---305593.05 ms/batch
Step 00183400 L_out=0.431 Acc=0.84 ---331499.42 ms/batch
Round 11 | epoch=4, train costTime=344.7471785545349, | total_activation_sum=35524783
Round 11 | epoch=5, current m_iou=0.6876244448270639
Round 11 | Best m_IoU is: 0.688, OA is: 0.923 | val costTime=169.82205867767334
Round 11 | ****EPOCH 5****
Step 00183450 L_out=0.174 Acc=0.94 ---13307.86 ms/batch
Step 00183500 L_out=0.119 Acc=0.94 ---40385.95 ms/batch
Step 00183550 L_out=0.188 Acc=0.93 ---67323.72 ms/batch
Step 00183600 L_out=0.203 Acc=0.87 ---93959.20 ms/batch
Step 00183650 L_out=0.285 Acc=0.89 ---120850.05 ms/batch
Step 00183700 L_out=0.114 Acc=0.94 ---146978.13 ms/batch
Step 00183750 L_out=0.067 Acc=0.94 ---174402.50 ms/batch
Step 00183800 L_out=0.321 Acc=0.92 ---200996.64 ms/batch
Step 00183850 L_out=0.035 Acc=0.95 ---227412.09 ms/batch
Step 00183900 L_out=0.190 Acc=0.90 ---254138.38 ms/batch
Step 00183950 L_out=0.161 Acc=0.94 ---280734.01 ms/batch
Step 00184000 L_out=0.263 Acc=0.89 ---307582.89 ms/batch
Step 00184050 L_out=0.218 Acc=0.95 ---334633.33 ms/batch
Round 11 | epoch=5, train costTime=357.0867693424225, | total_activation_sum=35443928
Round 11 | epoch=6, current m_iou=0.6772518877259703
Round 11 | Best m_IoU is: 0.688, OA is: 0.923 | val costTime=165.09279108047485
Round 11 | ****EPOCH 6****
Step 00184100 L_out=0.065 Acc=0.93 --- 4262.37 ms/batch
Step 00184150 L_out=0.057 Acc=0.97 ---30328.33 ms/batch
Step 00184200 L_out=0.244 Acc=0.96 ---57024.40 ms/batch
Step 00184250 L_out=0.100 Acc=0.93 ---83320.97 ms/batch
Step 00184300 L_out=0.181 Acc=0.91 ---110498.92 ms/batch
Step 00184350 L_out=0.208 Acc=0.91 ---137159.20 ms/batch
Step 00184400 L_out=0.288 Acc=0.90 ---163637.33 ms/batch
Step 00184450 L_out=0.518 Acc=0.89 ---190540.31 ms/batch
Step 00184500 L_out=0.281 Acc=0.91 ---217197.88 ms/batch
Step 00184550 L_out=0.091 Acc=0.97 ---243639.12 ms/batch
Step 00184600 L_out=0.231 Acc=0.91 ---270195.45 ms/batch
Step 00184650 L_out=0.305 Acc=0.92 ---297136.16 ms/batch
Step 00184700 L_out=0.084 Acc=0.94 ---323906.48 ms/batch
Step 00184750 L_out=0.102 Acc=0.91 ---350617.75 ms/batch
Round 11 | epoch=6, train costTime=355.4190995693207, | total_activation_sum=35508874
Round 11 | epoch=7, current m_iou=0.6836394157441594
Round 11 | Best m_IoU is: 0.688, OA is: 0.923 | val costTime=169.2024393081665
Round 11 | ****EPOCH 7****
Step 00184800 L_out=0.041 Acc=0.89 ---21911.85 ms/batch
Step 00184850 L_out=0.078 Acc=0.94 ---48579.06 ms/batch
Step 00184900 L_out=0.106 Acc=0.95 ---75370.29 ms/batch
Step 00184950 L_out=0.253 Acc=0.90 ---102056.93 ms/batch
Step 00185000 L_out=0.164 Acc=0.88 ---130049.78 ms/batch
Step 00185050 L_out=0.138 Acc=0.92 ---157505.29 ms/batch
Step 00185100 L_out=0.180 Acc=0.93 ---185984.84 ms/batch
Step 00185150 L_out=0.051 Acc=0.82 ---213663.89 ms/batch
Step 00185200 L_out=0.208 Acc=0.87 ---241405.53 ms/batch
Step 00185250 L_out=0.065 Acc=0.95 ---269040.23 ms/batch
Step 00185300 L_out=0.210 Acc=0.95 ---297302.01 ms/batch
Step 00185350 L_out=0.269 Acc=0.86 ---325403.99 ms/batch
Step 00185400 L_out=0.122 Acc=0.96 ---353629.57 ms/batch
Round 11 | epoch=7, train costTime=368.3648028373718, | total_activation_sum=35472363
Round 11 | epoch=8, current m_iou=0.683125716792754
Round 11 | Best m_IoU is: 0.688, OA is: 0.923 | val costTime=176.4687271118164
Round 11 | ****EPOCH 8****
Step 00185450 L_out=0.228 Acc=0.94 ---12909.27 ms/batch
Step 00185500 L_out=0.397 Acc=0.92 ---39753.74 ms/batch
Step 00185550 L_out=0.193 Acc=0.94 ---66393.74 ms/batch
Step 00185600 L_out=0.098 Acc=0.92 ---92968.49 ms/batch
Step 00185650 L_out=0.143 Acc=0.95 ---119564.45 ms/batch
Step 00185700 L_out=0.145 Acc=0.88 ---145857.53 ms/batch
Step 00185750 L_out=0.288 Acc=0.93 ---172290.58 ms/batch
Step 00185800 L_out=0.080 Acc=0.95 ---199111.63 ms/batch
Step 00185850 L_out=0.056 Acc=0.94 ---225646.19 ms/batch
Step 00185900 L_out=0.185 Acc=0.91 ---252297.36 ms/batch
Step 00185950 L_out=0.123 Acc=0.94 ---278755.30 ms/batch
Step 00186000 L_out=0.388 Acc=0.90 ---304978.57 ms/batch
Step 00186050 L_out=0.111 Acc=0.93 ---331311.32 ms/batch
Round 11 | epoch=8, train costTime=354.3313982486725, | total_activation_sum=35557986
Round 11 | epoch=9, current m_iou=0.6764237186348764
Round 11 | Best m_IoU is: 0.688, OA is: 0.923 | val costTime=164.69991874694824
Round 11 | ****EPOCH 9****
Step 00186100 L_out=0.220 Acc=0.93 --- 3570.82 ms/batch
Step 00186150 L_out=0.218 Acc=0.95 ---30250.51 ms/batch
Step 00186200 L_out=0.379 Acc=0.91 ---57029.46 ms/batch
Step 00186250 L_out=0.067 Acc=0.95 ---83175.76 ms/batch
Step 00186300 L_out=0.306 Acc=0.94 ---109527.98 ms/batch
Step 00186350 L_out=0.130 Acc=0.93 ---136117.17 ms/batch
Step 00186400 L_out=0.149 Acc=0.94 ---162201.28 ms/batch
Step 00186450 L_out=0.148 Acc=0.93 ---188448.42 ms/batch
Step 00186500 L_out=0.278 Acc=0.80 ---214861.02 ms/batch
Step 00186550 L_out=0.070 Acc=0.95 ---241626.71 ms/batch
Step 00186600 L_out=0.249 Acc=0.89 ---268078.42 ms/batch
Step 00186650 L_out=0.198 Acc=0.96 ---294752.15 ms/batch
Step 00186700 L_out=0.669 Acc=0.82 ---321590.57 ms/batch
Step 00186750 L_out=0.982 Acc=0.84 ---347988.55 ms/batch
Round 11 | epoch=9, train costTime=353.18501234054565, | total_activation_sum=35245811
Round 11 | epoch=10, current m_iou=0.6819560148391139
Round 11 | Best m_IoU is: 0.688, OA is: 0.923 | val costTime=169.76427817344666
Round 11 | ****EPOCH 10****
Step 00186800 L_out=0.080 Acc=0.93 ---21136.63 ms/batch
Step 00186850 L_out=0.290 Acc=0.86 ---47611.23 ms/batch
Step 00186900 L_out=0.142 Acc=0.94 ---74114.94 ms/batch
Step 00186950 L_out=0.146 Acc=0.94 ---100617.55 ms/batch
Step 00187000 L_out=0.196 Acc=0.93 ---126875.22 ms/batch
Step 00187050 L_out=0.209 Acc=0.92 ---153327.54 ms/batch
Step 00187100 L_out=0.156 Acc=0.96 ---179922.61 ms/batch
Step 00187150 L_out=0.244 Acc=0.92 ---206500.18 ms/batch
Step 00187200 L_out=0.128 Acc=0.92 ---233055.04 ms/batch
Step 00187250 L_out=0.038 Acc=0.93 ---259716.64 ms/batch
Step 00187300 L_out=0.261 Acc=0.85 ---286370.26 ms/batch
Step 00187350 L_out=0.270 Acc=0.94 ---312979.80 ms/batch
Step 00187400 L_out=0.088 Acc=0.95 ---339570.41 ms/batch
Round 11 | epoch=10, train costTime=354.0677800178528, | total_activation_sum=35500678
Round 11 | epoch=11, current m_iou=0.6709385653167899
Round 11 | Best m_IoU is: 0.688, OA is: 0.923 | val costTime=167.90940952301025
Round 11 | ****EPOCH 11****
Step 00187450 L_out=0.134 Acc=0.95 ---12229.51 ms/batch
Step 00187500 L_out=0.084 Acc=0.92 ---39210.16 ms/batch
Step 00187550 L_out=0.053 Acc=0.96 ---66319.17 ms/batch
Step 00187600 L_out=0.236 Acc=0.95 ---93304.79 ms/batch
Step 00187650 L_out=0.113 Acc=0.94 ---119954.07 ms/batch
Step 00187700 L_out=0.282 Acc=0.96 ---146584.39 ms/batch
Step 00187750 L_out=0.204 Acc=0.95 ---173242.94 ms/batch
Step 00187800 L_out=0.289 Acc=0.91 ---199598.00 ms/batch
Step 00187850 L_out=0.311 Acc=0.95 ---226363.69 ms/batch
Step 00187900 L_out=0.120 Acc=0.94 ---252759.82 ms/batch
Step 00187950 L_out=0.107 Acc=0.95 ---279304.54 ms/batch
Step 00188000 L_out=0.619 Acc=0.91 ---305898.84 ms/batch
Step 00188050 L_out=0.478 Acc=0.95 ---332549.98 ms/batch
Round 11 | epoch=11, train costTime=356.38037157058716, | total_activation_sum=35473079
Round 11 | epoch=12, current m_iou=0.6821956656582513
Round 11 | Best m_IoU is: 0.688, OA is: 0.923 | val costTime=172.40883207321167
Round 11 | ****EPOCH 12****
Step 00188100 L_out=0.388 Acc=0.87 --- 3369.71 ms/batch
Step 00188150 L_out=0.144 Acc=0.96 ---29878.31 ms/batch
Step 00188200 L_out=0.091 Acc=0.94 ---56537.27 ms/batch
Step 00188250 L_out=0.282 Acc=0.82 ---83395.92 ms/batch
Step 00188300 L_out=0.068 Acc=0.94 ---110031.18 ms/batch
Step 00188350 L_out=0.140 Acc=0.98 ---136520.96 ms/batch
Step 00188400 L_out=0.280 Acc=0.93 ---163244.61 ms/batch
Step 00188450 L_out=0.108 Acc=0.94 ---190168.04 ms/batch
Step 00188500 L_out=0.207 Acc=0.96 ---216997.74 ms/batch
Step 00188550 L_out=0.062 Acc=0.92 ---243714.98 ms/batch
Step 00188600 L_out=0.099 Acc=0.88 ---270375.54 ms/batch
Step 00188650 L_out=0.797 Acc=0.72 ---296924.22 ms/batch
Step 00188700 L_out=0.293 Acc=0.96 ---323546.73 ms/batch
Step 00188750 L_out=0.176 Acc=0.94 ---351073.54 ms/batch
Round 11 | epoch=12, train costTime=356.7243113517761, | total_activation_sum=35842351
Round 11 | epoch=13, current m_iou=0.6843557111986549
Round 11 | Best m_IoU is: 0.688, OA is: 0.923 | val costTime=181.77675914764404
Round 11 | ****EPOCH 13****
Step 00188800 L_out=0.081 Acc=0.94 ---21884.29 ms/batch
Step 00188850 L_out=0.136 Acc=0.93 ---49611.54 ms/batch
Step 00188900 L_out=0.338 Acc=0.86 ---77605.12 ms/batch
Step 00188950 L_out=0.214 Acc=0.95 ---105740.07 ms/batch
Step 00189000 L_out=0.071 Acc=0.92 ---134269.30 ms/batch
Step 00189050 L_out=0.117 Acc=0.96 ---161377.87 ms/batch
Step 00189100 L_out=0.129 Acc=0.95 ---187810.96 ms/batch
Step 00189150 L_out=0.093 Acc=0.95 ---214112.18 ms/batch
Step 00189200 L_out=0.531 Acc=0.90 ---240718.58 ms/batch
Step 00189250 L_out=0.348 Acc=0.94 ---267133.90 ms/batch
Step 00189300 L_out=0.039 Acc=0.96 ---293371.51 ms/batch
Step 00189350 L_out=0.255 Acc=0.96 ---319987.25 ms/batch
Step 00189400 L_out=0.057 Acc=0.92 ---346439.35 ms/batch
Round 11 | epoch=13, train costTime=361.77022314071655, | total_activation_sum=35222537
Round 11 | epoch=14, current m_iou=0.6869488672140671
Round 11 | Best m_IoU is: 0.688, OA is: 0.923 | val costTime=168.13986921310425
Round 11 | ****EPOCH 14****
Step 00189450 L_out=0.227 Acc=0.95 ---11655.87 ms/batch
Step 00189500 L_out=0.211 Acc=0.90 ---38113.63 ms/batch
Step 00189550 L_out=0.117 Acc=0.95 ---64412.12 ms/batch
Step 00189600 L_out=0.138 Acc=0.94 ---90745.07 ms/batch
Step 00189650 L_out=0.295 Acc=0.86 ---117188.95 ms/batch
Step 00189700 L_out=0.058 Acc=0.84 ---143565.54 ms/batch
Step 00189750 L_out=0.182 Acc=0.94 ---169845.36 ms/batch
Step 00189800 L_out=0.164 Acc=0.93 ---196019.25 ms/batch
Step 00189850 L_out=0.106 Acc=0.93 ---222144.33 ms/batch
Step 00189900 L_out=0.346 Acc=0.89 ---248580.63 ms/batch
Step 00189950 L_out=0.148 Acc=0.89 ---274377.69 ms/batch
Step 00190000 L_out=0.102 Acc=0.89 ---301184.88 ms/batch
Step 00190050 L_out=0.063 Acc=0.94 ---327328.66 ms/batch
Round 11 | epoch=14, train costTime=351.0704507827759, | total_activation_sum=35407874
Round 11 | epoch=15, current m_iou=0.6840654676598783
Round 11 | Best m_IoU is: 0.688, OA is: 0.923 | val costTime=168.75389075279236
Round 11 | ****EPOCH 15****
Step 00190100 L_out=0.521 Acc=0.84 --- 2669.75 ms/batch
Step 00190150 L_out=0.128 Acc=0.91 ---29372.88 ms/batch
Step 00190200 L_out=0.122 Acc=0.96 ---55991.75 ms/batch
Step 00190250 L_out=0.142 Acc=0.93 ---82260.73 ms/batch
Step 00190300 L_out=0.124 Acc=0.95 ---108788.21 ms/batch
Step 00190350 L_out=0.248 Acc=0.93 ---135423.79 ms/batch
Step 00190400 L_out=0.140 Acc=0.91 ---162275.66 ms/batch
Step 00190450 L_out=0.125 Acc=0.91 ---189028.32 ms/batch
Step 00190500 L_out=0.277 Acc=0.92 ---215363.57 ms/batch
Step 00190550 L_out=0.146 Acc=0.94 ---241647.69 ms/batch
Step 00190600 L_out=0.232 Acc=0.90 ---267727.37 ms/batch
Step 00190650 L_out=0.180 Acc=0.96 ---294207.98 ms/batch
Step 00190700 L_out=0.215 Acc=0.93 ---320573.74 ms/batch
Step 00190750 L_out=0.065 Acc=0.95 ---347401.67 ms/batch
Round 11 | epoch=15, train costTime=353.75349974632263, | total_activation_sum=35487475
Round 11 | epoch=16, current m_iou=0.6828943529525298
Round 11 | Best m_IoU is: 0.688, OA is: 0.923 | val costTime=166.6592926979065
Round 11 | ****EPOCH 16****
Step 00190800 L_out=0.367 Acc=0.91 ---20318.04 ms/batch
Step 00190850 L_out=0.199 Acc=0.93 ---46884.67 ms/batch
Step 00190900 L_out=0.177 Acc=0.93 ---73885.42 ms/batch
Step 00190950 L_out=0.194 Acc=0.93 ---99897.94 ms/batch
Step 00191000 L_out=0.143 Acc=0.84 ---126083.74 ms/batch
Step 00191050 L_out=0.220 Acc=0.93 ---152280.47 ms/batch
Step 00191100 L_out=0.283 Acc=0.96 ---178620.14 ms/batch
Step 00191150 L_out=0.352 Acc=0.93 ---205400.14 ms/batch
Step 00191200 L_out=0.057 Acc=0.94 ---231917.14 ms/batch
Step 00191250 L_out=0.177 Acc=0.95 ---258213.75 ms/batch
Step 00191300 L_out=0.296 Acc=0.91 ---284722.46 ms/batch
Step 00191350 L_out=0.043 Acc=0.95 ---311240.28 ms/batch
Step 00191400 L_out=0.133 Acc=0.94 ---337715.83 ms/batch
Round 11 | epoch=16, train costTime=353.02386832237244, | total_activation_sum=35658686
Round 11 | epoch=17, current m_iou=0.6806656279787777
Round 11 | Best m_IoU is: 0.688, OA is: 0.923 | val costTime=171.34602093696594
Round 11 | ****EPOCH 17****
Step 00191450 L_out=0.090 Acc=0.94 ---10994.70 ms/batch
Step 00191500 L_out=0.071 Acc=0.91 ---37803.69 ms/batch
Step 00191550 L_out=0.072 Acc=0.94 ---63972.66 ms/batch
Step 00191600 L_out=0.109 Acc=0.94 ---90346.16 ms/batch
Step 00191650 L_out=0.073 Acc=0.93 ---116731.82 ms/batch
Step 00191700 L_out=0.158 Acc=0.86 ---143424.05 ms/batch
Step 00191750 L_out=0.174 Acc=0.94 ---169857.58 ms/batch
Step 00191800 L_out=0.178 Acc=0.93 ---196255.37 ms/batch
Step 00191850 L_out=0.101 Acc=0.97 ---222747.84 ms/batch
Step 00191900 L_out=0.117 Acc=0.95 ---249149.89 ms/batch
Step 00191950 L_out=0.218 Acc=0.92 ---275877.52 ms/batch
Step 00192000 L_out=0.182 Acc=0.94 ---302268.10 ms/batch
Step 00192050 L_out=0.133 Acc=0.98 ---327456.53 ms/batch
Round 11 | epoch=17, train costTime=350.74717473983765, | total_activation_sum=35681512
Round 11 | epoch=18, current m_iou=0.6767157572700511
Round 11 | Best m_IoU is: 0.688, OA is: 0.923 | val costTime=162.89297008514404
Round 11 | ****EPOCH 18****
Step 00192100 L_out=0.023 Acc=0.94 --- 2010.03 ms/batch
Step 00192150 L_out=0.091 Acc=0.96 ---28113.93 ms/batch
Step 00192200 L_out=0.274 Acc=0.89 ---55574.14 ms/batch
Step 00192250 L_out=0.068 Acc=0.95 ---81477.27 ms/batch
Step 00192300 L_out=0.134 Acc=0.94 ---108177.89 ms/batch
Step 00192350 L_out=0.061 Acc=0.81 ---137133.63 ms/batch
Step 00192400 L_out=0.056 Acc=0.94 ---165206.38 ms/batch
Step 00192450 L_out=0.154 Acc=0.91 ---192354.24 ms/batch
Step 00192500 L_out=0.104 Acc=0.95 ---219734.75 ms/batch
Step 00192550 L_out=0.050 Acc=0.98 ---247753.51 ms/batch
Step 00192600 L_out=0.024 Acc=0.87 ---275216.49 ms/batch
Step 00192650 L_out=0.270 Acc=0.93 ---302495.62 ms/batch
Step 00192700 L_out=0.186 Acc=0.92 ---330086.65 ms/batch
Step 00192750 L_out=0.263 Acc=0.86 ---357205.51 ms/batch
Round 11 | epoch=18, train costTime=364.34859228134155, | total_activation_sum=35173144
Round 11 | epoch=19, current m_iou=0.6749370273835904
Round 11 | Best m_IoU is: 0.688, OA is: 0.923 | val costTime=171.13284468650818
Round 11 | ****EPOCH 19****
Step 00192800 L_out=0.343 Acc=0.92 ---19128.34 ms/batch
Step 00192850 L_out=0.103 Acc=0.94 ---45936.12 ms/batch
Step 00192900 L_out=0.174 Acc=0.90 ---73184.18 ms/batch
Step 00192950 L_out=0.078 Acc=0.95 ---99708.77 ms/batch
Step 00193000 L_out=0.064 Acc=0.97 ---126751.25 ms/batch
Step 00193050 L_out=0.114 Acc=0.98 ---152825.81 ms/batch
Step 00193100 L_out=0.195 Acc=0.90 ---179285.63 ms/batch
Step 00193150 L_out=0.135 Acc=0.96 ---205311.73 ms/batch
Step 00193200 L_out=0.239 Acc=0.88 ---231378.73 ms/batch
Step 00193250 L_out=0.056 Acc=0.97 ---258160.30 ms/batch
Step 00193300 L_out=0.111 Acc=0.95 ---283090.25 ms/batch
Step 00193350 L_out=0.077 Acc=0.96 ---308357.08 ms/batch
Step 00193400 L_out=0.096 Acc=0.92 ---333536.97 ms/batch
Round 11 | epoch=19, train costTime=348.5658550262451, | total_activation_sum=35528919
Round 11 | epoch=20, current m_iou=0.6796530071093986
Round 11 | Best m_IoU is: 0.688, OA is: 0.923 | val costTime=164.75852632522583
Round 11 | ****EPOCH 20****
Step 00193450 L_out=0.114 Acc=0.93 ---10594.85 ms/batch
Step 00193500 L_out=0.196 Acc=0.91 ---36691.54 ms/batch
Step 00193550 L_out=0.090 Acc=0.92 ---63242.54 ms/batch
Step 00193600 L_out=0.304 Acc=0.90 ---88532.71 ms/batch
Step 00193650 L_out=0.250 Acc=0.91 ---114293.74 ms/batch
Step 00193700 L_out=0.051 Acc=0.95 ---140570.46 ms/batch
Step 00193750 L_out=0.147 Acc=0.93 ---165861.51 ms/batch
Step 00193800 L_out=0.042 Acc=0.96 ---190642.96 ms/batch
Step 00193850 L_out=0.208 Acc=0.92 ---216428.92 ms/batch
Step 00193900 L_out=0.229 Acc=0.91 ---242417.38 ms/batch
Step 00193950 L_out=0.244 Acc=0.91 ---268329.81 ms/batch
Step 00194000 L_out=0.259 Acc=0.94 ---294296.61 ms/batch
Step 00194050 L_out=0.101 Acc=0.91 ---320394.13 ms/batch
Round 11 | epoch=20, train costTime=344.6297826766968, | total_activation_sum=35429590
Round 11 | epoch=21, current m_iou=0.6839632741324899
Round 11 | Best m_IoU is: 0.688, OA is: 0.923 | val costTime=168.5896351337433
Round 11 | ****EPOCH 21****
Step 00194100 L_out=0.094 Acc=0.94 --- 1595.81 ms/batch
Step 00194150 L_out=0.128 Acc=0.95 ---27647.46 ms/batch
Step 00194200 L_out=0.208 Acc=0.95 ---54031.46 ms/batch
Step 00194250 L_out=0.081 Acc=0.94 ---80978.76 ms/batch
Step 00194300 L_out=0.149 Acc=0.93 ---106930.98 ms/batch
Step 00194350 L_out=0.105 Acc=0.91 ---133494.75 ms/batch
Step 00194400 L_out=0.086 Acc=0.96 ---160356.62 ms/batch
Step 00194450 L_out=0.087 Acc=0.95 ---187075.19 ms/batch
Step 00194500 L_out=0.179 Acc=0.89 ---213521.74 ms/batch
Step 00194550 L_out=0.156 Acc=0.95 ---239767.58 ms/batch
Step 00194600 L_out=0.096 Acc=0.95 ---265962.75 ms/batch
Step 00194650 L_out=0.159 Acc=0.93 ---292114.43 ms/batch
Step 00194700 L_out=0.104 Acc=0.91 ---317991.22 ms/batch
Step 00194750 L_out=0.081 Acc=0.94 ---344325.21 ms/batch
Round 11 | epoch=21, train costTime=351.79061675071716, | total_activation_sum=35463326
Round 11 | epoch=22, current m_iou=0.6794469089847007
Round 11 | Best m_IoU is: 0.688, OA is: 0.923 | val costTime=176.02131700515747
Round 11 | ****EPOCH 22****
Step 00194800 L_out=0.185 Acc=0.92 ---18833.88 ms/batch
Step 00194850 L_out=0.061 Acc=0.94 ---44830.30 ms/batch
Step 00194900 L_out=0.117 Acc=0.93 ---70934.64 ms/batch
Step 00194950 L_out=0.229 Acc=0.90 ---97379.67 ms/batch
Step 00195000 L_out=0.037 Acc=0.93 ---123659.22 ms/batch
Step 00195050 L_out=0.437 Acc=0.91 ---150252.94 ms/batch
Step 00195100 L_out=0.084 Acc=0.97 ---176632.87 ms/batch
Step 00195150 L_out=0.141 Acc=0.95 ---202852.69 ms/batch
Step 00195200 L_out=0.082 Acc=0.95 ---228646.43 ms/batch
Step 00195250 L_out=0.140 Acc=0.94 ---255018.11 ms/batch
Step 00195300 L_out=0.036 Acc=0.95 ---280906.14 ms/batch
Step 00195350 L_out=0.133 Acc=0.96 ---307083.20 ms/batch
Step 00195400 L_out=0.058 Acc=0.94 ---333083.21 ms/batch
Round 11 | epoch=22, train costTime=349.536514043808, | total_activation_sum=35571178
Round 11 | epoch=23, current m_iou=0.681638377114266
Round 11 | Best m_IoU is: 0.688, OA is: 0.923 | val costTime=170.82741689682007
Round 11 | ****EPOCH 23****
Step 00195450 L_out=0.272 Acc=0.92 --- 9863.92 ms/batch
Step 00195500 L_out=0.127 Acc=0.97 ---35894.40 ms/batch
Step 00195550 L_out=0.189 Acc=0.94 ---61801.03 ms/batch
Step 00195600 L_out=0.205 Acc=0.94 ---87940.52 ms/batch
Step 00195650 L_out=0.169 Acc=0.96 ---114189.77 ms/batch
Step 00195700 L_out=0.178 Acc=0.93 ---141034.58 ms/batch
Step 00195750 L_out=0.157 Acc=0.94 ---167684.31 ms/batch
Step 00195800 L_out=0.161 Acc=0.95 ---194172.41 ms/batch
Step 00195850 L_out=0.391 Acc=0.87 ---220757.08 ms/batch
Step 00195900 L_out=0.130 Acc=0.94 ---246815.66 ms/batch
Step 00195950 L_out=0.115 Acc=0.91 ---272822.42 ms/batch
Step 00196000 L_out=0.055 Acc=0.97 ---299161.81 ms/batch
Step 00196050 L_out=0.030 Acc=0.97 ---325657.21 ms/batch
Round 11 | epoch=23, train costTime=352.5592942237854, | total_activation_sum=35557324
Round 11 | epoch=24, current m_iou=0.6831861084692735
Round 11 | Best m_IoU is: 0.688, OA is: 0.923 | val costTime=189.17580723762512
Round 11 | ****EPOCH 24****
Step 00196100 L_out=0.058 Acc=0.98 --- 1135.16 ms/batch
Step 00196150 L_out=0.143 Acc=0.92 ---28467.77 ms/batch
Step 00196200 L_out=0.105 Acc=0.96 ---55841.94 ms/batch
Step 00196250 L_out=0.103 Acc=0.91 ---83205.57 ms/batch
Step 00196300 L_out=0.059 Acc=0.96 ---110184.82 ms/batch
Step 00196350 L_out=0.477 Acc=0.88 ---136919.42 ms/batch
Step 00196400 L_out=0.094 Acc=0.94 ---162711.31 ms/batch
Step 00196450 L_out=0.064 Acc=0.96 ---189075.96 ms/batch
Step 00196500 L_out=0.139 Acc=0.92 ---215903.04 ms/batch
Step 00196550 L_out=0.259 Acc=0.84 ---242364.72 ms/batch
Step 00196600 L_out=0.229 Acc=0.93 ---268732.14 ms/batch
Step 00196650 L_out=0.111 Acc=0.91 ---294964.68 ms/batch
Step 00196700 L_out=0.144 Acc=0.94 ---321385.03 ms/batch
Step 00196750 L_out=0.170 Acc=0.94 ---347981.79 ms/batch
Round 11 | epoch=24, train costTime=356.07377552986145, | total_activation_sum=35585529
Round 11 | epoch=25, current m_iou=0.6800057497722868
Round 11 | Best m_IoU is: 0.688, OA is: 0.923 | val costTime=167.85253596305847
Round 11 | ****EPOCH 25****
Step 00196800 L_out=0.243 Acc=0.89 ---18172.44 ms/batch
Step 00196850 L_out=0.175 Acc=0.92 ---44489.51 ms/batch
Step 00196900 L_out=0.097 Acc=0.92 ---70781.39 ms/batch
Step 00196950 L_out=0.098 Acc=0.97 ---97585.47 ms/batch
Step 00197000 L_out=0.176 Acc=0.94 ---123968.30 ms/batch
Step 00197050 L_out=0.197 Acc=0.95 ---149837.54 ms/batch
Step 00197100 L_out=0.296 Acc=0.90 ---175861.11 ms/batch
Step 00197150 L_out=0.137 Acc=0.95 ---201625.87 ms/batch
Step 00197200 L_out=0.075 Acc=0.96 ---227631.98 ms/batch
Step 00197250 L_out=0.148 Acc=0.95 ---253903.16 ms/batch
Step 00197300 L_out=0.083 Acc=0.93 ---280423.34 ms/batch
Step 00197350 L_out=0.200 Acc=0.91 ---306612.91 ms/batch
Step 00197400 L_out=0.076 Acc=0.95 ---333282.74 ms/batch
Round 11 | epoch=25, train costTime=349.7392077445984, | total_activation_sum=35202320
Round 11 | epoch=26, current m_iou=0.6820207078860353
Round 11 | Best m_IoU is: 0.688, OA is: 0.923 | val costTime=171.1269702911377
Round 11 | ****EPOCH 26****
Step 00197450 L_out=0.093 Acc=0.92 ---10059.08 ms/batch
Step 00197500 L_out=0.114 Acc=0.89 ---36480.20 ms/batch
Step 00197550 L_out=0.109 Acc=0.94 ---62651.79 ms/batch
Step 00197600 L_out=0.082 Acc=0.95 ---89521.48 ms/batch
Step 00197650 L_out=0.106 Acc=0.93 ---115926.98 ms/batch
Step 00197700 L_out=0.064 Acc=0.94 ---142175.84 ms/batch
Step 00197750 L_out=0.231 Acc=0.96 ---168767.92 ms/batch
Step 00197800 L_out=0.221 Acc=0.89 ---194683.50 ms/batch
Step 00197850 L_out=0.135 Acc=0.89 ---221121.63 ms/batch
Step 00197900 L_out=0.416 Acc=0.81 ---247357.13 ms/batch
Step 00197950 L_out=0.049 Acc=0.96 ---274549.98 ms/batch
Step 00198000 L_out=0.078 Acc=0.94 ---301092.63 ms/batch
Step 00198050 L_out=0.086 Acc=0.95 ---327486.36 ms/batch
Round 11 | epoch=26, train costTime=353.8198308944702, | total_activation_sum=35440526
Round 11 | epoch=27, current m_iou=0.6858597603983039
Round 11 | Best m_IoU is: 0.688, OA is: 0.923 | val costTime=172.8238935470581
Round 11 | ****EPOCH 27****
Step 00198100 L_out=0.190 Acc=0.96 ---  648.26 ms/batch
Step 00198150 L_out=0.031 Acc=0.96 ---27285.59 ms/batch
Step 00198200 L_out=0.180 Acc=0.87 ---54029.27 ms/batch
Step 00198250 L_out=0.119 Acc=0.95 ---80591.51 ms/batch
Step 00198300 L_out=0.154 Acc=0.91 ---107079.84 ms/batch
Step 00198350 L_out=0.257 Acc=0.89 ---133683.84 ms/batch
Step 00198400 L_out=0.300 Acc=0.95 ---160833.73 ms/batch
Step 00198450 L_out=0.301 Acc=0.95 ---187400.63 ms/batch
Step 00198500 L_out=0.255 Acc=0.94 ---213782.07 ms/batch
Step 00198550 L_out=0.125 Acc=0.90 ---240560.18 ms/batch
Step 00198600 L_out=0.141 Acc=0.93 ---267087.12 ms/batch
Step 00198650 L_out=0.158 Acc=0.94 ---293619.69 ms/batch
Step 00198700 L_out=0.096 Acc=0.93 ---319773.05 ms/batch
Step 00198750 L_out=0.066 Acc=0.95 ---346397.81 ms/batch
Round 11 | epoch=27, train costTime=355.02560019493103, | total_activation_sum=35530384
Round 11 | epoch=28, current m_iou=0.6865150924674654
Round 11 | Best m_IoU is: 0.688, OA is: 0.923 | val costTime=170.35495734214783
Round 11 | ****EPOCH 28****
Step 00198800 L_out=0.299 Acc=0.85 ---18000.88 ms/batch
Step 00198850 L_out=0.107 Acc=0.90 ---44306.04 ms/batch
Step 00198900 L_out=0.073 Acc=0.93 ---70824.35 ms/batch
Step 00198950 L_out=0.366 Acc=0.82 ---97466.18 ms/batch
Step 00199000 L_out=0.119 Acc=0.89 ---123803.32 ms/batch
Step 00199050 L_out=0.451 Acc=0.91 ---150187.34 ms/batch
Step 00199100 L_out=0.076 Acc=0.91 ---176581.04 ms/batch
Step 00199150 L_out=0.043 Acc=0.97 ---203525.09 ms/batch
Step 00199200 L_out=0.151 Acc=0.95 ---229992.22 ms/batch
Step 00199250 L_out=0.207 Acc=0.92 ---256974.26 ms/batch
Step 00199300 L_out=0.142 Acc=0.92 ---283487.32 ms/batch
Step 00199350 L_out=0.286 Acc=0.95 ---310445.31 ms/batch
Step 00199400 L_out=0.241 Acc=0.91 ---337500.55 ms/batch
Round 11 | epoch=28, train costTime=355.43695402145386, | total_activation_sum=35274082
Round 11 | epoch=29, current m_iou=0.687635443880593
Round 11 | Best m_IoU is: 0.688, OA is: 0.921 | val costTime=169.62081599235535
Round 11 | ****EPOCH 29****
Step 00199450 L_out=0.044 Acc=0.93 --- 9124.84 ms/batch
Step 00199500 L_out=0.293 Acc=0.92 ---35493.20 ms/batch
Step 00199550 L_out=0.130 Acc=0.89 ---63141.41 ms/batch
Step 00199600 L_out=0.143 Acc=0.96 ---90926.96 ms/batch
Step 00199650 L_out=0.060 Acc=0.94 ---119032.99 ms/batch
Step 00199700 L_out=0.112 Acc=0.83 ---147038.78 ms/batch
Step 00199750 L_out=0.154 Acc=0.96 ---174882.49 ms/batch
Step 00199800 L_out=0.208 Acc=0.90 ---202774.25 ms/batch
Step 00199850 L_out=0.109 Acc=0.94 ---230722.91 ms/batch
Step 00199900 L_out=0.283 Acc=0.84 ---258849.02 ms/batch
Step 00199950 L_out=0.187 Acc=0.92 ---286537.51 ms/batch
Step 00200000 L_out=0.180 Acc=0.90 ---314106.83 ms/batch
Step 00200050 L_out=0.046 Acc=0.95 ---341528.86 ms/batch
Step 00200100 L_out=0.071 Acc=0.96 ---369634.64 ms/batch
Round 11 | epoch=29, train costTime=369.6347625255585, | total_activation_sum=35670790
Round 11 | epoch=30, current m_iou=0.687342767833754
Round 11 | Best m_IoU is: 0.688, OA is: 0.921 | val costTime=172.88279128074646
Round 11 | ****EPOCH 30****
Round 12 | ****EPOCH 0****
Step 00200150 L_out=1.575 Acc=0.88 ---26830.23 ms/batch
Step 00200200 L_out=1.060 Acc=0.87 ---53502.58 ms/batch
Step 00200250 L_out=0.494 Acc=0.89 ---80004.12 ms/batch
Step 00200300 L_out=0.925 Acc=0.91 ---106421.64 ms/batch
Step 00200350 L_out=0.274 Acc=0.84 ---133160.16 ms/batch
Step 00200400 L_out=0.845 Acc=0.85 ---159694.92 ms/batch
Step 00200450 L_out=0.603 Acc=0.87 ---186205.92 ms/batch
Step 00200500 L_out=0.525 Acc=0.88 ---212661.21 ms/batch
Step 00200550 L_out=0.443 Acc=0.93 ---239079.87 ms/batch
Step 00200600 L_out=0.310 Acc=0.91 ---265439.25 ms/batch
Step 00200650 L_out=0.102 Acc=0.95 ---292309.58 ms/batch
Step 00200700 L_out=0.256 Acc=0.96 ---318006.07 ms/batch
Step 00200750 L_out=0.196 Acc=0.91 ---344484.24 ms/batch
Round 12 | epoch=0, train costTime=353.9997341632843, | total_activation_sum=36990663
Round 12 | epoch=1, current m_iou=0.6823258987623707
Round 12 | Best m_IoU is: 0.682, OA is: 0.919 | val costTime=160.3806049823761
Round 12 | ****EPOCH 1****
Step 00200800 L_out=0.327 Acc=0.96 ---16718.66 ms/batch
Step 00200850 L_out=0.584 Acc=0.91 ---42405.99 ms/batch
Step 00200900 L_out=0.208 Acc=0.94 ---68344.79 ms/batch
Step 00200950 L_out=0.226 Acc=0.92 ---94136.25 ms/batch
Step 00201000 L_out=0.778 Acc=0.87 ---120042.35 ms/batch
Step 00201050 L_out=0.160 Acc=0.86 ---146507.48 ms/batch
Step 00201100 L_out=0.215 Acc=0.92 ---172942.19 ms/batch
Step 00201150 L_out=0.256 Acc=0.97 ---199262.31 ms/batch
Step 00201200 L_out=0.959 Acc=0.89 ---225003.13 ms/batch
Step 00201250 L_out=0.146 Acc=0.93 ---251853.94 ms/batch
Step 00201300 L_out=0.635 Acc=0.92 ---277688.82 ms/batch
Step 00201350 L_out=0.389 Acc=0.92 ---303102.27 ms/batch
Step 00201400 L_out=0.277 Acc=0.87 ---328853.64 ms/batch
Round 12 | epoch=1, train costTime=346.86899304389954, | total_activation_sum=37633391
Round 12 | epoch=2, current m_iou=0.6680582856808837
Round 12 | Best m_IoU is: 0.682, OA is: 0.919 | val costTime=163.99818587303162
Round 12 | ****EPOCH 2****
Step 00201450 L_out=0.289 Acc=0.93 --- 8425.39 ms/batch
Step 00201500 L_out=0.530 Acc=0.94 ---34249.75 ms/batch
Step 00201550 L_out=0.349 Acc=0.80 ---60236.42 ms/batch
Step 00201600 L_out=0.536 Acc=0.91 ---85913.90 ms/batch
Step 00201650 L_out=0.067 Acc=0.92 ---111966.66 ms/batch
Step 00201700 L_out=0.476 Acc=0.87 ---137489.71 ms/batch
Step 00201750 L_out=0.482 Acc=0.90 ---164252.89 ms/batch
Step 00201800 L_out=0.275 Acc=0.89 ---190953.08 ms/batch
Step 00201850 L_out=0.284 Acc=0.90 ---218363.95 ms/batch
Step 00201900 L_out=0.618 Acc=0.83 ---244956.00 ms/batch
Step 00201950 L_out=0.178 Acc=0.92 ---271274.04 ms/batch
Step 00202000 L_out=0.022 Acc=0.94 ---297361.18 ms/batch
Step 00202050 L_out=0.062 Acc=0.94 ---323727.34 ms/batch
Step 00202100 L_out=0.077 Acc=0.94 ---349369.08 ms/batch
Round 12 | epoch=2, train costTime=349.8658471107483, | total_activation_sum=37557215
Round 12 | epoch=3, current m_iou=0.6669215298111861
Round 12 | Best m_IoU is: 0.682, OA is: 0.919 | val costTime=166.68140935897827
Round 12 | ****EPOCH 3****
Step 00202150 L_out=0.089 Acc=0.92 ---25403.89 ms/batch
Step 00202200 L_out=0.481 Acc=0.88 ---51801.65 ms/batch
Step 00202250 L_out=0.347 Acc=0.89 ---79733.54 ms/batch
Step 00202300 L_out=0.464 Acc=0.93 ---106839.99 ms/batch
Step 00202350 L_out=0.161 Acc=0.89 ---134906.17 ms/batch
Step 00202400 L_out=0.433 Acc=0.87 ---162990.70 ms/batch
Step 00202450 L_out=0.263 Acc=0.91 ---191230.16 ms/batch
Step 00202500 L_out=0.117 Acc=0.92 ---218501.77 ms/batch
Step 00202550 L_out=0.033 Acc=0.98 ---247168.67 ms/batch
Step 00202600 L_out=0.179 Acc=0.94 ---275388.23 ms/batch
Step 00202650 L_out=0.274 Acc=0.87 ---303046.16 ms/batch
Step 00202700 L_out=0.189 Acc=0.91 ---329588.49 ms/batch
Step 00202750 L_out=0.329 Acc=0.90 ---358141.34 ms/batch
Round 12 | epoch=3, train costTime=367.8285086154938, | total_activation_sum=37577167
Round 12 | epoch=4, current m_iou=0.6710125073003199
Round 12 | Best m_IoU is: 0.682, OA is: 0.919 | val costTime=165.4999063014984
Round 12 | ****EPOCH 4****
Step 00202800 L_out=0.113 Acc=0.93 ---16669.31 ms/batch
Step 00202850 L_out=0.279 Acc=0.93 ---43686.55 ms/batch
Step 00202900 L_out=0.373 Acc=0.84 ---70181.99 ms/batch
Step 00202950 L_out=0.292 Acc=0.88 ---96764.41 ms/batch
Step 00203000 L_out=0.088 Acc=0.96 ---123306.99 ms/batch
Step 00203050 L_out=0.203 Acc=0.94 ---150083.60 ms/batch
Step 00203100 L_out=0.186 Acc=0.90 ---176731.64 ms/batch
Step 00203150 L_out=0.262 Acc=0.92 ---203774.65 ms/batch
Step 00203200 L_out=0.113 Acc=0.92 ---230172.55 ms/batch
Step 00203250 L_out=0.272 Acc=0.92 ---256393.72 ms/batch
Step 00203300 L_out=0.237 Acc=0.95 ---282796.45 ms/batch
Step 00203350 L_out=0.119 Acc=0.95 ---309334.68 ms/batch
Step 00203400 L_out=0.048 Acc=0.97 ---335781.73 ms/batch
Round 12 | epoch=4, train costTime=353.96692848205566, | total_activation_sum=37480304
Round 12 | epoch=5, current m_iou=0.6785090137490761
Round 12 | Best m_IoU is: 0.682, OA is: 0.919 | val costTime=173.62963366508484
Round 12 | ****EPOCH 5****
Step 00203450 L_out=0.435 Acc=0.85 --- 8213.78 ms/batch
Step 00203500 L_out=0.181 Acc=0.92 ---34524.22 ms/batch
Step 00203550 L_out=0.084 Acc=0.93 ---61410.24 ms/batch
Step 00203600 L_out=0.427 Acc=0.87 ---88054.39 ms/batch
Step 00203650 L_out=0.181 Acc=0.92 ---114549.06 ms/batch
Step 00203700 L_out=0.345 Acc=0.75 ---140722.42 ms/batch
Step 00203750 L_out=0.167 Acc=0.96 ---167313.57 ms/batch
Step 00203800 L_out=0.141 Acc=0.94 ---193947.72 ms/batch
Step 00203850 L_out=0.898 Acc=0.83 ---220578.14 ms/batch
Step 00203900 L_out=0.120 Acc=0.95 ---247016.45 ms/batch
Step 00203950 L_out=0.204 Acc=0.89 ---273287.37 ms/batch
Step 00204000 L_out=0.223 Acc=0.95 ---299684.09 ms/batch
Step 00204050 L_out=0.114 Acc=0.83 ---326154.25 ms/batch
Step 00204100 L_out=0.127 Acc=0.93 ---352564.23 ms/batch
Round 12 | epoch=5, train costTime=353.691100358963, | total_activation_sum=37272198
Round 12 | epoch=6, current m_iou=0.6757156433184732
Round 12 | Best m_IoU is: 0.682, OA is: 0.919 | val costTime=168.62482738494873
Round 12 | ****EPOCH 6****
Step 00204150 L_out=0.268 Acc=0.80 ---25839.56 ms/batch
Step 00204200 L_out=0.214 Acc=0.93 ---52285.89 ms/batch
Step 00204250 L_out=0.073 Acc=0.94 ---78352.19 ms/batch
Step 00204300 L_out=0.491 Acc=0.93 ---104978.82 ms/batch
Step 00204350 L_out=0.086 Acc=0.95 ---131503.90 ms/batch
Step 00204400 L_out=0.197 Acc=0.94 ---157879.46 ms/batch
Step 00204450 L_out=0.337 Acc=0.86 ---184657.12 ms/batch
Step 00204500 L_out=0.062 Acc=0.93 ---211070.87 ms/batch
Step 00204550 L_out=0.077 Acc=0.96 ---237171.12 ms/batch
Step 00204600 L_out=0.107 Acc=0.88 ---263762.09 ms/batch
Step 00204650 L_out=0.268 Acc=0.95 ---290226.14 ms/batch
Step 00204700 L_out=0.082 Acc=0.95 ---316733.90 ms/batch
Step 00204750 L_out=0.238 Acc=0.90 ---343033.69 ms/batch
Round 12 | epoch=6, train costTime=353.0995762348175, | total_activation_sum=37969672
Round 12 | epoch=7, current m_iou=0.6760493127142586
Round 12 | Best m_IoU is: 0.682, OA is: 0.919 | val costTime=173.5754873752594
Round 12 | ****EPOCH 7****
Step 00204800 L_out=0.142 Acc=0.88 ---16613.91 ms/batch
Step 00204850 L_out=0.227 Acc=0.93 ---43505.57 ms/batch
Step 00204900 L_out=0.268 Acc=0.81 ---69758.25 ms/batch
Step 00204950 L_out=0.317 Acc=0.88 ---96347.43 ms/batch
Step 00205000 L_out=0.251 Acc=0.92 ---122937.44 ms/batch
Step 00205050 L_out=0.074 Acc=0.97 ---149160.13 ms/batch
Step 00205100 L_out=0.144 Acc=0.92 ---175975.11 ms/batch
Step 00205150 L_out=0.138 Acc=0.92 ---202885.31 ms/batch
Step 00205200 L_out=0.185 Acc=0.94 ---229194.46 ms/batch
Step 00205250 L_out=0.365 Acc=0.91 ---255698.95 ms/batch
Step 00205300 L_out=0.039 Acc=0.94 ---282515.62 ms/batch
Step 00205350 L_out=0.132 Acc=0.94 ---308875.98 ms/batch
Step 00205400 L_out=0.111 Acc=0.92 ---335376.27 ms/batch
Round 12 | epoch=7, train costTime=354.2866921424866, | total_activation_sum=37306262
Round 12 | epoch=8, current m_iou=0.6774256441199501
Round 12 | Best m_IoU is: 0.682, OA is: 0.919 | val costTime=171.41429781913757
Round 12 | ****EPOCH 8****
Step 00205450 L_out=0.676 Acc=0.86 --- 7299.54 ms/batch
Step 00205500 L_out=0.205 Acc=0.95 ---34387.06 ms/batch
Step 00205550 L_out=0.268 Acc=0.84 ---61067.26 ms/batch
Step 00205600 L_out=0.195 Acc=0.89 ---87513.82 ms/batch
Step 00205650 L_out=0.119 Acc=0.93 ---114130.50 ms/batch
Step 00205700 L_out=0.101 Acc=0.94 ---140814.28 ms/batch
Step 00205750 L_out=0.265 Acc=0.94 ---167486.20 ms/batch
Step 00205800 L_out=0.453 Acc=0.89 ---193706.04 ms/batch
Step 00205850 L_out=0.705 Acc=0.84 ---220242.04 ms/batch
Step 00205900 L_out=0.474 Acc=0.91 ---247153.77 ms/batch
Step 00205950 L_out=0.142 Acc=0.94 ---273638.48 ms/batch
Step 00206000 L_out=0.198 Acc=0.94 ---300756.80 ms/batch
Step 00206050 L_out=0.053 Acc=0.97 ---328575.53 ms/batch
Step 00206100 L_out=1.247 Acc=0.91 ---356494.89 ms/batch
Round 12 | epoch=8, train costTime=358.17737889289856, | total_activation_sum=37649209
Round 12 | epoch=9, current m_iou=0.6789595131529187
Round 12 | Best m_IoU is: 0.682, OA is: 0.919 | val costTime=185.2461814880371
Round 12 | ****EPOCH 9****
Step 00206150 L_out=0.157 Acc=0.92 ---26311.94 ms/batch
Step 00206200 L_out=0.133 Acc=0.93 ---54483.84 ms/batch
Step 00206250 L_out=0.317 Acc=0.94 ---82031.80 ms/batch
Step 00206300 L_out=0.270 Acc=0.83 ---108469.15 ms/batch
Step 00206350 L_out=0.084 Acc=0.91 ---134872.27 ms/batch
Step 00206400 L_out=0.200 Acc=0.95 ---161966.83 ms/batch
Step 00206450 L_out=0.256 Acc=0.92 ---188698.80 ms/batch
Step 00206500 L_out=0.267 Acc=0.93 ---215711.21 ms/batch
Step 00206550 L_out=0.137 Acc=0.97 ---242286.72 ms/batch
Step 00206600 L_out=0.068 Acc=0.92 ---268952.27 ms/batch
Step 00206650 L_out=0.081 Acc=0.93 ---295860.89 ms/batch
Step 00206700 L_out=0.090 Acc=0.96 ---322613.75 ms/batch
Step 00206750 L_out=0.166 Acc=0.92 ---349268.78 ms/batch
Round 12 | epoch=9, train costTime=359.97674655914307, | total_activation_sum=37564472
Round 2 | ****EPOCH 0****
Round 2 | ****EPOCH 0****
Round 2 | ****EPOCH 0****
Round 2 | ****EPOCH 0****
Round 2 | ****EPOCH 0****
Round 2 | ****EPOCH 0****
Round 2 | ****EPOCH 0****
Round 2 | ****EPOCH 0****
Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.157 Acc=0.55 ---35455.99 ms/batch
Step 00000100 L_out=0.349 Acc=0.45 ---65794.46 ms/batch
Step 00000150 L_out=0.037 Acc=0.41 ---96469.48 ms/batch
Step 00000200 L_out=0.024 Acc=0.55 ---126933.23 ms/batch
Step 00000250 L_out=0.098 Acc=0.15 ---157352.55 ms/batch
Step 00000300 L_out=0.245 Acc=0.37 ---187914.37 ms/batch
Step 00000350 L_out=0.199 Acc=0.44 ---217659.59 ms/batch
Step 00000400 L_out=0.050 Acc=0.62 ---247600.52 ms/batch
Step 00000450 L_out=0.028 Acc=0.54 ---277987.27 ms/batch
Step 00000500 L_out=0.157 Acc=0.32 ---308355.02 ms/batch
Step 00000550 L_out=0.225 Acc=0.42 ---338446.11 ms/batch
Step 00000600 L_out=0.062 Acc=0.52 ---369239.81 ms/batch
Step 00000650 L_out=0.040 Acc=0.41 ---399547.76 ms/batch
Round 2 | epoch=0, train costTime=410.00489807128906, | total_activation_sum=1934591
Round 2 | epoch=1, current m_iou=0.21748105013916547
Round 2 | Best m_IoU is: 0.217, OA is: 0.479 | val costTime=172.42080855369568
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.051 Acc=0.60 ---19923.07 ms/batch
Step 00000750 L_out=0.437 Acc=0.73 ---50358.92 ms/batch
Step 00000800 L_out=0.208 Acc=0.60 ---80885.01 ms/batch
Step 00000850 L_out=0.014 Acc=0.52 ---111199.39 ms/batch
Step 00000900 L_out=0.223 Acc=0.32 ---142030.13 ms/batch
Step 00000950 L_out=0.034 Acc=0.33 ---172042.72 ms/batch
Step 00001000 L_out=0.025 Acc=0.55 ---202657.87 ms/batch
Step 00001050 L_out=0.116 Acc=0.63 ---233074.58 ms/batch
Step 00001100 L_out=0.091 Acc=0.66 ---263718.39 ms/batch
Step 00001150 L_out=0.060 Acc=0.68 ---294239.53 ms/batch
Step 00001200 L_out=0.055 Acc=0.67 ---325058.73 ms/batch
Step 00001250 L_out=0.086 Acc=0.64 ---355666.17 ms/batch
Step 00001300 L_out=0.095 Acc=0.41 ---385752.18 ms/batch
Round 2 | epoch=1, train costTime=406.2937743663788, | total_activation_sum=1829967
Round 2 | epoch=2, current m_iou=0.2838514994556192
Round 2 | Best m_IoU is: 0.284, OA is: 0.550 | val costTime=173.008296251297
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.052 Acc=0.49 --- 9549.94 ms/batch
Step 00001400 L_out=0.061 Acc=0.73 ---40379.47 ms/batch
Step 00001450 L_out=0.078 Acc=0.61 ---70630.95 ms/batch
Step 00001500 L_out=0.111 Acc=0.63 ---101591.69 ms/batch
Step 00001550 L_out=0.009 Acc=0.78 ---131909.84 ms/batch
Step 00001600 L_out=0.099 Acc=0.54 ---162449.29 ms/batch
Step 00001650 L_out=0.007 Acc=0.56 ---187668.79 ms/batch
Step 00001700 L_out=0.030 Acc=0.51 ---212902.68 ms/batch
Step 00001750 L_out=0.098 Acc=0.74 ---238273.76 ms/batch
Step 00001800 L_out=0.024 Acc=0.74 ---262935.57 ms/batch
Step 00001850 L_out=0.020 Acc=0.77 ---288439.41 ms/batch
Step 00001900 L_out=0.141 Acc=0.62 ---313990.84 ms/batch
Step 00001950 L_out=0.242 Acc=0.70 ---339065.14 ms/batch
Step 00002000 L_out=0.006 Acc=0.54 ---364002.00 ms/batch
Round 2 | epoch=2, train costTime=364.5341217517853, | total_activation_sum=1853254
Round 2 | epoch=3, current m_iou=0.32450203498495994
Round 2 | Best m_IoU is: 0.325, OA is: 0.560 | val costTime=168.87957167625427
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.156 Acc=0.72 ---29664.31 ms/batch
Step 00002100 L_out=0.199 Acc=0.63 ---60046.38 ms/batch
Step 00002150 L_out=0.051 Acc=0.68 ---90425.69 ms/batch
Step 00002200 L_out=0.077 Acc=0.60 ---121229.53 ms/batch
Step 00002250 L_out=0.052 Acc=0.76 ---152179.77 ms/batch
Step 00002300 L_out=0.009 Acc=0.62 ---182105.10 ms/batch
Step 00002350 L_out=0.039 Acc=0.57 ---212889.80 ms/batch
Step 00002400 L_out=0.024 Acc=0.63 ---243483.38 ms/batch
Step 00002450 L_out=0.036 Acc=0.56 ---273660.16 ms/batch
Step 00002500 L_out=0.040 Acc=0.68 ---303793.61 ms/batch
Step 00002550 L_out=0.108 Acc=0.43 ---334016.49 ms/batch
Step 00002600 L_out=0.005 Acc=0.76 ---364638.03 ms/batch
Step 00002650 L_out=0.007 Acc=0.73 ---393718.42 ms/batch
Round 2 | epoch=3, train costTime=404.70505452156067, | total_activation_sum=1901312
Round 2 | epoch=4, current m_iou=0.3333300966560636
Round 2 | Best m_IoU is: 0.333, OA is: 0.557 | val costTime=172.26734805107117
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.005 Acc=0.72 ---19562.61 ms/batch
Step 00002750 L_out=0.054 Acc=0.63 ---50525.98 ms/batch
Step 00002800 L_out=0.079 Acc=0.68 ---80865.32 ms/batch
Step 00002850 L_out=0.038 Acc=0.32 ---111254.20 ms/batch
Step 00002900 L_out=0.071 Acc=0.61 ---141863.58 ms/batch
Step 00002950 L_out=0.023 Acc=0.64 ---172589.03 ms/batch
Step 00003000 L_out=0.031 Acc=0.71 ---203019.80 ms/batch
Step 00003050 L_out=0.041 Acc=0.55 ---233199.78 ms/batch
Step 00003100 L_out=0.020 Acc=0.67 ---264243.96 ms/batch
Step 00003150 L_out=0.021 Acc=0.51 ---294949.36 ms/batch
Step 00003200 L_out=0.031 Acc=0.66 ---325875.55 ms/batch
Step 00003250 L_out=0.033 Acc=0.70 ---356377.27 ms/batch
Step 00003300 L_out=0.019 Acc=0.66 ---386948.36 ms/batch
Round 2 | epoch=4, train costTime=408.1475055217743, | total_activation_sum=1844495
Round 2 | epoch=5, current m_iou=0.37587393938529967
Round 2 | Best m_IoU is: 0.376, OA is: 0.689 | val costTime=175.14229035377502
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.020 Acc=0.65 --- 9127.35 ms/batch
Step 00003400 L_out=0.007 Acc=0.75 ---39480.61 ms/batch
Step 00003450 L_out=0.090 Acc=0.71 ---69637.52 ms/batch
Step 00003500 L_out=0.016 Acc=0.67 ---99816.23 ms/batch
Step 00003550 L_out=0.047 Acc=0.63 ---130374.30 ms/batch
Step 00003600 L_out=0.287 Acc=0.61 ---160897.73 ms/batch
Step 00003650 L_out=0.042 Acc=0.58 ---190959.91 ms/batch
Step 00003700 L_out=0.055 Acc=0.73 ---220861.28 ms/batch
Step 00003750 L_out=0.094 Acc=0.79 ---251526.13 ms/batch
Step 00003800 L_out=0.041 Acc=0.81 ---282089.54 ms/batch
Step 00003850 L_out=0.019 Acc=0.68 ---312673.79 ms/batch
Step 00003900 L_out=0.027 Acc=0.66 ---343733.73 ms/batch
Step 00003950 L_out=0.029 Acc=0.61 ---374087.03 ms/batch
Step 00004000 L_out=0.032 Acc=0.57 ---404964.77 ms/batch
Round 2 | epoch=5, train costTime=406.1652753353119, | total_activation_sum=1826457
Round 2 | epoch=6, current m_iou=0.38360328044427616
Round 2 | Best m_IoU is: 0.384, OA is: 0.696 | val costTime=173.75378012657166
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.163 Acc=0.74 ---29601.04 ms/batch
Step 00004100 L_out=0.054 Acc=0.69 ---59973.63 ms/batch
Step 00004150 L_out=0.042 Acc=0.67 ---90936.12 ms/batch
Step 00004200 L_out=0.005 Acc=0.68 ---120966.75 ms/batch
Step 00004250 L_out=0.041 Acc=0.71 ---151741.12 ms/batch
Step 00004300 L_out=0.031 Acc=0.81 ---182353.76 ms/batch
Step 00004350 L_out=0.206 Acc=0.76 ---211577.46 ms/batch
Step 00004400 L_out=0.008 Acc=0.72 ---242514.11 ms/batch
Step 00004450 L_out=0.047 Acc=0.75 ---272952.35 ms/batch
Step 00004500 L_out=0.015 Acc=0.81 ---303518.16 ms/batch
Step 00004550 L_out=0.157 Acc=0.60 ---333882.49 ms/batch
Step 00004600 L_out=0.012 Acc=0.70 ---364523.48 ms/batch
Step 00004650 L_out=0.028 Acc=0.56 ---394662.20 ms/batch
Round 2 | epoch=6, train costTime=406.6160578727722, | total_activation_sum=1844504
Round 2 | epoch=7, current m_iou=0.4208555472564585
Round 2 | Best m_IoU is: 0.421, OA is: 0.722 | val costTime=166.488050699234
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.063 Acc=0.59 ---19039.33 ms/batch
Step 00004750 L_out=0.028 Acc=0.79 ---49518.31 ms/batch
Step 00004800 L_out=0.174 Acc=0.54 ---80427.15 ms/batch
Step 00004850 L_out=0.069 Acc=0.75 ---110693.71 ms/batch
Step 00004900 L_out=0.141 Acc=0.70 ---140828.09 ms/batch
Step 00004950 L_out=0.031 Acc=0.65 ---171100.19 ms/batch
Step 00005000 L_out=0.043 Acc=0.65 ---201643.66 ms/batch
Step 00005050 L_out=0.029 Acc=0.63 ---232323.45 ms/batch
Step 00005100 L_out=0.029 Acc=0.86 ---263200.74 ms/batch
Step 00005150 L_out=0.025 Acc=0.79 ---294026.47 ms/batch
Step 00005200 L_out=0.017 Acc=0.79 ---324708.25 ms/batch
Step 00005250 L_out=0.013 Acc=0.69 ---355422.41 ms/batch
Step 00005300 L_out=0.046 Acc=0.70 ---385743.03 ms/batch
Round 2 | epoch=7, train costTime=407.2706072330475, | total_activation_sum=1846760
Round 2 | epoch=8, current m_iou=0.4223851896449616
Round 2 | Best m_IoU is: 0.422, OA is: 0.694 | val costTime=171.0719940662384
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.021 Acc=0.75 --- 7320.65 ms/batch
Step 00005400 L_out=0.043 Acc=0.83 ---32224.31 ms/batch
Step 00005450 L_out=0.015 Acc=0.80 ---57417.53 ms/batch
Step 00005500 L_out=0.016 Acc=0.45 ---82559.19 ms/batch
Step 00005550 L_out=0.045 Acc=0.48 ---106977.25 ms/batch
Step 00005600 L_out=0.032 Acc=0.85 ---132974.02 ms/batch
Step 00005650 L_out=0.009 Acc=0.73 ---163100.35 ms/batch
Step 00005700 L_out=0.023 Acc=0.84 ---194503.69 ms/batch
Step 00005750 L_out=0.040 Acc=0.75 ---225067.04 ms/batch
Step 00005800 L_out=0.065 Acc=0.73 ---255180.40 ms/batch
Step 00005850 L_out=0.031 Acc=0.39 ---285366.58 ms/batch
Step 00005900 L_out=0.024 Acc=0.60 ---315974.12 ms/batch
Step 00005950 L_out=0.028 Acc=0.76 ---346735.82 ms/batch
Step 00006000 L_out=0.003 Acc=0.74 ---376284.94 ms/batch
Round 2 | epoch=8, train costTime=378.0354154109955, | total_activation_sum=1874972
Round 2 | epoch=9, current m_iou=0.44586817802336587
Round 2 | Best m_IoU is: 0.446, OA is: 0.713 | val costTime=174.0243501663208
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.101 Acc=0.82 ---28547.41 ms/batch
Step 00006100 L_out=0.028 Acc=0.80 ---59313.92 ms/batch
Step 00006150 L_out=0.046 Acc=0.79 ---90057.17 ms/batch
Step 00006200 L_out=0.023 Acc=0.81 ---120324.41 ms/batch
Step 00006250 L_out=0.014 Acc=0.75 ---150345.26 ms/batch
Step 00006300 L_out=0.025 Acc=0.58 ---181090.17 ms/batch
Step 00006350 L_out=0.073 Acc=0.73 ---211470.86 ms/batch
Step 00006400 L_out=0.036 Acc=0.73 ---241992.57 ms/batch
Step 00006450 L_out=0.021 Acc=0.74 ---272390.43 ms/batch
Step 00006500 L_out=0.012 Acc=0.73 ---303175.88 ms/batch
Step 00006550 L_out=0.115 Acc=0.81 ---333626.26 ms/batch
Step 00006600 L_out=0.022 Acc=0.57 ---363860.18 ms/batch
Step 00006650 L_out=0.035 Acc=0.38 ---394781.27 ms/batch
Round 2 | epoch=9, train costTime=407.1551377773285, | total_activation_sum=1801581
Round 2 | epoch=10, current m_iou=0.41293555066280496
Round 2 | Best m_IoU is: 0.446, OA is: 0.713 | val costTime=172.5826461315155
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.032 Acc=0.66 ---17950.90 ms/batch
Step 00006750 L_out=0.036 Acc=0.77 ---48385.01 ms/batch
Step 00006800 L_out=0.035 Acc=0.80 ---78677.69 ms/batch
Step 00006850 L_out=0.020 Acc=0.66 ---109224.26 ms/batch
Step 00006900 L_out=0.128 Acc=0.66 ---139796.48 ms/batch
Step 00006950 L_out=0.037 Acc=0.70 ---170778.21 ms/batch
Step 00007000 L_out=0.077 Acc=0.72 ---201393.62 ms/batch
Step 00007050 L_out=0.006 Acc=0.69 ---231634.32 ms/batch
Step 00007100 L_out=0.027 Acc=0.82 ---262159.09 ms/batch
Step 00007150 L_out=0.070 Acc=0.71 ---292026.78 ms/batch
Step 00007200 L_out=0.017 Acc=0.86 ---322033.75 ms/batch
Step 00007250 L_out=0.015 Acc=0.72 ---352877.35 ms/batch
Step 00007300 L_out=0.089 Acc=0.70 ---383151.32 ms/batch
Round 2 | epoch=10, train costTime=405.83366680145264, | total_activation_sum=1902284
Round 2 | epoch=11, current m_iou=0.46486512828429816
Round 2 | Best m_IoU is: 0.465, OA is: 0.756 | val costTime=178.03471779823303
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.058 Acc=0.71 --- 8031.46 ms/batch
Step 00007400 L_out=0.031 Acc=0.65 ---38555.29 ms/batch
Step 00007450 L_out=0.014 Acc=0.65 ---69495.37 ms/batch
Step 00007500 L_out=0.046 Acc=0.80 ---99734.27 ms/batch
Step 00007550 L_out=0.032 Acc=0.79 ---130296.26 ms/batch
Step 00007600 L_out=0.050 Acc=0.65 ---161028.59 ms/batch
Step 00007650 L_out=0.012 Acc=0.82 ---191626.87 ms/batch
Step 00007700 L_out=0.091 Acc=0.48 ---222331.96 ms/batch
Step 00007750 L_out=0.026 Acc=0.74 ---253684.61 ms/batch
Step 00007800 L_out=0.020 Acc=0.69 ---283961.51 ms/batch
Step 00007850 L_out=0.009 Acc=0.69 ---314792.57 ms/batch
Step 00007900 L_out=0.005 Acc=0.73 ---345701.23 ms/batch
Step 00007950 L_out=0.015 Acc=0.68 ---376520.98 ms/batch
Step 00008000 L_out=0.008 Acc=0.79 ---407325.74 ms/batch
Round 2 | epoch=11, train costTime=409.7228510379791, | total_activation_sum=1844307
Round 2 | epoch=12, current m_iou=0.46413040016955187
Round 2 | Best m_IoU is: 0.465, OA is: 0.756 | val costTime=171.7662706375122
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.043 Acc=0.58 ---28706.05 ms/batch
Step 00008100 L_out=0.064 Acc=0.86 ---58954.68 ms/batch
Step 00008150 L_out=0.011 Acc=0.47 ---90212.69 ms/batch
Step 00008200 L_out=0.016 Acc=0.62 ---120504.63 ms/batch
Step 00008250 L_out=0.023 Acc=0.69 ---150820.22 ms/batch
Step 00008300 L_out=0.019 Acc=0.85 ---181247.27 ms/batch
Step 00008350 L_out=0.041 Acc=0.65 ---212238.07 ms/batch
Step 00008400 L_out=0.145 Acc=0.35 ---242627.88 ms/batch
Step 00008450 L_out=0.105 Acc=0.56 ---272822.38 ms/batch
Step 00008500 L_out=0.018 Acc=0.78 ---302905.57 ms/batch
Step 00008550 L_out=0.017 Acc=0.77 ---333461.41 ms/batch
Step 00008600 L_out=0.044 Acc=0.72 ---363982.38 ms/batch
Step 00008650 L_out=0.025 Acc=0.54 ---393971.66 ms/batch
Round 2 | epoch=12, train costTime=406.82789874076843, | total_activation_sum=1829472
Round 2 | epoch=13, current m_iou=0.4842059252752542
Round 2 | Best m_IoU is: 0.484, OA is: 0.794 | val costTime=173.57643485069275
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.017 Acc=0.74 ---17244.64 ms/batch
Step 00008750 L_out=0.043 Acc=0.62 ---48255.81 ms/batch
Step 00008800 L_out=0.023 Acc=0.68 ---76166.48 ms/batch
Step 00008850 L_out=0.032 Acc=0.77 ---101205.08 ms/batch
Step 00008900 L_out=0.025 Acc=0.67 ---126573.57 ms/batch
Step 00008950 L_out=0.010 Acc=0.69 ---151937.99 ms/batch
Step 00009000 L_out=0.048 Acc=0.64 ---177516.33 ms/batch
Step 00009050 L_out=0.031 Acc=0.61 ---202965.91 ms/batch
Step 00009100 L_out=0.160 Acc=0.60 ---228147.83 ms/batch
Step 00009150 L_out=0.016 Acc=0.76 ---253334.88 ms/batch
Step 00009200 L_out=0.029 Acc=0.76 ---278453.30 ms/batch
Step 00009250 L_out=0.099 Acc=0.92 ---303349.84 ms/batch
Step 00009300 L_out=0.011 Acc=0.85 ---328381.57 ms/batch
Round 2 | epoch=13, train costTime=348.2654535770416, | total_activation_sum=1871089
Round 2 | epoch=14, current m_iou=0.501044559035298
Round 2 | Best m_IoU is: 0.501, OA is: 0.808 | val costTime=173.731764793396
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.031 Acc=0.73 --- 7246.20 ms/batch
Step 00009400 L_out=0.011 Acc=0.70 ---37301.46 ms/batch
Step 00009450 L_out=0.021 Acc=0.79 ---67726.85 ms/batch
Step 00009500 L_out=0.006 Acc=0.85 ---98691.64 ms/batch
Step 00009550 L_out=0.020 Acc=0.86 ---129115.51 ms/batch
Step 00009600 L_out=0.014 Acc=0.71 ---159735.75 ms/batch
Step 00009650 L_out=0.004 Acc=0.67 ---189751.64 ms/batch
Step 00009700 L_out=0.009 Acc=0.82 ---220261.01 ms/batch
Step 00009750 L_out=0.032 Acc=0.69 ---250873.18 ms/batch
Step 00009800 L_out=0.021 Acc=0.75 ---281019.96 ms/batch
Step 00009850 L_out=0.014 Acc=0.75 ---311890.27 ms/batch
Step 00009900 L_out=0.033 Acc=0.77 ---342433.60 ms/batch
Step 00009950 L_out=0.017 Acc=0.64 ---372866.11 ms/batch
Step 00010000 L_out=0.016 Acc=0.65 ---403613.53 ms/batch
Round 2 | epoch=14, train costTime=406.7050802707672, | total_activation_sum=1858681
Round 2 | epoch=15, current m_iou=0.4897051932540971
Round 2 | Best m_IoU is: 0.501, OA is: 0.808 | val costTime=177.67722702026367
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.010 Acc=0.65 ---27511.05 ms/batch
Step 00010100 L_out=0.041 Acc=0.86 ---58083.63 ms/batch
Step 00010150 L_out=0.012 Acc=0.69 ---88571.70 ms/batch
Step 00010200 L_out=0.034 Acc=0.57 ---119052.23 ms/batch
Step 00010250 L_out=0.014 Acc=0.47 ---149104.25 ms/batch
Step 00010300 L_out=0.018 Acc=0.68 ---179101.70 ms/batch
Step 00010350 L_out=0.045 Acc=0.75 ---209904.03 ms/batch
Step 00010400 L_out=0.012 Acc=0.78 ---240572.17 ms/batch
Step 00010450 L_out=0.050 Acc=0.81 ---271467.78 ms/batch
Step 00010500 L_out=0.021 Acc=0.73 ---301987.59 ms/batch
Step 00010550 L_out=0.047 Acc=0.66 ---332771.48 ms/batch
Step 00010600 L_out=0.017 Acc=0.75 ---363326.09 ms/batch
Step 00010650 L_out=0.130 Acc=0.86 ---393414.03 ms/batch
Round 2 | epoch=15, train costTime=406.61585330963135, | total_activation_sum=1861510
Round 2 | epoch=16, current m_iou=0.49709259177672316
Round 2 | Best m_IoU is: 0.501, OA is: 0.808 | val costTime=180.91296982765198
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.043 Acc=0.71 ---16887.64 ms/batch
Step 00010750 L_out=0.020 Acc=0.62 ---48075.88 ms/batch
Step 00010800 L_out=0.016 Acc=0.82 ---78279.66 ms/batch
Step 00010850 L_out=0.004 Acc=0.79 ---109089.84 ms/batch
Step 00010900 L_out=0.019 Acc=0.80 ---139391.17 ms/batch
Step 00010950 L_out=0.065 Acc=0.62 ---169645.28 ms/batch
Step 00011000 L_out=0.041 Acc=0.80 ---200290.27 ms/batch
Step 00011050 L_out=0.026 Acc=0.73 ---231057.57 ms/batch
Step 00011100 L_out=0.041 Acc=0.84 ---262036.20 ms/batch
Step 00011150 L_out=0.034 Acc=0.78 ---292609.93 ms/batch
Step 00011200 L_out=0.015 Acc=0.75 ---323420.10 ms/batch
Step 00011250 L_out=0.140 Acc=0.86 ---353721.98 ms/batch
Step 00011300 L_out=0.039 Acc=0.69 ---384222.62 ms/batch
Round 2 | epoch=16, train costTime=407.93928241729736, | total_activation_sum=1824523
Round 2 | epoch=17, current m_iou=0.5082807464171105
Round 2 | Best m_IoU is: 0.508, OA is: 0.806 | val costTime=179.47213888168335
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.008 Acc=0.75 --- 6541.11 ms/batch
Step 00011400 L_out=0.009 Acc=0.74 ---37265.37 ms/batch
Step 00011450 L_out=0.010 Acc=0.71 ---67741.90 ms/batch
Step 00011500 L_out=0.008 Acc=0.89 ---98556.84 ms/batch
Step 00011550 L_out=0.012 Acc=0.77 ---128954.54 ms/batch
Step 00011600 L_out=0.008 Acc=0.72 ---159581.78 ms/batch
Step 00011650 L_out=0.018 Acc=0.82 ---189576.77 ms/batch
Step 00011700 L_out=0.015 Acc=0.79 ---220421.85 ms/batch
Step 00011750 L_out=0.028 Acc=0.78 ---250878.54 ms/batch
Step 00011800 L_out=0.016 Acc=0.74 ---281814.00 ms/batch
Step 00011850 L_out=0.034 Acc=0.57 ---312333.37 ms/batch
Step 00011900 L_out=0.025 Acc=0.69 ---342543.01 ms/batch
Step 00011950 L_out=0.068 Acc=0.82 ---373079.56 ms/batch
Step 00012000 L_out=0.076 Acc=0.78 ---403798.81 ms/batch
Round 2 | epoch=17, train costTime=407.3929777145386, | total_activation_sum=1817961
Round 2 | epoch=18, current m_iou=0.4751801079034572
Round 2 | Best m_IoU is: 0.508, OA is: 0.806 | val costTime=175.20615363121033
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.003 Acc=0.83 ---27096.82 ms/batch
Step 00012100 L_out=0.059 Acc=0.64 ---57439.18 ms/batch
Step 00012150 L_out=0.006 Acc=0.67 ---88107.58 ms/batch
Step 00012200 L_out=0.011 Acc=0.80 ---118725.21 ms/batch
Step 00012250 L_out=0.030 Acc=0.73 ---149421.88 ms/batch
Step 00012300 L_out=0.023 Acc=0.59 ---180378.43 ms/batch
Step 00012350 L_out=0.021 Acc=0.67 ---209632.72 ms/batch
Step 00012400 L_out=0.022 Acc=0.72 ---239845.44 ms/batch
Step 00012450 L_out=0.008 Acc=0.62 ---270878.64 ms/batch
Step 00012500 L_out=0.086 Acc=0.94 ---299543.80 ms/batch
Step 00012550 L_out=0.010 Acc=0.87 ---325051.69 ms/batch
Step 00012600 L_out=0.027 Acc=0.61 ---349939.36 ms/batch
Step 00012650 L_out=0.058 Acc=0.77 ---375340.45 ms/batch
Round 2 | epoch=18, train costTime=387.1072509288788, | total_activation_sum=1847094
Round 2 | epoch=19, current m_iou=0.49440484953238784
Round 2 | Best m_IoU is: 0.508, OA is: 0.806 | val costTime=168.86971163749695
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.043 Acc=0.75 ---15879.59 ms/batch
Step 00012750 L_out=0.106 Acc=0.43 ---46188.96 ms/batch
Step 00012800 L_out=0.019 Acc=0.85 ---76416.69 ms/batch
Step 00012850 L_out=0.009 Acc=0.78 ---106526.90 ms/batch
Step 00012900 L_out=0.009 Acc=0.65 ---137136.69 ms/batch
Step 00012950 L_out=0.013 Acc=0.83 ---167211.05 ms/batch
Step 00013000 L_out=0.047 Acc=0.85 ---198026.38 ms/batch
Step 00013050 L_out=0.009 Acc=0.88 ---228595.58 ms/batch
Step 00013100 L_out=0.019 Acc=0.71 ---259040.52 ms/batch
Step 00013150 L_out=0.008 Acc=0.65 ---289656.04 ms/batch
Step 00013200 L_out=0.008 Acc=0.83 ---320221.59 ms/batch
Step 00013250 L_out=0.018 Acc=0.80 ---350800.26 ms/batch
Step 00013300 L_out=0.016 Acc=0.58 ---381409.41 ms/batch
Round 2 | epoch=19, train costTime=405.80138397216797, | total_activation_sum=1933440
Round 2 | epoch=20, current m_iou=0.5079981683580979
Round 2 | Best m_IoU is: 0.508, OA is: 0.806 | val costTime=177.9572446346283
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.011 Acc=0.81 --- 6236.08 ms/batch
Step 00013400 L_out=0.004 Acc=0.77 ---36388.30 ms/batch
Step 00013450 L_out=0.028 Acc=0.64 ---66697.79 ms/batch
Step 00013500 L_out=0.023 Acc=0.67 ---97600.38 ms/batch
Step 00013550 L_out=0.012 Acc=0.71 ---128284.73 ms/batch
Step 00013600 L_out=0.017 Acc=0.82 ---158493.40 ms/batch
Step 00013650 L_out=0.019 Acc=0.75 ---189261.49 ms/batch
Step 00013700 L_out=0.028 Acc=0.68 ---219909.98 ms/batch
Step 00013750 L_out=0.011 Acc=0.89 ---250549.88 ms/batch
Step 00013800 L_out=0.013 Acc=0.81 ---281137.97 ms/batch
Step 00013850 L_out=0.008 Acc=0.82 ---311760.66 ms/batch
Step 00013900 L_out=0.005 Acc=0.80 ---342403.52 ms/batch
Step 00013950 L_out=0.025 Acc=0.66 ---373183.32 ms/batch
Step 00014000 L_out=0.039 Acc=0.80 ---403450.15 ms/batch
Round 2 | epoch=20, train costTime=407.6403980255127, | total_activation_sum=1844702
Round 2 | epoch=21, current m_iou=0.5206661481492804
Round 2 | Best m_IoU is: 0.521, OA is: 0.827 | val costTime=175.38826203346252
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.011 Acc=0.72 ---25777.15 ms/batch
Step 00014100 L_out=0.013 Acc=0.75 ---56248.63 ms/batch
Step 00014150 L_out=0.026 Acc=0.82 ---86475.26 ms/batch
Step 00014200 L_out=0.022 Acc=0.79 ---117057.50 ms/batch
Step 00014250 L_out=0.003 Acc=0.86 ---147412.28 ms/batch
Step 00014300 L_out=0.013 Acc=0.62 ---177284.59 ms/batch
Step 00014350 L_out=0.095 Acc=0.55 ---207409.91 ms/batch
Step 00014400 L_out=0.004 Acc=0.74 ---237993.11 ms/batch
Step 00014450 L_out=0.026 Acc=0.67 ---268570.14 ms/batch
Step 00014500 L_out=0.012 Acc=0.81 ---298882.83 ms/batch
Step 00014550 L_out=0.004 Acc=0.78 ---329478.14 ms/batch
Step 00014600 L_out=0.026 Acc=0.81 ---359715.90 ms/batch
Step 00014650 L_out=0.024 Acc=0.74 ---389888.52 ms/batch
Round 2 | epoch=21, train costTime=404.82398796081543, | total_activation_sum=1870657
Round 2 | epoch=22, current m_iou=0.5099864939449139
Round 2 | Best m_IoU is: 0.521, OA is: 0.827 | val costTime=175.92371702194214
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.004 Acc=0.75 ---15633.58 ms/batch
Step 00014750 L_out=0.008 Acc=0.64 ---46178.32 ms/batch
Step 00014800 L_out=0.012 Acc=0.86 ---76956.59 ms/batch
Step 00014850 L_out=0.026 Acc=0.71 ---107573.37 ms/batch
Step 00014900 L_out=0.007 Acc=0.80 ---137809.72 ms/batch
Step 00014950 L_out=0.048 Acc=0.78 ---168833.15 ms/batch
Step 00015000 L_out=0.033 Acc=0.91 ---199544.73 ms/batch
Step 00015050 L_out=0.040 Acc=0.60 ---229954.84 ms/batch
Step 00015100 L_out=0.003 Acc=0.82 ---260186.80 ms/batch
Step 00015150 L_out=0.180 Acc=0.73 ---290240.14 ms/batch
Step 00015200 L_out=0.019 Acc=0.86 ---320533.46 ms/batch
Step 00015250 L_out=0.007 Acc=0.75 ---351374.73 ms/batch
Step 00015300 L_out=0.079 Acc=0.73 ---381841.02 ms/batch
Round 2 | epoch=22, train costTime=407.2552716732025, | total_activation_sum=1860338
Round 2 | epoch=23, current m_iou=0.5046336961428676
Round 2 | Best m_IoU is: 0.521, OA is: 0.827 | val costTime=171.30468368530273
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.003 Acc=0.90 --- 5295.29 ms/batch
Step 00015400 L_out=0.073 Acc=0.69 ---35512.07 ms/batch
Step 00015450 L_out=0.158 Acc=0.53 ---65811.89 ms/batch
Step 00015500 L_out=0.028 Acc=0.85 ---96799.35 ms/batch
Step 00015550 L_out=0.003 Acc=0.88 ---127475.44 ms/batch
Step 00015600 L_out=0.034 Acc=0.56 ---157978.06 ms/batch
Step 00015650 L_out=0.015 Acc=0.84 ---188340.49 ms/batch
Step 00015700 L_out=0.007 Acc=0.80 ---219013.77 ms/batch
Step 00015750 L_out=0.008 Acc=0.74 ---249320.43 ms/batch
Step 00015800 L_out=0.039 Acc=0.88 ---279828.07 ms/batch
Step 00015850 L_out=0.021 Acc=0.84 ---310494.30 ms/batch
Step 00015900 L_out=0.020 Acc=0.81 ---341005.23 ms/batch
Step 00015950 L_out=0.030 Acc=0.76 ---371569.85 ms/batch
Step 00016000 L_out=0.013 Acc=0.81 ---401898.64 ms/batch
Round 2 | epoch=23, train costTime=406.74648880958557, | total_activation_sum=1888318
Round 2 | epoch=24, current m_iou=0.5007338133565079
Round 2 | Best m_IoU is: 0.521, OA is: 0.827 | val costTime=169.70547699928284
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.041 Acc=0.69 ---20865.04 ms/batch
Step 00016100 L_out=0.023 Acc=0.79 ---46305.50 ms/batch
Step 00016150 L_out=0.037 Acc=0.74 ---71183.76 ms/batch
Step 00016200 L_out=0.032 Acc=0.81 ---96222.81 ms/batch
Step 00016250 L_out=0.019 Acc=0.78 ---121212.01 ms/batch
Step 00016300 L_out=0.013 Acc=0.71 ---145976.63 ms/batch
Step 00016350 L_out=0.019 Acc=0.90 ---171659.66 ms/batch
Step 00016400 L_out=0.003 Acc=0.84 ---196718.80 ms/batch
Step 00016450 L_out=0.074 Acc=0.84 ---225722.92 ms/batch
Step 00016500 L_out=0.018 Acc=0.79 ---255934.27 ms/batch
Step 00016550 L_out=0.034 Acc=0.70 ---286537.42 ms/batch
Step 00016600 L_out=0.008 Acc=0.88 ---316950.09 ms/batch
Step 00016650 L_out=0.025 Acc=0.85 ---347314.90 ms/batch
Round 2 | epoch=24, train costTime=362.9473948478699, | total_activation_sum=1822618
Round 2 | epoch=25, current m_iou=0.49817459113938933
Round 2 | Best m_IoU is: 0.521, OA is: 0.827 | val costTime=182.8521180152893
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.042 Acc=0.69 ---15548.29 ms/batch
Step 00016750 L_out=0.015 Acc=0.79 ---45907.93 ms/batch
Step 00016800 L_out=0.013 Acc=0.89 ---76255.84 ms/batch
Step 00016850 L_out=0.009 Acc=0.90 ---107110.08 ms/batch
Step 00016900 L_out=0.017 Acc=0.73 ---137488.82 ms/batch
Step 00016950 L_out=0.026 Acc=0.82 ---167643.80 ms/batch
Step 00017000 L_out=0.039 Acc=0.74 ---198291.45 ms/batch
Step 00017050 L_out=0.044 Acc=0.78 ---228787.59 ms/batch
Step 00017100 L_out=0.006 Acc=0.88 ---259464.82 ms/batch
Step 00017150 L_out=0.003 Acc=0.76 ---289829.23 ms/batch
Step 00017200 L_out=0.007 Acc=0.68 ---320596.26 ms/batch
Step 00017250 L_out=0.056 Acc=0.85 ---351276.93 ms/batch
Step 00017300 L_out=0.006 Acc=0.91 ---382083.24 ms/batch
Round 2 | epoch=25, train costTime=407.7937397956848, | total_activation_sum=1862169
Round 2 | epoch=26, current m_iou=0.49972446202701504
Round 2 | Best m_IoU is: 0.521, OA is: 0.827 | val costTime=177.70182132720947
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.006 Acc=0.77 --- 5220.27 ms/batch
Step 00017400 L_out=0.008 Acc=0.59 ---35801.82 ms/batch
Step 00017450 L_out=0.015 Acc=0.85 ---66265.56 ms/batch
Step 00017500 L_out=0.017 Acc=0.81 ---96421.04 ms/batch
Step 00017550 L_out=0.035 Acc=0.72 ---126675.77 ms/batch
Step 00017600 L_out=0.067 Acc=0.79 ---157098.55 ms/batch
Step 00017650 L_out=0.036 Acc=0.84 ---186905.37 ms/batch
Step 00017700 L_out=0.034 Acc=0.85 ---216991.20 ms/batch
Step 00017750 L_out=0.007 Acc=0.83 ---247289.49 ms/batch
Step 00017800 L_out=0.017 Acc=0.76 ---277942.08 ms/batch
Step 00017850 L_out=0.007 Acc=0.77 ---308712.45 ms/batch
Step 00017900 L_out=0.010 Acc=0.76 ---338811.54 ms/batch
Step 00017950 L_out=0.018 Acc=0.87 ---369652.15 ms/batch
Step 00018000 L_out=0.012 Acc=0.84 ---399438.78 ms/batch
Round 2 | epoch=26, train costTime=405.1235249042511, | total_activation_sum=1814674
Round 2 | epoch=27, current m_iou=0.514641324069395
Round 2 | Best m_IoU is: 0.521, OA is: 0.827 | val costTime=179.97008657455444
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.010 Acc=0.88 ---24733.71 ms/batch
Step 00018100 L_out=0.014 Acc=0.87 ---55069.17 ms/batch
Step 00018150 L_out=0.014 Acc=0.76 ---85321.02 ms/batch
Step 00018200 L_out=0.003 Acc=0.78 ---115957.15 ms/batch
Step 00018250 L_out=0.015 Acc=0.80 ---146327.62 ms/batch
Step 00018300 L_out=0.009 Acc=0.82 ---177150.04 ms/batch
Step 00018350 L_out=0.013 Acc=0.85 ---207254.44 ms/batch
Step 00018400 L_out=0.017 Acc=0.66 ---237567.79 ms/batch
Step 00018450 L_out=0.019 Acc=0.75 ---269110.50 ms/batch
Step 00018500 L_out=0.073 Acc=0.87 ---299779.57 ms/batch
Step 00018550 L_out=0.045 Acc=0.78 ---329980.81 ms/batch
Step 00018600 L_out=0.022 Acc=0.73 ---360199.04 ms/batch
Step 00018650 L_out=0.004 Acc=0.79 ---391348.16 ms/batch
Round 2 | epoch=27, train costTime=407.2244312763214, | total_activation_sum=1846363
Round 2 | epoch=28, current m_iou=0.5071300700795577
Round 2 | Best m_IoU is: 0.521, OA is: 0.827 | val costTime=180.860844373703
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.005 Acc=0.85 ---15220.30 ms/batch
Step 00018750 L_out=0.041 Acc=0.46 ---45756.86 ms/batch
Step 00018800 L_out=0.002 Acc=0.88 ---76277.55 ms/batch
Step 00018850 L_out=0.002 Acc=0.91 ---106838.36 ms/batch
Step 00018900 L_out=0.012 Acc=0.66 ---137155.08 ms/batch
Step 00018950 L_out=0.011 Acc=0.82 ---168163.39 ms/batch
Step 00019000 L_out=0.009 Acc=0.81 ---198142.60 ms/batch
Step 00019050 L_out=0.017 Acc=0.81 ---228805.35 ms/batch
Step 00019100 L_out=0.011 Acc=0.73 ---258885.42 ms/batch
Step 00019150 L_out=0.014 Acc=0.67 ---289972.25 ms/batch
Step 00019200 L_out=0.011 Acc=0.81 ---320336.90 ms/batch
Step 00019250 L_out=0.012 Acc=0.51 ---350989.63 ms/batch
Step 00019300 L_out=0.005 Acc=0.92 ---381331.85 ms/batch
Round 2 | epoch=28, train costTime=407.4007668495178, | total_activation_sum=1836543
Round 2 | epoch=29, current m_iou=0.5162558731351844
Round 2 | Best m_IoU is: 0.521, OA is: 0.827 | val costTime=171.51558780670166
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.022 Acc=0.82 --- 4213.97 ms/batch
Step 00019400 L_out=0.017 Acc=0.78 ---34362.96 ms/batch
Step 00019450 L_out=0.006 Acc=0.85 ---64909.73 ms/batch
Step 00019500 L_out=0.003 Acc=0.82 ---95046.17 ms/batch
Step 00019550 L_out=0.006 Acc=0.83 ---125011.99 ms/batch
Step 00019600 L_out=0.017 Acc=0.73 ---149813.46 ms/batch
Step 00019650 L_out=0.012 Acc=0.83 ---174873.27 ms/batch
Step 00019700 L_out=0.028 Acc=0.84 ---200196.36 ms/batch
Step 00019750 L_out=0.037 Acc=0.71 ---225478.83 ms/batch
Step 00019800 L_out=0.031 Acc=0.87 ---250373.40 ms/batch
Step 00019850 L_out=0.024 Acc=0.77 ---275276.68 ms/batch
Step 00019900 L_out=0.029 Acc=0.85 ---300043.23 ms/batch
Step 00019950 L_out=0.007 Acc=0.76 ---325418.63 ms/batch
Step 00020000 L_out=0.009 Acc=0.81 ---350563.17 ms/batch
Round 2 | epoch=29, train costTime=355.3710174560547, | total_activation_sum=1929927
Round 2 | epoch=30, current m_iou=0.5088025595843608
Round 2 | Best m_IoU is: 0.521, OA is: 0.827 | val costTime=173.80537700653076
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=0.087 Acc=0.79 ---24866.55 ms/batch
Step 00020100 L_out=0.195 Acc=0.10 ---55363.44 ms/batch
Step 00020150 L_out=0.089 Acc=0.28 ---86384.82 ms/batch
Step 00020200 L_out=0.124 Acc=0.27 ---117018.45 ms/batch
Step 00020250 L_out=0.080 Acc=0.11 ---147735.26 ms/batch
Step 00020300 L_out=0.123 Acc=0.54 ---178580.93 ms/batch
Step 00020350 L_out=0.130 Acc=0.56 ---209032.13 ms/batch
Step 00020400 L_out=0.420 Acc=0.56 ---239258.92 ms/batch
Step 00020450 L_out=0.086 Acc=0.40 ---269517.67 ms/batch
Step 00020500 L_out=0.773 Acc=0.72 ---300116.98 ms/batch
Step 00020550 L_out=0.019 Acc=0.59 ---330897.21 ms/batch
Step 00020600 L_out=0.175 Acc=0.67 ---362016.24 ms/batch
Step 00020650 L_out=0.048 Acc=0.67 ---393261.07 ms/batch
Round 3 | epoch=0, train costTime=409.9549400806427, | total_activation_sum=2318140
Round 3 | epoch=1, current m_iou=0.22651052117336223
Round 3 | Best m_IoU is: 0.227, OA is: 0.651 | val costTime=179.29715943336487
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.038 Acc=0.76 ---14160.05 ms/batch
Step 00020750 L_out=0.007 Acc=0.63 ---44446.49 ms/batch
Step 00020800 L_out=0.045 Acc=0.78 ---75079.23 ms/batch
Step 00020850 L_out=0.152 Acc=0.79 ---105924.19 ms/batch
Step 00020900 L_out=0.017 Acc=0.42 ---136413.23 ms/batch
Step 00020950 L_out=0.114 Acc=0.66 ---166839.74 ms/batch
Step 00021000 L_out=0.045 Acc=0.82 ---197226.90 ms/batch
Step 00021050 L_out=0.386 Acc=0.80 ---227999.99 ms/batch
Step 00021100 L_out=0.013 Acc=0.76 ---258319.08 ms/batch
Step 00021150 L_out=0.020 Acc=0.70 ---288375.96 ms/batch
Step 00021200 L_out=0.036 Acc=0.62 ---319220.20 ms/batch
Step 00021250 L_out=0.027 Acc=0.73 ---350051.82 ms/batch
Step 00021300 L_out=0.022 Acc=0.79 ---380710.21 ms/batch
Round 3 | epoch=1, train costTime=407.06796860694885, | total_activation_sum=2189898
Round 3 | epoch=2, current m_iou=0.3924448738714572
Round 3 | Best m_IoU is: 0.392, OA is: 0.730 | val costTime=168.69029068946838
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.017 Acc=0.62 --- 3605.70 ms/batch
Step 00021400 L_out=0.020 Acc=0.77 ---34300.73 ms/batch
Step 00021450 L_out=0.005 Acc=0.67 ---64984.12 ms/batch
Step 00021500 L_out=0.132 Acc=0.42 ---95415.07 ms/batch
Step 00021550 L_out=0.030 Acc=0.60 ---126273.74 ms/batch
Step 00021600 L_out=0.015 Acc=0.85 ---156954.29 ms/batch
Step 00021650 L_out=0.036 Acc=0.63 ---187165.47 ms/batch
Step 00021700 L_out=0.300 Acc=0.77 ---218345.76 ms/batch
Step 00021750 L_out=0.027 Acc=0.74 ---249599.32 ms/batch
Step 00021800 L_out=0.032 Acc=0.78 ---279443.21 ms/batch
Step 00021850 L_out=0.025 Acc=0.82 ---309807.55 ms/batch
Step 00021900 L_out=0.030 Acc=0.65 ---339830.37 ms/batch
Step 00021950 L_out=0.067 Acc=0.68 ---370212.81 ms/batch
Step 00022000 L_out=0.096 Acc=0.74 ---400184.10 ms/batch
Round 3 | epoch=2, train costTime=406.95859718322754, | total_activation_sum=2289482
Round 3 | epoch=3, current m_iou=0.3882220883561692
Round 3 | Best m_IoU is: 0.392, OA is: 0.730 | val costTime=167.7822527885437
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.010 Acc=0.80 ---23647.51 ms/batch
Step 00022100 L_out=0.145 Acc=0.66 ---54335.00 ms/batch
Step 00022150 L_out=0.010 Acc=0.70 ---84904.44 ms/batch
Step 00022200 L_out=0.023 Acc=0.81 ---115842.00 ms/batch
Step 00022250 L_out=0.016 Acc=0.88 ---146038.04 ms/batch
Step 00022300 L_out=0.001 Acc=0.86 ---176134.75 ms/batch
Step 00022350 L_out=0.043 Acc=0.72 ---206391.55 ms/batch
Step 00022400 L_out=0.004 Acc=0.65 ---236456.41 ms/batch
Step 00022450 L_out=0.004 Acc=0.65 ---266218.43 ms/batch
Step 00022500 L_out=0.005 Acc=0.77 ---296911.31 ms/batch
Step 00022550 L_out=0.014 Acc=0.75 ---327184.34 ms/batch
Step 00022600 L_out=1.611 Acc=0.82 ---357424.22 ms/batch
Step 00022650 L_out=0.026 Acc=0.70 ---387886.68 ms/batch
Round 3 | epoch=3, train costTime=404.91298031806946, | total_activation_sum=2166001
Round 3 | epoch=4, current m_iou=0.40142273287404173
Round 3 | Best m_IoU is: 0.401, OA is: 0.688 | val costTime=172.4179573059082
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.043 Acc=0.82 ---13383.39 ms/batch
Step 00022750 L_out=0.023 Acc=0.63 ---43784.34 ms/batch
Step 00022800 L_out=0.098 Acc=0.71 ---74095.85 ms/batch
Step 00022850 L_out=0.036 Acc=0.71 ---104447.64 ms/batch
Step 00022900 L_out=0.027 Acc=0.60 ---134844.06 ms/batch
Step 00022950 L_out=0.008 Acc=0.63 ---164934.95 ms/batch
Step 00023000 L_out=0.008 Acc=0.59 ---195725.91 ms/batch
Step 00023050 L_out=0.032 Acc=0.78 ---226378.18 ms/batch
Step 00023100 L_out=0.020 Acc=0.81 ---256891.35 ms/batch
Step 00023150 L_out=0.049 Acc=0.68 ---287011.00 ms/batch
Step 00023200 L_out=0.250 Acc=0.88 ---317591.52 ms/batch
Step 00023250 L_out=0.148 Acc=0.77 ---348940.17 ms/batch
Step 00023300 L_out=0.167 Acc=0.87 ---374410.66 ms/batch
Round 3 | epoch=4, train costTime=397.9935619831085, | total_activation_sum=2274620
Round 3 | epoch=5, current m_iou=0.3995449998534586
Round 3 | Best m_IoU is: 0.401, OA is: 0.688 | val costTime=160.1362612247467
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.011 Acc=0.75 --- 2515.11 ms/batch
Step 00023400 L_out=0.082 Acc=0.83 ---28435.11 ms/batch
Step 00023450 L_out=0.031 Acc=0.80 ---53189.42 ms/batch
Step 00023500 L_out=0.028 Acc=0.81 ---79987.28 ms/batch
Step 00023550 L_out=0.023 Acc=0.47 ---110174.63 ms/batch
Step 00023600 L_out=0.227 Acc=0.74 ---140904.43 ms/batch
Step 00023650 L_out=0.009 Acc=0.77 ---171408.37 ms/batch
Step 00023700 L_out=0.022 Acc=0.66 ---201898.07 ms/batch
Step 00023750 L_out=0.013 Acc=0.65 ---231920.96 ms/batch
Step 00023800 L_out=0.038 Acc=0.70 ---262123.11 ms/batch
Step 00023850 L_out=0.013 Acc=0.88 ---292146.53 ms/batch
Step 00023900 L_out=0.042 Acc=0.81 ---322654.59 ms/batch
Step 00023950 L_out=0.038 Acc=0.75 ---353103.13 ms/batch
Step 00024000 L_out=0.288 Acc=0.70 ---383713.34 ms/batch
Round 3 | epoch=5, train costTime=391.0952606201172, | total_activation_sum=2224419
Round 3 | epoch=6, current m_iou=0.4660768271961059
Round 3 | Best m_IoU is: 0.466, OA is: 0.784 | val costTime=172.43588495254517
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.050 Acc=0.54 ---22840.80 ms/batch
Step 00024100 L_out=0.011 Acc=0.76 ---53518.48 ms/batch
Step 00024150 L_out=0.036 Acc=0.87 ---84071.42 ms/batch
Step 00024200 L_out=0.038 Acc=0.79 ---115039.93 ms/batch
Step 00024250 L_out=0.024 Acc=0.60 ---145737.43 ms/batch
Step 00024300 L_out=0.044 Acc=0.82 ---175819.27 ms/batch
Step 00024350 L_out=0.001 Acc=0.66 ---206583.49 ms/batch
Step 00024400 L_out=0.011 Acc=0.79 ---237434.70 ms/batch
Step 00024450 L_out=0.028 Acc=0.86 ---268481.33 ms/batch
Step 00024500 L_out=0.022 Acc=0.86 ---299306.58 ms/batch
Step 00024550 L_out=0.215 Acc=0.85 ---329122.36 ms/batch
Step 00024600 L_out=0.022 Acc=0.77 ---359555.24 ms/batch
Step 00024650 L_out=0.007 Acc=0.80 ---389813.81 ms/batch
Round 3 | epoch=6, train costTime=407.56919264793396, | total_activation_sum=2221923
Round 3 | epoch=7, current m_iou=0.4868115043529132
Round 3 | Best m_IoU is: 0.487, OA is: 0.803 | val costTime=167.9107277393341
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.037 Acc=0.81 ---13002.20 ms/batch
Step 00024750 L_out=0.058 Acc=0.84 ---43524.63 ms/batch
Step 00024800 L_out=0.007 Acc=0.82 ---74129.54 ms/batch
Step 00024850 L_out=0.146 Acc=0.76 ---104312.16 ms/batch
Step 00024900 L_out=0.031 Acc=0.76 ---135004.82 ms/batch
Step 00024950 L_out=0.014 Acc=0.69 ---165524.98 ms/batch
Step 00025000 L_out=0.032 Acc=0.85 ---196035.36 ms/batch
Step 00025050 L_out=0.006 Acc=0.89 ---226680.34 ms/batch
Step 00025100 L_out=0.020 Acc=0.74 ---256690.48 ms/batch
Step 00025150 L_out=0.082 Acc=0.65 ---287023.58 ms/batch
Step 00025200 L_out=0.025 Acc=0.74 ---316950.29 ms/batch
Step 00025250 L_out=0.378 Acc=0.83 ---347935.75 ms/batch
Step 00025300 L_out=0.004 Acc=0.82 ---378482.10 ms/batch
Round 3 | epoch=7, train costTime=406.6498956680298, | total_activation_sum=2275501
Round 3 | epoch=8, current m_iou=0.4836238936037347
Round 3 | Best m_IoU is: 0.487, OA is: 0.803 | val costTime=162.75104451179504
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.019 Acc=0.79 --- 2222.43 ms/batch
Step 00025400 L_out=0.042 Acc=0.69 ---32604.35 ms/batch
Step 00025450 L_out=0.007 Acc=0.82 ---63696.46 ms/batch
Step 00025500 L_out=0.003 Acc=0.74 ---94420.56 ms/batch
Step 00025550 L_out=0.020 Acc=0.54 ---124614.90 ms/batch
Step 00025600 L_out=0.017 Acc=0.69 ---154729.99 ms/batch
Step 00025650 L_out=0.042 Acc=0.80 ---184674.91 ms/batch
Step 00025700 L_out=0.013 Acc=0.86 ---215373.47 ms/batch
Step 00025750 L_out=0.058 Acc=0.81 ---246157.51 ms/batch
Step 00025800 L_out=0.008 Acc=0.63 ---276746.06 ms/batch
Step 00025850 L_out=0.087 Acc=0.81 ---307092.54 ms/batch
Step 00025900 L_out=0.004 Acc=0.70 ---338340.26 ms/batch
Step 00025950 L_out=0.014 Acc=0.88 ---368386.64 ms/batch
Step 00026000 L_out=0.014 Acc=0.76 ---399310.15 ms/batch
Round 3 | epoch=8, train costTime=407.17610239982605, | total_activation_sum=2211050
Round 3 | epoch=9, current m_iou=0.49920305405255044
Round 3 | Best m_IoU is: 0.499, OA is: 0.815 | val costTime=176.87923550605774
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.102 Acc=0.41 ---22500.86 ms/batch
Step 00026100 L_out=0.087 Acc=0.78 ---52910.43 ms/batch
Step 00026150 L_out=0.012 Acc=0.81 ---82853.55 ms/batch
Step 00026200 L_out=0.025 Acc=0.83 ---113486.46 ms/batch
Step 00026250 L_out=0.013 Acc=0.83 ---143546.84 ms/batch
Step 00026300 L_out=0.186 Acc=0.77 ---174072.96 ms/batch
Step 00026350 L_out=0.008 Acc=0.85 ---204813.50 ms/batch
Step 00026400 L_out=0.028 Acc=0.72 ---234658.10 ms/batch
Step 00026450 L_out=0.015 Acc=0.76 ---265181.84 ms/batch
Step 00026500 L_out=0.036 Acc=0.79 ---295248.49 ms/batch
Step 00026550 L_out=0.031 Acc=0.56 ---325333.49 ms/batch
Step 00026600 L_out=0.028 Acc=0.79 ---355229.80 ms/batch
Step 00026650 L_out=0.003 Acc=0.83 ---385620.01 ms/batch
Round 3 | epoch=9, train costTime=403.82794547080994, | total_activation_sum=2294072
Round 3 | epoch=10, current m_iou=0.46194977818396743
Round 3 | Best m_IoU is: 0.499, OA is: 0.815 | val costTime=173.8058567047119
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.003 Acc=0.90 ---12211.95 ms/batch
Step 00026750 L_out=0.028 Acc=0.86 ---37930.33 ms/batch
Step 00026800 L_out=0.008 Acc=0.84 ---63432.68 ms/batch
Step 00026850 L_out=0.010 Acc=0.79 ---88436.14 ms/batch
Step 00026900 L_out=0.004 Acc=0.80 ---113556.65 ms/batch
Step 00026950 L_out=0.022 Acc=0.81 ---138673.67 ms/batch
Step 00027000 L_out=0.011 Acc=0.64 ---163414.06 ms/batch
Step 00027050 L_out=0.071 Acc=0.71 ---188434.97 ms/batch
Step 00027100 L_out=0.007 Acc=0.77 ---213498.76 ms/batch
Step 00027150 L_out=0.037 Acc=0.83 ---238483.86 ms/batch
Step 00027200 L_out=0.011 Acc=0.82 ---265166.16 ms/batch
Step 00027250 L_out=0.008 Acc=0.72 ---290761.26 ms/batch
Step 00027300 L_out=0.001 Acc=0.73 ---321183.49 ms/batch
Round 3 | epoch=10, train costTime=349.5616760253906, | total_activation_sum=2265500
Round 3 | epoch=11, current m_iou=0.47590219054042665
Round 3 | Best m_IoU is: 0.499, OA is: 0.815 | val costTime=172.8650348186493
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.155 Acc=0.72 --- 2059.14 ms/batch
Step 00027400 L_out=0.039 Acc=0.81 ---32327.68 ms/batch
Step 00027450 L_out=0.015 Acc=0.81 ---62648.10 ms/batch
Step 00027500 L_out=0.045 Acc=0.81 ---92597.59 ms/batch
Step 00027550 L_out=0.027 Acc=0.90 ---123388.92 ms/batch
Step 00027600 L_out=0.003 Acc=0.86 ---154087.98 ms/batch
Step 00027650 L_out=0.035 Acc=0.73 ---184526.22 ms/batch
Step 00027700 L_out=0.010 Acc=0.87 ---215261.61 ms/batch
Step 00027750 L_out=0.010 Acc=0.81 ---245722.36 ms/batch
Step 00027800 L_out=0.018 Acc=0.85 ---275934.59 ms/batch
Step 00027850 L_out=0.011 Acc=0.81 ---306467.89 ms/batch
Step 00027900 L_out=0.277 Acc=0.72 ---336576.85 ms/batch
Step 00027950 L_out=0.031 Acc=0.77 ---366075.92 ms/batch
Step 00028000 L_out=0.011 Acc=0.81 ---395912.08 ms/batch
Round 3 | epoch=11, train costTime=404.7877655029297, | total_activation_sum=2171323
Round 3 | epoch=12, current m_iou=0.4976095776716587
Round 3 | Best m_IoU is: 0.499, OA is: 0.815 | val costTime=174.29731464385986
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.002 Acc=0.89 ---21856.11 ms/batch
Step 00028100 L_out=0.104 Acc=0.85 ---52338.46 ms/batch
Step 00028150 L_out=0.015 Acc=0.74 ---82717.22 ms/batch
Step 00028200 L_out=0.021 Acc=0.83 ---112971.30 ms/batch
Step 00028250 L_out=0.024 Acc=0.78 ---143688.70 ms/batch
Step 00028300 L_out=0.026 Acc=0.67 ---174424.33 ms/batch
Step 00028350 L_out=0.017 Acc=0.71 ---204946.70 ms/batch
Step 00028400 L_out=0.016 Acc=0.87 ---235608.95 ms/batch
Step 00028450 L_out=0.025 Acc=0.88 ---266226.75 ms/batch
Step 00028500 L_out=0.023 Acc=0.75 ---297104.85 ms/batch
Step 00028550 L_out=0.030 Acc=0.77 ---327615.05 ms/batch
Step 00028600 L_out=0.036 Acc=0.77 ---358651.21 ms/batch
Step 00028650 L_out=0.066 Acc=0.75 ---389251.25 ms/batch
Round 3 | epoch=12, train costTime=408.3325991630554, | total_activation_sum=2261720
Round 3 | epoch=13, current m_iou=0.49332450829618946
Round 3 | Best m_IoU is: 0.499, OA is: 0.815 | val costTime=167.0183138847351
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.007 Acc=0.77 ---11624.86 ms/batch
Step 00028750 L_out=0.010 Acc=0.84 ---42049.46 ms/batch
Step 00028800 L_out=0.012 Acc=0.73 ---72275.36 ms/batch
Step 00028850 L_out=0.004 Acc=0.90 ---102546.85 ms/batch
Step 00028900 L_out=0.026 Acc=0.80 ---133216.07 ms/batch
Step 00028950 L_out=0.008 Acc=0.85 ---163860.99 ms/batch
Step 00029000 L_out=0.060 Acc=0.79 ---194649.26 ms/batch
Step 00029050 L_out=0.004 Acc=0.82 ---225311.28 ms/batch
Step 00029100 L_out=0.009 Acc=0.87 ---255332.44 ms/batch
Step 00029150 L_out=0.006 Acc=0.84 ---285883.30 ms/batch
Step 00029200 L_out=0.020 Acc=0.76 ---316701.21 ms/batch
Step 00029250 L_out=0.017 Acc=0.81 ---347247.37 ms/batch
Step 00029300 L_out=0.034 Acc=0.81 ---378146.41 ms/batch
Round 3 | epoch=13, train costTime=407.24978590011597, | total_activation_sum=2264769
Round 3 | epoch=14, current m_iou=0.49927545933816797
Round 3 | Best m_IoU is: 0.499, OA is: 0.805 | val costTime=166.79192471504211
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.023 Acc=0.67 --- 1532.55 ms/batch
Step 00029400 L_out=0.057 Acc=0.76 ---32202.64 ms/batch
Step 00029450 L_out=0.013 Acc=0.90 ---62351.39 ms/batch
Step 00029500 L_out=0.002 Acc=0.73 ---92848.25 ms/batch
Step 00029550 L_out=0.005 Acc=0.90 ---123162.41 ms/batch
Step 00029600 L_out=0.016 Acc=0.85 ---153531.58 ms/batch
Step 00029650 L_out=0.003 Acc=0.78 ---184132.93 ms/batch
Step 00029700 L_out=0.021 Acc=0.78 ---214302.59 ms/batch
Step 00029750 L_out=0.058 Acc=0.77 ---244680.41 ms/batch
Step 00029800 L_out=0.008 Acc=0.88 ---275412.87 ms/batch
Step 00029850 L_out=0.078 Acc=0.76 ---305669.10 ms/batch
Step 00029900 L_out=0.025 Acc=0.75 ---336097.36 ms/batch
Step 00029950 L_out=0.013 Acc=0.83 ---366527.64 ms/batch
Step 00030000 L_out=0.015 Acc=0.83 ---396381.63 ms/batch
Round 3 | epoch=14, train costTime=405.75090169906616, | total_activation_sum=2199074
Round 3 | epoch=15, current m_iou=0.531850808775741
Round 3 | Best m_IoU is: 0.532, OA is: 0.829 | val costTime=172.12025713920593
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.008 Acc=0.92 ---22017.21 ms/batch
Step 00030100 L_out=0.048 Acc=0.62 ---53271.37 ms/batch
Step 00030150 L_out=0.006 Acc=0.84 ---83156.68 ms/batch
Step 00030200 L_out=0.011 Acc=0.87 ---113385.57 ms/batch
Step 00030250 L_out=0.037 Acc=0.75 ---143625.93 ms/batch
Step 00030300 L_out=0.003 Acc=0.89 ---174138.44 ms/batch
Step 00030350 L_out=0.007 Acc=0.91 ---204325.30 ms/batch
Step 00030400 L_out=0.025 Acc=0.79 ---235209.15 ms/batch
Step 00030450 L_out=0.031 Acc=0.69 ---266156.90 ms/batch
Step 00030500 L_out=0.005 Acc=0.91 ---292784.11 ms/batch
Step 00030550 L_out=0.007 Acc=0.73 ---318163.36 ms/batch
Step 00030600 L_out=0.007 Acc=0.87 ---343404.14 ms/batch
Step 00030650 L_out=0.012 Acc=0.92 ---368812.68 ms/batch
Round 3 | epoch=15, train costTime=384.8867402076721, | total_activation_sum=2301422
Round 3 | epoch=16, current m_iou=0.5335093621332757
Round 3 | Best m_IoU is: 0.534, OA is: 0.828 | val costTime=165.03005957603455
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.022 Acc=0.79 ---10007.61 ms/batch
Step 00030750 L_out=0.011 Acc=0.78 ---40018.83 ms/batch
Step 00030800 L_out=0.005 Acc=0.84 ---70760.44 ms/batch
Step 00030850 L_out=0.020 Acc=0.70 ---101517.36 ms/batch
Step 00030900 L_out=0.015 Acc=0.90 ---132708.33 ms/batch
Step 00030950 L_out=0.024 Acc=0.78 ---162601.00 ms/batch
Step 00031000 L_out=0.008 Acc=0.78 ---193531.42 ms/batch
Step 00031050 L_out=0.021 Acc=0.88 ---224027.01 ms/batch
Step 00031100 L_out=0.009 Acc=0.91 ---254526.02 ms/batch
Step 00031150 L_out=0.011 Acc=0.80 ---284441.61 ms/batch
Step 00031200 L_out=0.035 Acc=0.74 ---314890.99 ms/batch
Step 00031250 L_out=0.014 Acc=0.81 ---345144.98 ms/batch
Step 00031300 L_out=0.012 Acc=0.78 ---375857.39 ms/batch
Round 3 | epoch=16, train costTime=405.95447611808777, | total_activation_sum=2265433
Round 3 | epoch=17, current m_iou=0.5326906873050997
Round 3 | Best m_IoU is: 0.534, OA is: 0.828 | val costTime=168.71259355545044
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.035 Acc=0.87 ---  554.63 ms/batch
Step 00031400 L_out=0.014 Acc=0.85 ---30685.59 ms/batch
Step 00031450 L_out=0.041 Acc=0.75 ---60898.50 ms/batch
Step 00031500 L_out=0.054 Acc=0.63 ---91433.07 ms/batch
Step 00031550 L_out=0.009 Acc=0.87 ---121472.69 ms/batch
Step 00031600 L_out=0.035 Acc=0.88 ---151745.36 ms/batch
Step 00031650 L_out=0.244 Acc=0.84 ---181725.65 ms/batch
Step 00031700 L_out=0.015 Acc=0.74 ---211590.13 ms/batch
Step 00031750 L_out=0.074 Acc=0.84 ---242014.99 ms/batch
Step 00031800 L_out=0.016 Acc=0.91 ---272850.18 ms/batch
Step 00031850 L_out=0.009 Acc=0.88 ---303166.63 ms/batch
Step 00031900 L_out=0.029 Acc=0.89 ---333483.47 ms/batch
Step 00031950 L_out=0.046 Acc=0.88 ---363880.82 ms/batch
Step 00032000 L_out=0.027 Acc=0.78 ---393889.33 ms/batch
Round 3 | epoch=17, train costTime=403.7278127670288, | total_activation_sum=2269268
Round 3 | epoch=18, current m_iou=0.5164685164506886
Round 3 | Best m_IoU is: 0.534, OA is: 0.828 | val costTime=178.53520941734314
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.007 Acc=0.88 ---20805.74 ms/batch
Step 00032100 L_out=0.005 Acc=0.79 ---51339.99 ms/batch
Step 00032150 L_out=0.002 Acc=0.86 ---82498.49 ms/batch
Step 00032200 L_out=0.007 Acc=0.77 ---112765.37 ms/batch
Step 00032250 L_out=0.010 Acc=0.77 ---142862.68 ms/batch
Step 00032300 L_out=0.016 Acc=0.87 ---173298.71 ms/batch
Step 00032350 L_out=0.008 Acc=0.66 ---203776.55 ms/batch
Step 00032400 L_out=0.006 Acc=0.85 ---234477.59 ms/batch
Step 00032450 L_out=0.023 Acc=0.87 ---264793.95 ms/batch
Step 00032500 L_out=0.011 Acc=0.86 ---295531.88 ms/batch
Step 00032550 L_out=0.021 Acc=0.86 ---325986.81 ms/batch
Step 00032600 L_out=0.028 Acc=0.90 ---356461.41 ms/batch
Step 00032650 L_out=0.017 Acc=0.78 ---387208.42 ms/batch
Round 3 | epoch=18, train costTime=407.10734128952026, | total_activation_sum=2221053
Round 3 | epoch=19, current m_iou=0.5377661048985478
Round 3 | Best m_IoU is: 0.538, OA is: 0.836 | val costTime=173.71691989898682
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.010 Acc=0.76 ---10650.48 ms/batch
Step 00032750 L_out=0.048 Acc=0.79 ---40441.91 ms/batch
Step 00032800 L_out=0.030 Acc=0.85 ---71023.85 ms/batch
Step 00032850 L_out=0.005 Acc=0.93 ---101006.57 ms/batch
Step 00032900 L_out=0.056 Acc=0.75 ---131798.24 ms/batch
Step 00032950 L_out=0.009 Acc=0.84 ---162377.64 ms/batch
Step 00033000 L_out=0.032 Acc=0.85 ---192813.72 ms/batch
Step 00033050 L_out=0.024 Acc=0.77 ---223501.77 ms/batch
Step 00033100 L_out=0.071 Acc=0.95 ---254257.52 ms/batch
Step 00033150 L_out=0.028 Acc=0.85 ---284352.10 ms/batch
Step 00033200 L_out=0.005 Acc=0.77 ---314559.80 ms/batch
Step 00033250 L_out=0.095 Acc=0.77 ---344847.00 ms/batch
Step 00033300 L_out=0.003 Acc=0.90 ---375604.83 ms/batch
Step 00033350 L_out=0.021 Acc=0.71 ---406400.09 ms/batch
Round 3 | epoch=19, train costTime=406.40015053749084, | total_activation_sum=2171968
Round 3 | epoch=20, current m_iou=0.5449886153443038
Round 3 | Best m_IoU is: 0.545, OA is: 0.837 | val costTime=175.66286754608154
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.005 Acc=0.86 ---29700.64 ms/batch
Step 00033450 L_out=0.012 Acc=0.86 ---60492.94 ms/batch
Step 00033500 L_out=0.058 Acc=0.91 ---91146.71 ms/batch
Step 00033550 L_out=0.008 Acc=0.80 ---121857.04 ms/batch
Step 00033600 L_out=0.004 Acc=0.76 ---152476.23 ms/batch
Step 00033650 L_out=0.048 Acc=0.72 ---183116.53 ms/batch
Step 00033700 L_out=0.036 Acc=0.80 ---213257.70 ms/batch
Step 00033750 L_out=0.009 Acc=0.73 ---243015.27 ms/batch
Step 00033800 L_out=0.014 Acc=0.87 ---273073.71 ms/batch
Step 00033850 L_out=0.011 Acc=0.74 ---303377.01 ms/batch
Step 00033900 L_out=0.023 Acc=0.89 ---333938.49 ms/batch
Step 00033950 L_out=0.008 Acc=0.89 ---364654.78 ms/batch
Step 00034000 L_out=0.006 Acc=0.82 ---394919.49 ms/batch
Round 3 | epoch=20, train costTime=405.5534508228302, | total_activation_sum=2329489
Round 3 | epoch=21, current m_iou=0.5323003996555877
Round 3 | Best m_IoU is: 0.545, OA is: 0.837 | val costTime=168.4146430492401
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.006 Acc=0.92 ---16473.58 ms/batch
Step 00034100 L_out=0.012 Acc=0.84 ---41388.66 ms/batch
Step 00034150 L_out=0.047 Acc=0.87 ---66261.65 ms/batch
Step 00034200 L_out=0.235 Acc=0.88 ---91782.32 ms/batch
Step 00034250 L_out=0.011 Acc=0.65 ---116692.40 ms/batch
Step 00034300 L_out=0.031 Acc=0.87 ---141985.15 ms/batch
Step 00034350 L_out=0.036 Acc=0.82 ---167009.92 ms/batch
Step 00034400 L_out=0.012 Acc=0.79 ---191909.95 ms/batch
Step 00034450 L_out=0.053 Acc=0.77 ---219912.79 ms/batch
Step 00034500 L_out=0.009 Acc=0.81 ---250949.75 ms/batch
Step 00034550 L_out=0.003 Acc=0.72 ---281983.59 ms/batch
Step 00034600 L_out=0.022 Acc=0.83 ---312312.87 ms/batch
Step 00034650 L_out=0.135 Acc=0.88 ---343118.24 ms/batch
Round 3 | epoch=21, train costTime=364.29715967178345, | total_activation_sum=2269394
Round 3 | epoch=22, current m_iou=0.5398881963717057
Round 3 | Best m_IoU is: 0.545, OA is: 0.837 | val costTime=174.20395708084106
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.004 Acc=0.83 --- 9744.87 ms/batch
Step 00034750 L_out=0.017 Acc=0.84 ---40667.57 ms/batch
Step 00034800 L_out=0.014 Acc=0.87 ---71578.22 ms/batch
Step 00034850 L_out=0.020 Acc=0.72 ---101921.13 ms/batch
Step 00034900 L_out=0.056 Acc=0.78 ---132589.32 ms/batch
Step 00034950 L_out=0.013 Acc=0.76 ---162919.82 ms/batch
Step 00035000 L_out=0.004 Acc=0.87 ---193912.95 ms/batch
Step 00035050 L_out=0.024 Acc=0.86 ---224455.41 ms/batch
Step 00035100 L_out=0.014 Acc=0.75 ---254887.00 ms/batch
Step 00035150 L_out=0.018 Acc=0.84 ---285304.68 ms/batch
Step 00035200 L_out=0.021 Acc=0.87 ---316001.03 ms/batch
Step 00035250 L_out=0.002 Acc=0.84 ---346432.59 ms/batch
Step 00035300 L_out=0.048 Acc=0.76 ---377646.01 ms/batch
Step 00035350 L_out=0.005 Acc=0.87 ---408115.09 ms/batch
Round 3 | epoch=22, train costTime=408.7446999549866, | total_activation_sum=2297800
Round 3 | epoch=23, current m_iou=0.5329383652315423
Round 3 | Best m_IoU is: 0.545, OA is: 0.837 | val costTime=166.2706916332245
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.003 Acc=0.93 ---30028.76 ms/batch
Step 00035450 L_out=0.005 Acc=0.92 ---60187.92 ms/batch
Step 00035500 L_out=0.013 Acc=0.76 ---90892.24 ms/batch
Step 00035550 L_out=0.018 Acc=0.79 ---120814.45 ms/batch
Step 00035600 L_out=0.007 Acc=0.83 ---151677.41 ms/batch
Step 00035650 L_out=0.022 Acc=0.85 ---182486.71 ms/batch
Step 00035700 L_out=0.003 Acc=0.87 ---212707.79 ms/batch
Step 00035750 L_out=0.008 Acc=0.83 ---243241.41 ms/batch
Step 00035800 L_out=0.042 Acc=0.84 ---273373.76 ms/batch
Step 00035850 L_out=0.013 Acc=0.90 ---303930.65 ms/batch
Step 00035900 L_out=0.020 Acc=0.77 ---334017.31 ms/batch
Step 00035950 L_out=0.017 Acc=0.84 ---364319.53 ms/batch
Step 00036000 L_out=0.011 Acc=0.94 ---394502.04 ms/batch
Round 3 | epoch=23, train costTime=405.6897747516632, | total_activation_sum=2192439
Round 3 | epoch=24, current m_iou=0.5232849224252415
Round 3 | Best m_IoU is: 0.545, OA is: 0.837 | val costTime=168.69559001922607
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.004 Acc=0.92 ---19867.67 ms/batch
Step 00036100 L_out=0.006 Acc=0.87 ---50329.07 ms/batch
Step 00036150 L_out=0.004 Acc=0.94 ---80645.67 ms/batch
Step 00036200 L_out=0.008 Acc=0.90 ---111118.57 ms/batch
Step 00036250 L_out=0.017 Acc=0.82 ---142058.04 ms/batch
Step 00036300 L_out=0.023 Acc=0.88 ---172458.67 ms/batch
Step 00036350 L_out=0.019 Acc=0.91 ---203144.33 ms/batch
Step 00036400 L_out=0.018 Acc=0.86 ---233501.26 ms/batch
Step 00036450 L_out=0.010 Acc=0.83 ---263799.26 ms/batch
Step 00036500 L_out=0.008 Acc=0.83 ---294258.70 ms/batch
Step 00036550 L_out=0.009 Acc=0.79 ---324263.66 ms/batch
Step 00036600 L_out=0.040 Acc=0.88 ---354753.52 ms/batch
Step 00036650 L_out=0.012 Acc=0.59 ---385548.96 ms/batch
Round 3 | epoch=24, train costTime=407.09380173683167, | total_activation_sum=2215446
Round 3 | epoch=25, current m_iou=0.5347256601255773
Round 3 | Best m_IoU is: 0.545, OA is: 0.837 | val costTime=177.27502012252808
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.007 Acc=0.80 --- 8904.27 ms/batch
Step 00036750 L_out=0.014 Acc=0.87 ---39810.64 ms/batch
Step 00036800 L_out=0.003 Acc=0.77 ---70201.21 ms/batch
Step 00036850 L_out=0.027 Acc=0.82 ---100780.46 ms/batch
Step 00036900 L_out=0.043 Acc=0.90 ---131244.97 ms/batch
Step 00036950 L_out=0.153 Acc=0.90 ---162249.95 ms/batch
Step 00037000 L_out=0.053 Acc=0.81 ---192947.84 ms/batch
Step 00037050 L_out=0.021 Acc=0.78 ---223585.08 ms/batch
Step 00037100 L_out=0.012 Acc=0.87 ---254354.75 ms/batch
Step 00037150 L_out=0.027 Acc=0.84 ---284540.43 ms/batch
Step 00037200 L_out=0.003 Acc=0.91 ---314923.48 ms/batch
Step 00037250 L_out=0.008 Acc=0.84 ---344711.91 ms/batch
Step 00037300 L_out=0.023 Acc=0.83 ---374872.67 ms/batch
Step 00037350 L_out=0.001 Acc=0.89 ---405782.34 ms/batch
Round 3 | epoch=25, train costTime=407.047012090683, | total_activation_sum=2245162
Round 3 | epoch=26, current m_iou=0.535859950605063
Round 3 | Best m_IoU is: 0.545, OA is: 0.837 | val costTime=169.5170464515686
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.010 Acc=0.76 ---29272.20 ms/batch
Step 00037450 L_out=0.002 Acc=0.89 ---59632.63 ms/batch
Step 00037500 L_out=0.033 Acc=0.83 ---90229.73 ms/batch
Step 00037550 L_out=0.005 Acc=0.93 ---120892.38 ms/batch
Step 00037600 L_out=0.004 Acc=0.76 ---151553.12 ms/batch
Step 00037650 L_out=0.006 Acc=0.91 ---181871.77 ms/batch
Step 00037700 L_out=0.029 Acc=0.87 ---207565.75 ms/batch
Step 00037750 L_out=0.019 Acc=0.91 ---232991.73 ms/batch
Step 00037800 L_out=0.017 Acc=0.80 ---258280.97 ms/batch
Step 00037850 L_out=0.015 Acc=0.85 ---283669.67 ms/batch
Step 00037900 L_out=0.016 Acc=0.67 ---308373.51 ms/batch
Step 00037950 L_out=0.007 Acc=0.61 ---333847.73 ms/batch
Step 00038000 L_out=0.015 Acc=0.85 ---358945.45 ms/batch
Round 3 | epoch=26, train costTime=368.4349386692047, | total_activation_sum=2250968
Round 3 | epoch=27, current m_iou=0.5389599489597776
Round 3 | Best m_IoU is: 0.545, OA is: 0.837 | val costTime=161.01826763153076
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.001 Acc=0.77 ---17970.02 ms/batch
Step 00038100 L_out=0.007 Acc=0.72 ---48615.00 ms/batch
Step 00038150 L_out=0.024 Acc=0.90 ---79451.82 ms/batch
Step 00038200 L_out=0.025 Acc=0.74 ---109325.48 ms/batch
Step 00038250 L_out=0.008 Acc=0.92 ---140293.65 ms/batch
Step 00038300 L_out=0.022 Acc=0.83 ---171299.54 ms/batch
Step 00038350 L_out=0.010 Acc=0.87 ---201860.36 ms/batch
Step 00038400 L_out=0.009 Acc=0.89 ---232098.27 ms/batch
Step 00038450 L_out=0.013 Acc=0.80 ---262859.91 ms/batch
Step 00038500 L_out=0.016 Acc=0.81 ---293426.49 ms/batch
Step 00038550 L_out=0.014 Acc=0.86 ---324470.73 ms/batch
Step 00038600 L_out=0.011 Acc=0.86 ---354804.97 ms/batch
Step 00038650 L_out=0.019 Acc=0.71 ---385339.04 ms/batch
Round 3 | epoch=27, train costTime=407.1463894844055, | total_activation_sum=2288209
Round 3 | epoch=28, current m_iou=0.5115509975858393
Round 3 | Best m_IoU is: 0.545, OA is: 0.837 | val costTime=168.0200593471527
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.013 Acc=0.92 --- 8227.21 ms/batch
Step 00038750 L_out=0.013 Acc=0.62 ---39458.40 ms/batch
Step 00038800 L_out=0.007 Acc=0.90 ---69691.76 ms/batch
Step 00038850 L_out=0.020 Acc=0.92 ---100171.60 ms/batch
Step 00038900 L_out=0.009 Acc=0.75 ---130834.42 ms/batch
Step 00038950 L_out=0.014 Acc=0.83 ---161197.01 ms/batch
Step 00039000 L_out=0.026 Acc=0.87 ---192121.63 ms/batch
Step 00039050 L_out=0.008 Acc=0.89 ---222808.62 ms/batch
Step 00039100 L_out=0.007 Acc=0.89 ---253099.68 ms/batch
Step 00039150 L_out=0.012 Acc=0.85 ---283392.47 ms/batch
Step 00039200 L_out=0.015 Acc=0.82 ---313077.68 ms/batch
Step 00039250 L_out=0.043 Acc=0.77 ---343249.99 ms/batch
Step 00039300 L_out=0.012 Acc=0.78 ---373728.29 ms/batch
Step 00039350 L_out=0.006 Acc=0.84 ---404667.61 ms/batch
Round 3 | epoch=28, train costTime=406.6600458621979, | total_activation_sum=2252026
Round 3 | epoch=29, current m_iou=0.5504149365002634
Round 3 | Best m_IoU is: 0.550, OA is: 0.845 | val costTime=171.8554437160492
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.005 Acc=0.79 ---28777.69 ms/batch
Step 00039450 L_out=0.010 Acc=0.83 ---59098.61 ms/batch
Step 00039500 L_out=0.007 Acc=0.91 ---90048.95 ms/batch
Step 00039550 L_out=0.005 Acc=0.83 ---120349.11 ms/batch
Step 00039600 L_out=0.022 Acc=0.84 ---150590.16 ms/batch
Step 00039650 L_out=0.025 Acc=0.80 ---181207.87 ms/batch
Step 00039700 L_out=0.005 Acc=0.80 ---211764.49 ms/batch
Step 00039750 L_out=0.001 Acc=0.87 ---242026.33 ms/batch
Step 00039800 L_out=0.005 Acc=0.79 ---272787.44 ms/batch
Step 00039850 L_out=0.063 Acc=0.91 ---303068.88 ms/batch
Step 00039900 L_out=0.009 Acc=0.77 ---333972.44 ms/batch
Step 00039950 L_out=0.012 Acc=0.91 ---364564.31 ms/batch
Step 00040000 L_out=0.021 Acc=0.74 ---395366.96 ms/batch
Round 3 | epoch=29, train costTime=407.3747811317444, | total_activation_sum=2236103
Round 3 | epoch=30, current m_iou=0.5378490503768565
Round 3 | Best m_IoU is: 0.550, OA is: 0.845 | val costTime=176.1340401172638
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=0.015 Acc=0.38 ---18283.29 ms/batch
Step 00040100 L_out=0.038 Acc=0.32 ---49629.75 ms/batch
Step 00040150 L_out=0.029 Acc=0.49 ---80535.52 ms/batch
Step 00040200 L_out=0.053 Acc=0.48 ---111234.15 ms/batch
Step 00040250 L_out=0.044 Acc=0.70 ---141343.97 ms/batch
Step 00040300 L_out=0.513 Acc=0.46 ---171211.34 ms/batch
Step 00040350 L_out=0.193 Acc=0.63 ---200916.71 ms/batch
Step 00040400 L_out=0.027 Acc=0.48 ---232021.70 ms/batch
Step 00040450 L_out=0.022 Acc=0.55 ---262326.24 ms/batch
Step 00040500 L_out=0.076 Acc=0.64 ---293436.20 ms/batch
Step 00040550 L_out=0.031 Acc=0.68 ---323594.87 ms/batch
Step 00040600 L_out=0.014 Acc=0.54 ---354849.06 ms/batch
Step 00040650 L_out=0.020 Acc=0.59 ---385238.15 ms/batch
Round 4 | epoch=0, train costTime=407.9032952785492, | total_activation_sum=2573499
Round 4 | epoch=1, current m_iou=0.36047607844545937
Round 4 | Best m_IoU is: 0.360, OA is: 0.693 | val costTime=179.4004180431366
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.036 Acc=0.63 --- 8036.24 ms/batch
Step 00040750 L_out=0.528 Acc=0.79 ---38216.85 ms/batch
Step 00040800 L_out=0.077 Acc=0.77 ---68975.82 ms/batch
Step 00040850 L_out=0.024 Acc=0.83 ---98768.60 ms/batch
Step 00040900 L_out=0.079 Acc=0.63 ---129546.97 ms/batch
Step 00040950 L_out=0.170 Acc=0.25 ---159865.38 ms/batch
Step 00041000 L_out=0.053 Acc=0.80 ---190369.88 ms/batch
Step 00041050 L_out=0.495 Acc=0.54 ---221428.68 ms/batch
Step 00041100 L_out=0.013 Acc=0.70 ---251938.30 ms/batch
Step 00041150 L_out=0.018 Acc=0.66 ---282185.42 ms/batch
Step 00041200 L_out=0.010 Acc=0.77 ---312405.81 ms/batch
Step 00041250 L_out=0.287 Acc=0.79 ---343529.12 ms/batch
Step 00041300 L_out=0.020 Acc=0.77 ---373996.09 ms/batch
Step 00041350 L_out=0.069 Acc=0.67 ---404364.65 ms/batch
Round 4 | epoch=1, train costTime=406.7779998779297, | total_activation_sum=2524799
Round 4 | epoch=2, current m_iou=0.3709856197779493
Round 4 | Best m_IoU is: 0.371, OA is: 0.667 | val costTime=169.3907289505005
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.020 Acc=0.73 ---22658.27 ms/batch
Step 00041450 L_out=0.021 Acc=0.76 ---47959.23 ms/batch
Step 00041500 L_out=0.070 Acc=0.59 ---73047.23 ms/batch
Step 00041550 L_out=0.021 Acc=0.70 ---98720.39 ms/batch
Step 00041600 L_out=0.037 Acc=0.77 ---127460.30 ms/batch
Step 00041650 L_out=0.004 Acc=0.84 ---159430.68 ms/batch
Step 00041700 L_out=0.040 Acc=0.83 ---190962.12 ms/batch
Step 00041750 L_out=0.029 Acc=0.61 ---223074.13 ms/batch
Step 00041800 L_out=0.027 Acc=0.83 ---253867.93 ms/batch
Step 00041850 L_out=0.015 Acc=0.77 ---285322.21 ms/batch
Step 00041900 L_out=0.045 Acc=0.69 ---316965.56 ms/batch
Step 00041950 L_out=0.019 Acc=0.84 ---348500.14 ms/batch
Step 00042000 L_out=0.032 Acc=0.77 ---380783.19 ms/batch
Round 4 | epoch=2, train costTime=393.80470037460327, | total_activation_sum=2450152
Round 4 | epoch=3, current m_iou=0.42100891872775803
Round 4 | Best m_IoU is: 0.421, OA is: 0.777 | val costTime=189.82457184791565
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.003 Acc=0.82 ---18166.19 ms/batch
Step 00042100 L_out=0.026 Acc=0.83 ---49005.79 ms/batch
Step 00042150 L_out=0.010 Acc=0.79 ---80181.21 ms/batch
Step 00042200 L_out=0.005 Acc=0.61 ---112786.52 ms/batch
Step 00042250 L_out=0.017 Acc=0.61 ---143948.93 ms/batch
Step 00042300 L_out=0.024 Acc=0.74 ---174643.83 ms/batch
Step 00042350 L_out=0.026 Acc=0.84 ---205897.81 ms/batch
Step 00042400 L_out=0.028 Acc=0.77 ---236653.84 ms/batch
Step 00042450 L_out=0.005 Acc=0.87 ---268312.55 ms/batch
Step 00042500 L_out=0.037 Acc=0.81 ---299721.39 ms/batch
Step 00042550 L_out=0.063 Acc=0.80 ---330544.18 ms/batch
Step 00042600 L_out=0.018 Acc=0.87 ---361817.36 ms/batch
Step 00042650 L_out=0.029 Acc=0.69 ---393164.73 ms/batch
Round 4 | epoch=3, train costTime=417.51000595092773, | total_activation_sum=2539381
Round 4 | epoch=4, current m_iou=0.44725347220411704
Round 4 | Best m_IoU is: 0.447, OA is: 0.790 | val costTime=189.8395562171936
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.004 Acc=0.64 --- 7597.49 ms/batch
Step 00042750 L_out=0.071 Acc=0.60 ---39049.12 ms/batch
Step 00042800 L_out=0.007 Acc=0.83 ---71206.16 ms/batch
Step 00042850 L_out=0.012 Acc=0.62 ---103323.19 ms/batch
Step 00042900 L_out=0.006 Acc=0.70 ---134519.70 ms/batch
Step 00042950 L_out=0.011 Acc=0.82 ---165607.49 ms/batch
Step 00043000 L_out=0.012 Acc=0.80 ---197111.55 ms/batch
Step 00043050 L_out=0.002 Acc=0.76 ---228134.39 ms/batch
Step 00043100 L_out=0.059 Acc=0.82 ---259225.73 ms/batch
Step 00043150 L_out=0.026 Acc=0.84 ---290777.29 ms/batch
Step 00043200 L_out=0.020 Acc=0.64 ---322318.32 ms/batch
Step 00043250 L_out=0.011 Acc=0.87 ---352922.32 ms/batch
Step 00043300 L_out=0.004 Acc=0.84 ---384678.90 ms/batch
Step 00043350 L_out=0.011 Acc=0.78 ---415398.34 ms/batch
Round 4 | epoch=4, train costTime=418.49561309814453, | total_activation_sum=2495698
Round 4 | epoch=5, current m_iou=0.48453403275295054
Round 4 | Best m_IoU is: 0.485, OA is: 0.816 | val costTime=195.6223795413971
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.026 Acc=0.88 ---28979.89 ms/batch
Step 00043450 L_out=0.007 Acc=0.80 ---60430.74 ms/batch
Step 00043500 L_out=0.093 Acc=0.66 ---92650.13 ms/batch
Step 00043550 L_out=0.138 Acc=0.68 ---124498.02 ms/batch
Step 00043600 L_out=0.022 Acc=0.84 ---156513.37 ms/batch
Step 00043650 L_out=0.052 Acc=0.73 ---187785.64 ms/batch
Step 00043700 L_out=0.024 Acc=0.68 ---218648.22 ms/batch
Step 00043750 L_out=0.011 Acc=0.78 ---250515.99 ms/batch
Step 00043800 L_out=0.009 Acc=0.73 ---281840.53 ms/batch
Step 00043850 L_out=0.014 Acc=0.80 ---312728.27 ms/batch
Step 00043900 L_out=0.015 Acc=0.88 ---343866.99 ms/batch
Step 00043950 L_out=0.013 Acc=0.84 ---377135.07 ms/batch
Step 00044000 L_out=0.039 Acc=0.79 ---408751.80 ms/batch
Round 4 | epoch=5, train costTime=422.43377566337585, | total_activation_sum=2517604
Round 4 | epoch=6, current m_iou=0.48822107184424
Round 4 | Best m_IoU is: 0.488, OA is: 0.810 | val costTime=185.25332379341125
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.025 Acc=0.82 ---17733.21 ms/batch
Step 00044100 L_out=0.020 Acc=0.79 ---48842.55 ms/batch
Step 00044150 L_out=0.036 Acc=0.82 ---80482.13 ms/batch
Step 00044200 L_out=0.233 Acc=0.84 ---111623.13 ms/batch
Step 00044250 L_out=0.033 Acc=0.80 ---142454.56 ms/batch
Step 00044300 L_out=0.019 Acc=0.87 ---173424.30 ms/batch
Step 00044350 L_out=0.007 Acc=0.74 ---205847.45 ms/batch
Step 00044400 L_out=0.045 Acc=0.91 ---237286.08 ms/batch
Step 00044450 L_out=0.044 Acc=0.78 ---268545.76 ms/batch
Step 00044500 L_out=0.001 Acc=0.88 ---300389.96 ms/batch
Step 00044550 L_out=0.028 Acc=0.83 ---331197.16 ms/batch
Step 00044600 L_out=0.014 Acc=0.66 ---362632.19 ms/batch
Step 00044650 L_out=0.017 Acc=0.73 ---393418.67 ms/batch
Round 4 | epoch=6, train costTime=418.02929973602295, | total_activation_sum=2505140
Round 4 | epoch=7, current m_iou=0.5063265891037536
Round 4 | Best m_IoU is: 0.506, OA is: 0.814 | val costTime=182.19686675071716
Round 4 | ****EPOCH 7****
Step 00044700 L_out=0.015 Acc=0.57 --- 6089.54 ms/batch
Step 00044750 L_out=0.016 Acc=0.80 ---33633.46 ms/batch
Step 00044800 L_out=0.002 Acc=0.72 ---60853.64 ms/batch
Step 00044850 L_out=0.142 Acc=0.85 ---88499.60 ms/batch
Step 00044900 L_out=0.016 Acc=0.88 ---115545.15 ms/batch
Step 00044950 L_out=0.001 Acc=0.94 ---143377.01 ms/batch
Step 00045000 L_out=0.004 Acc=0.84 ---170581.39 ms/batch
Step 00045050 L_out=0.047 Acc=0.74 ---197754.87 ms/batch
Step 00045100 L_out=0.436 Acc=0.82 ---225452.53 ms/batch
Step 00045150 L_out=0.007 Acc=0.89 ---256227.08 ms/batch
Step 00045200 L_out=0.040 Acc=0.85 ---287314.46 ms/batch
Step 00045250 L_out=0.043 Acc=0.81 ---318693.86 ms/batch
Step 00045300 L_out=0.007 Acc=0.83 ---350574.06 ms/batch
Step 00045350 L_out=0.028 Acc=0.80 ---382143.59 ms/batch
Round 4 | epoch=7, train costTime=385.9257593154907, | total_activation_sum=2523570
Round 4 | epoch=8, current m_iou=0.48391226895017675
Round 4 | Best m_IoU is: 0.506, OA is: 0.814 | val costTime=194.306720495224
Round 4 | ****EPOCH 8****
Step 00045400 L_out=0.026 Acc=0.83 ---26917.85 ms/batch
Step 00045450 L_out=0.003 Acc=0.83 ---58553.10 ms/batch
Step 00045500 L_out=0.002 Acc=0.79 ---89308.40 ms/batch
Step 00045550 L_out=0.033 Acc=0.74 ---120930.92 ms/batch
Step 00045600 L_out=0.038 Acc=0.86 ---152171.90 ms/batch
Step 00045650 L_out=0.018 Acc=0.87 ---183492.59 ms/batch
Step 00045700 L_out=0.004 Acc=0.62 ---214248.67 ms/batch
Step 00045750 L_out=0.054 Acc=0.85 ---245466.23 ms/batch
Step 00045800 L_out=0.006 Acc=0.81 ---276011.87 ms/batch
Step 00045850 L_out=0.070 Acc=0.86 ---307070.15 ms/batch
Step 00045900 L_out=0.024 Acc=0.74 ---338590.58 ms/batch
Step 00045950 L_out=0.022 Acc=0.86 ---369345.41 ms/batch
Step 00046000 L_out=0.033 Acc=0.77 ---400942.10 ms/batch
Round 4 | epoch=8, train costTime=415.6486430168152, | total_activation_sum=2468910
Round 4 | epoch=9, current m_iou=0.504985139203576
Round 4 | Best m_IoU is: 0.506, OA is: 0.814 | val costTime=192.4409739971161
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.041 Acc=0.72 ---17368.51 ms/batch
Step 00046100 L_out=0.043 Acc=0.71 ---49001.23 ms/batch
Step 00046150 L_out=0.004 Acc=0.80 ---80065.70 ms/batch
Step 00046200 L_out=0.045 Acc=0.75 ---111711.58 ms/batch
Step 00046250 L_out=0.010 Acc=0.82 ---143305.92 ms/batch
Step 00046300 L_out=0.153 Acc=0.91 ---174619.06 ms/batch
Step 00046350 L_out=0.150 Acc=0.92 ---205292.68 ms/batch
Step 00046400 L_out=0.029 Acc=0.89 ---236885.11 ms/batch
Step 00046450 L_out=0.041 Acc=0.81 ---269016.50 ms/batch
Step 00046500 L_out=0.017 Acc=0.55 ---301176.15 ms/batch
Step 00046550 L_out=0.018 Acc=0.54 ---332324.77 ms/batch
Step 00046600 L_out=0.118 Acc=0.75 ---363455.09 ms/batch
Step 00046650 L_out=0.008 Acc=0.75 ---394037.89 ms/batch
Round 4 | epoch=9, train costTime=418.27427554130554, | total_activation_sum=2443845
Round 4 | epoch=10, current m_iou=0.44561621412374874
Round 4 | Best m_IoU is: 0.506, OA is: 0.814 | val costTime=195.67789840698242
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.036 Acc=0.77 --- 6581.82 ms/batch
Step 00046750 L_out=0.009 Acc=0.83 ---37920.81 ms/batch
Step 00046800 L_out=0.034 Acc=0.86 ---69313.82 ms/batch
Step 00046850 L_out=0.028 Acc=0.68 ---101640.25 ms/batch
Step 00046900 L_out=0.015 Acc=0.84 ---133149.25 ms/batch
Step 00046950 L_out=0.044 Acc=0.82 ---166010.88 ms/batch
Step 00047000 L_out=0.004 Acc=0.70 ---197353.92 ms/batch
Step 00047050 L_out=0.005 Acc=0.85 ---229302.69 ms/batch
Step 00047100 L_out=0.050 Acc=0.78 ---260793.36 ms/batch
Step 00047150 L_out=0.008 Acc=0.78 ---291530.32 ms/batch
Step 00047200 L_out=0.006 Acc=0.77 ---322926.04 ms/batch
Step 00047250 L_out=0.069 Acc=0.88 ---353982.30 ms/batch
Step 00047300 L_out=0.003 Acc=0.89 ---385521.50 ms/batch
Step 00047350 L_out=0.003 Acc=0.84 ---416275.49 ms/batch
Round 4 | epoch=10, train costTime=420.3382577896118, | total_activation_sum=2509338
Round 4 | epoch=11, current m_iou=0.46740059021709407
Round 4 | Best m_IoU is: 0.506, OA is: 0.814 | val costTime=188.77006578445435
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.005 Acc=0.78 ---26985.83 ms/batch
Step 00047450 L_out=0.030 Acc=0.80 ---59073.46 ms/batch
Step 00047500 L_out=0.040 Acc=0.80 ---89489.04 ms/batch
Step 00047550 L_out=0.005 Acc=0.91 ---120092.37 ms/batch
Step 00047600 L_out=0.030 Acc=0.82 ---151287.04 ms/batch
Step 00047650 L_out=0.010 Acc=0.88 ---182619.57 ms/batch
Step 00047700 L_out=0.004 Acc=0.72 ---213694.96 ms/batch
Step 00047750 L_out=0.005 Acc=0.87 ---245493.06 ms/batch
Step 00047800 L_out=0.012 Acc=0.84 ---276275.72 ms/batch
Step 00047850 L_out=0.125 Acc=0.84 ---307140.72 ms/batch
Step 00047900 L_out=0.011 Acc=0.85 ---338695.91 ms/batch
Step 00047950 L_out=0.021 Acc=0.93 ---370246.91 ms/batch
Step 00048000 L_out=0.001 Acc=0.81 ---402386.37 ms/batch
Round 4 | epoch=11, train costTime=417.39693999290466, | total_activation_sum=2502717
Round 4 | epoch=12, current m_iou=0.5265166390009886
Round 4 | Best m_IoU is: 0.527, OA is: 0.828 | val costTime=193.95677971839905
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.039 Acc=0.57 ---13924.56 ms/batch
Step 00048100 L_out=0.147 Acc=0.87 ---40174.49 ms/batch
Step 00048150 L_out=0.006 Acc=0.85 ---67757.45 ms/batch
Step 00048200 L_out=0.023 Acc=0.74 ---94035.67 ms/batch
Step 00048250 L_out=0.013 Acc=0.70 ---120412.68 ms/batch
Step 00048300 L_out=0.000 Acc=0.90 ---146936.91 ms/batch
Step 00048350 L_out=0.011 Acc=0.87 ---174281.02 ms/batch
Step 00048400 L_out=0.017 Acc=0.80 ---201599.12 ms/batch
Step 00048450 L_out=0.003 Acc=0.88 ---229820.12 ms/batch
Step 00048500 L_out=0.018 Acc=0.71 ---258184.09 ms/batch
Step 00048550 L_out=0.012 Acc=0.88 ---287856.60 ms/batch
Step 00048600 L_out=0.010 Acc=0.85 ---319985.54 ms/batch
Step 00048650 L_out=0.116 Acc=0.87 ---351293.33 ms/batch
Round 4 | epoch=12, train costTime=377.5298390388489, | total_activation_sum=2545592
Round 4 | epoch=13, current m_iou=0.5296012994492664
Round 4 | Best m_IoU is: 0.530, OA is: 0.836 | val costTime=195.37883710861206
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.000 Acc=0.79 --- 5567.09 ms/batch
Step 00048750 L_out=0.015 Acc=0.90 ---36495.49 ms/batch
Step 00048800 L_out=0.010 Acc=0.89 ---67145.81 ms/batch
Step 00048850 L_out=0.007 Acc=0.80 ---97795.52 ms/batch
Step 00048900 L_out=0.031 Acc=0.80 ---128774.18 ms/batch
Step 00048950 L_out=0.005 Acc=0.84 ---160692.95 ms/batch
Step 00049000 L_out=0.013 Acc=0.87 ---191833.44 ms/batch
Step 00049050 L_out=0.014 Acc=0.61 ---223737.05 ms/batch
Step 00049100 L_out=0.014 Acc=0.77 ---255389.01 ms/batch
Step 00049150 L_out=0.010 Acc=0.82 ---288041.01 ms/batch
Step 00049200 L_out=0.007 Acc=0.84 ---318595.92 ms/batch
Step 00049250 L_out=0.011 Acc=0.72 ---350038.89 ms/batch
Step 00049300 L_out=0.222 Acc=0.82 ---381575.23 ms/batch
Step 00049350 L_out=0.013 Acc=0.87 ---412820.01 ms/batch
Round 4 | epoch=13, train costTime=417.9910159111023, | total_activation_sum=2583292
Round 4 | epoch=14, current m_iou=0.5334764788038705
Round 4 | Best m_IoU is: 0.533, OA is: 0.839 | val costTime=183.27085757255554
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.037 Acc=0.90 ---26259.28 ms/batch
Step 00049450 L_out=0.010 Acc=0.89 ---58045.61 ms/batch
Step 00049500 L_out=0.027 Acc=0.88 ---89139.43 ms/batch
Step 00049550 L_out=0.003 Acc=0.76 ---120743.40 ms/batch
Step 00049600 L_out=0.018 Acc=0.88 ---151257.92 ms/batch
Step 00049650 L_out=0.172 Acc=0.90 ---183296.14 ms/batch
Step 00049700 L_out=0.003 Acc=0.94 ---213975.81 ms/batch
Step 00049750 L_out=0.027 Acc=0.74 ---246427.95 ms/batch
Step 00049800 L_out=0.004 Acc=0.85 ---277386.02 ms/batch
Step 00049850 L_out=0.031 Acc=0.64 ---308064.83 ms/batch
Step 00049900 L_out=0.014 Acc=0.74 ---339931.03 ms/batch
Step 00049950 L_out=0.013 Acc=0.70 ---371169.53 ms/batch
Step 00050000 L_out=0.012 Acc=0.77 ---402470.25 ms/batch
Round 4 | epoch=14, train costTime=418.2184331417084, | total_activation_sum=2455717
Round 4 | epoch=15, current m_iou=0.5227377510187552
Round 4 | Best m_IoU is: 0.533, OA is: 0.839 | val costTime=188.58481669425964
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.010 Acc=0.77 ---15886.71 ms/batch
Step 00050100 L_out=0.015 Acc=0.88 ---46912.99 ms/batch
Step 00050150 L_out=0.104 Acc=0.90 ---78010.10 ms/batch
Step 00050200 L_out=0.001 Acc=0.83 ---109329.84 ms/batch
Step 00050250 L_out=0.022 Acc=0.69 ---140853.47 ms/batch
Step 00050300 L_out=0.011 Acc=0.78 ---173123.32 ms/batch
Step 00050350 L_out=0.010 Acc=0.84 ---204905.20 ms/batch
Step 00050400 L_out=0.019 Acc=0.76 ---236381.86 ms/batch
Step 00050450 L_out=0.006 Acc=0.77 ---267550.28 ms/batch
Step 00050500 L_out=0.117 Acc=0.83 ---299632.93 ms/batch
Step 00050550 L_out=0.017 Acc=0.85 ---331847.07 ms/batch
Step 00050600 L_out=0.031 Acc=0.86 ---363423.27 ms/batch
Step 00050650 L_out=0.038 Acc=0.66 ---394525.15 ms/batch
Round 4 | epoch=15, train costTime=420.6392068862915, | total_activation_sum=2526371
Round 4 | epoch=16, current m_iou=0.5176964757070361
Round 4 | Best m_IoU is: 0.533, OA is: 0.839 | val costTime=193.69918274879456
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.011 Acc=0.79 --- 5394.07 ms/batch
Step 00050750 L_out=0.003 Acc=0.91 ---36765.87 ms/batch
Step 00050800 L_out=0.020 Acc=0.77 ---68402.41 ms/batch
Step 00050850 L_out=0.014 Acc=0.74 ---100587.51 ms/batch
Step 00050900 L_out=0.022 Acc=0.82 ---131821.49 ms/batch
Step 00050950 L_out=0.021 Acc=0.80 ---163855.71 ms/batch
Step 00051000 L_out=0.005 Acc=0.78 ---195362.21 ms/batch
Step 00051050 L_out=0.003 Acc=0.85 ---226676.64 ms/batch
Step 00051100 L_out=0.101 Acc=0.82 ---257683.31 ms/batch
Step 00051150 L_out=0.004 Acc=0.76 ---290194.81 ms/batch
Step 00051200 L_out=0.040 Acc=0.96 ---321758.29 ms/batch
Step 00051250 L_out=0.040 Acc=0.90 ---353093.08 ms/batch
Step 00051300 L_out=0.022 Acc=0.76 ---385461.75 ms/batch
Step 00051350 L_out=0.027 Acc=0.83 ---417178.45 ms/batch
Round 4 | epoch=16, train costTime=422.65938091278076, | total_activation_sum=2526179
Round 4 | epoch=17, current m_iou=0.5118808343367262
Round 4 | Best m_IoU is: 0.533, OA is: 0.839 | val costTime=190.66108775138855
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.065 Acc=0.85 ---25701.20 ms/batch
Step 00051450 L_out=0.046 Acc=0.84 ---57110.81 ms/batch
Step 00051500 L_out=0.012 Acc=0.73 ---84946.56 ms/batch
Step 00051550 L_out=0.019 Acc=0.89 ---112107.55 ms/batch
Step 00051600 L_out=0.028 Acc=0.82 ---139804.65 ms/batch
Step 00051650 L_out=0.027 Acc=0.91 ---167254.83 ms/batch
Step 00051700 L_out=0.076 Acc=0.90 ---195332.71 ms/batch
Step 00051750 L_out=0.009 Acc=0.89 ---222314.85 ms/batch
Step 00051800 L_out=0.001 Acc=0.63 ---249782.36 ms/batch
Step 00051850 L_out=0.011 Acc=0.83 ---276882.01 ms/batch
Step 00051900 L_out=0.008 Acc=0.81 ---304609.59 ms/batch
Step 00051950 L_out=0.008 Acc=0.88 ---332238.72 ms/batch
Step 00052000 L_out=0.009 Acc=0.86 ---359804.47 ms/batch
Round 4 | epoch=17, train costTime=374.40155816078186, | total_activation_sum=2477717
Round 4 | epoch=18, current m_iou=0.5350949717289967
Round 4 | Best m_IoU is: 0.535, OA is: 0.834 | val costTime=190.8834457397461
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.004 Acc=0.84 ---15304.57 ms/batch
Step 00052100 L_out=0.005 Acc=0.76 ---46823.48 ms/batch
Step 00052150 L_out=0.001 Acc=0.85 ---78736.54 ms/batch
Step 00052200 L_out=0.103 Acc=0.85 ---109871.18 ms/batch
Step 00052250 L_out=0.029 Acc=0.88 ---140746.55 ms/batch
Step 00052300 L_out=0.004 Acc=0.76 ---171838.39 ms/batch
Step 00052350 L_out=0.008 Acc=0.78 ---203473.70 ms/batch
Step 00052400 L_out=0.037 Acc=0.75 ---235914.43 ms/batch
Step 00052450 L_out=0.008 Acc=0.93 ---267117.90 ms/batch
Step 00052500 L_out=0.035 Acc=0.85 ---298348.74 ms/batch
Step 00052550 L_out=0.008 Acc=0.77 ---329909.41 ms/batch
Step 00052600 L_out=0.010 Acc=0.91 ---361088.43 ms/batch
Step 00052650 L_out=0.118 Acc=0.87 ---393425.67 ms/batch
Round 4 | epoch=18, train costTime=420.3600537776947, | total_activation_sum=2593945
Round 4 | epoch=19, current m_iou=0.5475614967126368
Round 4 | Best m_IoU is: 0.548, OA is: 0.842 | val costTime=190.44105744361877
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.018 Acc=0.77 --- 4603.73 ms/batch
Step 00052750 L_out=0.004 Acc=0.78 ---36158.62 ms/batch
Step 00052800 L_out=0.032 Acc=0.83 ---67767.47 ms/batch
Step 00052850 L_out=0.063 Acc=0.77 ---99306.54 ms/batch
Step 00052900 L_out=0.118 Acc=0.92 ---130995.50 ms/batch
Step 00052950 L_out=0.009 Acc=0.93 ---162911.06 ms/batch
Step 00053000 L_out=0.012 Acc=0.85 ---193556.82 ms/batch
Step 00053050 L_out=0.034 Acc=0.79 ---225002.95 ms/batch
Step 00053100 L_out=0.007 Acc=0.83 ---255935.24 ms/batch
Step 00053150 L_out=0.043 Acc=0.81 ---286865.31 ms/batch
Step 00053200 L_out=0.005 Acc=0.84 ---318395.26 ms/batch
Step 00053250 L_out=0.021 Acc=0.90 ---349834.00 ms/batch
Step 00053300 L_out=0.043 Acc=0.88 ---381449.51 ms/batch
Step 00053350 L_out=0.009 Acc=0.90 ---413146.04 ms/batch
Round 4 | epoch=19, train costTime=419.25139904022217, | total_activation_sum=2468158
Round 4 | epoch=20, current m_iou=0.5543503342027091
Round 4 | Best m_IoU is: 0.554, OA is: 0.849 | val costTime=189.7089822292328
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.002 Acc=0.89 ---25446.44 ms/batch
Step 00053450 L_out=0.097 Acc=0.79 ---56430.78 ms/batch
Step 00053500 L_out=0.093 Acc=0.92 ---87301.86 ms/batch
Step 00053550 L_out=0.007 Acc=0.92 ---118393.19 ms/batch
Step 00053600 L_out=0.036 Acc=0.83 ---149872.56 ms/batch
Step 00053650 L_out=0.102 Acc=0.84 ---181380.25 ms/batch
Step 00053700 L_out=0.032 Acc=0.88 ---212430.10 ms/batch
Step 00053750 L_out=0.004 Acc=0.79 ---244346.55 ms/batch
Step 00053800 L_out=0.008 Acc=0.92 ---275002.34 ms/batch
Step 00053850 L_out=0.056 Acc=0.87 ---306359.04 ms/batch
Step 00053900 L_out=0.000 Acc=0.86 ---338080.20 ms/batch
Step 00053950 L_out=0.037 Acc=0.84 ---369869.63 ms/batch
Step 00054000 L_out=0.005 Acc=0.87 ---400712.85 ms/batch
Round 4 | epoch=20, train costTime=417.56873631477356, | total_activation_sum=2488636
Round 4 | epoch=21, current m_iou=0.5554716575441875
Round 4 | Best m_IoU is: 0.555, OA is: 0.848 | val costTime=193.47560906410217
Round 4 | ****EPOCH 21****
Step 00054050 L_out=0.003 Acc=0.89 ---14412.19 ms/batch
Step 00054100 L_out=0.037 Acc=0.90 ---45668.90 ms/batch
Step 00054150 L_out=0.015 Acc=0.92 ---77028.73 ms/batch
Step 00054200 L_out=0.014 Acc=0.92 ---108348.43 ms/batch
Step 00054250 L_out=0.017 Acc=0.81 ---140125.90 ms/batch
Step 00054300 L_out=0.019 Acc=0.86 ---170878.33 ms/batch
Step 00054350 L_out=0.013 Acc=0.89 ---203126.44 ms/batch
Step 00054400 L_out=0.027 Acc=0.90 ---234290.18 ms/batch
Step 00054450 L_out=0.030 Acc=0.87 ---265207.80 ms/batch
Step 00054500 L_out=0.008 Acc=0.83 ---296464.77 ms/batch
Step 00054550 L_out=0.001 Acc=0.86 ---327841.49 ms/batch
Step 00054600 L_out=0.002 Acc=0.79 ---358894.73 ms/batch
Step 00054650 L_out=0.053 Acc=0.77 ---391117.46 ms/batch
Round 4 | epoch=21, train costTime=418.38553977012634, | total_activation_sum=2524624
Round 4 | epoch=22, current m_iou=0.5577168924251931
Round 4 | Best m_IoU is: 0.558, OA is: 0.851 | val costTime=190.48063158988953
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.001 Acc=0.83 --- 3532.20 ms/batch
Step 00054750 L_out=0.006 Acc=0.89 ---34447.48 ms/batch
Step 00054800 L_out=0.013 Acc=0.63 ---64816.36 ms/batch
Step 00054850 L_out=0.001 Acc=0.90 ---97408.59 ms/batch
Step 00054900 L_out=0.002 Acc=0.93 ---129296.95 ms/batch
Step 00054950 L_out=0.006 Acc=0.87 ---160964.33 ms/batch
Step 00055000 L_out=0.001 Acc=0.87 ---191435.13 ms/batch
Step 00055050 L_out=0.016 Acc=0.81 ---218649.31 ms/batch
Step 00055100 L_out=0.016 Acc=0.87 ---246570.82 ms/batch
Step 00055150 L_out=0.002 Acc=0.92 ---274208.79 ms/batch
Step 00055200 L_out=0.003 Acc=0.86 ---301582.85 ms/batch
Step 00055250 L_out=0.008 Acc=0.74 ---329675.18 ms/batch
Step 00055300 L_out=0.057 Acc=0.83 ---356877.53 ms/batch
Step 00055350 L_out=0.016 Acc=0.82 ---384620.12 ms/batch
Round 4 | epoch=22, train costTime=390.67203998565674, | total_activation_sum=2508151
Round 4 | epoch=23, current m_iou=0.5495193557561385
Round 4 | Best m_IoU is: 0.558, OA is: 0.851 | val costTime=178.26997208595276
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.001 Acc=0.95 ---24732.95 ms/batch
Step 00055450 L_out=0.024 Acc=0.74 ---56130.26 ms/batch
Step 00055500 L_out=0.003 Acc=0.73 ---87085.27 ms/batch
Step 00055550 L_out=0.008 Acc=0.81 ---119361.64 ms/batch
Step 00055600 L_out=0.025 Acc=0.88 ---151282.54 ms/batch
Step 00055650 L_out=0.009 Acc=0.85 ---183022.16 ms/batch
Step 00055700 L_out=0.007 Acc=0.91 ---213744.05 ms/batch
Step 00055750 L_out=0.002 Acc=0.90 ---244954.93 ms/batch
Step 00055800 L_out=0.021 Acc=0.83 ---276018.49 ms/batch
Step 00055850 L_out=0.011 Acc=0.78 ---307571.33 ms/batch
Step 00055900 L_out=0.014 Acc=0.82 ---338951.49 ms/batch
Step 00055950 L_out=0.006 Acc=0.77 ---370592.40 ms/batch
Step 00056000 L_out=0.076 Acc=0.84 ---401475.42 ms/batch
Round 4 | epoch=23, train costTime=419.24064111709595, | total_activation_sum=2495366
Round 4 | epoch=24, current m_iou=0.5507618038895502
Round 4 | Best m_IoU is: 0.558, OA is: 0.851 | val costTime=183.06410384178162
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.013 Acc=0.86 ---13744.65 ms/batch
Step 00056100 L_out=0.046 Acc=0.83 ---44898.31 ms/batch
Step 00056150 L_out=0.021 Acc=0.82 ---76161.72 ms/batch
Step 00056200 L_out=0.006 Acc=0.89 ---107235.15 ms/batch
Step 00056250 L_out=0.012 Acc=0.84 ---138579.26 ms/batch
Step 00056300 L_out=0.004 Acc=0.70 ---170249.44 ms/batch
Step 00056350 L_out=0.002 Acc=0.87 ---200940.33 ms/batch
Step 00056400 L_out=0.003 Acc=0.88 ---232367.10 ms/batch
Step 00056450 L_out=0.007 Acc=0.83 ---263972.68 ms/batch
Step 00056500 L_out=0.023 Acc=0.77 ---295720.74 ms/batch
Step 00056550 L_out=0.043 Acc=0.84 ---326661.16 ms/batch
Step 00056600 L_out=0.022 Acc=0.86 ---357109.99 ms/batch
Step 00056650 L_out=0.120 Acc=0.72 ---388459.69 ms/batch
Round 4 | epoch=24, train costTime=416.8599445819855, | total_activation_sum=2519478
Round 4 | epoch=25, current m_iou=0.5609864102713534
Round 4 | Best m_IoU is: 0.561, OA is: 0.850 | val costTime=189.80778551101685
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.005 Acc=0.81 --- 3361.80 ms/batch
Step 00056750 L_out=0.012 Acc=0.78 ---35657.05 ms/batch
Step 00056800 L_out=0.021 Acc=0.79 ---67292.60 ms/batch
Step 00056850 L_out=0.002 Acc=0.93 ---99949.75 ms/batch
Step 00056900 L_out=0.187 Acc=0.84 ---131429.66 ms/batch
Step 00056950 L_out=0.027 Acc=0.86 ---163435.26 ms/batch
Step 00057000 L_out=0.004 Acc=0.77 ---194908.67 ms/batch
Step 00057050 L_out=0.007 Acc=0.83 ---226831.68 ms/batch
Step 00057100 L_out=0.001 Acc=0.90 ---258354.62 ms/batch
Step 00057150 L_out=0.032 Acc=0.77 ---289147.25 ms/batch
Step 00057200 L_out=0.003 Acc=0.90 ---320197.45 ms/batch
Step 00057250 L_out=0.005 Acc=0.87 ---351456.37 ms/batch
Step 00057300 L_out=0.011 Acc=0.77 ---383086.47 ms/batch
Step 00057350 L_out=0.058 Acc=0.88 ---415733.38 ms/batch
Round 4 | epoch=25, train costTime=424.0909504890442, | total_activation_sum=2536164
Round 4 | epoch=26, current m_iou=0.5530895279261636
Round 4 | Best m_IoU is: 0.561, OA is: 0.850 | val costTime=205.1528558731079
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.010 Acc=0.90 ---23539.26 ms/batch
Step 00057450 L_out=0.003 Acc=0.86 ---55064.41 ms/batch
Step 00057500 L_out=0.006 Acc=0.84 ---86487.14 ms/batch
Step 00057550 L_out=0.010 Acc=0.92 ---118757.77 ms/batch
Step 00057600 L_out=0.060 Acc=0.91 ---151089.37 ms/batch
Step 00057650 L_out=0.019 Acc=0.83 ---182152.19 ms/batch
Step 00057700 L_out=0.002 Acc=0.77 ---214223.94 ms/batch
Step 00057750 L_out=0.013 Acc=0.84 ---247939.75 ms/batch
Step 00057800 L_out=0.000 Acc=0.74 ---281802.94 ms/batch
Step 00057850 L_out=0.017 Acc=0.88 ---312605.50 ms/batch
Step 00057900 L_out=0.039 Acc=0.85 ---344773.35 ms/batch
Step 00057950 L_out=0.006 Acc=0.90 ---375776.03 ms/batch
Step 00058000 L_out=0.002 Acc=0.87 ---408657.99 ms/batch
Round 4 | epoch=26, train costTime=427.23730659484863, | total_activation_sum=2472343
Round 4 | epoch=27, current m_iou=0.5609573580105087
Round 4 | Best m_IoU is: 0.561, OA is: 0.850 | val costTime=199.37614560127258
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.028 Acc=0.80 ---12732.62 ms/batch
Step 00058100 L_out=0.004 Acc=0.88 ---43813.10 ms/batch
Step 00058150 L_out=0.013 Acc=0.84 ---75028.53 ms/batch
Step 00058200 L_out=0.010 Acc=0.81 ---106970.31 ms/batch
Step 00058250 L_out=0.006 Acc=0.91 ---139030.60 ms/batch
Step 00058300 L_out=0.009 Acc=0.78 ---170470.64 ms/batch
Step 00058350 L_out=0.003 Acc=0.88 ---201565.34 ms/batch
Step 00058400 L_out=0.002 Acc=0.93 ---233453.39 ms/batch
Step 00058450 L_out=0.001 Acc=0.82 ---265231.19 ms/batch
Step 00058500 L_out=0.007 Acc=0.86 ---294489.37 ms/batch
Step 00058550 L_out=0.019 Acc=0.86 ---322240.12 ms/batch
Step 00058600 L_out=0.031 Acc=0.86 ---349710.78 ms/batch
Step 00058650 L_out=0.008 Acc=0.90 ---378095.07 ms/batch
Round 4 | epoch=27, train costTime=404.0337154865265, | total_activation_sum=2494465
Round 4 | epoch=28, current m_iou=0.5621913663337779
Round 4 | Best m_IoU is: 0.562, OA is: 0.856 | val costTime=186.93395352363586
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.034 Acc=0.86 --- 2021.82 ms/batch
Step 00058750 L_out=0.005 Acc=0.83 ---29806.87 ms/batch
Step 00058800 L_out=0.004 Acc=0.85 ---61864.42 ms/batch
Step 00058850 L_out=0.081 Acc=0.72 ---93910.63 ms/batch
Step 00058900 L_out=0.021 Acc=0.78 ---125579.40 ms/batch
Step 00058950 L_out=0.002 Acc=0.84 ---157193.63 ms/batch
Step 00059000 L_out=0.003 Acc=0.86 ---189736.12 ms/batch
Step 00059050 L_out=0.008 Acc=0.79 ---221576.40 ms/batch
Step 00059100 L_out=0.009 Acc=0.90 ---253255.03 ms/batch
Step 00059150 L_out=0.012 Acc=0.95 ---285385.78 ms/batch
Step 00059200 L_out=0.004 Acc=0.87 ---318386.52 ms/batch
Step 00059250 L_out=0.002 Acc=0.90 ---350071.82 ms/batch
Step 00059300 L_out=0.028 Acc=0.72 ---382967.85 ms/batch
Step 00059350 L_out=0.030 Acc=0.88 ---413895.74 ms/batch
Round 4 | epoch=28, train costTime=422.3252317905426, | total_activation_sum=2504889
Round 4 | epoch=29, current m_iou=0.5571929406299978
Round 4 | Best m_IoU is: 0.562, OA is: 0.856 | val costTime=199.40035200119019
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.011 Acc=0.87 ---24441.55 ms/batch
Step 00059450 L_out=0.009 Acc=0.81 ---56730.53 ms/batch
Step 00059500 L_out=0.021 Acc=0.78 ---89482.39 ms/batch
Step 00059550 L_out=0.017 Acc=0.90 ---121192.09 ms/batch
Step 00059600 L_out=0.005 Acc=0.90 ---152967.79 ms/batch
Step 00059650 L_out=0.009 Acc=0.89 ---184133.53 ms/batch
Step 00059700 L_out=0.069 Acc=0.86 ---216381.30 ms/batch
Step 00059750 L_out=0.010 Acc=0.83 ---247485.43 ms/batch
Step 00059800 L_out=0.006 Acc=0.89 ---280034.93 ms/batch
Step 00059850 L_out=0.006 Acc=0.93 ---311247.89 ms/batch
Step 00059900 L_out=0.020 Acc=0.87 ---343723.76 ms/batch
Step 00059950 L_out=0.004 Acc=0.91 ---375885.23 ms/batch
Step 00060000 L_out=0.005 Acc=0.85 ---407488.72 ms/batch
Round 4 | epoch=29, train costTime=427.033212184906, | total_activation_sum=2449020
Round 4 | epoch=30, current m_iou=0.5649287747783465
Round 4 | Best m_IoU is: 0.565, OA is: 0.859 | val costTime=203.4056761264801
Round 4 | ****EPOCH 30****
Round 5 | ****EPOCH 0****
Step 00060050 L_out=0.011 Acc=0.83 ---12626.74 ms/batch
Step 00060100 L_out=0.287 Acc=0.63 ---44456.55 ms/batch
Step 00060150 L_out=0.025 Acc=0.26 ---75942.04 ms/batch
Step 00060200 L_out=0.017 Acc=0.10 ---106735.50 ms/batch
Step 00060250 L_out=0.014 Acc=0.21 ---138222.37 ms/batch
Step 00060300 L_out=0.021 Acc=0.26 ---169066.82 ms/batch
Step 00060350 L_out=0.020 Acc=0.28 ---200796.81 ms/batch
Step 00060400 L_out=0.756 Acc=0.47 ---231673.51 ms/batch
Step 00060450 L_out=0.118 Acc=0.67 ---263555.91 ms/batch
Step 00060500 L_out=0.015 Acc=0.80 ---295294.57 ms/batch
Step 00060550 L_out=0.034 Acc=0.70 ---326320.05 ms/batch
Step 00060600 L_out=0.011 Acc=0.81 ---357944.55 ms/batch
Step 00060650 L_out=0.033 Acc=0.63 ---389222.89 ms/batch
Round 5 | epoch=0, train costTime=419.3985376358032, | total_activation_sum=2788590
Round 5 | epoch=1, current m_iou=0.30295135426621994
Round 5 | Best m_IoU is: 0.303, OA is: 0.487 | val costTime=194.15335154533386
Round 5 | ****EPOCH 1****
Step 00060700 L_out=0.007 Acc=0.65 --- 2173.45 ms/batch
Step 00060750 L_out=0.051 Acc=0.76 ---33777.75 ms/batch
Step 00060800 L_out=0.054 Acc=0.75 ---65685.25 ms/batch
Step 00060850 L_out=0.031 Acc=0.78 ---97564.72 ms/batch
Step 00060900 L_out=0.019 Acc=0.73 ---130294.70 ms/batch
Step 00060950 L_out=0.010 Acc=0.88 ---161588.05 ms/batch
Step 00061000 L_out=0.023 Acc=0.88 ---193379.73 ms/batch
Step 00061050 L_out=0.021 Acc=0.68 ---224745.19 ms/batch
Step 00061100 L_out=0.073 Acc=0.75 ---257661.11 ms/batch
Step 00061150 L_out=0.024 Acc=0.64 ---290046.02 ms/batch
Step 00061200 L_out=0.027 Acc=0.76 ---323266.17 ms/batch
Step 00061250 L_out=0.089 Acc=0.60 ---354985.68 ms/batch
Step 00061300 L_out=0.044 Acc=0.77 ---388332.24 ms/batch
Step 00061350 L_out=0.065 Acc=0.80 ---420553.32 ms/batch
Round 5 | epoch=1, train costTime=428.98449778556824, | total_activation_sum=2628263
Round 5 | epoch=2, current m_iou=0.4794734998587356
Round 5 | Best m_IoU is: 0.479, OA is: 0.793 | val costTime=191.2557418346405
Round 5 | ****EPOCH 2****
Step 00061400 L_out=0.017 Acc=0.80 ---22542.51 ms/batch
Step 00061450 L_out=0.053 Acc=0.87 ---53889.14 ms/batch
Step 00061500 L_out=0.225 Acc=0.73 ---85942.44 ms/batch
Step 00061550 L_out=0.064 Acc=0.69 ---116720.41 ms/batch
Step 00061600 L_out=0.009 Acc=0.91 ---148003.05 ms/batch
Step 00061650 L_out=0.017 Acc=0.82 ---179855.48 ms/batch
Step 00061700 L_out=0.032 Acc=0.67 ---208431.02 ms/batch
Step 00061750 L_out=0.026 Acc=0.70 ---235967.49 ms/batch
Step 00061800 L_out=0.017 Acc=0.59 ---263545.42 ms/batch
Step 00061850 L_out=0.038 Acc=0.69 ---292214.56 ms/batch
Step 00061900 L_out=0.018 Acc=0.71 ---320555.39 ms/batch
Step 00061950 L_out=0.037 Acc=0.71 ---348580.98 ms/batch
Step 00062000 L_out=0.019 Acc=0.77 ---376387.37 ms/batch
Round 5 | epoch=2, train costTime=393.3543553352356, | total_activation_sum=2783232
Round 5 | epoch=3, current m_iou=0.5028518073204421
Round 5 | Best m_IoU is: 0.503, OA is: 0.815 | val costTime=173.62279725074768
Round 5 | ****EPOCH 3****
Step 00062050 L_out=0.011 Acc=0.53 ---12155.60 ms/batch
Step 00062100 L_out=0.026 Acc=0.81 ---43862.49 ms/batch
Step 00062150 L_out=0.016 Acc=0.78 ---75095.02 ms/batch
Step 00062200 L_out=0.017 Acc=0.81 ---107133.32 ms/batch
Step 00062250 L_out=0.185 Acc=0.90 ---139309.67 ms/batch
Step 00062300 L_out=0.011 Acc=0.68 ---171252.45 ms/batch
Step 00062350 L_out=0.026 Acc=0.83 ---203263.21 ms/batch
Step 00062400 L_out=0.242 Acc=0.79 ---234521.83 ms/batch
Step 00062450 L_out=0.039 Acc=0.46 ---264705.71 ms/batch
Step 00062500 L_out=0.039 Acc=0.91 ---296798.90 ms/batch
Step 00062550 L_out=0.023 Acc=0.83 ---328169.02 ms/batch
Step 00062600 L_out=0.014 Acc=0.83 ---360227.08 ms/batch
Step 00062650 L_out=0.032 Acc=0.71 ---391733.39 ms/batch
Round 5 | epoch=3, train costTime=421.44473457336426, | total_activation_sum=2761118
Round 5 | epoch=4, current m_iou=0.5055988415864605
Round 5 | Best m_IoU is: 0.506, OA is: 0.815 | val costTime=194.2530312538147
Round 5 | ****EPOCH 4****
Step 00062700 L_out=0.004 Acc=0.92 --- 1315.25 ms/batch
Step 00062750 L_out=0.010 Acc=0.83 ---32619.09 ms/batch
Step 00062800 L_out=0.104 Acc=0.84 ---64341.04 ms/batch
Step 00062850 L_out=0.006 Acc=0.87 ---96554.78 ms/batch
Step 00062900 L_out=0.029 Acc=0.68 ---128440.30 ms/batch
Step 00062950 L_out=0.004 Acc=0.79 ---159321.35 ms/batch
Step 00063000 L_out=0.003 Acc=0.80 ---191792.40 ms/batch
Step 00063050 L_out=0.017 Acc=0.64 ---223677.22 ms/batch
Step 00063100 L_out=0.104 Acc=0.72 ---255374.94 ms/batch
Step 00063150 L_out=0.037 Acc=0.83 ---287431.67 ms/batch
Step 00063200 L_out=0.053 Acc=0.66 ---319882.66 ms/batch
Step 00063250 L_out=0.267 Acc=0.77 ---350530.03 ms/batch
Step 00063300 L_out=0.021 Acc=0.90 ---381297.31 ms/batch
Step 00063350 L_out=0.052 Acc=0.76 ---413671.37 ms/batch
Round 5 | epoch=4, train costTime=423.0310206413269, | total_activation_sum=2649152
Round 5 | epoch=5, current m_iou=0.5293686303902672
Round 5 | Best m_IoU is: 0.529, OA is: 0.828 | val costTime=187.64079761505127
Round 5 | ****EPOCH 5****
Step 00063400 L_out=0.064 Acc=0.90 ---22834.89 ms/batch
Step 00063450 L_out=0.014 Acc=0.73 ---54652.69 ms/batch
Step 00063500 L_out=0.007 Acc=0.85 ---85832.56 ms/batch
Step 00063550 L_out=0.029 Acc=0.78 ---116877.43 ms/batch
Step 00063600 L_out=0.011 Acc=0.71 ---148491.94 ms/batch
Step 00063650 L_out=0.011 Acc=0.89 ---179396.53 ms/batch
Step 00063700 L_out=0.010 Acc=0.82 ---211229.97 ms/batch
Step 00063750 L_out=0.000 Acc=0.73 ---243247.93 ms/batch
Step 00063800 L_out=0.131 Acc=0.92 ---273966.09 ms/batch
Step 00063850 L_out=0.022 Acc=0.85 ---304736.64 ms/batch
Step 00063900 L_out=0.044 Acc=0.87 ---335605.78 ms/batch
Step 00063950 L_out=0.028 Acc=0.85 ---367189.98 ms/batch
Step 00064000 L_out=0.004 Acc=0.84 ---398111.94 ms/batch
Round 5 | epoch=5, train costTime=417.7484905719757, | total_activation_sum=2692653
Round 5 | epoch=6, current m_iou=0.5172349059527267
Round 5 | Best m_IoU is: 0.529, OA is: 0.828 | val costTime=181.919331073761
Round 5 | ****EPOCH 6****
Step 00064050 L_out=0.010 Acc=0.79 ---11025.62 ms/batch
Step 00064100 L_out=0.027 Acc=0.68 ---41150.27 ms/batch
Step 00064150 L_out=0.038 Acc=0.85 ---72132.11 ms/batch
Step 00064200 L_out=0.018 Acc=0.78 ---103206.92 ms/batch
Step 00064250 L_out=0.025 Acc=0.82 ---134035.81 ms/batch
Step 00064300 L_out=0.180 Acc=0.91 ---165500.87 ms/batch
Step 00064350 L_out=0.006 Acc=0.86 ---195836.43 ms/batch
Step 00064400 L_out=0.019 Acc=0.69 ---226776.45 ms/batch
Step 00064450 L_out=0.008 Acc=0.81 ---258524.69 ms/batch
Step 00064500 L_out=0.052 Acc=0.69 ---288754.18 ms/batch
Step 00064550 L_out=0.048 Acc=0.78 ---319419.15 ms/batch
Step 00064600 L_out=0.037 Acc=0.82 ---349983.59 ms/batch
Step 00064650 L_out=0.016 Acc=0.78 ---380256.66 ms/batch
Round 5 | epoch=6, train costTime=411.3083145618439, | total_activation_sum=2670345
Round 5 | epoch=7, current m_iou=0.5239277537022287
Round 5 | Best m_IoU is: 0.529, OA is: 0.828 | val costTime=193.6749129295349
Round 5 | ****EPOCH 7****
Step 00064700 L_out=0.017 Acc=0.91 ---  776.38 ms/batch
Step 00064750 L_out=0.013 Acc=0.81 ---31750.01 ms/batch
Step 00064800 L_out=0.007 Acc=0.90 ---63413.06 ms/batch
Step 00064850 L_out=0.003 Acc=0.80 ---94920.19 ms/batch
Step 00064900 L_out=0.002 Acc=0.81 ---126634.60 ms/batch
Step 00064950 L_out=0.014 Acc=0.91 ---158772.29 ms/batch
Step 00065000 L_out=0.062 Acc=0.86 ---189664.62 ms/batch
Step 00065050 L_out=0.014 Acc=0.72 ---221471.47 ms/batch
Step 00065100 L_out=0.007 Acc=0.90 ---252930.03 ms/batch
Step 00065150 L_out=0.001 Acc=0.85 ---284256.98 ms/batch
Step 00065200 L_out=0.014 Acc=0.62 ---314944.30 ms/batch
Step 00065250 L_out=0.019 Acc=0.86 ---345665.82 ms/batch
Step 00065300 L_out=0.009 Acc=0.81 ---373355.71 ms/batch
Step 00065350 L_out=0.010 Acc=0.81 ---401196.79 ms/batch
Round 5 | epoch=7, train costTime=410.4846341609955, | total_activation_sum=2722572
Round 5 | epoch=8, current m_iou=0.5396551127819665
Round 5 | Best m_IoU is: 0.540, OA is: 0.846 | val costTime=182.46576523780823
Round 5 | ****EPOCH 8****
Step 00065400 L_out=0.006 Acc=0.85 ---18235.43 ms/batch
Step 00065450 L_out=0.004 Acc=0.76 ---45588.99 ms/batch
Step 00065500 L_out=0.005 Acc=0.83 ---72749.04 ms/batch
Step 00065550 L_out=0.017 Acc=0.83 ---103649.19 ms/batch
Step 00065600 L_out=0.003 Acc=0.88 ---137191.24 ms/batch
Step 00065650 L_out=0.016 Acc=0.89 ---168417.61 ms/batch
Step 00065700 L_out=0.003 Acc=0.89 ---200385.63 ms/batch
Step 00065750 L_out=0.053 Acc=0.93 ---231724.12 ms/batch
Step 00065800 L_out=0.017 Acc=0.76 ---263548.72 ms/batch
Step 00065850 L_out=0.004 Acc=0.79 ---295817.65 ms/batch
Step 00065900 L_out=0.041 Acc=0.78 ---328033.09 ms/batch
Step 00065950 L_out=0.007 Acc=0.75 ---360187.70 ms/batch
Step 00066000 L_out=0.013 Acc=0.74 ---392080.06 ms/batch
Round 5 | epoch=8, train costTime=412.84206342697144, | total_activation_sum=2759299
Round 5 | epoch=9, current m_iou=0.5330480053868033
Round 5 | Best m_IoU is: 0.540, OA is: 0.846 | val costTime=183.26607513427734
Round 5 | ****EPOCH 9****
Step 00066050 L_out=0.011 Acc=0.77 ---10745.66 ms/batch
Step 00066100 L_out=0.204 Acc=0.76 ---42972.61 ms/batch
Step 00066150 L_out=0.006 Acc=0.85 ---74461.60 ms/batch
Step 00066200 L_out=0.004 Acc=0.85 ---106743.64 ms/batch
Step 00066250 L_out=0.021 Acc=0.79 ---138341.17 ms/batch
Step 00066300 L_out=0.005 Acc=0.85 ---169389.72 ms/batch
Step 00066350 L_out=0.015 Acc=0.78 ---200699.27 ms/batch
Step 00066400 L_out=0.029 Acc=0.84 ---231426.88 ms/batch
Step 00066450 L_out=0.174 Acc=0.90 ---262933.57 ms/batch
Step 00066500 L_out=0.019 Acc=0.79 ---294211.59 ms/batch
Step 00066550 L_out=0.001 Acc=0.87 ---325319.40 ms/batch
Step 00066600 L_out=0.007 Acc=0.87 ---356930.84 ms/batch
Step 00066650 L_out=0.004 Acc=0.80 ---388656.31 ms/batch
Step 00066700 L_out=0.052 Acc=0.74 ---419813.16 ms/batch
Round 5 | epoch=9, train costTime=419.8133029937744, | total_activation_sum=2704156
Round 5 | epoch=10, current m_iou=0.5245556038416685
Round 5 | Best m_IoU is: 0.540, OA is: 0.846 | val costTime=191.51578640937805
Round 5 | ****EPOCH 10****
Step 00066750 L_out=0.003 Acc=0.85 ---31959.07 ms/batch
Step 00066800 L_out=0.009 Acc=0.67 ---63692.41 ms/batch
Step 00066850 L_out=0.016 Acc=0.86 ---94530.23 ms/batch
Step 00066900 L_out=0.008 Acc=0.91 ---125721.35 ms/batch
Step 00066950 L_out=0.017 Acc=0.81 ---156268.69 ms/batch
Step 00067000 L_out=0.019 Acc=0.87 ---187893.17 ms/batch
Step 00067050 L_out=0.015 Acc=0.78 ---219550.87 ms/batch
Step 00067100 L_out=0.002 Acc=0.95 ---250247.27 ms/batch
Step 00067150 L_out=0.079 Acc=0.86 ---281726.25 ms/batch
Step 00067200 L_out=0.001 Acc=0.85 ---313175.98 ms/batch
Step 00067250 L_out=0.021 Acc=0.86 ---344834.45 ms/batch
Step 00067300 L_out=0.026 Acc=0.69 ---375903.74 ms/batch
Step 00067350 L_out=0.006 Acc=0.79 ---407575.69 ms/batch
Round 5 | epoch=10, train costTime=417.96756863594055, | total_activation_sum=2697986
Round 5 | epoch=11, current m_iou=0.551227371184374
Round 5 | Best m_IoU is: 0.551, OA is: 0.847 | val costTime=192.06903672218323
Round 5 | ****EPOCH 11****
Step 00067400 L_out=0.001 Acc=0.82 ---20281.49 ms/batch
Step 00067450 L_out=0.002 Acc=0.87 ---51995.63 ms/batch
Step 00067500 L_out=0.005 Acc=0.78 ---82929.34 ms/batch
Step 00067550 L_out=0.008 Acc=0.90 ---114640.40 ms/batch
Step 00067600 L_out=0.004 Acc=0.83 ---145678.91 ms/batch
Step 00067650 L_out=0.001 Acc=0.86 ---176825.56 ms/batch
Step 00067700 L_out=0.019 Acc=0.84 ---207546.93 ms/batch
Step 00067750 L_out=0.016 Acc=0.73 ---239038.93 ms/batch
Step 00067800 L_out=0.167 Acc=0.53 ---270280.71 ms/batch
Step 00067850 L_out=0.004 Acc=0.87 ---301548.23 ms/batch
Step 00067900 L_out=0.018 Acc=0.80 ---333675.30 ms/batch
Step 00067950 L_out=0.003 Acc=0.82 ---365157.08 ms/batch
Step 00068000 L_out=0.008 Acc=0.86 ---396329.46 ms/batch
Round 5 | epoch=11, train costTime=417.6008999347687, | total_activation_sum=2730572
Round 5 | epoch=12, current m_iou=0.5547486060080048
Round 5 | Best m_IoU is: 0.555, OA is: 0.853 | val costTime=186.79995775222778
Round 5 | ****EPOCH 12****
Step 00068050 L_out=0.003 Acc=0.88 --- 9932.33 ms/batch
Step 00068100 L_out=0.004 Acc=0.85 ---40878.65 ms/batch
Step 00068150 L_out=0.002 Acc=0.95 ---71924.16 ms/batch
Step 00068200 L_out=0.026 Acc=0.73 ---102495.78 ms/batch
Step 00068250 L_out=0.020 Acc=0.82 ---133725.18 ms/batch
Step 00068300 L_out=0.011 Acc=0.82 ---166556.56 ms/batch
Step 00068350 L_out=0.002 Acc=0.70 ---197806.44 ms/batch
Step 00068400 L_out=0.024 Acc=0.83 ---228832.71 ms/batch
Step 00068450 L_out=0.005 Acc=0.57 ---261275.48 ms/batch
Step 00068500 L_out=0.030 Acc=0.92 ---292083.92 ms/batch
Step 00068550 L_out=0.024 Acc=0.73 ---323507.63 ms/batch
Step 00068600 L_out=0.001 Acc=0.92 ---355190.02 ms/batch
Step 00068650 L_out=0.004 Acc=0.76 ---386179.62 ms/batch
Step 00068700 L_out=0.067 Acc=0.84 ---417540.51 ms/batch
Round 5 | epoch=12, train costTime=418.15269327163696, | total_activation_sum=2763187
Round 5 | epoch=13, current m_iou=0.5629115392559108
Round 5 | Best m_IoU is: 0.563, OA is: 0.854 | val costTime=179.16992616653442
Round 5 | ****EPOCH 13****
Step 00068750 L_out=0.011 Acc=0.90 ---26995.90 ms/batch
Step 00068800 L_out=0.019 Acc=0.82 ---54558.95 ms/batch
Step 00068850 L_out=0.008 Acc=0.80 ---82924.74 ms/batch
Step 00068900 L_out=0.016 Acc=0.76 ---111217.75 ms/batch
Step 00068950 L_out=0.124 Acc=0.79 ---138748.30 ms/batch
Step 00069000 L_out=0.024 Acc=0.86 ---166406.73 ms/batch
Step 00069050 L_out=0.044 Acc=0.87 ---193631.47 ms/batch
Step 00069100 L_out=0.004 Acc=0.90 ---221344.81 ms/batch
Step 00069150 L_out=0.004 Acc=0.79 ---252885.36 ms/batch
Step 00069200 L_out=0.008 Acc=0.88 ---285178.53 ms/batch
Step 00069250 L_out=0.003 Acc=0.88 ---316301.37 ms/batch
Step 00069300 L_out=0.076 Acc=0.88 ---347281.08 ms/batch
Step 00069350 L_out=0.002 Acc=0.92 ---378971.86 ms/batch
Round 5 | epoch=13, train costTime=390.14034605026245, | total_activation_sum=2652971
Round 5 | epoch=14, current m_iou=0.5705960516827648
Round 5 | Best m_IoU is: 0.571, OA is: 0.859 | val costTime=191.26552081108093
Round 5 | ****EPOCH 14****
Step 00069400 L_out=0.008 Acc=0.79 ---19943.00 ms/batch
Step 00069450 L_out=0.031 Acc=0.79 ---51122.05 ms/batch
Step 00069500 L_out=0.004 Acc=0.83 ---82375.57 ms/batch
Step 00069550 L_out=0.008 Acc=0.88 ---113625.13 ms/batch
Step 00069600 L_out=0.003 Acc=0.81 ---144305.61 ms/batch
Step 00069650 L_out=0.004 Acc=0.85 ---176075.47 ms/batch
Step 00069700 L_out=0.056 Acc=0.92 ---207477.85 ms/batch
Step 00069750 L_out=0.016 Acc=0.88 ---239171.90 ms/batch
Step 00069800 L_out=0.004 Acc=0.87 ---270195.30 ms/batch
Step 00069850 L_out=0.025 Acc=0.85 ---301095.90 ms/batch
Step 00069900 L_out=0.005 Acc=0.85 ---333505.53 ms/batch
Step 00069950 L_out=0.018 Acc=0.78 ---365508.89 ms/batch
Step 00070000 L_out=0.010 Acc=0.81 ---396986.28 ms/batch
Round 5 | epoch=14, train costTime=420.00867986679077, | total_activation_sum=2721821
Round 5 | epoch=15, current m_iou=0.5612458696776536
Round 5 | Best m_IoU is: 0.571, OA is: 0.859 | val costTime=193.28337049484253
Round 5 | ****EPOCH 15****
Step 00070050 L_out=0.020 Acc=0.87 --- 9464.57 ms/batch
Step 00070100 L_out=0.005 Acc=0.79 ---40318.32 ms/batch
Step 00070150 L_out=0.005 Acc=0.75 ---71812.77 ms/batch
Step 00070200 L_out=0.005 Acc=0.82 ---103721.08 ms/batch
Step 00070250 L_out=0.002 Acc=0.85 ---133905.61 ms/batch
Step 00070300 L_out=0.003 Acc=0.92 ---165557.44 ms/batch
Step 00070350 L_out=0.006 Acc=0.88 ---196939.47 ms/batch
Step 00070400 L_out=0.015 Acc=0.91 ---227940.90 ms/batch
Step 00070450 L_out=0.018 Acc=0.82 ---258865.01 ms/batch
Step 00070500 L_out=0.005 Acc=0.67 ---290070.08 ms/batch
Step 00070550 L_out=0.085 Acc=0.82 ---321202.32 ms/batch
Step 00070600 L_out=0.026 Acc=0.89 ---352355.74 ms/batch
Step 00070650 L_out=0.005 Acc=0.77 ---383693.92 ms/batch
Step 00070700 L_out=0.004 Acc=0.87 ---414966.49 ms/batch
Round 5 | epoch=15, train costTime=416.1242320537567, | total_activation_sum=2747275
Round 5 | epoch=16, current m_iou=0.5791060245919153
Round 5 | Best m_IoU is: 0.579, OA is: 0.860 | val costTime=190.85419011116028
Round 5 | ****EPOCH 16****
Step 00070750 L_out=0.051 Acc=0.95 ---29711.98 ms/batch
Step 00070800 L_out=0.023 Acc=0.71 ---60974.34 ms/batch
Step 00070850 L_out=0.007 Acc=0.86 ---92695.64 ms/batch
Step 00070900 L_out=0.003 Acc=0.79 ---123497.91 ms/batch
Step 00070950 L_out=0.015 Acc=0.88 ---154967.89 ms/batch
Step 00071000 L_out=0.017 Acc=0.86 ---186279.43 ms/batch
Step 00071050 L_out=0.003 Acc=0.84 ---217422.75 ms/batch
Step 00071100 L_out=0.020 Acc=0.94 ---249126.53 ms/batch
Step 00071150 L_out=0.008 Acc=0.83 ---280659.65 ms/batch
Step 00071200 L_out=0.040 Acc=0.90 ---312586.33 ms/batch
Step 00071250 L_out=0.002 Acc=0.82 ---344135.40 ms/batch
Step 00071300 L_out=0.002 Acc=0.76 ---376055.34 ms/batch
Step 00071350 L_out=0.004 Acc=0.84 ---407800.22 ms/batch
Round 5 | epoch=16, train costTime=419.9367632865906, | total_activation_sum=2671911
Round 5 | epoch=17, current m_iou=0.5696429200388152
Round 5 | Best m_IoU is: 0.579, OA is: 0.860 | val costTime=187.58248043060303
Round 5 | ****EPOCH 17****
Step 00071400 L_out=0.002 Acc=0.95 ---20094.58 ms/batch
Step 00071450 L_out=0.004 Acc=0.87 ---51892.18 ms/batch
Step 00071500 L_out=0.010 Acc=0.90 ---83034.09 ms/batch
Step 00071550 L_out=0.035 Acc=0.90 ---114552.39 ms/batch
Step 00071600 L_out=0.014 Acc=0.89 ---145632.18 ms/batch
Step 00071650 L_out=0.003 Acc=0.82 ---177570.55 ms/batch
Step 00071700 L_out=0.004 Acc=0.88 ---208711.21 ms/batch
Step 00071750 L_out=0.068 Acc=0.93 ---239788.41 ms/batch
Step 00071800 L_out=0.002 Acc=0.84 ---270553.16 ms/batch
Step 00071850 L_out=0.054 Acc=0.75 ---301222.69 ms/batch
Step 00071900 L_out=0.011 Acc=0.84 ---332756.38 ms/batch
Step 00071950 L_out=0.023 Acc=0.88 ---363582.74 ms/batch
Step 00072000 L_out=0.019 Acc=0.80 ---394566.18 ms/batch
Round 5 | epoch=17, train costTime=417.5051908493042, | total_activation_sum=2693992
Round 5 | epoch=18, current m_iou=0.5787050337954164
Round 5 | Best m_IoU is: 0.579, OA is: 0.860 | val costTime=193.91761374473572
Round 5 | ****EPOCH 18****
Step 00072050 L_out=0.026 Acc=0.93 --- 7950.02 ms/batch
Step 00072100 L_out=0.008 Acc=0.83 ---35045.82 ms/batch
Step 00072150 L_out=0.022 Acc=0.79 ---62816.62 ms/batch
Step 00072200 L_out=0.021 Acc=0.82 ---90940.72 ms/batch
Step 00072250 L_out=0.125 Acc=0.90 ---118015.75 ms/batch
Step 00072300 L_out=0.003 Acc=0.89 ---144875.18 ms/batch
Step 00072350 L_out=0.013 Acc=0.87 ---171668.28 ms/batch
Step 00072400 L_out=0.008 Acc=0.85 ---198495.67 ms/batch
Step 00072450 L_out=0.005 Acc=0.79 ---225244.26 ms/batch
Step 00072500 L_out=0.046 Acc=0.93 ---252343.33 ms/batch
Step 00072550 L_out=0.003 Acc=0.93 ---280437.89 ms/batch
Step 00072600 L_out=0.033 Acc=0.90 ---309011.99 ms/batch
Step 00072650 L_out=0.006 Acc=0.84 ---339034.43 ms/batch
Step 00072700 L_out=0.025 Acc=0.92 ---371217.95 ms/batch
Round 5 | epoch=18, train costTime=373.1420147418976, | total_activation_sum=2809945
Round 5 | epoch=19, current m_iou=0.578560642331728
Round 5 | Best m_IoU is: 0.579, OA is: 0.860 | val costTime=189.6143217086792
Round 5 | ****EPOCH 19****
Step 00072750 L_out=0.001 Acc=0.85 ---29606.56 ms/batch
Step 00072800 L_out=0.013 Acc=0.81 ---61169.79 ms/batch
Step 00072850 L_out=0.004 Acc=0.96 ---92168.81 ms/batch
Step 00072900 L_out=0.001 Acc=0.91 ---123082.45 ms/batch
Step 00072950 L_out=0.001 Acc=0.86 ---154655.79 ms/batch
Step 00073000 L_out=0.001 Acc=0.92 ---186542.12 ms/batch
Step 00073050 L_out=0.001 Acc=0.90 ---218210.11 ms/batch
Step 00073100 L_out=0.001 Acc=0.89 ---250608.74 ms/batch
Step 00073150 L_out=0.007 Acc=0.78 ---281694.29 ms/batch
Step 00073200 L_out=0.013 Acc=0.82 ---312847.77 ms/batch
Step 00073250 L_out=0.006 Acc=0.87 ---344614.10 ms/batch
Step 00073300 L_out=0.010 Acc=0.94 ---376302.40 ms/batch
Step 00073350 L_out=0.052 Acc=0.86 ---408282.95 ms/batch
Round 5 | epoch=19, train costTime=421.54593682289124, | total_activation_sum=2690166
Round 5 | epoch=20, current m_iou=0.5776515288645218
Round 5 | Best m_IoU is: 0.579, OA is: 0.860 | val costTime=194.1181197166443
Round 5 | ****EPOCH 20****
Step 00073400 L_out=0.003 Acc=0.86 ---19104.95 ms/batch
Step 00073450 L_out=0.004 Acc=0.95 ---50493.98 ms/batch
Step 00073500 L_out=0.006 Acc=0.87 ---84144.11 ms/batch
Step 00073550 L_out=0.104 Acc=0.86 ---116904.15 ms/batch
Step 00073600 L_out=0.017 Acc=0.92 ---148224.64 ms/batch
Step 00073650 L_out=0.015 Acc=0.85 ---179518.43 ms/batch
Step 00073700 L_out=0.034 Acc=0.77 ---210368.46 ms/batch
Step 00073750 L_out=0.027 Acc=0.82 ---240965.96 ms/batch
Step 00073800 L_out=0.010 Acc=0.91 ---272643.98 ms/batch
Step 00073850 L_out=0.035 Acc=0.85 ---304525.50 ms/batch
Step 00073900 L_out=0.041 Acc=0.83 ---335909.06 ms/batch
Step 00073950 L_out=0.006 Acc=0.82 ---368325.13 ms/batch
Step 00074000 L_out=0.021 Acc=0.84 ---399452.56 ms/batch
Round 5 | epoch=20, train costTime=421.8709466457367, | total_activation_sum=2630690
Round 5 | epoch=21, current m_iou=0.5788207815225822
Round 5 | Best m_IoU is: 0.579, OA is: 0.860 | val costTime=189.91348266601562
Round 5 | ****EPOCH 21****
Step 00074050 L_out=0.009 Acc=0.90 --- 7709.88 ms/batch
Step 00074100 L_out=0.096 Acc=0.91 ---39485.25 ms/batch
Step 00074150 L_out=0.004 Acc=0.84 ---70137.81 ms/batch
Step 00074200 L_out=0.018 Acc=0.73 ---102091.57 ms/batch
Step 00074250 L_out=0.004 Acc=0.94 ---133602.34 ms/batch
Step 00074300 L_out=0.008 Acc=0.78 ---163953.70 ms/batch
Step 00074350 L_out=0.008 Acc=0.87 ---195096.62 ms/batch
Step 00074400 L_out=0.001 Acc=0.85 ---226332.76 ms/batch
Step 00074450 L_out=0.067 Acc=0.88 ---257781.60 ms/batch
Step 00074500 L_out=0.019 Acc=0.84 ---289363.14 ms/batch
Step 00074550 L_out=0.005 Acc=0.87 ---321067.08 ms/batch
Step 00074600 L_out=0.005 Acc=0.87 ---352021.24 ms/batch
Step 00074650 L_out=0.003 Acc=0.77 ---382887.93 ms/batch
Step 00074700 L_out=0.118 Acc=0.91 ---414193.28 ms/batch
Round 5 | epoch=21, train costTime=416.6535608768463, | total_activation_sum=2785233
Round 5 | epoch=22, current m_iou=0.573197398888847
Round 5 | Best m_IoU is: 0.579, OA is: 0.860 | val costTime=189.63713788986206
Round 5 | ****EPOCH 22****
Step 00074750 L_out=0.020 Acc=0.76 ---29326.14 ms/batch
Step 00074800 L_out=0.019 Acc=0.89 ---61529.33 ms/batch
Step 00074850 L_out=0.006 Acc=0.84 ---93292.95 ms/batch
Step 00074900 L_out=0.080 Acc=0.89 ---124838.26 ms/batch
Step 00074950 L_out=0.011 Acc=0.85 ---155214.35 ms/batch
Step 00075000 L_out=0.021 Acc=0.91 ---186520.82 ms/batch
Step 00075050 L_out=0.006 Acc=0.93 ---217178.62 ms/batch
Step 00075100 L_out=0.007 Acc=0.85 ---248496.26 ms/batch
Step 00075150 L_out=0.025 Acc=0.86 ---279119.02 ms/batch
Step 00075200 L_out=0.011 Acc=0.87 ---310297.37 ms/batch
Step 00075250 L_out=0.004 Acc=0.89 ---342681.31 ms/batch
Step 00075300 L_out=0.119 Acc=0.86 ---374164.78 ms/batch
Step 00075350 L_out=0.010 Acc=0.90 ---405228.68 ms/batch
Round 5 | epoch=22, train costTime=418.33280754089355, | total_activation_sum=2681872
Round 5 | epoch=23, current m_iou=0.5613294808163214
Round 5 | Best m_IoU is: 0.579, OA is: 0.860 | val costTime=186.5004141330719
Round 5 | ****EPOCH 23****
Step 00075400 L_out=0.018 Acc=0.84 ---17825.19 ms/batch
Step 00075450 L_out=0.104 Acc=0.94 ---49264.70 ms/batch
Step 00075500 L_out=0.006 Acc=0.84 ---80626.54 ms/batch
Step 00075550 L_out=0.017 Acc=0.89 ---112171.67 ms/batch
Step 00075600 L_out=0.003 Acc=0.89 ---140170.53 ms/batch
Step 00075650 L_out=0.004 Acc=0.78 ---167480.37 ms/batch
Step 00075700 L_out=0.011 Acc=0.85 ---195016.04 ms/batch
Step 00075750 L_out=0.004 Acc=0.89 ---221637.09 ms/batch
Step 00075800 L_out=0.016 Acc=0.90 ---249912.63 ms/batch
Step 00075850 L_out=0.011 Acc=0.81 ---278370.00 ms/batch
Step 00075900 L_out=0.137 Acc=0.82 ---306130.22 ms/batch
Step 00075950 L_out=0.003 Acc=0.91 ---334257.75 ms/batch
Step 00076000 L_out=0.003 Acc=0.88 ---361856.89 ms/batch
Round 5 | epoch=23, train costTime=382.6671543121338, | total_activation_sum=2724180
Round 5 | epoch=24, current m_iou=0.5680372249741079
Round 5 | Best m_IoU is: 0.579, OA is: 0.860 | val costTime=190.67905473709106
Round 5 | ****EPOCH 24****
Step 00076050 L_out=0.013 Acc=0.92 --- 7439.60 ms/batch
Step 00076100 L_out=0.001 Acc=0.81 ---38263.66 ms/batch
Step 00076150 L_out=0.014 Acc=0.91 ---70748.74 ms/batch
Step 00076200 L_out=0.010 Acc=0.81 ---102489.88 ms/batch
Step 00076250 L_out=0.022 Acc=0.72 ---134028.06 ms/batch
Step 00076300 L_out=0.008 Acc=0.83 ---165370.10 ms/batch
Step 00076350 L_out=0.011 Acc=0.85 ---196598.52 ms/batch
Step 00076400 L_out=0.003 Acc=0.81 ---228050.11 ms/batch
Step 00076450 L_out=0.020 Acc=0.78 ---261120.03 ms/batch
Step 00076500 L_out=0.004 Acc=0.92 ---292586.80 ms/batch
Step 00076550 L_out=0.001 Acc=0.91 ---323260.69 ms/batch
Step 00076600 L_out=0.005 Acc=0.87 ---354719.83 ms/batch
Step 00076650 L_out=0.007 Acc=0.90 ---385300.11 ms/batch
Step 00076700 L_out=0.008 Acc=0.89 ---415810.11 ms/batch
Round 5 | epoch=24, train costTime=418.8725743293762, | total_activation_sum=2724909
Round 5 | epoch=25, current m_iou=0.5712550470936995
Round 5 | Best m_IoU is: 0.579, OA is: 0.860 | val costTime=193.81575226783752
Round 5 | ****EPOCH 25****
Step 00076750 L_out=0.023 Acc=0.94 ---27964.82 ms/batch
Step 00076800 L_out=0.006 Acc=0.77 ---59865.50 ms/batch
Step 00076850 L_out=0.009 Acc=0.85 ---91428.20 ms/batch
Step 00076900 L_out=0.033 Acc=0.75 ---122601.83 ms/batch
Step 00076950 L_out=0.008 Acc=0.85 ---153731.21 ms/batch
Step 00077000 L_out=0.013 Acc=0.67 ---185102.62 ms/batch
Step 00077050 L_out=0.024 Acc=0.88 ---215903.13 ms/batch
Step 00077100 L_out=0.002 Acc=0.85 ---246436.88 ms/batch
Step 00077150 L_out=0.004 Acc=0.96 ---277840.52 ms/batch
Step 00077200 L_out=0.003 Acc=0.88 ---308513.41 ms/batch
Step 00077250 L_out=0.009 Acc=0.96 ---339601.38 ms/batch
Step 00077300 L_out=0.006 Acc=0.88 ---370558.98 ms/batch
Step 00077350 L_out=0.123 Acc=0.91 ---401474.24 ms/batch
Round 5 | epoch=25, train costTime=415.13392162323, | total_activation_sum=2694964
Round 5 | epoch=26, current m_iou=0.5719886032344664
Round 5 | Best m_IoU is: 0.579, OA is: 0.860 | val costTime=185.92660665512085
Round 5 | ****EPOCH 26****
Step 00077400 L_out=0.007 Acc=0.84 ---17373.48 ms/batch
Step 00077450 L_out=0.023 Acc=0.76 ---48526.06 ms/batch
Step 00077500 L_out=0.016 Acc=0.91 ---79381.81 ms/batch
Step 00077550 L_out=0.015 Acc=0.84 ---109947.27 ms/batch
Step 00077600 L_out=0.001 Acc=0.83 ---141954.23 ms/batch
Step 00077650 L_out=0.002 Acc=0.91 ---173308.77 ms/batch
Step 00077700 L_out=0.008 Acc=0.77 ---203851.07 ms/batch
Step 00077750 L_out=0.002 Acc=0.87 ---236529.37 ms/batch
Step 00077800 L_out=0.048 Acc=0.90 ---267565.76 ms/batch
Step 00077850 L_out=0.003 Acc=0.90 ---299543.37 ms/batch
Step 00077900 L_out=0.003 Acc=0.95 ---331284.88 ms/batch
Step 00077950 L_out=0.030 Acc=0.86 ---362508.26 ms/batch
Step 00078000 L_out=0.005 Acc=0.94 ---393374.23 ms/batch
Round 5 | epoch=26, train costTime=417.64538168907166, | total_activation_sum=2725692
Round 5 | epoch=27, current m_iou=0.572834626228243
Round 5 | Best m_IoU is: 0.579, OA is: 0.860 | val costTime=190.91076040267944
Round 5 | ****EPOCH 27****
Step 00078050 L_out=0.009 Acc=0.88 --- 6718.37 ms/batch
Step 00078100 L_out=0.003 Acc=0.78 ---37676.18 ms/batch
Step 00078150 L_out=0.003 Acc=0.90 ---68564.72 ms/batch
Step 00078200 L_out=0.003 Acc=0.93 ---100276.22 ms/batch
Step 00078250 L_out=0.036 Acc=0.85 ---131632.37 ms/batch
Step 00078300 L_out=0.004 Acc=0.90 ---163174.78 ms/batch
Step 00078350 L_out=0.003 Acc=0.87 ---193462.15 ms/batch
Step 00078400 L_out=0.027 Acc=0.87 ---224807.61 ms/batch
Step 00078450 L_out=0.011 Acc=0.92 ---256473.04 ms/batch
Step 00078500 L_out=0.017 Acc=0.79 ---287468.44 ms/batch
Step 00078550 L_out=0.019 Acc=0.87 ---318625.00 ms/batch
Step 00078600 L_out=0.033 Acc=0.87 ---350037.80 ms/batch
Step 00078650 L_out=0.003 Acc=0.77 ---380959.29 ms/batch
Step 00078700 L_out=0.010 Acc=0.89 ---412488.17 ms/batch
Round 5 | epoch=27, train costTime=416.1363105773926, | total_activation_sum=2745536
Round 5 | epoch=28, current m_iou=0.5739270429713783
Round 5 | Best m_IoU is: 0.579, OA is: 0.860 | val costTime=189.9527943134308
Round 5 | ****EPOCH 28****
Step 00078750 L_out=0.001 Acc=0.85 ---27606.69 ms/batch
Step 00078800 L_out=0.145 Acc=0.83 ---58404.03 ms/batch
Step 00078850 L_out=0.003 Acc=0.83 ---88984.82 ms/batch
Step 00078900 L_out=0.001 Acc=0.94 ---120904.47 ms/batch
Step 00078950 L_out=0.003 Acc=0.83 ---153057.84 ms/batch
Step 00079000 L_out=0.049 Acc=0.86 ---184227.71 ms/batch
Step 00079050 L_out=0.016 Acc=0.83 ---215553.25 ms/batch
Step 00079100 L_out=0.176 Acc=0.80 ---245577.47 ms/batch
Step 00079150 L_out=0.002 Acc=0.84 ---272509.02 ms/batch
Step 00079200 L_out=0.038 Acc=0.78 ---300284.32 ms/batch
Step 00079250 L_out=0.002 Acc=0.85 ---327367.83 ms/batch
Step 00079300 L_out=0.003 Acc=0.90 ---355310.50 ms/batch
Step 00079350 L_out=0.005 Acc=0.86 ---383034.34 ms/batch
Round 5 | epoch=28, train costTime=395.4426553249359, | total_activation_sum=2763277
Round 5 | epoch=29, current m_iou=0.5659348238382569
Round 5 | Best m_IoU is: 0.579, OA is: 0.860 | val costTime=175.74939727783203
Round 5 | ****EPOCH 29****
Step 00079400 L_out=0.011 Acc=0.88 ---17799.26 ms/batch
Step 00079450 L_out=0.013 Acc=0.95 ---48804.96 ms/batch
Step 00079500 L_out=0.010 Acc=0.79 ---80500.00 ms/batch
Step 00079550 L_out=0.001 Acc=0.82 ---111861.19 ms/batch
Step 00079600 L_out=0.008 Acc=0.89 ---143159.93 ms/batch
Step 00079650 L_out=0.016 Acc=0.87 ---173417.62 ms/batch
Step 00079700 L_out=0.003 Acc=0.94 ---203567.40 ms/batch
Step 00079750 L_out=0.002 Acc=0.82 ---234231.48 ms/batch
Step 00079800 L_out=0.008 Acc=0.86 ---265235.56 ms/batch
Step 00079850 L_out=0.162 Acc=0.88 ---296177.79 ms/batch
Step 00079900 L_out=0.012 Acc=0.69 ---327266.13 ms/batch
Step 00079950 L_out=0.012 Acc=0.87 ---358587.15 ms/batch
Step 00080000 L_out=0.018 Acc=0.80 ---390463.82 ms/batch
Round 5 | epoch=29, train costTime=415.7031388282776, | total_activation_sum=2744060
Round 5 | epoch=30, current m_iou=0.5709527050044751
Round 5 | Best m_IoU is: 0.579, OA is: 0.860 | val costTime=203.40840482711792
Round 5 | ****EPOCH 30****
Round 6 | ****EPOCH 0****
Step 00080050 L_out=0.004 Acc=0.91 --- 6207.50 ms/batch
Step 00080100 L_out=0.223 Acc=0.31 ---36761.37 ms/batch
Step 00080150 L_out=0.042 Acc=0.44 ---67780.81 ms/batch
Step 00080200 L_out=0.015 Acc=0.42 ---99819.56 ms/batch
Step 00080250 L_out=0.030 Acc=0.77 ---130964.89 ms/batch
Step 00080300 L_out=0.036 Acc=0.37 ---163082.65 ms/batch
Step 00080350 L_out=0.023 Acc=0.48 ---195120.69 ms/batch
Step 00080400 L_out=0.306 Acc=0.33 ---226831.82 ms/batch
Step 00080450 L_out=0.048 Acc=0.40 ---258414.48 ms/batch
Step 00080500 L_out=0.069 Acc=0.51 ---290203.64 ms/batch
Step 00080550 L_out=0.141 Acc=0.57 ---321608.63 ms/batch
Step 00080600 L_out=0.011 Acc=0.74 ---353010.15 ms/batch
Step 00080650 L_out=0.070 Acc=0.59 ---383920.13 ms/batch
Step 00080700 L_out=0.020 Acc=0.86 ---414353.56 ms/batch
Round 6 | epoch=0, train costTime=418.68491983413696, | total_activation_sum=2965350
Round 6 | epoch=1, current m_iou=0.4172189229354625
Round 6 | Best m_IoU is: 0.417, OA is: 0.767 | val costTime=191.46275997161865
Round 6 | ****EPOCH 1****
Step 00080750 L_out=0.095 Acc=0.66 ---26679.15 ms/batch
Step 00080800 L_out=0.011 Acc=0.79 ---56956.04 ms/batch
Step 00080850 L_out=0.048 Acc=0.64 ---87955.37 ms/batch
Step 00080900 L_out=0.039 Acc=0.78 ---120017.93 ms/batch
Step 00080950 L_out=0.311 Acc=0.80 ---151532.40 ms/batch
Step 00081000 L_out=0.086 Acc=0.83 ---182717.20 ms/batch
Step 00081050 L_out=0.035 Acc=0.80 ---213491.45 ms/batch
Step 00081100 L_out=0.024 Acc=0.77 ---245382.90 ms/batch
Step 00081150 L_out=0.010 Acc=0.68 ---276461.86 ms/batch
Step 00081200 L_out=0.027 Acc=0.90 ---307780.56 ms/batch
Step 00081250 L_out=0.002 Acc=0.78 ---339668.69 ms/batch
Step 00081300 L_out=0.008 Acc=0.88 ---370886.24 ms/batch
Step 00081350 L_out=0.011 Acc=0.91 ---401988.41 ms/batch
Round 6 | epoch=1, train costTime=417.43893671035767, | total_activation_sum=2822484
Round 6 | epoch=2, current m_iou=0.3604552663545796
Round 6 | Best m_IoU is: 0.417, OA is: 0.767 | val costTime=194.99725127220154
Round 6 | ****EPOCH 2****
Step 00081400 L_out=0.039 Acc=0.58 ---16723.50 ms/batch
Step 00081450 L_out=0.020 Acc=0.50 ---47178.46 ms/batch
Step 00081500 L_out=0.016 Acc=0.86 ---79194.18 ms/batch
Step 00081550 L_out=0.014 Acc=0.76 ---111485.99 ms/batch
Step 00081600 L_out=0.010 Acc=0.75 ---142868.30 ms/batch
Step 00081650 L_out=0.018 Acc=0.75 ---177091.08 ms/batch
Step 00081700 L_out=0.018 Acc=0.68 ---209592.94 ms/batch
Step 00081750 L_out=0.030 Acc=0.80 ---241937.27 ms/batch
Step 00081800 L_out=0.041 Acc=0.75 ---273729.71 ms/batch
Step 00081850 L_out=0.032 Acc=0.79 ---304608.33 ms/batch
Step 00081900 L_out=0.002 Acc=0.77 ---335814.21 ms/batch
Step 00081950 L_out=0.026 Acc=0.72 ---367199.19 ms/batch
Step 00082000 L_out=0.009 Acc=0.85 ---398421.37 ms/batch
Round 6 | epoch=2, train costTime=423.5695083141327, | total_activation_sum=2942560
Round 6 | epoch=3, current m_iou=0.4821396759740225
Round 6 | Best m_IoU is: 0.482, OA is: 0.820 | val costTime=200.61059498786926
Round 6 | ****EPOCH 3****
Step 00082050 L_out=0.012 Acc=0.86 --- 5919.39 ms/batch
Step 00082100 L_out=0.020 Acc=0.76 ---37509.92 ms/batch
Step 00082150 L_out=0.025 Acc=0.72 ---69944.71 ms/batch
Step 00082200 L_out=0.256 Acc=0.85 ---100545.79 ms/batch
Step 00082250 L_out=0.037 Acc=0.72 ---132371.31 ms/batch
Step 00082300 L_out=0.018 Acc=0.80 ---164657.22 ms/batch
Step 00082350 L_out=0.017 Acc=0.88 ---195585.36 ms/batch
Step 00082400 L_out=0.036 Acc=0.87 ---223540.53 ms/batch
Step 00082450 L_out=0.020 Acc=0.82 ---251167.83 ms/batch
Step 00082500 L_out=0.002 Acc=0.75 ---279034.11 ms/batch
Step 00082550 L_out=0.002 Acc=0.73 ---306922.49 ms/batch
Step 00082600 L_out=0.010 Acc=0.87 ---334246.46 ms/batch
Step 00082650 L_out=0.034 Acc=0.80 ---361751.33 ms/batch
Step 00082700 L_out=0.005 Acc=0.90 ---389011.90 ms/batch
Round 6 | epoch=3, train costTime=393.1136910915375, | total_activation_sum=2844048
Round 6 | epoch=4, current m_iou=0.5222417429864212
Round 6 | Best m_IoU is: 0.522, OA is: 0.840 | val costTime=187.213613986969
Round 6 | ****EPOCH 4****
Step 00082750 L_out=0.098 Acc=0.89 ---26444.90 ms/batch
Step 00082800 L_out=0.005 Acc=0.84 ---57833.11 ms/batch
Step 00082850 L_out=0.031 Acc=0.81 ---89611.23 ms/batch
Step 00082900 L_out=0.004 Acc=0.86 ---121520.74 ms/batch
Step 00082950 L_out=0.043 Acc=0.77 ---153628.60 ms/batch
Step 00083000 L_out=0.135 Acc=0.71 ---185655.11 ms/batch
Step 00083050 L_out=0.015 Acc=0.83 ---216929.69 ms/batch
Step 00083100 L_out=0.012 Acc=0.72 ---247568.69 ms/batch
Step 00083150 L_out=0.012 Acc=0.68 ---279733.39 ms/batch
Step 00083200 L_out=0.016 Acc=0.72 ---310563.20 ms/batch
Step 00083250 L_out=0.018 Acc=0.88 ---342270.95 ms/batch
Step 00083300 L_out=0.012 Acc=0.79 ---374268.27 ms/batch
Step 00083350 L_out=0.003 Acc=0.83 ---406170.00 ms/batch
Round 6 | epoch=4, train costTime=421.85700249671936, | total_activation_sum=2974333
Round 6 | epoch=5, current m_iou=0.5674466015961568
Round 6 | Best m_IoU is: 0.567, OA is: 0.860 | val costTime=197.6368055343628
Round 6 | ****EPOCH 5****
Step 00083400 L_out=0.002 Acc=0.87 ---15650.68 ms/batch
Step 00083450 L_out=0.007 Acc=0.85 ---47314.53 ms/batch
Step 00083500 L_out=0.001 Acc=0.86 ---77949.16 ms/batch
Step 00083550 L_out=0.014 Acc=0.91 ---109227.00 ms/batch
Step 00083600 L_out=0.013 Acc=0.75 ---140751.26 ms/batch
Step 00083650 L_out=0.005 Acc=0.87 ---172382.20 ms/batch
Step 00083700 L_out=0.052 Acc=0.71 ---203932.33 ms/batch
Step 00083750 L_out=0.022 Acc=0.85 ---235814.88 ms/batch
Step 00083800 L_out=0.015 Acc=0.69 ---267198.31 ms/batch
Step 00083850 L_out=0.019 Acc=0.89 ---298640.61 ms/batch
Step 00083900 L_out=0.012 Acc=0.82 ---329582.37 ms/batch
Step 00083950 L_out=0.010 Acc=0.82 ---361469.71 ms/batch
Step 00084000 L_out=0.020 Acc=0.77 ---392622.22 ms/batch
Round 6 | epoch=5, train costTime=419.3316285610199, | total_activation_sum=2924502
Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.267 Acc=0.41 ---35491.54 ms/batch
Step 00000100 L_out=0.029 Acc=0.34 ---66188.94 ms/batch
Step 00000150 L_out=0.016 Acc=0.44 ---97426.81 ms/batch
Step 00000200 L_out=0.250 Acc=0.60 ---129436.49 ms/batch
Step 00000250 L_out=0.296 Acc=0.54 ---160781.90 ms/batch
Step 00000300 L_out=0.046 Acc=0.40 ---192692.78 ms/batch
Step 00000350 L_out=0.023 Acc=0.13 ---223969.97 ms/batch
Step 00000400 L_out=0.104 Acc=0.50 ---255331.78 ms/batch
Step 00000450 L_out=0.186 Acc=0.78 ---285671.81 ms/batch
Step 00000500 L_out=0.026 Acc=0.55 ---317479.08 ms/batch
Step 00000550 L_out=0.029 Acc=0.47 ---349539.40 ms/batch
Step 00000600 L_out=0.366 Acc=0.54 ---380511.93 ms/batch
Step 00000650 L_out=0.023 Acc=0.56 ---412390.76 ms/batch
Round 2 | epoch=0, train costTime=423.3433132171631, | total_activation_sum=1701737
Round 2 | epoch=1, current m_iou=0.36999167647064535
Round 2 | Best m_IoU is: 0.370, OA is: 0.661 | val costTime=199.33887887001038
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.021 Acc=0.61 ---21229.94 ms/batch
Step 00000750 L_out=0.057 Acc=0.61 ---52150.15 ms/batch
Step 00000800 L_out=0.098 Acc=0.43 ---83289.47 ms/batch
Step 00000850 L_out=0.012 Acc=0.71 ---114863.15 ms/batch
Step 00000900 L_out=0.093 Acc=0.63 ---146359.54 ms/batch
Step 00000950 L_out=0.074 Acc=0.74 ---178388.97 ms/batch
Step 00001000 L_out=0.186 Acc=0.78 ---210507.07 ms/batch
Step 00001050 L_out=0.100 Acc=0.47 ---242157.75 ms/batch
Step 00001100 L_out=0.103 Acc=0.49 ---273671.81 ms/batch
Step 00001150 L_out=0.083 Acc=0.56 ---304756.40 ms/batch
Step 00001200 L_out=0.030 Acc=0.31 ---337115.16 ms/batch
Step 00001250 L_out=0.024 Acc=0.70 ---368452.66 ms/batch
Step 00001300 L_out=0.233 Acc=0.59 ---400516.10 ms/batch
Round 2 | epoch=1, train costTime=421.5791757106781, | total_activation_sum=1624044
Round 2 | epoch=2, current m_iou=0.3904604672373275
Round 2 | Best m_IoU is: 0.390, OA is: 0.702 | val costTime=194.84389185905457
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.129 Acc=0.67 ---10764.58 ms/batch
Step 00001400 L_out=0.026 Acc=0.59 ---41712.22 ms/batch
Step 00001450 L_out=0.134 Acc=0.83 ---73276.54 ms/batch
Step 00001500 L_out=0.028 Acc=0.68 ---105153.91 ms/batch
Step 00001550 L_out=0.009 Acc=0.67 ---136374.57 ms/batch
Step 00001600 L_out=0.036 Acc=0.82 ---167595.79 ms/batch
Step 00001650 L_out=0.042 Acc=0.58 ---199491.14 ms/batch
Step 00001700 L_out=0.012 Acc=0.68 ---231117.92 ms/batch
Step 00001750 L_out=0.058 Acc=0.65 ---260643.62 ms/batch
Step 00001800 L_out=0.050 Acc=0.63 ---289099.38 ms/batch
Step 00001850 L_out=0.049 Acc=0.45 ---316710.06 ms/batch
Step 00001900 L_out=0.065 Acc=0.41 ---344360.82 ms/batch
Step 00001950 L_out=0.036 Acc=0.74 ---372372.11 ms/batch
Step 00002000 L_out=0.019 Acc=0.67 ---400096.14 ms/batch
Round 2 | epoch=2, train costTime=400.6282777786255, | total_activation_sum=1564077
Round 2 | epoch=3, current m_iou=0.3800661896074591
Round 2 | Best m_IoU is: 0.390, OA is: 0.702 | val costTime=191.32119512557983
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.015 Acc=0.82 ---30444.89 ms/batch
Step 00002100 L_out=0.014 Acc=0.60 ---61911.47 ms/batch
Step 00002150 L_out=0.002 Acc=0.59 ---93234.31 ms/batch
Step 00002200 L_out=0.104 Acc=0.50 ---124441.71 ms/batch
Step 00002250 L_out=0.064 Acc=0.45 ---156753.36 ms/batch
Step 00002300 L_out=0.038 Acc=0.46 ---188490.90 ms/batch
Step 00002350 L_out=0.020 Acc=0.72 ---220480.94 ms/batch
Step 00002400 L_out=0.025 Acc=0.44 ---252351.62 ms/batch
Step 00002450 L_out=0.069 Acc=0.65 ---283563.32 ms/batch
Step 00002500 L_out=0.148 Acc=0.71 ---314793.55 ms/batch
Step 00002550 L_out=0.066 Acc=0.59 ---345968.77 ms/batch
Step 00002600 L_out=0.019 Acc=0.61 ---378668.07 ms/batch
Step 00002650 L_out=0.091 Acc=0.55 ---410475.79 ms/batch
Round 2 | epoch=3, train costTime=421.78706097602844, | total_activation_sum=1571419
Round 2 | epoch=4, current m_iou=0.3788722520733897
Round 2 | Best m_IoU is: 0.390, OA is: 0.702 | val costTime=197.65673398971558
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.016 Acc=0.73 ---20424.56 ms/batch
Step 00002750 L_out=0.111 Acc=0.71 ---52179.38 ms/batch
Step 00002800 L_out=0.025 Acc=0.74 ---83766.20 ms/batch
Step 00002850 L_out=0.025 Acc=0.72 ---114741.32 ms/batch
Step 00002900 L_out=0.032 Acc=0.71 ---145918.96 ms/batch
Step 00002950 L_out=0.021 Acc=0.66 ---177406.17 ms/batch
Step 00003000 L_out=0.031 Acc=0.52 ---208935.79 ms/batch
Step 00003050 L_out=0.056 Acc=0.53 ---240120.94 ms/batch
Step 00003100 L_out=0.023 Acc=0.71 ---271347.87 ms/batch
Step 00003150 L_out=0.028 Acc=0.76 ---302586.53 ms/batch
Step 00003200 L_out=0.151 Acc=0.49 ---333817.73 ms/batch
Step 00003250 L_out=0.028 Acc=0.58 ---365257.24 ms/batch
Step 00003300 L_out=0.033 Acc=0.59 ---396416.65 ms/batch
Round 2 | epoch=4, train costTime=418.6238489151001, | total_activation_sum=1624122
Round 2 | epoch=5, current m_iou=0.3700555190644258
Round 2 | Best m_IoU is: 0.390, OA is: 0.702 | val costTime=193.39566898345947
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.072 Acc=0.53 --- 9251.34 ms/batch
Step 00003400 L_out=0.087 Acc=0.62 ---40597.60 ms/batch
Step 00003450 L_out=0.029 Acc=0.53 ---72455.79 ms/batch
Step 00003500 L_out=0.037 Acc=0.57 ---103882.11 ms/batch
Step 00003550 L_out=0.051 Acc=0.78 ---135388.97 ms/batch
Step 00003600 L_out=0.037 Acc=0.56 ---166603.88 ms/batch
Step 00003650 L_out=0.042 Acc=0.56 ---197182.11 ms/batch
Step 00003700 L_out=0.024 Acc=0.78 ---228695.39 ms/batch
Step 00003750 L_out=0.010 Acc=0.47 ---259661.79 ms/batch
Step 00003800 L_out=0.046 Acc=0.68 ---290434.71 ms/batch
Step 00003850 L_out=0.038 Acc=0.73 ---321264.07 ms/batch
Step 00003900 L_out=0.259 Acc=0.54 ---352063.35 ms/batch
Step 00003950 L_out=0.101 Acc=0.74 ---383201.53 ms/batch
Step 00004000 L_out=0.038 Acc=0.81 ---414027.41 ms/batch
Round 2 | epoch=5, train costTime=415.2955069541931, | total_activation_sum=1655420
Round 2 | epoch=6, current m_iou=0.35279113174369503
Round 2 | Best m_IoU is: 0.390, OA is: 0.702 | val costTime=194.2410430908203
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.044 Acc=0.62 ---31212.71 ms/batch
Step 00004100 L_out=0.095 Acc=0.83 ---63644.18 ms/batch
Step 00004150 L_out=0.013 Acc=0.67 ---94570.30 ms/batch
Step 00004200 L_out=0.030 Acc=0.76 ---125561.01 ms/batch
Step 00004250 L_out=0.054 Acc=0.74 ---156344.55 ms/batch
Step 00004300 L_out=0.024 Acc=0.70 ---189929.82 ms/batch
Step 00004350 L_out=0.049 Acc=0.60 ---221143.70 ms/batch
Step 00004400 L_out=0.117 Acc=0.50 ---252274.38 ms/batch
Step 00004450 L_out=0.020 Acc=0.57 ---284254.34 ms/batch
Step 00004500 L_out=0.042 Acc=0.75 ---314413.33 ms/batch
Step 00004550 L_out=0.039 Acc=0.69 ---345171.30 ms/batch
Step 00004600 L_out=0.010 Acc=0.84 ---378037.76 ms/batch
Step 00004650 L_out=0.090 Acc=0.72 ---409002.92 ms/batch
Round 2 | epoch=6, train costTime=421.23333954811096, | total_activation_sum=1540247
Round 2 | epoch=7, current m_iou=0.42804084384261165
Round 2 | Best m_IoU is: 0.428, OA is: 0.728 | val costTime=187.19757080078125
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.059 Acc=0.80 ---20029.06 ms/batch
Step 00004750 L_out=0.100 Acc=0.86 ---52125.60 ms/batch
Step 00004800 L_out=0.019 Acc=0.83 ---84503.53 ms/batch
Step 00004850 L_out=0.031 Acc=0.74 ---115964.28 ms/batch
Step 00004900 L_out=0.061 Acc=0.70 ---146101.62 ms/batch
Step 00004950 L_out=0.021 Acc=0.83 ---177141.03 ms/batch
Step 00005000 L_out=0.027 Acc=0.58 ---208106.15 ms/batch
Step 00005050 L_out=0.095 Acc=0.74 ---239870.38 ms/batch
Step 00005100 L_out=0.011 Acc=0.70 ---270888.54 ms/batch
Step 00005150 L_out=0.021 Acc=0.78 ---302525.70 ms/batch
Step 00005200 L_out=0.051 Acc=0.88 ---333541.25 ms/batch
Step 00005250 L_out=0.111 Acc=0.57 ---361882.03 ms/batch
Step 00005300 L_out=0.042 Acc=0.68 ---390228.92 ms/batch
Round 2 | epoch=7, train costTime=410.57535696029663, | total_activation_sum=1586334
Round 2 | epoch=8, current m_iou=0.4220736074440151
Round 2 | Best m_IoU is: 0.428, OA is: 0.728 | val costTime=191.06902647018433
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.011 Acc=0.68 --- 7914.84 ms/batch
Step 00005400 L_out=0.017 Acc=0.72 ---35598.87 ms/batch
Step 00005450 L_out=0.061 Acc=0.68 ---65083.49 ms/batch
Step 00005500 L_out=0.013 Acc=0.72 ---95767.91 ms/batch
Step 00005550 L_out=0.061 Acc=0.56 ---126884.78 ms/batch
Step 00005600 L_out=0.039 Acc=0.64 ---157870.33 ms/batch
Step 00005650 L_out=0.036 Acc=0.59 ---189218.71 ms/batch
Step 00005700 L_out=0.022 Acc=0.61 ---220963.47 ms/batch
Step 00005750 L_out=0.048 Acc=0.79 ---253813.72 ms/batch
Step 00005800 L_out=0.023 Acc=0.80 ---286998.86 ms/batch
Step 00005850 L_out=0.050 Acc=0.66 ---318040.65 ms/batch
Step 00005900 L_out=0.013 Acc=0.62 ---349124.05 ms/batch
Step 00005950 L_out=0.118 Acc=0.60 ---380472.79 ms/batch
Step 00006000 L_out=0.043 Acc=0.79 ---411745.19 ms/batch
Round 2 | epoch=8, train costTime=413.66890001296997, | total_activation_sum=1653252
Round 2 | epoch=9, current m_iou=0.47102236709409684
Round 2 | Best m_IoU is: 0.471, OA is: 0.765 | val costTime=198.51681780815125
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.048 Acc=0.62 ---29587.26 ms/batch
Step 00006100 L_out=0.002 Acc=0.67 ---61304.17 ms/batch
Step 00006150 L_out=0.025 Acc=0.61 ---93085.26 ms/batch
Step 00006200 L_out=0.029 Acc=0.76 ---124712.12 ms/batch
Step 00006250 L_out=0.009 Acc=0.68 ---156343.38 ms/batch
Step 00006300 L_out=0.038 Acc=0.82 ---187969.82 ms/batch
Step 00006350 L_out=0.020 Acc=0.75 ---219436.01 ms/batch
Step 00006400 L_out=0.026 Acc=0.78 ---250024.74 ms/batch
Step 00006450 L_out=0.015 Acc=0.66 ---281050.66 ms/batch
Step 00006500 L_out=0.037 Acc=0.64 ---312220.10 ms/batch
Step 00006550 L_out=0.019 Acc=0.76 ---343494.32 ms/batch
Step 00006600 L_out=0.019 Acc=0.65 ---375040.84 ms/batch
Step 00006650 L_out=0.008 Acc=0.78 ---406120.79 ms/batch
Round 2 | epoch=9, train costTime=418.39295983314514, | total_activation_sum=1588647
Round 2 | epoch=10, current m_iou=0.42539265268460996
Round 2 | Best m_IoU is: 0.471, OA is: 0.765 | val costTime=195.22744631767273
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.031 Acc=0.68 ---19662.12 ms/batch
Step 00006750 L_out=0.013 Acc=0.65 ---51001.61 ms/batch
Step 00006800 L_out=0.029 Acc=0.56 ---83069.31 ms/batch
Step 00006850 L_out=0.034 Acc=0.84 ---114888.55 ms/batch
Step 00006900 L_out=0.023 Acc=0.63 ---145542.82 ms/batch
Step 00006950 L_out=0.067 Acc=0.77 ---177248.12 ms/batch
Step 00007000 L_out=0.048 Acc=0.72 ---208825.75 ms/batch
Step 00007050 L_out=0.094 Acc=0.89 ---240601.44 ms/batch
Step 00007100 L_out=0.016 Acc=0.71 ---271492.17 ms/batch
Step 00007150 L_out=0.008 Acc=0.61 ---303835.57 ms/batch
Step 00007200 L_out=0.019 Acc=0.68 ---334739.72 ms/batch
Step 00007250 L_out=0.032 Acc=0.78 ---366350.01 ms/batch
Step 00007300 L_out=0.043 Acc=0.57 ---397231.18 ms/batch
Round 2 | epoch=10, train costTime=420.9547085762024, | total_activation_sum=1624931
Round 2 | epoch=11, current m_iou=0.4151162301296041
Round 2 | Best m_IoU is: 0.471, OA is: 0.765 | val costTime=189.73600149154663
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.087 Acc=0.67 --- 8155.09 ms/batch
Step 00007400 L_out=0.031 Acc=0.80 ---39768.08 ms/batch
Step 00007450 L_out=0.015 Acc=0.85 ---70720.70 ms/batch
Step 00007500 L_out=0.049 Acc=0.78 ---102095.62 ms/batch
Step 00007550 L_out=0.001 Acc=0.76 ---133159.17 ms/batch
Step 00007600 L_out=0.130 Acc=0.71 ---164931.30 ms/batch
Step 00007650 L_out=0.006 Acc=0.70 ---195288.64 ms/batch
Step 00007700 L_out=0.010 Acc=0.71 ---226760.98 ms/batch
Step 00007750 L_out=0.014 Acc=0.78 ---257523.66 ms/batch
Step 00007800 L_out=0.032 Acc=0.58 ---289252.00 ms/batch
Step 00007850 L_out=0.015 Acc=0.77 ---320961.99 ms/batch
Step 00007900 L_out=0.022 Acc=0.61 ---352344.64 ms/batch
Step 00007950 L_out=0.013 Acc=0.71 ---383241.48 ms/batch
Step 00008000 L_out=0.060 Acc=0.71 ---415234.68 ms/batch
Round 2 | epoch=11, train costTime=417.58153343200684, | total_activation_sum=1588066
Round 2 | epoch=12, current m_iou=0.44529896940985236
Round 2 | Best m_IoU is: 0.471, OA is: 0.765 | val costTime=187.01367783546448
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.033 Acc=0.72 ---28177.29 ms/batch
Step 00008100 L_out=0.018 Acc=0.81 ---59526.79 ms/batch
Step 00008150 L_out=0.072 Acc=0.81 ---90902.70 ms/batch
Step 00008200 L_out=0.006 Acc=0.80 ---122321.42 ms/batch
Step 00008250 L_out=0.021 Acc=0.83 ---153569.14 ms/batch
Step 00008300 L_out=0.027 Acc=0.76 ---184796.15 ms/batch
Step 00008350 L_out=0.014 Acc=0.56 ---216302.21 ms/batch
Step 00008400 L_out=0.041 Acc=0.82 ---248247.59 ms/batch
Step 00008450 L_out=0.008 Acc=0.73 ---279158.59 ms/batch
Step 00008500 L_out=0.098 Acc=0.61 ---310723.73 ms/batch
Step 00008550 L_out=0.056 Acc=0.73 ---341467.23 ms/batch
Step 00008600 L_out=0.041 Acc=0.67 ---373144.80 ms/batch
Step 00008650 L_out=0.027 Acc=0.73 ---404123.73 ms/batch
Round 2 | epoch=12, train costTime=417.25855708122253, | total_activation_sum=1578107
Round 2 | epoch=13, current m_iou=0.43422268862661373
Round 2 | Best m_IoU is: 0.471, OA is: 0.765 | val costTime=188.89897561073303
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.069 Acc=0.71 ---15968.02 ms/batch
Step 00008750 L_out=0.027 Acc=0.74 ---43792.30 ms/batch
Step 00008800 L_out=0.030 Acc=0.85 ---70536.58 ms/batch
Step 00008850 L_out=0.013 Acc=0.62 ---97596.16 ms/batch
Step 00008900 L_out=0.002 Acc=0.78 ---125025.20 ms/batch
Step 00008950 L_out=0.006 Acc=0.76 ---151702.62 ms/batch
Step 00009000 L_out=0.043 Acc=0.73 ---180749.90 ms/batch
Step 00009050 L_out=0.006 Acc=0.77 ---211899.42 ms/batch
Step 00009100 L_out=0.018 Acc=0.69 ---243647.42 ms/batch
Step 00009150 L_out=0.011 Acc=0.80 ---274934.57 ms/batch
Step 00009200 L_out=0.072 Acc=0.59 ---306718.16 ms/batch
Step 00009250 L_out=0.010 Acc=0.79 ---338598.59 ms/batch
Step 00009300 L_out=0.019 Acc=0.90 ---370253.29 ms/batch
Round 2 | epoch=13, train costTime=394.4968557357788, | total_activation_sum=1608476
Round 2 | epoch=14, current m_iou=0.4551959688744052
Round 2 | Best m_IoU is: 0.471, OA is: 0.765 | val costTime=194.190505027771
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.043 Acc=0.69 --- 7492.28 ms/batch
Step 00009400 L_out=0.041 Acc=0.82 ---39189.82 ms/batch
Step 00009450 L_out=0.015 Acc=0.76 ---70476.98 ms/batch
Step 00009500 L_out=0.009 Acc=0.74 ---102326.47 ms/batch
Step 00009550 L_out=0.035 Acc=0.86 ---132871.55 ms/batch
Step 00009600 L_out=0.040 Acc=0.82 ---163948.12 ms/batch
Step 00009650 L_out=0.049 Acc=0.71 ---195095.26 ms/batch
Step 00009700 L_out=0.014 Acc=0.62 ---226095.62 ms/batch
Step 00009750 L_out=0.076 Acc=0.84 ---258265.85 ms/batch
Step 00009800 L_out=0.076 Acc=0.47 ---289995.13 ms/batch
Step 00009850 L_out=0.038 Acc=0.64 ---321279.06 ms/batch
Step 00009900 L_out=0.112 Acc=0.68 ---351877.90 ms/batch
Step 00009950 L_out=0.009 Acc=0.84 ---384024.57 ms/batch
Step 00010000 L_out=0.018 Acc=0.74 ---415833.79 ms/batch
Round 2 | epoch=14, train costTime=418.92786979675293, | total_activation_sum=1609602
Round 2 | epoch=15, current m_iou=0.4842105067991479
Round 2 | Best m_IoU is: 0.484, OA is: 0.779 | val costTime=197.24326276779175
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.029 Acc=0.78 ---28030.90 ms/batch
Step 00010100 L_out=0.021 Acc=0.88 ---59253.72 ms/batch
Step 00010150 L_out=0.015 Acc=0.76 ---90831.25 ms/batch
Step 00010200 L_out=0.040 Acc=0.90 ---122420.46 ms/batch
Step 00010250 L_out=0.018 Acc=0.75 ---153925.57 ms/batch
Step 00010300 L_out=0.114 Acc=0.81 ---185442.36 ms/batch
Step 00010350 L_out=0.006 Acc=0.85 ---216864.39 ms/batch
Step 00010400 L_out=0.010 Acc=0.68 ---248653.60 ms/batch
Step 00010450 L_out=0.007 Acc=0.82 ---279870.94 ms/batch
Step 00010500 L_out=0.020 Acc=0.81 ---312549.86 ms/batch
Step 00010550 L_out=0.004 Acc=0.87 ---343921.57 ms/batch
Step 00010600 L_out=0.002 Acc=0.78 ---374961.50 ms/batch
Step 00010650 L_out=0.022 Acc=0.88 ---405789.20 ms/batch
Round 2 | epoch=15, train costTime=419.43930220603943, | total_activation_sum=1585170
Round 2 | epoch=16, current m_iou=0.4896952789992462
Round 2 | Best m_IoU is: 0.490, OA is: 0.782 | val costTime=195.6569309234619
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.013 Acc=0.82 ---16919.30 ms/batch
Step 00010750 L_out=0.017 Acc=0.82 ---48233.74 ms/batch
Step 00010800 L_out=0.135 Acc=0.61 ---80086.70 ms/batch
Step 00010850 L_out=0.002 Acc=0.83 ---111722.17 ms/batch
Step 00010900 L_out=0.023 Acc=0.76 ---142453.26 ms/batch
Step 00010950 L_out=0.031 Acc=0.85 ---174037.43 ms/batch
Step 00011000 L_out=0.038 Acc=0.76 ---205097.86 ms/batch
Step 00011050 L_out=0.022 Acc=0.83 ---236699.85 ms/batch
Step 00011100 L_out=0.038 Acc=0.76 ---267846.77 ms/batch
Step 00011150 L_out=0.003 Acc=0.83 ---299861.03 ms/batch
Step 00011200 L_out=0.012 Acc=0.84 ---330105.24 ms/batch
Step 00011250 L_out=0.012 Acc=0.71 ---361493.69 ms/batch
Step 00011300 L_out=0.022 Acc=0.79 ---392631.78 ms/batch
Round 2 | epoch=16, train costTime=416.5829916000366, | total_activation_sum=1645359
Round 2 | epoch=17, current m_iou=0.5102420783629981
Round 2 | Best m_IoU is: 0.510, OA is: 0.801 | val costTime=198.88080763816833
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.050 Acc=0.77 --- 6913.29 ms/batch
Step 00011400 L_out=0.022 Acc=0.80 ---37693.25 ms/batch
Step 00011450 L_out=0.030 Acc=0.84 ---69845.77 ms/batch
Step 00011500 L_out=0.048 Acc=0.85 ---102547.97 ms/batch
Step 00011550 L_out=0.011 Acc=0.81 ---134187.90 ms/batch
Step 00011600 L_out=0.005 Acc=0.74 ---166956.02 ms/batch
Step 00011650 L_out=0.002 Acc=0.72 ---198956.75 ms/batch
Step 00011700 L_out=0.053 Acc=0.79 ---229902.29 ms/batch
Step 00011750 L_out=0.011 Acc=0.81 ---261231.91 ms/batch
Step 00011800 L_out=0.006 Acc=0.83 ---292137.59 ms/batch
Step 00011850 L_out=0.005 Acc=0.67 ---323145.24 ms/batch
Step 00011900 L_out=0.003 Acc=0.82 ---354296.53 ms/batch
Step 00011950 L_out=0.040 Acc=0.76 ---386296.45 ms/batch
Step 00012000 L_out=0.079 Acc=0.71 ---418634.71 ms/batch
Round 2 | epoch=17, train costTime=422.4308156967163, | total_activation_sum=1626572
Round 2 | epoch=18, current m_iou=0.510208717392415
Round 2 | Best m_IoU is: 0.510, OA is: 0.801 | val costTime=188.71697115898132
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.039 Acc=0.73 ---23639.00 ms/batch
Step 00012100 L_out=0.016 Acc=0.81 ---50267.60 ms/batch
Step 00012150 L_out=0.002 Acc=0.78 ---77085.26 ms/batch
Step 00012200 L_out=0.015 Acc=0.83 ---104418.72 ms/batch
Step 00012250 L_out=0.014 Acc=0.80 ---132131.33 ms/batch
Step 00012300 L_out=0.024 Acc=0.68 ---159101.19 ms/batch
Step 00012350 L_out=0.046 Acc=0.68 ---186998.69 ms/batch
Step 00012400 L_out=0.003 Acc=0.55 ---214128.14 ms/batch
Step 00012450 L_out=0.032 Acc=0.89 ---241909.47 ms/batch
Step 00012500 L_out=0.052 Acc=0.55 ---271718.59 ms/batch
Step 00012550 L_out=0.010 Acc=0.81 ---302333.89 ms/batch
Step 00012600 L_out=0.013 Acc=0.84 ---333653.21 ms/batch
Step 00012650 L_out=0.104 Acc=0.84 ---365161.76 ms/batch
Round 2 | epoch=18, train costTime=379.46095061302185, | total_activation_sum=1552903
Round 2 | epoch=19, current m_iou=0.5216529618382437
Round 2 | Best m_IoU is: 0.522, OA is: 0.825 | val costTime=195.41485357284546
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.036 Acc=0.73 ---16733.22 ms/batch
Step 00012750 L_out=0.047 Acc=0.64 ---48550.84 ms/batch
Step 00012800 L_out=0.001 Acc=0.83 ---79128.45 ms/batch
Step 00012850 L_out=0.001 Acc=0.82 ---110760.23 ms/batch
Step 00012900 L_out=0.002 Acc=0.80 ---141532.91 ms/batch
Step 00012950 L_out=0.035 Acc=0.84 ---172934.98 ms/batch
Step 00013000 L_out=0.018 Acc=0.79 ---205061.67 ms/batch
Step 00013050 L_out=0.053 Acc=0.81 ---236288.19 ms/batch
Step 00013100 L_out=0.021 Acc=0.82 ---269804.87 ms/batch
Step 00013150 L_out=0.034 Acc=0.65 ---300598.79 ms/batch
Step 00013200 L_out=0.022 Acc=0.85 ---330818.14 ms/batch
Step 00013250 L_out=0.015 Acc=0.76 ---361745.67 ms/batch
Step 00013300 L_out=0.011 Acc=0.77 ---391735.03 ms/batch
Round 2 | epoch=19, train costTime=416.2376711368561, | total_activation_sum=1598584
Round 2 | epoch=20, current m_iou=0.4825528963485241
Round 2 | Best m_IoU is: 0.522, OA is: 0.825 | val costTime=193.32497692108154
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.001 Acc=0.86 --- 6288.60 ms/batch
Step 00013400 L_out=0.051 Acc=0.79 ---36996.24 ms/batch
Step 00013450 L_out=0.017 Acc=0.82 ---68371.90 ms/batch
Step 00013500 L_out=0.009 Acc=0.84 ---99623.92 ms/batch
Step 00013550 L_out=0.064 Acc=0.73 ---130523.94 ms/batch
Step 00013600 L_out=0.016 Acc=0.79 ---161526.77 ms/batch
Step 00013650 L_out=0.014 Acc=0.87 ---192977.19 ms/batch
Step 00013700 L_out=0.032 Acc=0.78 ---223493.61 ms/batch
Step 00013750 L_out=0.021 Acc=0.92 ---254503.14 ms/batch
Step 00013800 L_out=0.020 Acc=0.55 ---285468.25 ms/batch
Step 00013850 L_out=0.005 Acc=0.57 ---316668.67 ms/batch
Step 00013900 L_out=0.036 Acc=0.82 ---348118.45 ms/batch
Step 00013950 L_out=0.036 Acc=0.70 ---379681.68 ms/batch
Step 00014000 L_out=0.016 Acc=0.75 ---411573.36 ms/batch
Round 2 | epoch=20, train costTime=415.8400936126709, | total_activation_sum=1547421
Round 2 | epoch=21, current m_iou=0.4907284400100148
Round 2 | Best m_IoU is: 0.522, OA is: 0.825 | val costTime=197.84399342536926
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.017 Acc=0.81 ---26331.17 ms/batch
Step 00014100 L_out=0.042 Acc=0.75 ---57271.70 ms/batch
Step 00014150 L_out=0.010 Acc=0.84 ---88332.27 ms/batch
Step 00014200 L_out=0.009 Acc=0.74 ---119333.78 ms/batch
Step 00014250 L_out=0.147 Acc=0.78 ---151261.83 ms/batch
Step 00014300 L_out=0.016 Acc=0.89 ---182777.24 ms/batch
Step 00014350 L_out=0.085 Acc=0.64 ---214772.94 ms/batch
Step 00014400 L_out=0.019 Acc=0.86 ---246075.39 ms/batch
Step 00014450 L_out=0.013 Acc=0.70 ---278282.84 ms/batch
Step 00014500 L_out=0.024 Acc=0.78 ---309098.24 ms/batch
Step 00014550 L_out=0.005 Acc=0.88 ---341531.35 ms/batch
Step 00014600 L_out=0.051 Acc=0.75 ---374197.16 ms/batch
Step 00014650 L_out=0.037 Acc=0.73 ---405495.53 ms/batch
Round 2 | epoch=21, train costTime=420.1201505661011, | total_activation_sum=1645680
Round 2 | epoch=22, current m_iou=0.4997691859070561
Round 2 | Best m_IoU is: 0.522, OA is: 0.825 | val costTime=201.6730592250824
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.013 Acc=0.75 ---16721.45 ms/batch
Step 00014750 L_out=0.020 Acc=0.82 ---48234.04 ms/batch
Step 00014800 L_out=0.007 Acc=0.83 ---80014.62 ms/batch
Step 00014850 L_out=0.050 Acc=0.78 ---111201.61 ms/batch
Step 00014900 L_out=0.044 Acc=0.81 ---142618.28 ms/batch
Step 00014950 L_out=0.008 Acc=0.72 ---174552.16 ms/batch
Step 00015000 L_out=0.006 Acc=0.75 ---205536.08 ms/batch
Step 00015050 L_out=0.031 Acc=0.85 ---236889.72 ms/batch
Step 00015100 L_out=0.039 Acc=0.65 ---267768.05 ms/batch
Step 00015150 L_out=0.027 Acc=0.77 ---298326.06 ms/batch
Step 00015200 L_out=0.005 Acc=0.80 ---330708.96 ms/batch
Step 00015250 L_out=0.061 Acc=0.91 ---361859.13 ms/batch
Step 00015300 L_out=0.014 Acc=0.80 ---393133.62 ms/batch
Round 2 | epoch=22, train costTime=418.67750668525696, | total_activation_sum=1632875
Round 2 | epoch=23, current m_iou=0.49253732793965155
Round 2 | Best m_IoU is: 0.522, OA is: 0.825 | val costTime=197.0560359954834
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.093 Acc=0.67 --- 5804.47 ms/batch
Step 00015400 L_out=0.007 Acc=0.79 ---33803.81 ms/batch
Step 00015450 L_out=0.062 Acc=0.68 ---61652.47 ms/batch
Step 00015500 L_out=0.007 Acc=0.86 ---88965.05 ms/batch
Step 00015550 L_out=0.049 Acc=0.80 ---117481.16 ms/batch
Step 00015600 L_out=0.012 Acc=0.83 ---145513.90 ms/batch
Step 00015650 L_out=0.003 Acc=0.81 ---172839.60 ms/batch
Step 00015700 L_out=0.046 Acc=0.74 ---200869.52 ms/batch
Step 00015750 L_out=0.025 Acc=0.75 ---227770.86 ms/batch
Step 00015800 L_out=0.018 Acc=0.77 ---255360.49 ms/batch
Step 00015850 L_out=0.018 Acc=0.71 ---283265.61 ms/batch
Step 00015900 L_out=0.011 Acc=0.80 ---310347.89 ms/batch
Step 00015950 L_out=0.011 Acc=0.89 ---340337.31 ms/batch
Step 00016000 L_out=0.006 Acc=0.87 ---371111.21 ms/batch
Round 2 | epoch=23, train costTime=376.4916241168976, | total_activation_sum=1623033
Round 2 | epoch=24, current m_iou=0.5078094852096706
Round 2 | Best m_IoU is: 0.522, OA is: 0.825 | val costTime=196.97862195968628
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.005 Acc=0.85 ---25861.96 ms/batch
Step 00016100 L_out=0.012 Acc=0.84 ---56659.94 ms/batch
Step 00016150 L_out=0.003 Acc=0.90 ---87607.91 ms/batch
Step 00016200 L_out=0.024 Acc=0.72 ---119696.28 ms/batch
Step 00016250 L_out=0.008 Acc=0.74 ---150843.61 ms/batch
Step 00016300 L_out=0.007 Acc=0.79 ---181926.22 ms/batch
Step 00016350 L_out=0.054 Acc=0.84 ---212732.57 ms/batch
Step 00016400 L_out=0.033 Acc=0.81 ---243832.45 ms/batch
Step 00016450 L_out=0.028 Acc=0.72 ---274250.49 ms/batch
Step 00016500 L_out=0.053 Acc=0.73 ---305668.49 ms/batch
Step 00016550 L_out=0.036 Acc=0.77 ---337047.16 ms/batch
Step 00016600 L_out=0.037 Acc=0.83 ---367372.97 ms/batch
Step 00016650 L_out=0.003 Acc=0.87 ---398557.04 ms/batch
Round 2 | epoch=24, train costTime=414.612384557724, | total_activation_sum=1570492
Round 2 | epoch=25, current m_iou=0.5101606917558156
Round 2 | Best m_IoU is: 0.522, OA is: 0.825 | val costTime=195.56585097312927
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.087 Acc=0.88 ---15776.42 ms/batch
Step 00016750 L_out=0.004 Acc=0.69 ---48232.63 ms/batch
Step 00016800 L_out=0.058 Acc=0.78 ---80174.34 ms/batch
Step 00016850 L_out=0.118 Acc=0.77 ---111864.12 ms/batch
Step 00016900 L_out=0.007 Acc=0.71 ---142738.44 ms/batch
Step 00016950 L_out=0.007 Acc=0.84 ---174571.97 ms/batch
Step 00017000 L_out=0.007 Acc=0.87 ---205923.67 ms/batch
Step 00017050 L_out=0.018 Acc=0.79 ---236968.39 ms/batch
Step 00017100 L_out=0.013 Acc=0.78 ---268626.21 ms/batch
Step 00017150 L_out=0.070 Acc=0.73 ---299536.28 ms/batch
Step 00017200 L_out=0.030 Acc=0.76 ---331014.12 ms/batch
Step 00017250 L_out=0.010 Acc=0.84 ---362699.72 ms/batch
Step 00017300 L_out=0.012 Acc=0.84 ---394652.84 ms/batch
Round 2 | epoch=25, train costTime=421.0058970451355, | total_activation_sum=1610404
Round 2 | epoch=26, current m_iou=0.5314818220726205
Round 2 | Best m_IoU is: 0.531, OA is: 0.831 | val costTime=203.90575551986694
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.001 Acc=0.78 --- 5154.39 ms/batch
Step 00017400 L_out=0.008 Acc=0.91 ---36299.09 ms/batch
Step 00017450 L_out=0.032 Acc=0.82 ---67216.97 ms/batch
Step 00017500 L_out=0.061 Acc=0.81 ---98912.84 ms/batch
Step 00017550 L_out=0.030 Acc=0.61 ---130560.67 ms/batch
Step 00017600 L_out=0.044 Acc=0.65 ---162930.47 ms/batch
Step 00017650 L_out=0.008 Acc=0.90 ---193937.58 ms/batch
Step 00017700 L_out=0.026 Acc=0.83 ---225679.45 ms/batch
Step 00017750 L_out=0.011 Acc=0.82 ---257148.26 ms/batch
Step 00017800 L_out=0.016 Acc=0.81 ---288843.41 ms/batch
Step 00017850 L_out=0.009 Acc=0.86 ---320342.19 ms/batch
Step 00017900 L_out=0.011 Acc=0.71 ---351012.23 ms/batch
Step 00017950 L_out=0.019 Acc=0.90 ---382996.57 ms/batch
Step 00018000 L_out=0.035 Acc=0.84 ---415345.28 ms/batch
Round 2 | epoch=26, train costTime=421.37273120880127, | total_activation_sum=1592624
Round 2 | epoch=27, current m_iou=0.5220635242432273
Round 2 | Best m_IoU is: 0.531, OA is: 0.831 | val costTime=192.64855480194092
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.048 Acc=0.87 ---25938.43 ms/batch
Step 00018100 L_out=0.011 Acc=0.73 ---57295.12 ms/batch
Step 00018150 L_out=0.009 Acc=0.73 ---87808.73 ms/batch
Step 00018200 L_out=0.026 Acc=0.81 ---119096.62 ms/batch
Step 00018250 L_out=0.012 Acc=0.80 ---150720.30 ms/batch
Step 00018300 L_out=0.005 Acc=0.85 ---182110.07 ms/batch
Step 00018350 L_out=0.027 Acc=0.82 ---213907.06 ms/batch
Step 00018400 L_out=0.016 Acc=0.86 ---245465.40 ms/batch
Step 00018450 L_out=0.011 Acc=0.86 ---276497.69 ms/batch
Step 00018500 L_out=0.012 Acc=0.74 ---308608.43 ms/batch
Step 00018550 L_out=0.005 Acc=0.89 ---340759.62 ms/batch
Step 00018600 L_out=0.009 Acc=0.80 ---370856.47 ms/batch
Step 00018650 L_out=0.017 Acc=0.61 ---402516.73 ms/batch
Round 2 | epoch=27, train costTime=418.5294623374939, | total_activation_sum=1604649
Round 2 | epoch=28, current m_iou=0.5237725670443715
Round 2 | Best m_IoU is: 0.531, OA is: 0.831 | val costTime=190.3748927116394
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.002 Acc=0.91 ---14972.55 ms/batch
Step 00018750 L_out=0.042 Acc=0.85 ---46778.33 ms/batch
Step 00018800 L_out=0.013 Acc=0.90 ---78297.60 ms/batch
Step 00018850 L_out=0.053 Acc=0.90 ---105591.24 ms/batch
Step 00018900 L_out=0.005 Acc=0.87 ---133289.05 ms/batch
Step 00018950 L_out=0.004 Acc=0.85 ---160407.64 ms/batch
Step 00019000 L_out=0.027 Acc=0.88 ---186838.67 ms/batch
Step 00019050 L_out=0.009 Acc=0.83 ---213997.60 ms/batch
Step 00019100 L_out=0.066 Acc=0.84 ---241050.03 ms/batch
Step 00019150 L_out=0.012 Acc=0.83 ---268389.67 ms/batch
Step 00019200 L_out=0.060 Acc=0.89 ---295536.56 ms/batch
Step 00019250 L_out=0.019 Acc=0.87 ---322459.61 ms/batch
Step 00019300 L_out=0.034 Acc=0.90 ---349159.00 ms/batch
Round 2 | epoch=28, train costTime=372.165691614151, | total_activation_sum=1606727
Round 2 | epoch=29, current m_iou=0.5201868383014034
Round 2 | Best m_IoU is: 0.531, OA is: 0.831 | val costTime=197.2698199748993
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.009 Acc=0.68 --- 4654.16 ms/batch
Step 00019400 L_out=0.003 Acc=0.79 ---35680.72 ms/batch
Step 00019450 L_out=0.027 Acc=0.91 ---67933.07 ms/batch
Step 00019500 L_out=0.004 Acc=0.81 ---99712.40 ms/batch
Step 00019550 L_out=0.009 Acc=0.70 ---130668.37 ms/batch
Step 00019600 L_out=0.016 Acc=0.82 ---161706.38 ms/batch
Step 00019650 L_out=0.038 Acc=0.80 ---192523.67 ms/batch
Step 00019700 L_out=0.016 Acc=0.85 ---223655.10 ms/batch
Step 00019750 L_out=0.086 Acc=0.84 ---254474.20 ms/batch
Step 00019800 L_out=0.024 Acc=0.89 ---285853.27 ms/batch
Step 00019850 L_out=0.003 Acc=0.82 ---316856.19 ms/batch
Step 00019900 L_out=0.043 Acc=0.87 ---349010.22 ms/batch
Step 00019950 L_out=0.022 Acc=0.90 ---380339.46 ms/batch
Step 00020000 L_out=0.051 Acc=0.88 ---411132.74 ms/batch
Round 2 | epoch=29, train costTime=417.7049283981323, | total_activation_sum=1589788
Round 2 | epoch=30, current m_iou=0.5283617354981467
Round 2 | Best m_IoU is: 0.531, OA is: 0.831 | val costTime=191.92175960540771
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=0.042 Acc=0.30 ---25144.23 ms/batch
Step 00020100 L_out=0.011 Acc=0.57 ---57434.76 ms/batch
Step 00020150 L_out=0.012 Acc=0.40 ---88177.45 ms/batch
Step 00020200 L_out=0.072 Acc=0.52 ---120962.48 ms/batch
Step 00020250 L_out=0.101 Acc=0.61 ---152311.80 ms/batch
Step 00020300 L_out=0.054 Acc=0.56 ---183633.87 ms/batch
Step 00020350 L_out=0.058 Acc=0.60 ---214972.24 ms/batch
Step 00020400 L_out=0.030 Acc=0.70 ---245633.02 ms/batch
Step 00020450 L_out=0.024 Acc=0.38 ---277626.48 ms/batch
Step 00020500 L_out=0.057 Acc=0.43 ---308783.42 ms/batch
Step 00020550 L_out=0.115 Acc=0.61 ---340050.42 ms/batch
Step 00020600 L_out=0.034 Acc=0.47 ---371604.70 ms/batch
Step 00020650 L_out=0.013 Acc=0.58 ---403261.79 ms/batch
Round 3 | epoch=0, train costTime=420.92016792297363, | total_activation_sum=1934113
Round 3 | epoch=1, current m_iou=0.16863514628391907
Round 3 | Best m_IoU is: 0.169, OA is: 0.305 | val costTime=200.62622952461243
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.473 Acc=0.83 ---14804.67 ms/batch
Step 00020750 L_out=0.049 Acc=0.45 ---46730.69 ms/batch
Step 00020800 L_out=0.089 Acc=0.67 ---77164.59 ms/batch
Step 00020850 L_out=0.027 Acc=0.66 ---108602.67 ms/batch
Step 00020900 L_out=0.072 Acc=0.51 ---139559.99 ms/batch
Step 00020950 L_out=0.050 Acc=0.68 ---172311.52 ms/batch
Step 00021000 L_out=0.263 Acc=0.69 ---204034.01 ms/batch
Step 00021050 L_out=0.044 Acc=0.74 ---235204.47 ms/batch
Step 00021100 L_out=0.408 Acc=0.80 ---266302.50 ms/batch
Step 00021150 L_out=0.298 Acc=0.88 ---298261.58 ms/batch
Step 00021200 L_out=0.012 Acc=0.78 ---328796.44 ms/batch
Step 00021250 L_out=0.037 Acc=0.76 ---359818.40 ms/batch
Step 00021300 L_out=0.037 Acc=0.31 ---390974.75 ms/batch
Round 3 | epoch=1, train costTime=418.51565861701965, | total_activation_sum=1796878
Round 3 | epoch=2, current m_iou=0.30952853047617457
Round 3 | Best m_IoU is: 0.310, OA is: 0.643 | val costTime=198.12245154380798
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.060 Acc=0.75 --- 3731.53 ms/batch
Step 00021400 L_out=0.035 Acc=0.53 ---35362.51 ms/batch
Step 00021450 L_out=0.123 Acc=0.70 ---66231.80 ms/batch
Step 00021500 L_out=0.019 Acc=0.50 ---98111.84 ms/batch
Step 00021550 L_out=0.008 Acc=0.91 ---131129.81 ms/batch
Step 00021600 L_out=0.088 Acc=0.78 ---162323.92 ms/batch
Step 00021650 L_out=0.097 Acc=0.80 ---193780.24 ms/batch
Step 00021700 L_out=0.013 Acc=0.77 ---226104.78 ms/batch
Step 00021750 L_out=0.010 Acc=0.65 ---256780.61 ms/batch
Step 00021800 L_out=0.100 Acc=0.71 ---288427.05 ms/batch
Step 00021850 L_out=0.030 Acc=0.65 ---319766.68 ms/batch
Step 00021900 L_out=0.017 Acc=0.56 ---350445.18 ms/batch
Step 00021950 L_out=0.052 Acc=0.49 ---382520.56 ms/batch
Step 00022000 L_out=0.028 Acc=0.54 ---414707.45 ms/batch
Round 3 | epoch=2, train costTime=421.58434009552, | total_activation_sum=1891255
Round 3 | epoch=3, current m_iou=0.4082273957268129
Round 3 | Best m_IoU is: 0.408, OA is: 0.709 | val costTime=194.64489603042603
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.058 Acc=0.43 ---21163.69 ms/batch
Step 00022100 L_out=0.044 Acc=0.68 ---48353.04 ms/batch
Step 00022150 L_out=0.013 Acc=0.76 ---75210.20 ms/batch
Step 00022200 L_out=0.032 Acc=0.75 ---103138.98 ms/batch
Step 00022250 L_out=0.120 Acc=0.81 ---130576.33 ms/batch
Step 00022300 L_out=0.003 Acc=0.66 ---157755.04 ms/batch
Step 00022350 L_out=0.345 Acc=0.61 ---185554.16 ms/batch
Step 00022400 L_out=0.015 Acc=0.78 ---212701.38 ms/batch
Step 00022450 L_out=0.044 Acc=0.74 ---240209.81 ms/batch
Step 00022500 L_out=0.068 Acc=0.65 ---268710.76 ms/batch
Step 00022550 L_out=0.018 Acc=0.69 ---298027.66 ms/batch
Step 00022600 L_out=0.079 Acc=0.63 ---329611.63 ms/batch
Step 00022650 L_out=0.027 Acc=0.80 ---362383.35 ms/batch
Round 3 | epoch=3, train costTime=380.9039385318756, | total_activation_sum=1901530
Round 3 | epoch=4, current m_iou=0.4440630512149015
Round 3 | Best m_IoU is: 0.444, OA is: 0.727 | val costTime=199.5443389415741
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.050 Acc=0.78 ---13605.94 ms/batch
Step 00022750 L_out=0.011 Acc=0.77 ---44225.65 ms/batch
Step 00022800 L_out=0.014 Acc=0.76 ---75817.47 ms/batch
Step 00022850 L_out=0.020 Acc=0.79 ---106690.03 ms/batch
Step 00022900 L_out=0.007 Acc=0.81 ---138381.21 ms/batch
Step 00022950 L_out=0.002 Acc=0.85 ---170129.50 ms/batch
Step 00023000 L_out=0.021 Acc=0.80 ---201366.33 ms/batch
Step 00023050 L_out=0.116 Acc=0.82 ---232618.82 ms/batch
Step 00023100 L_out=0.073 Acc=0.62 ---264050.02 ms/batch
Step 00023150 L_out=0.015 Acc=0.70 ---294968.72 ms/batch
Step 00023200 L_out=0.022 Acc=0.64 ---325903.56 ms/batch
Step 00023250 L_out=0.072 Acc=0.62 ---357115.15 ms/batch
Step 00023300 L_out=0.127 Acc=0.76 ---387693.24 ms/batch
Round 3 | epoch=4, train costTime=415.3176794052124, | total_activation_sum=1849025
Round 3 | epoch=5, current m_iou=0.43045424266999066
Round 3 | Best m_IoU is: 0.444, OA is: 0.727 | val costTime=191.67138600349426
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.024 Acc=0.64 --- 3093.33 ms/batch
Step 00023400 L_out=0.071 Acc=0.72 ---34585.67 ms/batch
Step 00023450 L_out=0.030 Acc=0.75 ---66991.20 ms/batch
Step 00023500 L_out=0.003 Acc=0.80 ---98347.35 ms/batch
Step 00023550 L_out=0.034 Acc=0.61 ---130860.97 ms/batch
Step 00023600 L_out=0.345 Acc=0.82 ---162966.23 ms/batch
Step 00023650 L_out=0.032 Acc=0.85 ---194279.86 ms/batch
Step 00023700 L_out=0.016 Acc=0.77 ---225972.89 ms/batch
Step 00023750 L_out=0.032 Acc=0.75 ---257866.90 ms/batch
Step 00023800 L_out=0.074 Acc=0.71 ---290042.44 ms/batch
Step 00023850 L_out=0.029 Acc=0.61 ---321159.09 ms/batch
Step 00023900 L_out=0.005 Acc=0.81 ---352587.70 ms/batch
Step 00023950 L_out=0.038 Acc=0.84 ---384036.65 ms/batch
Step 00024000 L_out=0.016 Acc=0.71 ---415062.86 ms/batch
Round 3 | epoch=5, train costTime=422.5392789840698, | total_activation_sum=1910582
Round 3 | epoch=6, current m_iou=0.44396499571172554
Round 3 | Best m_IoU is: 0.444, OA is: 0.727 | val costTime=192.8605661392212
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.003 Acc=0.82 ---23769.35 ms/batch
Step 00024100 L_out=0.026 Acc=0.55 ---55032.95 ms/batch
Step 00024150 L_out=0.015 Acc=0.78 ---86484.45 ms/batch
Step 00024200 L_out=0.052 Acc=0.87 ---117955.73 ms/batch
Step 00024250 L_out=0.008 Acc=0.69 ---149818.48 ms/batch
Step 00024300 L_out=0.022 Acc=0.73 ---180522.54 ms/batch
Step 00024350 L_out=0.007 Acc=0.66 ---211384.86 ms/batch
Step 00024400 L_out=0.038 Acc=0.78 ---242776.29 ms/batch
Step 00024450 L_out=0.007 Acc=0.85 ---273508.19 ms/batch
Step 00024500 L_out=0.012 Acc=0.67 ---304561.64 ms/batch
Step 00024550 L_out=0.023 Acc=0.87 ---336523.60 ms/batch
Step 00024600 L_out=0.094 Acc=0.60 ---367607.71 ms/batch
Step 00024650 L_out=0.009 Acc=0.70 ---399731.76 ms/batch
Round 3 | epoch=6, train costTime=418.3568968772888, | total_activation_sum=1831313
Round 3 | epoch=7, current m_iou=0.432370473740673
Round 3 | Best m_IoU is: 0.444, OA is: 0.727 | val costTime=191.56087017059326
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.055 Acc=0.77 ---13064.95 ms/batch
Step 00024750 L_out=0.036 Acc=0.81 ---43863.97 ms/batch
Step 00024800 L_out=0.091 Acc=0.85 ---76017.15 ms/batch
Step 00024850 L_out=0.023 Acc=0.87 ---106957.18 ms/batch
Step 00024900 L_out=0.026 Acc=0.84 ---138520.09 ms/batch
Step 00024950 L_out=0.014 Acc=0.85 ---170297.52 ms/batch
Step 00025000 L_out=0.007 Acc=0.83 ---202670.33 ms/batch
Step 00025050 L_out=0.019 Acc=0.53 ---234213.09 ms/batch
Step 00025100 L_out=0.024 Acc=0.77 ---265734.94 ms/batch
Step 00025150 L_out=0.006 Acc=0.82 ---296622.73 ms/batch
Step 00025200 L_out=0.010 Acc=0.79 ---328387.70 ms/batch
Step 00025250 L_out=0.038 Acc=0.72 ---360545.57 ms/batch
Step 00025300 L_out=0.013 Acc=0.79 ---391811.78 ms/batch
Round 3 | epoch=7, train costTime=420.6467344760895, | total_activation_sum=1851072
Round 3 | epoch=8, current m_iou=0.4600128843783513
Round 3 | Best m_IoU is: 0.460, OA is: 0.765 | val costTime=194.69298839569092
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.033 Acc=0.86 --- 2467.60 ms/batch
Step 00025400 L_out=0.011 Acc=0.81 ---34253.20 ms/batch
Step 00025450 L_out=0.006 Acc=0.71 ---65780.74 ms/batch
Step 00025500 L_out=0.042 Acc=0.80 ---94166.12 ms/batch
Step 00025550 L_out=0.050 Acc=0.74 ---121573.26 ms/batch
Step 00025600 L_out=0.025 Acc=0.83 ---148979.35 ms/batch
Step 00025650 L_out=0.059 Acc=0.83 ---177508.52 ms/batch
Step 00025700 L_out=0.005 Acc=0.78 ---204621.34 ms/batch
Step 00025750 L_out=0.054 Acc=0.73 ---232920.86 ms/batch
Step 00025800 L_out=0.050 Acc=0.84 ---260549.81 ms/batch
Step 00025850 L_out=0.009 Acc=0.92 ---287143.87 ms/batch
Step 00025900 L_out=0.270 Acc=0.86 ---315330.17 ms/batch
Step 00025950 L_out=0.080 Acc=0.91 ---343009.12 ms/batch
Step 00026000 L_out=0.005 Acc=0.86 ---370417.99 ms/batch
Round 3 | epoch=8, train costTime=378.19216418266296, | total_activation_sum=1908313
Round 3 | epoch=9, current m_iou=0.5046766670219172
Round 3 | Best m_IoU is: 0.505, OA is: 0.805 | val costTime=191.3639736175537
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.020 Acc=0.86 ---23501.54 ms/batch
Step 00026100 L_out=0.002 Acc=0.78 ---55086.29 ms/batch
Step 00026150 L_out=0.035 Acc=0.84 ---86662.99 ms/batch
Step 00026200 L_out=0.017 Acc=0.78 ---118159.62 ms/batch
Step 00026250 L_out=0.002 Acc=0.66 ---148943.19 ms/batch
Step 00026300 L_out=0.002 Acc=0.87 ---179494.24 ms/batch
Step 00026350 L_out=0.033 Acc=0.87 ---211224.61 ms/batch
Step 00026400 L_out=0.256 Acc=0.80 ---242451.73 ms/batch
Step 00026450 L_out=0.003 Acc=0.79 ---273772.24 ms/batch
Step 00026500 L_out=0.023 Acc=0.88 ---304608.51 ms/batch
Step 00026550 L_out=0.009 Acc=0.72 ---335728.91 ms/batch
Step 00026600 L_out=0.021 Acc=0.84 ---366670.92 ms/batch
Step 00026650 L_out=0.069 Acc=0.75 ---398404.85 ms/batch
Round 3 | epoch=9, train costTime=416.9514651298523, | total_activation_sum=1895041
Round 3 | epoch=10, current m_iou=0.47637660448444286
Round 3 | Best m_IoU is: 0.505, OA is: 0.805 | val costTime=186.3832230567932
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.009 Acc=0.75 ---12594.79 ms/batch
Step 00026750 L_out=0.089 Acc=0.57 ---43691.96 ms/batch
Step 00026800 L_out=0.008 Acc=0.78 ---74369.87 ms/batch
Step 00026850 L_out=0.018 Acc=0.87 ---105430.86 ms/batch
Step 00026900 L_out=0.038 Acc=0.79 ---136686.85 ms/batch
Step 00026950 L_out=0.011 Acc=0.75 ---168171.55 ms/batch
Step 00027000 L_out=0.100 Acc=0.86 ---199341.92 ms/batch
Step 00027050 L_out=0.036 Acc=0.82 ---231607.59 ms/batch
Step 00027100 L_out=0.019 Acc=0.78 ---262250.26 ms/batch
Step 00027150 L_out=0.011 Acc=0.79 ---293182.45 ms/batch
Step 00027200 L_out=0.035 Acc=0.78 ---324778.72 ms/batch
Step 00027250 L_out=0.021 Acc=0.84 ---355391.98 ms/batch
Step 00027300 L_out=0.006 Acc=0.91 ---385863.83 ms/batch
Round 3 | epoch=10, train costTime=414.14341473579407, | total_activation_sum=1860587
Round 3 | epoch=11, current m_iou=0.4519954641438791
Round 3 | Best m_IoU is: 0.505, OA is: 0.805 | val costTime=200.94485449790955
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.051 Acc=0.77 --- 1959.14 ms/batch
Step 00027400 L_out=0.005 Acc=0.83 ---33308.25 ms/batch
Step 00027450 L_out=0.028 Acc=0.82 ---66389.90 ms/batch
Step 00027500 L_out=0.024 Acc=0.80 ---97205.34 ms/batch
Step 00027550 L_out=0.059 Acc=0.80 ---129332.30 ms/batch
Step 00027600 L_out=0.005 Acc=0.86 ---160155.49 ms/batch
Step 00027650 L_out=0.031 Acc=0.75 ---191425.34 ms/batch
Step 00027700 L_out=0.017 Acc=0.89 ---223117.48 ms/batch
Step 00027750 L_out=0.021 Acc=0.81 ---253878.13 ms/batch
Step 00027800 L_out=0.009 Acc=0.73 ---285154.09 ms/batch
Step 00027850 L_out=0.046 Acc=0.70 ---317203.08 ms/batch
Step 00027900 L_out=0.026 Acc=0.84 ---348314.76 ms/batch
Step 00027950 L_out=0.018 Acc=0.79 ---379276.08 ms/batch
Step 00028000 L_out=0.008 Acc=0.90 ---410375.69 ms/batch
Round 3 | epoch=11, train costTime=419.3649685382843, | total_activation_sum=1865882
Round 3 | epoch=12, current m_iou=0.5322355771681389
Round 3 | Best m_IoU is: 0.532, OA is: 0.833 | val costTime=197.05261826515198
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.009 Acc=0.83 ---23012.45 ms/batch
Step 00028100 L_out=0.000 Acc=0.81 ---54304.99 ms/batch
Step 00028150 L_out=0.007 Acc=0.91 ---84943.95 ms/batch
Step 00028200 L_out=0.001 Acc=0.59 ---115565.91 ms/batch
Step 00028250 L_out=0.007 Acc=0.89 ---147500.00 ms/batch
Step 00028300 L_out=0.037 Acc=0.81 ---179080.11 ms/batch
Step 00028350 L_out=0.012 Acc=0.77 ---210449.05 ms/batch
Step 00028400 L_out=0.007 Acc=0.86 ---241332.10 ms/batch
Step 00028450 L_out=0.009 Acc=0.88 ---272457.60 ms/batch
Step 00028500 L_out=0.007 Acc=0.83 ---304198.48 ms/batch
Step 00028550 L_out=0.013 Acc=0.68 ---335307.30 ms/batch
Step 00028600 L_out=0.098 Acc=0.70 ---366192.81 ms/batch
Step 00028650 L_out=0.014 Acc=0.86 ---397414.41 ms/batch
Round 3 | epoch=12, train costTime=416.9508144855499, | total_activation_sum=1889802
Round 3 | epoch=13, current m_iou=0.5083563385854489
Round 3 | Best m_IoU is: 0.532, OA is: 0.833 | val costTime=187.32553339004517
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.007 Acc=0.74 ---12365.24 ms/batch
Step 00028750 L_out=0.121 Acc=0.83 ---43717.21 ms/batch
Step 00028800 L_out=0.032 Acc=0.68 ---76074.05 ms/batch
Step 00028850 L_out=0.014 Acc=0.70 ---107119.25 ms/batch
Step 00028900 L_out=0.045 Acc=0.74 ---138429.21 ms/batch
Step 00028950 L_out=0.020 Acc=0.80 ---170184.31 ms/batch
Step 00029000 L_out=0.016 Acc=0.84 ---199400.59 ms/batch
Step 00029050 L_out=0.004 Acc=0.79 ---227376.09 ms/batch
Step 00029100 L_out=0.027 Acc=0.79 ---254100.49 ms/batch
Step 00029150 L_out=0.014 Acc=0.82 ---280758.80 ms/batch
Step 00029200 L_out=0.012 Acc=0.77 ---308221.15 ms/batch
Step 00029250 L_out=0.023 Acc=0.78 ---336196.03 ms/batch
Step 00029300 L_out=0.023 Acc=0.75 ---364239.43 ms/batch
Round 3 | epoch=13, train costTime=390.2423372268677, | total_activation_sum=1844773
Round 3 | epoch=14, current m_iou=0.5122713536161614
Round 3 | Best m_IoU is: 0.532, OA is: 0.833 | val costTime=191.93586993217468
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.043 Acc=0.84 --- 1391.53 ms/batch
Step 00029400 L_out=0.006 Acc=0.89 ---33317.33 ms/batch
Step 00029450 L_out=0.054 Acc=0.84 ---64342.69 ms/batch
Step 00029500 L_out=0.003 Acc=0.90 ---94967.36 ms/batch
Step 00029550 L_out=0.027 Acc=0.70 ---126157.31 ms/batch
Step 00029600 L_out=0.019 Acc=0.69 ---157936.01 ms/batch
Step 00029650 L_out=0.002 Acc=0.61 ---189467.41 ms/batch
Step 00029700 L_out=0.003 Acc=0.92 ---222532.45 ms/batch
Step 00029750 L_out=0.038 Acc=0.80 ---254573.00 ms/batch
Step 00029800 L_out=0.011 Acc=0.80 ---286010.48 ms/batch
Step 00029850 L_out=0.008 Acc=0.85 ---317056.60 ms/batch
Step 00029900 L_out=0.006 Acc=0.78 ---349744.73 ms/batch
Step 00029950 L_out=0.015 Acc=0.83 ---382715.99 ms/batch
Step 00030000 L_out=0.057 Acc=0.93 ---413974.70 ms/batch
Round 3 | epoch=14, train costTime=423.0627133846283, | total_activation_sum=1897763
Round 3 | epoch=15, current m_iou=0.5171384549049751
Round 3 | Best m_IoU is: 0.532, OA is: 0.833 | val costTime=202.8423888683319
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.002 Acc=0.91 ---22210.95 ms/batch
Step 00030100 L_out=0.011 Acc=0.86 ---53918.58 ms/batch
Step 00030150 L_out=0.004 Acc=0.85 ---85804.22 ms/batch
Step 00030200 L_out=0.030 Acc=0.87 ---119401.89 ms/batch
Step 00030250 L_out=0.015 Acc=0.82 ---150347.43 ms/batch
Step 00030300 L_out=0.015 Acc=0.86 ---182494.38 ms/batch
Step 00030350 L_out=0.001 Acc=0.77 ---213542.26 ms/batch
Step 00030400 L_out=0.013 Acc=0.67 ---244378.02 ms/batch
Step 00030450 L_out=0.018 Acc=0.71 ---275711.99 ms/batch
Step 00030500 L_out=0.043 Acc=0.77 ---307178.36 ms/batch
Step 00030550 L_out=0.003 Acc=0.88 ---337911.29 ms/batch
Step 00030600 L_out=0.018 Acc=0.80 ---370068.57 ms/batch
Step 00030650 L_out=0.007 Acc=0.82 ---401807.57 ms/batch
Round 3 | epoch=15, train costTime=422.5054669380188, | total_activation_sum=1848946
Round 3 | epoch=16, current m_iou=0.5284938376535997
Round 3 | Best m_IoU is: 0.532, OA is: 0.833 | val costTime=203.8453233242035
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.122 Acc=0.88 ---11148.60 ms/batch
Step 00030750 L_out=0.003 Acc=0.93 ---41662.40 ms/batch
Step 00030800 L_out=0.006 Acc=0.85 ---73136.89 ms/batch
Step 00030850 L_out=0.006 Acc=0.85 ---104935.83 ms/batch
Step 00030900 L_out=0.004 Acc=0.90 ---136453.46 ms/batch
Step 00030950 L_out=0.018 Acc=0.70 ---167639.83 ms/batch
Step 00031000 L_out=0.011 Acc=0.86 ---198835.95 ms/batch
Step 00031050 L_out=0.024 Acc=0.60 ---231423.83 ms/batch
Step 00031100 L_out=0.035 Acc=0.79 ---263312.81 ms/batch
Step 00031150 L_out=0.102 Acc=0.85 ---294021.46 ms/batch
Step 00031200 L_out=0.006 Acc=0.92 ---324878.87 ms/batch
Step 00031250 L_out=0.017 Acc=0.80 ---355908.79 ms/batch
Step 00031300 L_out=0.004 Acc=0.94 ---386690.79 ms/batch
Round 3 | epoch=16, train costTime=417.4299204349518, | total_activation_sum=1884555
Round 3 | epoch=17, current m_iou=0.5337129232148121
Round 3 | Best m_IoU is: 0.534, OA is: 0.833 | val costTime=196.48426175117493
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.057 Acc=0.80 ---  673.20 ms/batch
Step 00031400 L_out=0.005 Acc=0.89 ---31124.13 ms/batch
Step 00031450 L_out=0.011 Acc=0.83 ---62756.87 ms/batch
Step 00031500 L_out=0.027 Acc=0.79 ---93804.17 ms/batch
Step 00031550 L_out=0.029 Acc=0.78 ---125225.44 ms/batch
Step 00031600 L_out=0.108 Acc=0.86 ---156586.85 ms/batch
Step 00031650 L_out=0.008 Acc=0.88 ---187705.09 ms/batch
Step 00031700 L_out=0.051 Acc=0.81 ---219135.40 ms/batch
Step 00031750 L_out=0.024 Acc=0.73 ---250775.39 ms/batch
Step 00031800 L_out=0.007 Acc=0.77 ---282794.66 ms/batch
Step 00031850 L_out=0.026 Acc=0.91 ---313680.05 ms/batch
Step 00031900 L_out=0.002 Acc=0.90 ---344869.03 ms/batch
Step 00031950 L_out=0.007 Acc=0.88 ---376361.83 ms/batch
Step 00032000 L_out=0.010 Acc=0.89 ---407749.96 ms/batch
Round 3 | epoch=17, train costTime=418.1060769557953, | total_activation_sum=1890179
Round 3 | epoch=18, current m_iou=0.5424746205660989
Round 3 | Best m_IoU is: 0.542, OA is: 0.840 | val costTime=193.6626889705658
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.012 Acc=0.91 ---21221.09 ms/batch
Step 00032100 L_out=0.010 Acc=0.72 ---52212.88 ms/batch
Step 00032150 L_out=0.010 Acc=0.74 ---83628.76 ms/batch
Step 00032200 L_out=0.019 Acc=0.84 ---114358.08 ms/batch
Step 00032250 L_out=0.011 Acc=0.89 ---145506.85 ms/batch
Step 00032300 L_out=0.064 Acc=0.73 ---176962.99 ms/batch
Step 00032350 L_out=0.012 Acc=0.89 ---208689.35 ms/batch
Step 00032400 L_out=0.007 Acc=0.85 ---238394.61 ms/batch
Step 00032450 L_out=0.008 Acc=0.91 ---267063.06 ms/batch
Step 00032500 L_out=0.007 Acc=0.96 ---294702.21 ms/batch
Step 00032550 L_out=0.006 Acc=0.79 ---321714.89 ms/batch
Step 00032600 L_out=0.006 Acc=0.83 ---348996.36 ms/batch
Step 00032650 L_out=0.016 Acc=0.81 ---377138.38 ms/batch
Round 3 | epoch=18, train costTime=395.0699317455292, | total_activation_sum=1833218
Round 3 | epoch=19, current m_iou=0.548896476350953
Round 3 | Best m_IoU is: 0.549, OA is: 0.844 | val costTime=184.0696144104004
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.012 Acc=0.84 ---10939.15 ms/batch
Step 00032750 L_out=0.005 Acc=0.70 ---43877.50 ms/batch
Step 00032800 L_out=0.032 Acc=0.78 ---75333.78 ms/batch
Step 00032850 L_out=0.003 Acc=0.86 ---106862.44 ms/batch
Step 00032900 L_out=0.012 Acc=0.83 ---137915.56 ms/batch
Step 00032950 L_out=0.002 Acc=0.82 ---168876.00 ms/batch
Step 00033000 L_out=0.006 Acc=0.83 ---200064.53 ms/batch
Step 00033050 L_out=0.011 Acc=0.88 ---230992.77 ms/batch
Step 00033100 L_out=0.006 Acc=0.86 ---261703.64 ms/batch
Step 00033150 L_out=0.014 Acc=0.82 ---293808.33 ms/batch
Step 00033200 L_out=0.018 Acc=0.88 ---325232.90 ms/batch
Step 00033250 L_out=0.002 Acc=0.89 ---355978.54 ms/batch
Step 00033300 L_out=0.001 Acc=0.81 ---387249.85 ms/batch
Step 00033350 L_out=0.019 Acc=0.84 ---418262.84 ms/batch
Round 3 | epoch=19, train costTime=418.26301980018616, | total_activation_sum=1907557
Round 3 | epoch=20, current m_iou=0.5487170618262746
Round 3 | Best m_IoU is: 0.549, OA is: 0.844 | val costTime=202.8590521812439
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.036 Acc=0.77 ---31579.15 ms/batch
Step 00033450 L_out=0.012 Acc=0.81 ---63367.24 ms/batch
Step 00033500 L_out=0.026 Acc=0.79 ---94548.66 ms/batch
Step 00033550 L_out=0.068 Acc=0.83 ---126354.71 ms/batch
Step 00033600 L_out=0.002 Acc=0.90 ---158486.54 ms/batch
Step 00033650 L_out=0.046 Acc=0.76 ---190421.57 ms/batch
Step 00033700 L_out=0.016 Acc=0.85 ---221539.11 ms/batch
Step 00033750 L_out=0.003 Acc=0.91 ---253155.31 ms/batch
Step 00033800 L_out=0.025 Acc=0.88 ---284463.74 ms/batch
Step 00033850 L_out=0.018 Acc=0.89 ---316508.02 ms/batch
Step 00033900 L_out=0.013 Acc=0.73 ---347118.40 ms/batch
Step 00033950 L_out=0.032 Acc=0.76 ---378674.32 ms/batch
Step 00034000 L_out=0.027 Acc=0.75 ---410042.78 ms/batch
Round 3 | epoch=20, train costTime=421.4094166755676, | total_activation_sum=1913029
Round 3 | epoch=21, current m_iou=0.5415111205962129
Round 3 | Best m_IoU is: 0.549, OA is: 0.844 | val costTime=185.88014554977417
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.001 Acc=0.90 ---20478.31 ms/batch
Step 00034100 L_out=0.006 Acc=0.84 ---52350.93 ms/batch
Step 00034150 L_out=0.025 Acc=0.79 ---84381.66 ms/batch
Step 00034200 L_out=0.054 Acc=0.79 ---116078.28 ms/batch
Step 00034250 L_out=0.010 Acc=0.66 ---146836.90 ms/batch
Step 00034300 L_out=0.005 Acc=0.79 ---178265.34 ms/batch
Step 00034350 L_out=0.007 Acc=0.80 ---209380.14 ms/batch
Step 00034400 L_out=0.007 Acc=0.79 ---241065.79 ms/batch
Step 00034450 L_out=0.015 Acc=0.92 ---273511.28 ms/batch
Step 00034500 L_out=0.001 Acc=0.92 ---305079.68 ms/batch
Step 00034550 L_out=0.018 Acc=0.64 ---337576.75 ms/batch
Step 00034600 L_out=0.002 Acc=0.94 ---368157.29 ms/batch
Step 00034650 L_out=0.004 Acc=0.76 ---399316.08 ms/batch
Round 3 | epoch=21, train costTime=420.8441069126129, | total_activation_sum=1882478
Round 3 | epoch=22, current m_iou=0.5389797214508012
Round 3 | Best m_IoU is: 0.549, OA is: 0.844 | val costTime=191.7819983959198
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.022 Acc=0.60 ---10399.04 ms/batch
Step 00034750 L_out=0.019 Acc=0.91 ---42521.57 ms/batch
Step 00034800 L_out=0.006 Acc=0.89 ---73869.88 ms/batch
Step 00034850 L_out=0.038 Acc=0.92 ---105019.69 ms/batch
Step 00034900 L_out=0.017 Acc=0.81 ---136863.91 ms/batch
Step 00034950 L_out=0.021 Acc=0.81 ---168506.18 ms/batch
Step 00035000 L_out=0.006 Acc=0.89 ---200100.91 ms/batch
Step 00035050 L_out=0.006 Acc=0.92 ---232009.11 ms/batch
Step 00035100 L_out=0.003 Acc=0.84 ---262874.25 ms/batch
Step 00035150 L_out=0.051 Acc=0.93 ---294186.29 ms/batch
Step 00035200 L_out=0.013 Acc=0.87 ---324892.87 ms/batch
Step 00035250 L_out=0.009 Acc=0.90 ---355076.69 ms/batch
Step 00035300 L_out=0.015 Acc=0.85 ---386229.71 ms/batch
Step 00035350 L_out=0.035 Acc=0.93 ---417368.39 ms/batch
Round 3 | epoch=22, train costTime=418.09598898887634, | total_activation_sum=1847272
Round 3 | epoch=23, current m_iou=0.5402811325754922
Round 3 | Best m_IoU is: 0.549, OA is: 0.844 | val costTime=189.19582891464233
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.002 Acc=0.95 ---30115.95 ms/batch
Step 00035450 L_out=0.008 Acc=0.91 ---60668.31 ms/batch
Step 00035500 L_out=0.018 Acc=0.76 ---91220.86 ms/batch
Step 00035550 L_out=0.005 Acc=0.80 ---121874.64 ms/batch
Step 00035600 L_out=0.005 Acc=0.72 ---152898.41 ms/batch
Step 00035650 L_out=0.017 Acc=0.89 ---183862.67 ms/batch
Step 00035700 L_out=0.003 Acc=0.88 ---215082.68 ms/batch
Step 00035750 L_out=0.014 Acc=0.81 ---245413.42 ms/batch
Step 00035800 L_out=0.001 Acc=0.85 ---276855.46 ms/batch
Step 00035850 L_out=0.021 Acc=0.83 ---309881.74 ms/batch
Step 00035900 L_out=0.007 Acc=0.82 ---337955.18 ms/batch
Step 00035950 L_out=0.001 Acc=0.94 ---365425.76 ms/batch
Step 00036000 L_out=0.002 Acc=0.93 ---392806.51 ms/batch
Round 3 | epoch=23, train costTime=402.7794005870819, | total_activation_sum=1878064
Round 3 | epoch=24, current m_iou=0.5399239022774042
Round 3 | Best m_IoU is: 0.549, OA is: 0.844 | val costTime=181.50873589515686
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.008 Acc=0.88 ---18008.03 ms/batch
Step 00036100 L_out=0.013 Acc=0.81 ---45454.50 ms/batch
Step 00036150 L_out=0.010 Acc=0.76 ---76623.36 ms/batch
Step 00036200 L_out=0.008 Acc=0.91 ---108396.94 ms/batch
Step 00036250 L_out=0.026 Acc=0.71 ---138951.29 ms/batch
Step 00036300 L_out=0.005 Acc=0.90 ---170117.57 ms/batch
Step 00036350 L_out=0.004 Acc=0.83 ---201731.05 ms/batch
Step 00036400 L_out=0.080 Acc=0.86 ---232606.35 ms/batch
Step 00036450 L_out=0.043 Acc=0.74 ---263979.27 ms/batch
Step 00036500 L_out=0.032 Acc=0.91 ---295555.90 ms/batch
Step 00036550 L_out=0.008 Acc=0.84 ---326415.38 ms/batch
Step 00036600 L_out=0.007 Acc=0.75 ---358838.39 ms/batch
Step 00036650 L_out=0.013 Acc=0.86 ---390852.04 ms/batch
Round 3 | epoch=24, train costTime=412.44596552848816, | total_activation_sum=1882201
Round 3 | epoch=25, current m_iou=0.5336521929119427
Round 3 | Best m_IoU is: 0.549, OA is: 0.844 | val costTime=192.25052165985107
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.040 Acc=0.75 --- 9323.83 ms/batch
Step 00036750 L_out=0.006 Acc=0.83 ---39812.62 ms/batch
Step 00036800 L_out=0.012 Acc=0.83 ---70680.39 ms/batch
Step 00036850 L_out=0.009 Acc=0.83 ---102535.12 ms/batch
Step 00036900 L_out=0.007 Acc=0.90 ---133015.36 ms/batch
Step 00036950 L_out=0.013 Acc=0.85 ---163746.72 ms/batch
Step 00037000 L_out=0.010 Acc=0.74 ---194719.55 ms/batch
Step 00037050 L_out=0.005 Acc=0.87 ---226160.62 ms/batch
Step 00037100 L_out=0.011 Acc=0.93 ---257242.31 ms/batch
Step 00037150 L_out=0.001 Acc=0.87 ---288896.20 ms/batch
Step 00037200 L_out=0.003 Acc=0.90 ---319816.54 ms/batch
Step 00037250 L_out=0.047 Acc=0.88 ---351827.97 ms/batch
Step 00037300 L_out=0.005 Acc=0.93 ---383752.66 ms/batch
Step 00037350 L_out=0.019 Acc=0.85 ---415228.66 ms/batch
Round 3 | epoch=25, train costTime=416.5327069759369, | total_activation_sum=1914330
Round 3 | epoch=26, current m_iou=0.5402184519626806
Round 3 | Best m_IoU is: 0.549, OA is: 0.844 | val costTime=190.86020684242249
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.009 Acc=0.82 ---30157.84 ms/batch
Step 00037450 L_out=0.051 Acc=0.84 ---61762.68 ms/batch
Step 00037500 L_out=0.013 Acc=0.87 ---94357.51 ms/batch
Step 00037550 L_out=0.015 Acc=0.94 ---124834.67 ms/batch
Step 00037600 L_out=0.016 Acc=0.86 ---155582.50 ms/batch
Step 00037650 L_out=0.005 Acc=0.87 ---186785.34 ms/batch
Step 00037700 L_out=0.009 Acc=0.93 ---217643.20 ms/batch
Step 00037750 L_out=0.008 Acc=0.81 ---248408.51 ms/batch
Step 00037800 L_out=0.012 Acc=0.84 ---279475.26 ms/batch
Step 00037850 L_out=0.026 Acc=0.82 ---310597.39 ms/batch
Step 00037900 L_out=0.006 Acc=0.88 ---341694.93 ms/batch
Step 00037950 L_out=0.026 Acc=0.92 ---373797.04 ms/batch
Step 00038000 L_out=0.004 Acc=0.93 ---405314.51 ms/batch
Round 3 | epoch=26, train costTime=416.7259712219238, | total_activation_sum=1813375
Round 3 | epoch=27, current m_iou=0.5401359019958822
Round 3 | Best m_IoU is: 0.549, OA is: 0.844 | val costTime=196.99987602233887
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.022 Acc=0.87 ---19312.60 ms/batch
Step 00038100 L_out=0.003 Acc=0.92 ---50992.70 ms/batch
Step 00038150 L_out=0.026 Acc=0.91 ---81861.44 ms/batch
Step 00038200 L_out=0.015 Acc=0.76 ---113301.84 ms/batch
Step 00038250 L_out=0.011 Acc=0.94 ---143689.72 ms/batch
Step 00038300 L_out=0.008 Acc=0.82 ---175862.70 ms/batch
Step 00038350 L_out=0.007 Acc=0.92 ---206542.76 ms/batch
Step 00038400 L_out=0.008 Acc=0.90 ---237907.45 ms/batch
Step 00038450 L_out=0.011 Acc=0.80 ---270003.82 ms/batch
Step 00038500 L_out=0.014 Acc=0.85 ---304056.48 ms/batch
Step 00038550 L_out=0.011 Acc=0.91 ---335568.76 ms/batch
Step 00038600 L_out=0.003 Acc=0.79 ---367919.94 ms/batch
Step 00038650 L_out=0.003 Acc=0.89 ---400051.61 ms/batch
Round 3 | epoch=27, train costTime=422.9106056690216, | total_activation_sum=1895933
Round 3 | epoch=28, current m_iou=0.5483112947839159
Round 3 | Best m_IoU is: 0.549, OA is: 0.844 | val costTime=192.1067795753479
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.013 Acc=0.83 --- 9521.60 ms/batch
Step 00038750 L_out=0.002 Acc=0.87 ---40865.03 ms/batch
Step 00038800 L_out=0.006 Acc=0.87 ---73107.19 ms/batch
Step 00038850 L_out=0.030 Acc=0.85 ---105607.40 ms/batch
Step 00038900 L_out=0.004 Acc=0.76 ---138255.33 ms/batch
Step 00038950 L_out=0.001 Acc=0.87 ---169505.09 ms/batch
Step 00039000 L_out=0.031 Acc=0.90 ---200535.85 ms/batch
Step 00039050 L_out=0.185 Acc=0.76 ---232112.27 ms/batch
Step 00039100 L_out=0.005 Acc=0.82 ---263058.68 ms/batch
Step 00039150 L_out=0.030 Acc=0.87 ---295305.55 ms/batch
Step 00039200 L_out=0.007 Acc=0.79 ---326608.68 ms/batch
Step 00039250 L_out=0.011 Acc=0.86 ---357206.14 ms/batch
Step 00039300 L_out=0.003 Acc=0.92 ---389171.53 ms/batch
Step 00039350 L_out=0.022 Acc=0.82 ---420487.20 ms/batch
Round 3 | epoch=28, train costTime=422.28546023368835, | total_activation_sum=1887356
Round 3 | epoch=29, current m_iou=0.5466164749368163
Round 3 | Best m_IoU is: 0.549, OA is: 0.844 | val costTime=179.31042766571045
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.023 Acc=0.94 ---25724.26 ms/batch
Step 00039450 L_out=0.020 Acc=0.80 ---53601.12 ms/batch
Step 00039500 L_out=0.024 Acc=0.86 ---81529.27 ms/batch
Step 00039550 L_out=0.012 Acc=0.84 ---108961.82 ms/batch
Step 00039600 L_out=0.004 Acc=0.90 ---137220.08 ms/batch
Step 00039650 L_out=0.007 Acc=0.87 ---168904.29 ms/batch
Step 00039700 L_out=0.008 Acc=0.87 ---200387.57 ms/batch
Step 00039750 L_out=0.005 Acc=0.84 ---231691.06 ms/batch
Step 00039800 L_out=0.004 Acc=0.88 ---263149.89 ms/batch
Step 00039850 L_out=0.015 Acc=0.93 ---294028.98 ms/batch
Step 00039900 L_out=0.023 Acc=0.74 ---325831.14 ms/batch
Step 00039950 L_out=0.003 Acc=0.92 ---358139.12 ms/batch
Step 00040000 L_out=0.003 Acc=0.88 ---389330.09 ms/batch
Round 3 | epoch=29, train costTime=401.6725296974182, | total_activation_sum=1890359
Round 3 | epoch=30, current m_iou=0.5533325898152174
Round 3 | Best m_IoU is: 0.553, OA is: 0.852 | val costTime=193.85269832611084
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=0.121 Acc=0.28 ---18474.38 ms/batch
Step 00040100 L_out=0.024 Acc=0.36 ---50431.68 ms/batch
Step 00040150 L_out=0.027 Acc=0.59 ---82383.35 ms/batch
Step 00040200 L_out=0.073 Acc=0.59 ---113691.06 ms/batch
Step 00040250 L_out=0.012 Acc=0.42 ---143969.08 ms/batch
Step 00040300 L_out=0.091 Acc=0.52 ---175976.90 ms/batch
Step 00040350 L_out=0.072 Acc=0.39 ---207709.94 ms/batch
Step 00040400 L_out=0.013 Acc=0.66 ---239310.71 ms/batch
Step 00040450 L_out=0.713 Acc=0.52 ---269579.25 ms/batch
Step 00040500 L_out=0.072 Acc=0.72 ---301591.77 ms/batch
Step 00040550 L_out=0.091 Acc=0.63 ---333106.39 ms/batch
Step 00040600 L_out=0.046 Acc=0.66 ---365611.17 ms/batch
Step 00040650 L_out=0.018 Acc=0.72 ---396347.31 ms/batch
Round 4 | epoch=0, train costTime=419.0717329978943, | total_activation_sum=2078159
Round 4 | epoch=1, current m_iou=0.2139393167362165
Round 4 | Best m_IoU is: 0.214, OA is: 0.333 | val costTime=202.71335291862488
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.069 Acc=0.56 --- 8551.30 ms/batch
Step 00040750 L_out=0.263 Acc=0.79 ---39789.79 ms/batch
Step 00040800 L_out=0.103 Acc=0.72 ---70777.68 ms/batch
Step 00040850 L_out=0.021 Acc=0.77 ---101875.18 ms/batch
Step 00040900 L_out=0.027 Acc=0.74 ---134514.69 ms/batch
Step 00040950 L_out=0.056 Acc=0.60 ---166582.34 ms/batch
Step 00041000 L_out=0.027 Acc=0.80 ---198298.20 ms/batch
Step 00041050 L_out=0.026 Acc=0.68 ---229225.80 ms/batch
Step 00041100 L_out=0.027 Acc=0.76 ---261147.57 ms/batch
Step 00041150 L_out=0.038 Acc=0.68 ---293283.39 ms/batch
Step 00041200 L_out=0.094 Acc=0.81 ---324107.68 ms/batch
Step 00041250 L_out=0.020 Acc=0.61 ---356462.84 ms/batch
Step 00041300 L_out=0.100 Acc=0.82 ---387243.53 ms/batch
Step 00041350 L_out=0.026 Acc=0.67 ---419011.01 ms/batch
Round 4 | epoch=1, train costTime=421.3632106781006, | total_activation_sum=1987711
Round 4 | epoch=2, current m_iou=0.46387119963278417
Round 4 | Best m_IoU is: 0.464, OA is: 0.747 | val costTime=188.89183354377747
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.025 Acc=0.81 ---29086.09 ms/batch
Step 00041450 L_out=0.063 Acc=0.77 ---60798.87 ms/batch
Step 00041500 L_out=0.040 Acc=0.52 ---91552.84 ms/batch
Step 00041550 L_out=0.065 Acc=0.40 ---122436.38 ms/batch
Step 00041600 L_out=0.017 Acc=0.71 ---153409.63 ms/batch
Step 00041650 L_out=0.091 Acc=0.91 ---184464.85 ms/batch
Step 00041700 L_out=0.014 Acc=0.83 ---215838.78 ms/batch
Step 00041750 L_out=0.119 Acc=0.78 ---246990.13 ms/batch
Step 00041800 L_out=0.046 Acc=0.61 ---278012.28 ms/batch
Step 00041850 L_out=0.049 Acc=0.71 ---309823.76 ms/batch
Step 00041900 L_out=0.014 Acc=0.77 ---340588.59 ms/batch
Step 00041950 L_out=0.010 Acc=0.78 ---371696.12 ms/batch
Step 00042000 L_out=0.041 Acc=0.41 ---403300.37 ms/batch
Round 4 | epoch=2, train costTime=415.9415395259857, | total_activation_sum=1970142
Round 4 | epoch=3, current m_iou=0.4587607220537512
Round 4 | Best m_IoU is: 0.464, OA is: 0.747 | val costTime=189.79237818717957
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.174 Acc=0.66 ---18453.05 ms/batch
Step 00042100 L_out=0.020 Acc=0.87 ---49700.66 ms/batch
Step 00042150 L_out=0.051 Acc=0.74 ---81021.81 ms/batch
Step 00042200 L_out=0.098 Acc=0.67 ---113500.39 ms/batch
Step 00042250 L_out=0.011 Acc=0.88 ---143709.38 ms/batch
Step 00042300 L_out=0.037 Acc=0.68 ---174556.91 ms/batch
Step 00042350 L_out=0.023 Acc=0.91 ---205289.05 ms/batch
Step 00042400 L_out=0.002 Acc=0.83 ---235968.42 ms/batch
Step 00042450 L_out=0.012 Acc=0.82 ---267017.77 ms/batch
Step 00042500 L_out=0.062 Acc=0.79 ---297418.35 ms/batch
Step 00042550 L_out=0.009 Acc=0.76 ---327520.96 ms/batch
Step 00042600 L_out=0.012 Acc=0.91 ---358966.61 ms/batch
Step 00042650 L_out=0.008 Acc=0.65 ---390591.71 ms/batch
Round 4 | epoch=3, train costTime=412.26858043670654, | total_activation_sum=1955973
Round 4 | epoch=4, current m_iou=0.4728557391896252
Round 4 | Best m_IoU is: 0.473, OA is: 0.763 | val costTime=180.63527965545654
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.049 Acc=0.80 --- 6382.99 ms/batch
Step 00042750 L_out=0.007 Acc=0.80 ---33409.97 ms/batch
Step 00042800 L_out=0.007 Acc=0.82 ---61103.50 ms/batch
Step 00042850 L_out=0.048 Acc=0.64 ---88039.57 ms/batch
Step 00042900 L_out=0.013 Acc=0.78 ---115206.92 ms/batch
Step 00042950 L_out=0.019 Acc=0.74 ---145533.58 ms/batch
Step 00043000 L_out=0.011 Acc=0.81 ---175835.91 ms/batch
Step 00043050 L_out=0.041 Acc=0.57 ---206720.87 ms/batch
Step 00043100 L_out=0.071 Acc=0.74 ---238185.05 ms/batch
Step 00043150 L_out=0.017 Acc=0.79 ---269543.87 ms/batch
Step 00043200 L_out=0.173 Acc=0.77 ---301273.77 ms/batch
Step 00043250 L_out=0.008 Acc=0.69 ---333185.17 ms/batch
Step 00043300 L_out=0.011 Acc=0.80 ---364847.06 ms/batch
Step 00043350 L_out=0.012 Acc=0.89 ---396311.98 ms/batch
Round 4 | epoch=4, train costTime=399.32360887527466, | total_activation_sum=2029532
Round 4 | epoch=5, current m_iou=0.43961519586082654
Round 4 | Best m_IoU is: 0.473, OA is: 0.763 | val costTime=192.73848700523376
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.008 Acc=0.64 ---27566.17 ms/batch
Step 00043450 L_out=0.033 Acc=0.87 ---58312.63 ms/batch
Step 00043500 L_out=0.004 Acc=0.84 ---89114.96 ms/batch
Step 00043550 L_out=0.073 Acc=0.81 ---120319.83 ms/batch
Step 00043600 L_out=0.023 Acc=0.68 ---152409.45 ms/batch
Step 00043650 L_out=0.020 Acc=0.73 ---183484.87 ms/batch
Step 00043700 L_out=0.009 Acc=0.91 ---215520.41 ms/batch
Step 00043750 L_out=0.024 Acc=0.72 ---246583.22 ms/batch
Step 00043800 L_out=0.124 Acc=0.66 ---279143.41 ms/batch
Step 00043850 L_out=0.009 Acc=0.83 ---310032.59 ms/batch
Step 00043900 L_out=0.043 Acc=0.86 ---341690.70 ms/batch
Step 00043950 L_out=0.024 Acc=0.86 ---373196.19 ms/batch
Step 00044000 L_out=0.006 Acc=0.78 ---405004.37 ms/batch
Round 4 | epoch=5, train costTime=419.2674696445465, | total_activation_sum=1966398
Round 4 | epoch=6, current m_iou=0.4856971704039153
Round 4 | Best m_IoU is: 0.486, OA is: 0.792 | val costTime=192.28890371322632
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.088 Acc=0.85 ---18024.28 ms/batch
Step 00044100 L_out=0.008 Acc=0.87 ---50637.99 ms/batch
Step 00044150 L_out=0.029 Acc=0.79 ---83273.67 ms/batch
Step 00044200 L_out=0.010 Acc=0.79 ---114959.94 ms/batch
Step 00044250 L_out=0.127 Acc=0.83 ---146092.72 ms/batch
Step 00044300 L_out=0.012 Acc=0.81 ---177746.88 ms/batch
Step 00044350 L_out=0.052 Acc=0.73 ---209671.04 ms/batch
Step 00044400 L_out=0.018 Acc=0.79 ---240953.00 ms/batch
Step 00044450 L_out=0.003 Acc=0.80 ---272003.92 ms/batch
Step 00044500 L_out=0.004 Acc=0.80 ---303643.19 ms/batch
Step 00044550 L_out=0.002 Acc=0.90 ---334590.30 ms/batch
Step 00044600 L_out=0.008 Acc=0.88 ---366513.17 ms/batch
Step 00044650 L_out=0.012 Acc=0.78 ---397983.26 ms/batch
Round 4 | epoch=6, train costTime=422.4731013774872, | total_activation_sum=2032321
Round 4 | epoch=7, current m_iou=0.5523362380133827
Round 4 | Best m_IoU is: 0.552, OA is: 0.843 | val costTime=188.89168691635132
Round 4 | ****EPOCH 7****
Step 00044700 L_out=0.004 Acc=0.80 --- 6854.72 ms/batch
Step 00044750 L_out=0.005 Acc=0.81 ---37781.78 ms/batch
Step 00044800 L_out=0.007 Acc=0.81 ---69424.32 ms/batch
Step 00044850 L_out=0.047 Acc=0.48 ---101954.39 ms/batch
Step 00044900 L_out=0.061 Acc=0.86 ---133073.48 ms/batch
Step 00044950 L_out=0.028 Acc=0.79 ---164144.45 ms/batch
Step 00045000 L_out=0.073 Acc=0.85 ---195894.43 ms/batch
Step 00045050 L_out=0.018 Acc=0.83 ---227016.64 ms/batch
Step 00045100 L_out=0.173 Acc=0.71 ---258106.92 ms/batch
Step 00045150 L_out=0.153 Acc=0.89 ---289229.97 ms/batch
Step 00045200 L_out=0.002 Acc=0.83 ---319789.20 ms/batch
Step 00045250 L_out=0.007 Acc=0.79 ---350868.11 ms/batch
Step 00045300 L_out=0.021 Acc=0.70 ---383536.49 ms/batch
Step 00045350 L_out=0.006 Acc=0.76 ---415278.25 ms/batch
Round 4 | epoch=7, train costTime=418.8772871494293, | total_activation_sum=2021833
Round 4 | epoch=8, current m_iou=0.5465372890733788
Round 4 | Best m_IoU is: 0.552, OA is: 0.843 | val costTime=192.74987244606018
Round 4 | ****EPOCH 8****
Step 00045400 L_out=0.012 Acc=0.78 ---27959.86 ms/batch
Step 00045450 L_out=0.049 Acc=0.83 ---59491.03 ms/batch
Step 00045500 L_out=0.008 Acc=0.90 ---90930.54 ms/batch
Step 00045550 L_out=0.022 Acc=0.70 ---121982.65 ms/batch
Step 00045600 L_out=0.004 Acc=0.88 ---154926.25 ms/batch
Step 00045650 L_out=0.107 Acc=0.66 ---185910.93 ms/batch
Step 00045700 L_out=0.022 Acc=0.80 ---217685.87 ms/batch
Step 00045750 L_out=0.063 Acc=0.84 ---249353.18 ms/batch
Step 00045800 L_out=0.019 Acc=0.81 ---280105.50 ms/batch
Step 00045850 L_out=0.038 Acc=0.72 ---310879.50 ms/batch
Step 00045900 L_out=0.003 Acc=0.71 ---342840.21 ms/batch
Step 00045950 L_out=0.059 Acc=0.75 ---373740.03 ms/batch
Step 00046000 L_out=0.003 Acc=0.81 ---404846.98 ms/batch
Round 4 | epoch=8, train costTime=419.3641564846039, | total_activation_sum=1968597
Round 4 | epoch=9, current m_iou=0.5355961424526566
Round 4 | Best m_IoU is: 0.552, OA is: 0.843 | val costTime=179.80785155296326
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.004 Acc=0.90 ---14760.26 ms/batch
Step 00046100 L_out=0.025 Acc=0.56 ---41325.28 ms/batch
Step 00046150 L_out=0.015 Acc=0.79 ---68482.92 ms/batch
Step 00046200 L_out=0.015 Acc=0.83 ---95749.81 ms/batch
Step 00046250 L_out=0.035 Acc=0.92 ---122515.68 ms/batch
Step 00046300 L_out=0.009 Acc=0.79 ---149903.26 ms/batch
Step 00046350 L_out=0.009 Acc=0.64 ---178402.39 ms/batch
Step 00046400 L_out=0.025 Acc=0.82 ---206078.20 ms/batch
Step 00046450 L_out=0.025 Acc=0.71 ---233103.33 ms/batch
Step 00046500 L_out=0.036 Acc=0.73 ---259655.80 ms/batch
Step 00046550 L_out=0.022 Acc=0.87 ---286731.59 ms/batch
Step 00046600 L_out=0.011 Acc=0.83 ---316533.29 ms/batch
Step 00046650 L_out=0.022 Acc=0.86 ---348036.33 ms/batch
Round 4 | epoch=9, train costTime=372.7794842720032, | total_activation_sum=1988851
Round 4 | epoch=10, current m_iou=0.5466706039906006
Round 4 | Best m_IoU is: 0.552, OA is: 0.843 | val costTime=198.6818449497223
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.015 Acc=0.82 --- 6072.39 ms/batch
Step 00046750 L_out=0.005 Acc=0.88 ---37154.10 ms/batch
Step 00046800 L_out=0.016 Acc=0.82 ---68436.92 ms/batch
Step 00046850 L_out=0.004 Acc=0.78 ---99691.24 ms/batch
Step 00046900 L_out=0.004 Acc=0.82 ---130781.24 ms/batch
Step 00046950 L_out=0.005 Acc=0.85 ---161854.50 ms/batch
Step 00047000 L_out=0.014 Acc=0.82 ---193607.25 ms/batch
Step 00047050 L_out=0.014 Acc=0.79 ---224223.38 ms/batch
Step 00047100 L_out=0.002 Acc=0.79 ---255393.23 ms/batch
Step 00047150 L_out=0.005 Acc=0.92 ---286212.60 ms/batch
Step 00047200 L_out=0.022 Acc=0.85 ---317532.26 ms/batch
Step 00047250 L_out=0.038 Acc=0.87 ---350865.60 ms/batch
Step 00047300 L_out=0.003 Acc=0.88 ---382711.09 ms/batch
Step 00047350 L_out=0.004 Acc=0.81 ---415231.67 ms/batch
Round 4 | epoch=10, train costTime=419.6091682910919, | total_activation_sum=1960154
Round 4 | epoch=11, current m_iou=0.5486218866089703
Round 4 | Best m_IoU is: 0.552, OA is: 0.843 | val costTime=186.48517870903015
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.023 Acc=0.79 ---27286.95 ms/batch
Step 00047450 L_out=0.019 Acc=0.85 ---58622.16 ms/batch
Step 00047500 L_out=0.011 Acc=0.82 ---89174.01 ms/batch
Step 00047550 L_out=0.004 Acc=0.86 ---120183.96 ms/batch
Step 00047600 L_out=0.102 Acc=0.84 ---151559.91 ms/batch
Step 00047650 L_out=0.012 Acc=0.84 ---182788.93 ms/batch
Step 00047700 L_out=0.035 Acc=0.91 ---213930.82 ms/batch
Step 00047750 L_out=0.001 Acc=0.88 ---245709.08 ms/batch
Step 00047800 L_out=0.021 Acc=0.84 ---277257.48 ms/batch
Step 00047850 L_out=0.003 Acc=0.84 ---308295.75 ms/batch
Step 00047900 L_out=0.018 Acc=0.81 ---339039.54 ms/batch
Step 00047950 L_out=0.019 Acc=0.77 ---370538.43 ms/batch
Step 00048000 L_out=0.038 Acc=0.85 ---401711.70 ms/batch
Round 4 | epoch=11, train costTime=416.8606119155884, | total_activation_sum=1971664
Round 4 | epoch=12, current m_iou=0.5585270742875853
Round 4 | Best m_IoU is: 0.559, OA is: 0.847 | val costTime=183.94177079200745
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.008 Acc=0.84 ---16755.72 ms/batch
Step 00048100 L_out=0.025 Acc=0.86 ---48422.73 ms/batch
Step 00048150 L_out=0.026 Acc=0.72 ---78631.40 ms/batch
Step 00048200 L_out=0.022 Acc=0.72 ---108743.75 ms/batch
Step 00048250 L_out=0.004 Acc=0.93 ---138633.99 ms/batch
Step 00048300 L_out=0.002 Acc=0.71 ---172424.58 ms/batch
Step 00048350 L_out=0.018 Acc=0.91 ---205270.29 ms/batch
Step 00048400 L_out=0.001 Acc=0.81 ---239510.02 ms/batch
Step 00048450 L_out=0.028 Acc=0.83 ---272573.74 ms/batch
Step 00048500 L_out=0.011 Acc=0.84 ---305137.01 ms/batch
Step 00048550 L_out=0.016 Acc=0.84 ---337424.80 ms/batch
Step 00048600 L_out=0.010 Acc=0.91 ---369989.69 ms/batch
Step 00048650 L_out=0.006 Acc=0.89 ---404457.62 ms/batch
Round 4 | epoch=12, train costTime=431.60057282447815, | total_activation_sum=2084776
Round 4 | epoch=13, current m_iou=0.569924954024982
Round 4 | Best m_IoU is: 0.570, OA is: 0.852 | val costTime=200.67064929008484
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.022 Acc=0.85 --- 6310.64 ms/batch
Step 00048750 L_out=0.003 Acc=0.80 ---39851.86 ms/batch
Step 00048800 L_out=0.013 Acc=0.90 ---73412.34 ms/batch
Step 00048850 L_out=0.009 Acc=0.85 ---107934.88 ms/batch
Step 00048900 L_out=0.006 Acc=0.83 ---141566.44 ms/batch
Step 00048950 L_out=0.007 Acc=0.95 ---176788.45 ms/batch
Step 00049000 L_out=0.002 Acc=0.85 ---210619.52 ms/batch
Step 00049050 L_out=0.031 Acc=0.56 ---245186.89 ms/batch
Step 00049100 L_out=0.004 Acc=0.91 ---279078.69 ms/batch
Step 00049150 L_out=0.001 Acc=0.91 ---311303.19 ms/batch
Step 00049200 L_out=0.000 Acc=0.87 ---344411.32 ms/batch
Step 00049250 L_out=0.002 Acc=0.86 ---378319.38 ms/batch
Step 00049300 L_out=0.007 Acc=0.86 ---411919.28 ms/batch
Step 00049350 L_out=0.012 Acc=0.85 ---445080.52 ms/batch
Round 4 | epoch=13, train costTime=450.36239218711853, | total_activation_sum=1970133
Round 4 | epoch=14, current m_iou=0.5617191914083033
Round 4 | Best m_IoU is: 0.570, OA is: 0.852 | val costTime=203.68662023544312
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.013 Acc=0.81 ---25787.41 ms/batch
Step 00049450 L_out=0.002 Acc=0.85 ---54918.19 ms/batch
Step 00049500 L_out=0.032 Acc=0.83 ---83609.05 ms/batch
Step 00049550 L_out=0.058 Acc=0.90 ---112541.08 ms/batch
Step 00049600 L_out=0.015 Acc=0.78 ---141820.46 ms/batch
Step 00049650 L_out=0.014 Acc=0.88 ---170835.88 ms/batch
Step 00049700 L_out=0.010 Acc=0.82 ---200126.75 ms/batch
Step 00049750 L_out=0.015 Acc=0.90 ---229640.07 ms/batch
Step 00049800 L_out=0.014 Acc=0.85 ---259234.76 ms/batch
Step 00049850 L_out=0.012 Acc=0.63 ---289517.30 ms/batch
Step 00049900 L_out=0.007 Acc=0.86 ---318631.20 ms/batch
Step 00049950 L_out=0.008 Acc=0.84 ---348226.52 ms/batch
Step 00050000 L_out=0.018 Acc=0.88 ---379886.83 ms/batch
Round 4 | epoch=14, train costTime=396.4399917125702, | total_activation_sum=1998784
Round 4 | epoch=15, current m_iou=0.563581806098706
Round 4 | Best m_IoU is: 0.570, OA is: 0.852 | val costTime=198.3164086341858
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.002 Acc=0.86 ---16105.51 ms/batch
Step 00050100 L_out=0.038 Acc=0.81 ---48727.96 ms/batch
Step 00050150 L_out=0.013 Acc=0.80 ---80933.52 ms/batch
Step 00050200 L_out=0.006 Acc=0.64 ---114066.53 ms/batch
Step 00050250 L_out=0.008 Acc=0.66 ---147074.28 ms/batch
Step 00050300 L_out=0.020 Acc=0.77 ---180631.80 ms/batch
Step 00050350 L_out=0.019 Acc=0.85 ---212474.23 ms/batch
Step 00050400 L_out=0.001 Acc=0.89 ---245031.49 ms/batch
Step 00050450 L_out=0.095 Acc=0.95 ---277271.04 ms/batch
Step 00050500 L_out=0.023 Acc=0.92 ---309666.43 ms/batch
Step 00050550 L_out=0.007 Acc=0.87 ---342605.13 ms/batch
Step 00050600 L_out=0.009 Acc=0.91 ---374706.56 ms/batch
Step 00050650 L_out=0.012 Acc=0.84 ---408162.71 ms/batch
Round 4 | epoch=15, train costTime=436.4810655117035, | total_activation_sum=2007530
Round 4 | epoch=16, current m_iou=0.5703630784716859
Round 4 | Best m_IoU is: 0.570, OA is: 0.856 | val costTime=210.4361174106598
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.003 Acc=0.89 --- 5473.23 ms/batch
Step 00050750 L_out=0.007 Acc=0.95 ---38976.88 ms/batch
Step 00050800 L_out=0.004 Acc=0.82 ---71304.38 ms/batch
Step 00050850 L_out=0.004 Acc=0.84 ---104153.40 ms/batch
Step 00050900 L_out=0.003 Acc=0.66 ---137293.74 ms/batch
Step 00050950 L_out=0.064 Acc=0.80 ---169473.80 ms/batch
Step 00051000 L_out=0.033 Acc=0.82 ---202049.20 ms/batch
Step 00051050 L_out=0.005 Acc=0.87 ---235390.10 ms/batch
Step 00051100 L_out=0.004 Acc=0.86 ---268096.29 ms/batch
Step 00051150 L_out=0.006 Acc=0.87 ---301749.08 ms/batch
Step 00051200 L_out=0.004 Acc=0.93 ---336621.63 ms/batch
Step 00051250 L_out=0.019 Acc=0.82 ---371717.66 ms/batch
Step 00051300 L_out=0.037 Acc=0.88 ---405097.87 ms/batch
Step 00051350 L_out=0.047 Acc=0.85 ---438552.82 ms/batch
Round 4 | epoch=16, train costTime=444.49389934539795, | total_activation_sum=1952581
Round 4 | epoch=17, current m_iou=0.564942443452948
Round 4 | Best m_IoU is: 0.570, OA is: 0.856 | val costTime=195.81569385528564
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.011 Acc=0.84 ---26155.25 ms/batch
Step 00051450 L_out=0.023 Acc=0.79 ---57219.77 ms/batch
Step 00051500 L_out=0.005 Acc=0.92 ---88426.25 ms/batch
Step 00051550 L_out=0.013 Acc=0.89 ---119559.70 ms/batch
Step 00051600 L_out=0.005 Acc=0.74 ---151702.16 ms/batch
Step 00051650 L_out=0.011 Acc=0.89 ---183177.97 ms/batch
Step 00051700 L_out=0.004 Acc=0.71 ---215196.23 ms/batch
Step 00051750 L_out=0.003 Acc=0.82 ---246904.50 ms/batch
Step 00051800 L_out=0.031 Acc=0.88 ---278688.55 ms/batch
Step 00051850 L_out=0.003 Acc=0.78 ---310769.09 ms/batch
Step 00051900 L_out=0.013 Acc=0.86 ---342322.21 ms/batch
Step 00051950 L_out=0.008 Acc=0.85 ---374782.97 ms/batch
Step 00052000 L_out=0.032 Acc=0.82 ---406178.69 ms/batch
Round 4 | epoch=17, train costTime=422.14755511283875, | total_activation_sum=2056434
Round 4 | epoch=18, current m_iou=0.5771954763899999
Round 4 | Best m_IoU is: 0.577, OA is: 0.857 | val costTime=198.97073698043823
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.009 Acc=0.85 ---15700.08 ms/batch
Step 00052100 L_out=0.045 Acc=0.90 ---46283.52 ms/batch
Step 00052150 L_out=0.007 Acc=0.87 ---77691.42 ms/batch
Step 00052200 L_out=0.019 Acc=0.87 ---109556.85 ms/batch
Step 00052250 L_out=0.058 Acc=0.83 ---141768.47 ms/batch
Step 00052300 L_out=0.022 Acc=0.90 ---172918.10 ms/batch
Step 00052350 L_out=0.006 Acc=0.82 ---203676.82 ms/batch
Step 00052400 L_out=0.005 Acc=0.90 ---235435.78 ms/batch
Step 00052450 L_out=0.006 Acc=0.86 ---266327.75 ms/batch
Step 00052500 L_out=0.007 Acc=0.88 ---298184.91 ms/batch
Step 00052550 L_out=0.073 Acc=0.64 ---330311.60 ms/batch
Step 00052600 L_out=0.023 Acc=0.79 ---361770.00 ms/batch
Step 00052650 L_out=0.006 Acc=0.87 ---393565.08 ms/batch
Round 4 | epoch=18, train costTime=421.5218405723572, | total_activation_sum=1965773
Round 4 | epoch=19, current m_iou=0.5604440684471141
Round 4 | Best m_IoU is: 0.577, OA is: 0.857 | val costTime=196.4102075099945
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.049 Acc=0.90 --- 4928.50 ms/batch
Step 00052750 L_out=0.011 Acc=0.81 ---32547.99 ms/batch
Step 00052800 L_out=0.005 Acc=0.93 ---60735.01 ms/batch
Step 00052850 L_out=0.016 Acc=0.73 ---88983.05 ms/batch
Step 00052900 L_out=0.004 Acc=0.89 ---116779.66 ms/batch
Step 00052950 L_out=0.007 Acc=0.87 ---144904.56 ms/batch
Step 00053000 L_out=0.037 Acc=0.90 ---173143.67 ms/batch
Step 00053050 L_out=0.038 Acc=0.73 ---201290.39 ms/batch
Step 00053100 L_out=0.015 Acc=0.92 ---229308.95 ms/batch
Step 00053150 L_out=0.030 Acc=0.82 ---257326.04 ms/batch
Step 00053200 L_out=0.001 Acc=0.92 ---285583.08 ms/batch
Step 00053250 L_out=0.008 Acc=0.85 ---313740.07 ms/batch
Step 00053300 L_out=0.058 Acc=0.81 ---344199.33 ms/batch
Step 00053350 L_out=0.026 Acc=0.85 ---378183.59 ms/batch
Round 4 | epoch=19, train costTime=384.39798402786255, | total_activation_sum=2025940
Round 4 | epoch=20, current m_iou=0.5772829346697943
Round 4 | Best m_IoU is: 0.577, OA is: 0.859 | val costTime=192.89666986465454
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.002 Acc=0.80 ---25499.32 ms/batch
Step 00053450 L_out=0.019 Acc=0.83 ---56894.14 ms/batch
Step 00053500 L_out=0.019 Acc=0.83 ---89467.91 ms/batch
Step 00053550 L_out=0.005 Acc=0.82 ---121747.68 ms/batch
Step 00053600 L_out=0.021 Acc=0.88 ---154266.96 ms/batch
Step 00053650 L_out=0.017 Acc=0.82 ---185911.48 ms/batch
Step 00053700 L_out=0.008 Acc=0.86 ---217649.85 ms/batch
Step 00053750 L_out=0.015 Acc=0.82 ---249574.21 ms/batch
Step 00053800 L_out=0.015 Acc=0.84 ---281440.61 ms/batch
Step 00053850 L_out=0.019 Acc=0.85 ---312325.51 ms/batch
Step 00053900 L_out=0.024 Acc=0.82 ---344366.79 ms/batch
Step 00053950 L_out=0.020 Acc=0.77 ---375985.50 ms/batch
Step 00054000 L_out=0.072 Acc=0.93 ---407498.08 ms/batch
Round 4 | epoch=20, train costTime=424.17921328544617, | total_activation_sum=1964730
Round 4 | epoch=21, current m_iou=0.5794232112966282
Round 4 | Best m_IoU is: 0.579, OA is: 0.860 | val costTime=196.51749300956726
Round 4 | ****EPOCH 21****
Step 00054050 L_out=0.011 Acc=0.91 ---14668.31 ms/batch
Step 00054100 L_out=0.002 Acc=0.89 ---45878.43 ms/batch
Step 00054150 L_out=0.008 Acc=0.79 ---78077.75 ms/batch
Step 00054200 L_out=0.019 Acc=0.92 ---110302.67 ms/batch
Step 00054250 L_out=0.003 Acc=0.91 ---141576.27 ms/batch
Step 00054300 L_out=0.061 Acc=0.75 ---172857.80 ms/batch
Step 00054350 L_out=0.011 Acc=0.89 ---204868.51 ms/batch
Step 00054400 L_out=0.027 Acc=0.80 ---236378.73 ms/batch
Step 00054450 L_out=0.018 Acc=0.89 ---267667.19 ms/batch
Step 00054500 L_out=0.005 Acc=0.77 ---299385.99 ms/batch
Step 00054550 L_out=0.019 Acc=0.81 ---332490.58 ms/batch
Step 00054600 L_out=0.008 Acc=0.81 ---364229.01 ms/batch
Step 00054650 L_out=0.001 Acc=0.87 ---395418.99 ms/batch
Round 4 | epoch=21, train costTime=423.4554395675659, | total_activation_sum=2006494
Round 4 | epoch=22, current m_iou=0.5744873561030934
Round 4 | Best m_IoU is: 0.579, OA is: 0.860 | val costTime=195.34329175949097
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.014 Acc=0.93 --- 3814.48 ms/batch
Step 00054750 L_out=0.024 Acc=0.92 ---35145.08 ms/batch
Step 00054800 L_out=0.019 Acc=0.86 ---66720.63 ms/batch
Step 00054850 L_out=0.013 Acc=0.77 ---99197.37 ms/batch
Step 00054900 L_out=0.028 Acc=0.87 ---130797.14 ms/batch
Step 00054950 L_out=0.148 Acc=0.92 ---161662.51 ms/batch
Step 00055000 L_out=0.003 Acc=0.89 ---192901.51 ms/batch
Step 00055050 L_out=0.003 Acc=0.86 ---224486.84 ms/batch
Step 00055100 L_out=0.001 Acc=0.91 ---256376.22 ms/batch
Step 00055150 L_out=0.005 Acc=0.90 ---287235.10 ms/batch
Step 00055200 L_out=0.046 Acc=0.84 ---318824.79 ms/batch
Step 00055250 L_out=0.020 Acc=0.90 ---350112.71 ms/batch
Step 00055300 L_out=0.081 Acc=0.82 ---381301.66 ms/batch
Step 00055350 L_out=0.013 Acc=0.78 ---413024.49 ms/batch
Round 4 | epoch=22, train costTime=419.76099920272827, | total_activation_sum=1997089
Round 4 | epoch=23, current m_iou=0.5706466125493013
Round 4 | Best m_IoU is: 0.579, OA is: 0.860 | val costTime=206.73209619522095
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.016 Acc=0.77 ---25101.07 ms/batch
Step 00055450 L_out=0.038 Acc=0.87 ---57801.10 ms/batch
Step 00055500 L_out=0.002 Acc=0.90 ---89173.47 ms/batch
Step 00055550 L_out=0.021 Acc=0.86 ---120868.00 ms/batch
Step 00055600 L_out=0.008 Acc=0.84 ---153274.92 ms/batch
Step 00055650 L_out=0.006 Acc=0.85 ---184503.20 ms/batch
Step 00055700 L_out=0.003 Acc=0.95 ---215186.61 ms/batch
Step 00055750 L_out=0.004 Acc=0.86 ---246890.80 ms/batch
Step 00055800 L_out=0.010 Acc=0.84 ---277615.96 ms/batch
Step 00055850 L_out=0.003 Acc=0.89 ---309719.36 ms/batch
Step 00055900 L_out=0.003 Acc=0.88 ---341484.33 ms/batch
Step 00055950 L_out=0.010 Acc=0.86 ---374839.79 ms/batch
Step 00056000 L_out=0.003 Acc=0.78 ---409187.49 ms/batch
Round 4 | epoch=23, train costTime=428.8998086452484, | total_activation_sum=1988374
Round 4 | epoch=24, current m_iou=0.5707663441945718
Round 4 | Best m_IoU is: 0.579, OA is: 0.860 | val costTime=223.1043779850006
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.011 Acc=0.94 ---13074.44 ms/batch
Step 00056100 L_out=0.047 Acc=0.87 ---41084.05 ms/batch
Step 00056150 L_out=0.014 Acc=0.95 ---70427.63 ms/batch
Step 00056200 L_out=0.001 Acc=0.90 ---99888.77 ms/batch
Step 00056250 L_out=0.000 Acc=0.88 ---129197.17 ms/batch
Step 00056300 L_out=0.002 Acc=0.83 ---158209.97 ms/batch
Step 00056350 L_out=0.010 Acc=0.93 ---186162.55 ms/batch
Step 00056400 L_out=0.017 Acc=0.78 ---215679.06 ms/batch
Step 00056450 L_out=0.005 Acc=0.86 ---245286.82 ms/batch
Step 00056500 L_out=0.006 Acc=0.92 ---274427.58 ms/batch
Step 00056550 L_out=0.001 Acc=0.88 ---303356.06 ms/batch
Step 00056600 L_out=0.013 Acc=0.86 ---332161.72 ms/batch
Step 00056650 L_out=0.008 Acc=0.81 ---363592.85 ms/batch
Round 4 | epoch=24, train costTime=393.5050404071808, | total_activation_sum=1994679
Round 4 | epoch=25, current m_iou=0.5654215839822573
Round 4 | Best m_IoU is: 0.579, OA is: 0.860 | val costTime=209.03559112548828
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.007 Acc=0.69 --- 3595.87 ms/batch
Step 00056750 L_out=0.005 Acc=0.88 ---37937.00 ms/batch
Step 00056800 L_out=0.013 Acc=0.84 ---71391.34 ms/batch
Step 00056850 L_out=0.003 Acc=0.90 ---105668.72 ms/batch
Step 00056900 L_out=0.006 Acc=0.89 ---139528.43 ms/batch
Step 00056950 L_out=0.004 Acc=0.92 ---172498.17 ms/batch
Step 00057000 L_out=0.001 Acc=0.78 ---205038.14 ms/batch
Step 00057050 L_out=0.001 Acc=0.89 ---239237.95 ms/batch
Step 00057100 L_out=0.008 Acc=0.86 ---272319.47 ms/batch
Step 00057150 L_out=0.004 Acc=0.86 ---304608.02 ms/batch
Step 00057200 L_out=0.002 Acc=0.90 ---337469.16 ms/batch
Step 00057250 L_out=0.001 Acc=0.84 ---369116.42 ms/batch
Step 00057300 L_out=0.002 Acc=0.87 ---402352.10 ms/batch
Step 00057350 L_out=0.008 Acc=0.90 ---434793.43 ms/batch
Round 4 | epoch=25, train costTime=443.11480140686035, | total_activation_sum=2017263
Round 4 | epoch=26, current m_iou=0.5713803603851237
Round 4 | Best m_IoU is: 0.579, OA is: 0.860 | val costTime=198.78593158721924
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.002 Acc=0.91 ---25118.45 ms/batch
Step 00057450 L_out=0.026 Acc=0.87 ---59685.65 ms/batch
Step 00057500 L_out=0.002 Acc=0.91 ---94176.81 ms/batch
Step 00057550 L_out=0.051 Acc=0.93 ---128008.21 ms/batch
Step 00057600 L_out=0.002 Acc=0.90 ---160270.36 ms/batch
Step 00057650 L_out=0.006 Acc=0.88 ---192919.25 ms/batch
Step 00057700 L_out=0.002 Acc=0.91 ---226813.17 ms/batch
Step 00057750 L_out=0.013 Acc=0.80 ---260449.08 ms/batch
Step 00057800 L_out=0.006 Acc=0.87 ---292575.77 ms/batch
Step 00057850 L_out=0.008 Acc=0.91 ---325843.87 ms/batch
Step 00057900 L_out=0.002 Acc=0.89 ---358971.17 ms/batch
Step 00057950 L_out=0.019 Acc=0.90 ---393027.70 ms/batch
Step 00058000 L_out=0.060 Acc=0.85 ---426137.36 ms/batch
Round 4 | epoch=26, train costTime=444.8883955478668, | total_activation_sum=1972624
Round 4 | epoch=27, current m_iou=0.5665938230085709
Round 4 | Best m_IoU is: 0.579, OA is: 0.860 | val costTime=210.64824295043945
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.089 Acc=0.84 ---13642.42 ms/batch
Step 00058100 L_out=0.005 Acc=0.82 ---48020.68 ms/batch
Step 00058150 L_out=0.006 Acc=0.85 ---81856.48 ms/batch
Step 00058200 L_out=0.001 Acc=0.80 ---114709.76 ms/batch
Step 00058250 L_out=0.002 Acc=0.89 ---147549.78 ms/batch
Step 00058300 L_out=0.004 Acc=0.89 ---180479.85 ms/batch
Step 00058350 L_out=0.048 Acc=0.93 ---213072.05 ms/batch
Step 00058400 L_out=0.007 Acc=0.89 ---245979.45 ms/batch
Step 00058450 L_out=0.007 Acc=0.84 ---278172.41 ms/batch
Step 00058500 L_out=0.007 Acc=0.85 ---310555.90 ms/batch
Step 00058550 L_out=0.035 Acc=0.86 ---343460.55 ms/batch
Step 00058600 L_out=0.010 Acc=0.88 ---376822.24 ms/batch
Step 00058650 L_out=0.011 Acc=0.89 ---410328.74 ms/batch
Round 4 | epoch=27, train costTime=440.3810365200043, | total_activation_sum=1982536
Round 4 | epoch=28, current m_iou=0.5681598303444484
Round 4 | Best m_IoU is: 0.579, OA is: 0.860 | val costTime=210.1792175769806
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.012 Acc=0.83 --- 2720.48 ms/batch
Step 00058750 L_out=0.002 Acc=0.85 ---35659.79 ms/batch
Step 00058800 L_out=0.009 Acc=0.83 ---70295.00 ms/batch
Step 00058850 L_out=0.021 Acc=0.83 ---102939.09 ms/batch
Step 00058900 L_out=0.018 Acc=0.85 ---135212.42 ms/batch
Step 00058950 L_out=0.001 Acc=0.96 ---167575.06 ms/batch
Step 00059000 L_out=0.001 Acc=0.76 ---199525.33 ms/batch
Step 00059050 L_out=0.001 Acc=0.86 ---232746.55 ms/batch
Step 00059100 L_out=0.026 Acc=0.79 ---265875.11 ms/batch
Step 00059150 L_out=0.006 Acc=0.83 ---298283.70 ms/batch
Step 00059200 L_out=0.009 Acc=0.91 ---331362.03 ms/batch
Step 00059250 L_out=0.008 Acc=0.80 ---366576.42 ms/batch
Step 00059300 L_out=0.003 Acc=0.95 ---400690.46 ms/batch
Step 00059350 L_out=0.021 Acc=0.89 ---434122.15 ms/batch
Round 4 | epoch=28, train costTime=443.0639340877533, | total_activation_sum=2034767
Round 4 | epoch=29, current m_iou=0.5693101839532037
Round 4 | Best m_IoU is: 0.579, OA is: 0.860 | val costTime=193.16813707351685
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.005 Acc=0.95 ---21184.80 ms/batch
Step 00059450 L_out=0.003 Acc=0.83 ---50598.95 ms/batch
Step 00059500 L_out=0.006 Acc=0.93 ---79500.07 ms/batch
Step 00059550 L_out=0.011 Acc=0.85 ---108582.45 ms/batch
Step 00059600 L_out=0.012 Acc=0.94 ---137572.17 ms/batch
Step 00059650 L_out=0.006 Acc=0.85 ---166159.66 ms/batch
Step 00059700 L_out=0.017 Acc=0.84 ---195456.44 ms/batch
Step 00059750 L_out=0.006 Acc=0.93 ---223530.17 ms/batch
Step 00059800 L_out=0.003 Acc=0.87 ---252678.02 ms/batch
Step 00059850 L_out=0.002 Acc=0.89 ---283492.90 ms/batch
Step 00059900 L_out=0.124 Acc=0.80 ---315732.52 ms/batch
Step 00059950 L_out=0.005 Acc=0.87 ---348617.56 ms/batch
Step 00060000 L_out=0.002 Acc=0.92 ---381212.92 ms/batch
Round 4 | epoch=29, train costTime=400.8776159286499, | total_activation_sum=1974346
Round 4 | epoch=30, current m_iou=0.5635640487590157
Round 4 | Best m_IoU is: 0.579, OA is: 0.860 | val costTime=203.0169689655304
Round 4 | ****EPOCH 30****
Round 5 | ****EPOCH 0****
Step 00060050 L_out=0.003 Acc=0.88 ---13614.93 ms/batch
Step 00060100 L_out=0.099 Acc=0.33 ---46861.46 ms/batch
Step 00060150 L_out=0.077 Acc=0.20 ---79897.09 ms/batch
Step 00060200 L_out=0.096 Acc=0.39 ---113813.74 ms/batch
Step 00060250 L_out=0.067 Acc=0.51 ---147384.98 ms/batch
Step 00060300 L_out=0.021 Acc=0.48 ---181546.30 ms/batch
Step 00060350 L_out=0.201 Acc=0.17 ---216115.01 ms/batch
Step 00060400 L_out=0.088 Acc=0.43 ---249260.18 ms/batch
Step 00060450 L_out=0.296 Acc=0.50 ---282592.29 ms/batch
Step 00060500 L_out=0.557 Acc=0.67 ---316750.36 ms/batch
Step 00060550 L_out=0.131 Acc=0.68 ---349158.06 ms/batch
Step 00060600 L_out=0.013 Acc=0.70 ---380769.44 ms/batch
Step 00060650 L_out=0.011 Acc=0.74 ---414403.75 ms/batch
Round 5 | epoch=0, train costTime=446.2914824485779, | total_activation_sum=2159290
Round 5 | epoch=1, current m_iou=0.34537840417334187
Round 5 | Best m_IoU is: 0.345, OA is: 0.688 | val costTime=201.20651292800903
Round 5 | ****EPOCH 1****
Step 00060700 L_out=0.007 Acc=0.55 --- 1989.07 ms/batch
Step 00060750 L_out=0.010 Acc=0.83 ---36555.01 ms/batch
Step 00060800 L_out=0.025 Acc=0.63 ---68747.16 ms/batch
Step 00060850 L_out=0.100 Acc=0.72 ---103266.59 ms/batch
Step 00060900 L_out=0.011 Acc=0.63 ---137038.23 ms/batch
Step 00060950 L_out=0.023 Acc=0.79 ---170524.53 ms/batch
Step 00061000 L_out=0.049 Acc=0.83 ---203258.88 ms/batch
Step 00061050 L_out=0.028 Acc=0.69 ---236687.82 ms/batch
Step 00061100 L_out=0.026 Acc=0.81 ---271445.11 ms/batch
Step 00061150 L_out=0.027 Acc=0.72 ---305667.11 ms/batch
Step 00061200 L_out=0.019 Acc=0.84 ---338122.98 ms/batch
Step 00061250 L_out=0.015 Acc=0.84 ---371662.85 ms/batch
Step 00061300 L_out=0.027 Acc=0.81 ---404633.85 ms/batch
Step 00061350 L_out=0.009 Acc=0.80 ---438090.40 ms/batch
Round 5 | epoch=1, train costTime=446.90310430526733, | total_activation_sum=2173514
Round 5 | epoch=2, current m_iou=0.44604751983636504
Round 5 | Best m_IoU is: 0.446, OA is: 0.771 | val costTime=208.31109476089478
Round 5 | ****EPOCH 2****
Step 00061400 L_out=0.020 Acc=0.79 ---24839.90 ms/batch
Step 00061450 L_out=0.025 Acc=0.85 ---58797.46 ms/batch
Step 00061500 L_out=0.010 Acc=0.83 ---92968.41 ms/batch
Step 00061550 L_out=0.039 Acc=0.60 ---127196.07 ms/batch
Step 00061600 L_out=0.028 Acc=0.48 ---160333.28 ms/batch
Step 00061650 L_out=0.054 Acc=0.76 ---193176.10 ms/batch
Step 00061700 L_out=0.036 Acc=0.54 ---226682.42 ms/batch
Step 00061750 L_out=0.026 Acc=0.62 ---260250.30 ms/batch
Step 00061800 L_out=0.009 Acc=0.88 ---293811.68 ms/batch
Step 00061850 L_out=0.005 Acc=0.71 ---327374.95 ms/batch
Step 00061900 L_out=0.028 Acc=0.88 ---360826.54 ms/batch
Step 00061950 L_out=0.102 Acc=0.61 ---393894.68 ms/batch
Step 00062000 L_out=0.288 Acc=0.72 ---427179.48 ms/batch
Round 5 | epoch=2, train costTime=447.1137430667877, | total_activation_sum=2106813
Round 5 | epoch=3, current m_iou=0.4263656162464575
Round 5 | Best m_IoU is: 0.446, OA is: 0.771 | val costTime=202.88391089439392
Round 5 | ****EPOCH 3****
Step 00062050 L_out=0.141 Acc=0.77 ---12803.75 ms/batch
Step 00062100 L_out=0.113 Acc=0.72 ---46810.09 ms/batch
Step 00062150 L_out=0.040 Acc=0.66 ---79915.50 ms/batch
Step 00062200 L_out=0.006 Acc=0.72 ---114327.78 ms/batch
Step 00062250 L_out=0.042 Acc=0.81 ---148247.67 ms/batch
Step 00062300 L_out=0.196 Acc=0.86 ---182303.56 ms/batch
Step 00062350 L_out=0.025 Acc=0.87 ---214996.41 ms/batch
Step 00062400 L_out=0.016 Acc=0.84 ---248433.93 ms/batch
Step 00062450 L_out=0.015 Acc=0.91 ---282111.96 ms/batch
Step 00062500 L_out=0.027 Acc=0.73 ---316320.41 ms/batch
Step 00062550 L_out=0.039 Acc=0.79 ---349711.97 ms/batch
Step 00062600 L_out=0.048 Acc=0.84 ---383340.41 ms/batch
Step 00062650 L_out=0.020 Acc=0.83 ---414924.49 ms/batch
Round 5 | epoch=3, train costTime=442.47443199157715, | total_activation_sum=2121265
Round 5 | epoch=4, current m_iou=0.5199352248158463
Round 5 | Best m_IoU is: 0.520, OA is: 0.832 | val costTime=192.52016472816467
Round 5 | ****EPOCH 4****
Step 00062700 L_out=0.019 Acc=0.84 --- 1008.71 ms/batch
Step 00062750 L_out=0.006 Acc=0.75 ---29577.49 ms/batch
Step 00062800 L_out=0.006 Acc=0.86 ---59425.74 ms/batch
Step 00062850 L_out=0.126 Acc=0.93 ---87924.28 ms/batch
Step 00062900 L_out=0.013 Acc=0.87 ---116009.71 ms/batch
Step 00062950 L_out=0.006 Acc=0.91 ---148266.26 ms/batch
Step 00063000 L_out=0.023 Acc=0.59 ---182951.25 ms/batch
Step 00063050 L_out=0.007 Acc=0.86 ---216931.76 ms/batch
Step 00063100 L_out=0.009 Acc=0.93 ---251203.86 ms/batch
Step 00063150 L_out=0.039 Acc=0.82 ---284188.87 ms/batch
Step 00063200 L_out=0.003 Acc=0.80 ---317230.98 ms/batch
Step 00063250 L_out=0.005 Acc=0.90 ---351159.50 ms/batch
Step 00063300 L_out=0.022 Acc=0.77 ---384869.77 ms/batch
Step 00063350 L_out=0.042 Acc=0.85 ---418131.12 ms/batch
Round 5 | epoch=4, train costTime=428.6055657863617, | total_activation_sum=2111080
Round 5 | epoch=5, current m_iou=0.552364326362381
Round 5 | Best m_IoU is: 0.552, OA is: 0.851 | val costTime=206.76647901535034
Round 5 | ****EPOCH 5****
Step 00063400 L_out=0.018 Acc=0.88 ---23132.72 ms/batch
Step 00063450 L_out=0.010 Acc=0.75 ---55463.94 ms/batch
Step 00063500 L_out=0.001 Acc=0.86 ---88108.03 ms/batch
Step 00063550 L_out=0.005 Acc=0.88 ---122061.19 ms/batch
Step 00063600 L_out=0.014 Acc=0.90 ---156677.01 ms/batch
Step 00063650 L_out=0.181 Acc=0.89 ---190793.45 ms/batch
Step 00063700 L_out=0.163 Acc=0.84 ---224490.90 ms/batch
Step 00063750 L_out=0.016 Acc=0.84 ---258363.52 ms/batch
Step 00063800 L_out=0.034 Acc=0.61 ---291093.40 ms/batch
Step 00063850 L_out=0.002 Acc=0.89 ---324424.16 ms/batch
Step 00063900 L_out=0.007 Acc=0.88 ---358180.62 ms/batch
Step 00063950 L_out=0.015 Acc=0.74 ---393907.09 ms/batch
Step 00064000 L_out=0.034 Acc=0.84 ---427058.74 ms/batch
Round 5 | epoch=5, train costTime=448.4402451515198, | total_activation_sum=2132276
Round 5 | epoch=6, current m_iou=0.5327522302939338
Round 5 | Best m_IoU is: 0.552, OA is: 0.851 | val costTime=212.04137253761292
Round 5 | ****EPOCH 6****
Step 00064050 L_out=0.011 Acc=0.85 ---12494.79 ms/batch
Step 00064100 L_out=0.013 Acc=0.77 ---46375.81 ms/batch
Step 00064150 L_out=0.003 Acc=0.95 ---79921.18 ms/batch
Step 00064200 L_out=0.004 Acc=0.83 ---113370.16 ms/batch
Step 00064250 L_out=0.001 Acc=0.86 ---147396.36 ms/batch
Step 00064300 L_out=0.004 Acc=0.90 ---179472.31 ms/batch
Step 00064350 L_out=0.019 Acc=0.90 ---213624.56 ms/batch
Step 00064400 L_out=0.003 Acc=0.88 ---244832.35 ms/batch
Step 00064450 L_out=0.005 Acc=0.80 ---276327.44 ms/batch
Step 00064500 L_out=0.140 Acc=0.88 ---307783.16 ms/batch
Step 00064550 L_out=0.021 Acc=0.88 ---340504.05 ms/batch
Step 00064600 L_out=0.006 Acc=0.91 ---374003.85 ms/batch
Step 00064650 L_out=0.028 Acc=0.81 ---406639.89 ms/batch
Round 5 | epoch=6, train costTime=438.1785225868225, | total_activation_sum=2046602
Round 5 | epoch=7, current m_iou=0.5316332027529912
Round 5 | Best m_IoU is: 0.552, OA is: 0.851 | val costTime=206.45347619056702
Round 5 | ****EPOCH 7****
Step 00064700 L_out=0.008 Acc=0.78 ---  859.62 ms/batch
Step 00064750 L_out=0.040 Acc=0.73 ---35358.44 ms/batch
Step 00064800 L_out=0.009 Acc=0.90 ---70102.03 ms/batch
Step 00064850 L_out=0.004 Acc=0.89 ---104186.05 ms/batch
Step 00064900 L_out=0.047 Acc=0.84 ---138433.55 ms/batch
Step 00064950 L_out=0.008 Acc=0.87 ---172813.29 ms/batch
Step 00065000 L_out=0.014 Acc=0.80 ---206759.48 ms/batch
Step 00065050 L_out=0.009 Acc=0.84 ---239385.48 ms/batch
Step 00065100 L_out=0.080 Acc=0.87 ---272759.50 ms/batch
Step 00065150 L_out=0.019 Acc=0.90 ---304962.00 ms/batch
Step 00065200 L_out=0.022 Acc=0.87 ---340305.94 ms/batch
Step 00065250 L_out=0.001 Acc=0.89 ---373707.39 ms/batch
Step 00065300 L_out=0.007 Acc=0.93 ---406927.20 ms/batch
Step 00065350 L_out=0.006 Acc=0.54 ---439402.82 ms/batch
Round 5 | epoch=7, train costTime=450.33499002456665, | total_activation_sum=2080717
Round 5 | epoch=8, current m_iou=0.5199331422575451
Round 5 | Best m_IoU is: 0.552, OA is: 0.851 | val costTime=209.17069458961487
Round 5 | ****EPOCH 8****
Step 00065400 L_out=0.006 Acc=0.78 ---22580.77 ms/batch
Step 00065450 L_out=0.016 Acc=0.83 ---56705.92 ms/batch
Step 00065500 L_out=0.015 Acc=0.88 ---90792.61 ms/batch
Step 00065550 L_out=0.006 Acc=0.70 ---123958.23 ms/batch
Step 00065600 L_out=0.042 Acc=0.78 ---158003.71 ms/batch
Step 00065650 L_out=0.013 Acc=0.85 ---190844.23 ms/batch
Step 00065700 L_out=0.043 Acc=0.88 ---225488.01 ms/batch
Step 00065750 L_out=0.012 Acc=0.87 ---259320.75 ms/batch
Step 00065800 L_out=0.003 Acc=0.91 ---294621.31 ms/batch
Step 00065850 L_out=0.019 Acc=0.83 ---324352.32 ms/batch
Step 00065900 L_out=0.027 Acc=0.64 ---354383.20 ms/batch
Step 00065950 L_out=0.004 Acc=0.77 ---384023.62 ms/batch
Step 00066000 L_out=0.007 Acc=0.74 ---413588.35 ms/batch
Round 5 | epoch=8, train costTime=432.90893626213074, | total_activation_sum=2185052
Round 5 | epoch=9, current m_iou=0.5543174753311613
Round 5 | Best m_IoU is: 0.554, OA is: 0.862 | val costTime=201.54033064842224
Round 5 | ****EPOCH 9****
Step 00066050 L_out=0.074 Acc=0.91 --- 9921.39 ms/batch
Step 00066100 L_out=0.006 Acc=0.77 ---43955.23 ms/batch
Step 00066150 L_out=0.010 Acc=0.89 ---77046.93 ms/batch
Step 00066200 L_out=0.010 Acc=0.89 ---111215.73 ms/batch
Step 00066250 L_out=0.010 Acc=0.79 ---146119.33 ms/batch
Step 00066300 L_out=0.032 Acc=0.91 ---179155.47 ms/batch
Step 00066350 L_out=0.011 Acc=0.87 ---211633.68 ms/batch
Step 00066400 L_out=0.005 Acc=0.86 ---245206.67 ms/batch
Step 00066450 L_out=0.037 Acc=0.79 ---277220.25 ms/batch
Step 00066500 L_out=0.024 Acc=0.88 ---310360.89 ms/batch
Step 00066550 L_out=0.009 Acc=0.92 ---343080.91 ms/batch
Step 00066600 L_out=0.098 Acc=0.64 ---374871.05 ms/batch
Step 00066650 L_out=0.025 Acc=0.76 ---407618.75 ms/batch
Step 00066700 L_out=0.078 Acc=0.80 ---439806.01 ms/batch
Round 5 | epoch=9, train costTime=439.8061616420746, | total_activation_sum=2164107
Round 5 | epoch=10, current m_iou=0.5277171861381161
Round 5 | Best m_IoU is: 0.554, OA is: 0.862 | val costTime=213.29761505126953
Round 5 | ****EPOCH 10****
Step 00066750 L_out=0.004 Acc=0.83 ---33136.08 ms/batch
Step 00066800 L_out=0.067 Acc=0.88 ---67462.08 ms/batch
Step 00066850 L_out=0.001 Acc=0.82 ---100645.43 ms/batch
Step 00066900 L_out=0.021 Acc=0.81 ---133432.24 ms/batch
Step 00066950 L_out=0.023 Acc=0.85 ---166268.98 ms/batch
Step 00067000 L_out=0.005 Acc=0.89 ---197758.78 ms/batch
Step 00067050 L_out=0.007 Acc=0.85 ---229828.93 ms/batch
Step 00067100 L_out=0.004 Acc=0.86 ---262248.38 ms/batch
Step 00067150 L_out=0.024 Acc=0.90 ---293326.35 ms/batch
Step 00067200 L_out=0.016 Acc=0.91 ---326293.53 ms/batch
Step 00067250 L_out=0.004 Acc=0.92 ---359592.86 ms/batch
Step 00067300 L_out=0.005 Acc=0.78 ---394135.03 ms/batch
Step 00067350 L_out=0.006 Acc=0.73 ---431102.82 ms/batch
Round 5 | epoch=10, train costTime=443.21715235710144, | total_activation_sum=2188709
Round 5 | epoch=11, current m_iou=0.5268589715664825
Round 5 | Best m_IoU is: 0.554, OA is: 0.862 | val costTime=204.35478281974792
Round 5 | ****EPOCH 11****
Step 00067400 L_out=0.030 Acc=0.79 ---21098.04 ms/batch
Step 00067450 L_out=0.002 Acc=0.76 ---52159.50 ms/batch
Step 00067500 L_out=0.005 Acc=0.96 ---86263.35 ms/batch
Step 00067550 L_out=0.003 Acc=0.91 ---121264.24 ms/batch
Step 00067600 L_out=0.009 Acc=0.80 ---154948.60 ms/batch
Step 00067650 L_out=0.011 Acc=0.81 ---187866.55 ms/batch
Step 00067700 L_out=0.015 Acc=0.90 ---222718.71 ms/batch
Step 00067750 L_out=0.004 Acc=0.92 ---256537.91 ms/batch
Step 00067800 L_out=0.005 Acc=0.86 ---289164.47 ms/batch
Step 00067850 L_out=0.029 Acc=0.72 ---322665.29 ms/batch
Step 00067900 L_out=0.012 Acc=0.85 ---357304.32 ms/batch
Step 00067950 L_out=0.007 Acc=0.86 ---390480.99 ms/batch
Step 00068000 L_out=0.002 Acc=0.86 ---424917.03 ms/batch
Round 5 | epoch=11, train costTime=448.5054671764374, | total_activation_sum=2037099
Round 5 | epoch=12, current m_iou=0.5779121484246476
Round 5 | Best m_IoU is: 0.578, OA is: 0.858 | val costTime=212.6173574924469
Round 5 | ****EPOCH 12****
Step 00068050 L_out=0.008 Acc=0.77 ---10861.82 ms/batch
Step 00068100 L_out=0.011 Acc=0.91 ---44092.63 ms/batch
Step 00068150 L_out=0.002 Acc=0.91 ---77693.87 ms/batch
Step 00068200 L_out=0.054 Acc=0.93 ---112721.78 ms/batch
Step 00068250 L_out=0.005 Acc=0.84 ---147430.25 ms/batch
Step 00068300 L_out=0.005 Acc=0.92 ---181119.43 ms/batch
Step 00068350 L_out=0.049 Acc=0.91 ---215918.48 ms/batch
Step 00068400 L_out=0.006 Acc=0.85 ---249035.54 ms/batch
Step 00068450 L_out=0.003 Acc=0.92 ---284187.57 ms/batch
Step 00068500 L_out=0.015 Acc=0.91 ---316411.69 ms/batch
Step 00068550 L_out=0.003 Acc=0.87 ---350386.34 ms/batch
Step 00068600 L_out=0.008 Acc=0.66 ---383651.87 ms/batch
Step 00068650 L_out=0.004 Acc=0.84 ---416737.23 ms/batch
Step 00068700 L_out=0.028 Acc=0.84 ---450161.80 ms/batch
Round 5 | epoch=12, train costTime=450.7996232509613, | total_activation_sum=2063925
Round 5 | epoch=13, current m_iou=0.5718907403207965
Round 5 | Best m_IoU is: 0.578, OA is: 0.858 | val costTime=201.5521969795227
Round 5 | ****EPOCH 13****
Step 00068750 L_out=0.009 Acc=0.74 ---33257.84 ms/batch
Step 00068800 L_out=0.022 Acc=0.93 ---66729.63 ms/batch
Step 00068850 L_out=0.004 Acc=0.70 ---99899.02 ms/batch
Step 00068900 L_out=0.032 Acc=0.75 ---132092.76 ms/batch
Step 00068950 L_out=0.013 Acc=0.85 ---165149.27 ms/batch
Step 00069000 L_out=0.004 Acc=0.77 ---194101.47 ms/batch
Step 00069050 L_out=0.010 Acc=0.81 ---223011.76 ms/batch
Step 00069100 L_out=0.005 Acc=0.87 ---250716.39 ms/batch
Step 00069150 L_out=0.008 Acc=0.77 ---279066.94 ms/batch
Step 00069200 L_out=0.012 Acc=0.92 ---306280.42 ms/batch
Step 00069250 L_out=0.007 Acc=0.87 ---334464.66 ms/batch
Step 00069300 L_out=0.007 Acc=0.82 ---362836.33 ms/batch
Step 00069350 L_out=0.012 Acc=0.92 ---390852.46 ms/batch
Round 5 | epoch=13, train costTime=401.07346868515015, | total_activation_sum=2143095
Round 5 | epoch=14, current m_iou=0.5501199288101364
Round 5 | Best m_IoU is: 0.578, OA is: 0.858 | val costTime=194.68956518173218
Round 5 | ****EPOCH 14****
Step 00069400 L_out=0.003 Acc=0.81 ---20682.34 ms/batch
Step 00069450 L_out=0.001 Acc=0.93 ---51981.89 ms/batch
Step 00069500 L_out=0.010 Acc=0.88 ---83657.24 ms/batch
Step 00069550 L_out=0.030 Acc=0.83 ---116010.48 ms/batch
Step 00069600 L_out=0.024 Acc=0.71 ---147709.06 ms/batch
Step 00069650 L_out=0.006 Acc=0.91 ---178535.28 ms/batch
Step 00069700 L_out=0.036 Acc=0.92 ---211229.57 ms/batch
Step 00069750 L_out=0.016 Acc=0.84 ---242415.74 ms/batch
Step 00069800 L_out=0.010 Acc=0.83 ---274536.44 ms/batch
Step 00069850 L_out=0.003 Acc=0.85 ---306019.15 ms/batch
Step 00069900 L_out=0.008 Acc=0.84 ---337462.93 ms/batch
Step 00069950 L_out=0.135 Acc=0.86 ---368800.71 ms/batch
Step 00070000 L_out=0.005 Acc=0.91 ---399846.57 ms/batch
Round 5 | epoch=14, train costTime=422.2958114147186, | total_activation_sum=2179278
Round 5 | epoch=15, current m_iou=0.565419713695954
Round 5 | Best m_IoU is: 0.578, OA is: 0.858 | val costTime=209.437397480011
Round 5 | ****EPOCH 15****
Step 00070050 L_out=0.112 Acc=0.91 --- 9780.66 ms/batch
Step 00070100 L_out=0.014 Acc=0.88 ---41732.53 ms/batch
Step 00070150 L_out=0.015 Acc=0.78 ---73335.34 ms/batch
Step 00070200 L_out=0.040 Acc=0.90 ---105045.22 ms/batch
Step 00070250 L_out=0.027 Acc=0.77 ---136557.13 ms/batch
Step 00070300 L_out=0.033 Acc=0.93 ---167502.46 ms/batch
Step 00070350 L_out=0.039 Acc=0.90 ---199229.86 ms/batch
Step 00070400 L_out=0.033 Acc=0.82 ---230695.34 ms/batch
Step 00070450 L_out=0.001 Acc=0.84 ---262916.71 ms/batch
Step 00070500 L_out=0.018 Acc=0.85 ---295202.68 ms/batch
Step 00070550 L_out=0.015 Acc=0.84 ---326876.24 ms/batch
Step 00070600 L_out=0.015 Acc=0.91 ---358174.37 ms/batch
Step 00070650 L_out=0.038 Acc=0.87 ---389997.68 ms/batch
Step 00070700 L_out=0.005 Acc=0.90 ---421636.29 ms/batch
Round 5 | epoch=15, train costTime=422.8035612106323, | total_activation_sum=2117272
Round 5 | epoch=16, current m_iou=0.5776229862444915
Round 5 | Best m_IoU is: 0.578, OA is: 0.858 | val costTime=207.14351105690002
Round 5 | ****EPOCH 16****
Step 00070750 L_out=0.030 Acc=0.67 ---29693.15 ms/batch
Step 00070800 L_out=0.006 Acc=0.90 ---61238.18 ms/batch
Step 00070850 L_out=0.005 Acc=0.90 ---92738.99 ms/batch
Step 00070900 L_out=0.015 Acc=0.73 ---124837.09 ms/batch
Step 00070950 L_out=0.002 Acc=0.95 ---156537.48 ms/batch
Step 00071000 L_out=0.013 Acc=0.87 ---188196.31 ms/batch
Step 00071050 L_out=0.024 Acc=0.92 ---219474.95 ms/batch
Step 00071100 L_out=0.007 Acc=0.81 ---251530.90 ms/batch
Step 00071150 L_out=0.041 Acc=0.93 ---283154.90 ms/batch
Step 00071200 L_out=0.040 Acc=0.71 ---315290.39 ms/batch
Step 00071250 L_out=0.016 Acc=0.91 ---346382.96 ms/batch
Step 00071300 L_out=0.008 Acc=0.89 ---378247.19 ms/batch
Step 00071350 L_out=0.020 Acc=0.86 ---408916.26 ms/batch
Round 5 | epoch=16, train costTime=420.88590121269226, | total_activation_sum=2055488
Round 5 | epoch=17, current m_iou=0.5833081875903784
Round 5 | Best m_IoU is: 0.583, OA is: 0.865 | val costTime=215.56539034843445
Round 5 | ****EPOCH 17****
Step 00071400 L_out=0.001 Acc=0.85 ---19254.18 ms/batch
Step 00071450 L_out=0.004 Acc=0.81 ---50337.98 ms/batch
Step 00071500 L_out=0.004 Acc=0.79 ---81812.64 ms/batch
Step 00071550 L_out=0.012 Acc=0.90 ---113315.96 ms/batch
Step 00071600 L_out=0.028 Acc=0.95 ---144382.21 ms/batch
Step 00071650 L_out=0.013 Acc=0.82 ---176026.07 ms/batch
Step 00071700 L_out=0.003 Acc=0.85 ---206687.26 ms/batch
Step 00071750 L_out=0.007 Acc=0.90 ---238089.20 ms/batch
Step 00071800 L_out=0.013 Acc=0.74 ---269405.60 ms/batch
Step 00071850 L_out=0.009 Acc=0.84 ---301874.26 ms/batch
Step 00071900 L_out=0.010 Acc=0.85 ---333979.10 ms/batch
Step 00071950 L_out=0.010 Acc=0.90 ---365451.22 ms/batch
Step 00072000 L_out=0.007 Acc=0.91 ---396502.18 ms/batch
Round 5 | epoch=17, train costTime=418.97562193870544, | total_activation_sum=2095217
Round 5 | epoch=18, current m_iou=0.5779478528079167
Round 5 | Best m_IoU is: 0.583, OA is: 0.865 | val costTime=196.5799422264099
Round 5 | ****EPOCH 18****
Step 00072050 L_out=0.029 Acc=0.89 --- 8574.55 ms/batch
Step 00072100 L_out=0.019 Acc=0.80 ---40421.24 ms/batch
Step 00072150 L_out=0.111 Acc=0.57 ---73842.50 ms/batch
Step 00072200 L_out=0.019 Acc=0.85 ---105170.88 ms/batch
Step 00072250 L_out=0.030 Acc=0.89 ---137255.02 ms/batch
Step 00072300 L_out=0.008 Acc=0.86 ---168334.93 ms/batch
Step 00072350 L_out=0.080 Acc=0.92 ---196614.84 ms/batch
Step 00072400 L_out=0.005 Acc=0.88 ---223945.10 ms/batch
Step 00072450 L_out=0.014 Acc=0.90 ---251320.72 ms/batch
Step 00072500 L_out=0.007 Acc=0.88 ---277985.94 ms/batch
Step 00072550 L_out=0.007 Acc=0.91 ---304987.05 ms/batch
Step 00072600 L_out=0.011 Acc=0.85 ---332590.86 ms/batch
Step 00072650 L_out=0.015 Acc=0.83 ---360304.88 ms/batch
Step 00072700 L_out=0.010 Acc=0.89 ---387402.70 ms/batch
Round 5 | epoch=18, train costTime=389.15101432800293, | total_activation_sum=2156011
Round 5 | epoch=19, current m_iou=0.5761196905482578
Round 5 | Best m_IoU is: 0.583, OA is: 0.865 | val costTime=183.84614658355713
Round 5 | ****EPOCH 19****
Step 00072750 L_out=0.002 Acc=0.87 ---28638.55 ms/batch
Step 00072800 L_out=0.094 Acc=0.91 ---60783.10 ms/batch
Step 00072850 L_out=0.017 Acc=0.77 ---92496.86 ms/batch
Step 00072900 L_out=0.003 Acc=0.87 ---123918.05 ms/batch
Step 00072950 L_out=0.008 Acc=0.85 ---155523.10 ms/batch
Step 00073000 L_out=0.009 Acc=0.90 ---186622.87 ms/batch
Step 00073050 L_out=0.010 Acc=0.91 ---218806.11 ms/batch
Step 00073100 L_out=0.004 Acc=0.90 ---250532.40 ms/batch
Step 00073150 L_out=0.003 Acc=0.90 ---282766.42 ms/batch
Step 00073200 L_out=0.027 Acc=0.89 ---315701.35 ms/batch
Step 00073250 L_out=0.027 Acc=0.84 ---347645.39 ms/batch
Step 00073300 L_out=0.011 Acc=0.87 ---380390.08 ms/batch
Step 00073350 L_out=0.001 Acc=0.85 ---412473.17 ms/batch
Round 5 | epoch=19, train costTime=425.0792453289032, | total_activation_sum=2122936
Round 5 | epoch=20, current m_iou=0.5919305525748249
Round 5 | Best m_IoU is: 0.592, OA is: 0.869 | val costTime=199.1006293296814
Round 5 | ****EPOCH 20****
Step 00073400 L_out=0.007 Acc=0.94 ---19218.26 ms/batch
Step 00073450 L_out=0.014 Acc=0.86 ---50654.01 ms/batch
Step 00073500 L_out=0.003 Acc=0.89 ---82175.45 ms/batch
Step 00073550 L_out=0.015 Acc=0.89 ---113881.12 ms/batch
Step 00073600 L_out=0.007 Acc=0.73 ---145170.03 ms/batch
Step 00073650 L_out=0.017 Acc=0.91 ---175931.19 ms/batch
Step 00073700 L_out=0.000 Acc=0.92 ---207036.54 ms/batch
Step 00073750 L_out=0.011 Acc=0.83 ---238568.33 ms/batch
Step 00073800 L_out=0.007 Acc=0.91 ---270132.76 ms/batch
Step 00073850 L_out=0.008 Acc=0.89 ---301608.11 ms/batch
Step 00073900 L_out=0.014 Acc=0.92 ---333302.83 ms/batch
Step 00073950 L_out=0.006 Acc=0.86 ---365765.37 ms/batch
Step 00074000 L_out=0.006 Acc=0.91 ---397945.05 ms/batch
Round 5 | epoch=20, train costTime=422.43521523475647, | total_activation_sum=2155968
Round 5 | epoch=21, current m_iou=0.578629835306133
Round 5 | Best m_IoU is: 0.592, OA is: 0.869 | val costTime=201.10051083564758
Round 5 | ****EPOCH 21****
Step 00074050 L_out=0.003 Acc=0.89 --- 8533.64 ms/batch
Step 00074100 L_out=0.040 Acc=0.94 ---39868.16 ms/batch
Step 00074150 L_out=0.003 Acc=0.90 ---72696.67 ms/batch
Step 00074200 L_out=0.004 Acc=0.93 ---106324.99 ms/batch
Step 00074250 L_out=0.000 Acc=0.84 ---139262.74 ms/batch
Step 00074300 L_out=0.036 Acc=0.96 ---172537.60 ms/batch
Step 00074350 L_out=0.067 Acc=0.90 ---206167.02 ms/batch
Step 00074400 L_out=0.015 Acc=0.91 ---240689.22 ms/batch
Step 00074450 L_out=0.008 Acc=0.88 ---274203.62 ms/batch
Step 00074500 L_out=0.005 Acc=0.89 ---306436.80 ms/batch
Step 00074550 L_out=0.016 Acc=0.83 ---338664.19 ms/batch
Step 00074600 L_out=0.021 Acc=0.86 ---371393.85 ms/batch
Step 00074650 L_out=0.011 Acc=0.89 ---403217.93 ms/batch
Step 00074700 L_out=0.007 Acc=0.76 ---435712.54 ms/batch
Round 5 | epoch=21, train costTime=437.99233412742615, | total_activation_sum=2118795
Round 5 | epoch=22, current m_iou=0.5854939910099803
Round 5 | Best m_IoU is: 0.592, OA is: 0.869 | val costTime=199.84196591377258
Round 5 | ****EPOCH 22****
Step 00074750 L_out=0.007 Acc=0.91 ---32551.18 ms/batch
Step 00074800 L_out=0.012 Acc=0.88 ---65398.65 ms/batch
Step 00074850 L_out=0.009 Acc=0.87 ---98581.58 ms/batch
Step 00074900 L_out=0.075 Acc=0.93 ---132233.39 ms/batch
Step 00074950 L_out=0.017 Acc=0.82 ---165857.85 ms/batch
Step 00075000 L_out=0.017 Acc=0.86 ---198100.33 ms/batch
Step 00075050 L_out=0.015 Acc=0.76 ---232083.46 ms/batch
Step 00075100 L_out=0.001 Acc=0.91 ---263756.13 ms/batch
Step 00075150 L_out=0.003 Acc=0.83 ---297101.45 ms/batch
Step 00075200 L_out=0.002 Acc=0.86 ---328775.37 ms/batch
Step 00075250 L_out=0.012 Acc=0.81 ---361164.25 ms/batch
Step 00075300 L_out=0.023 Acc=0.83 ---393400.70 ms/batch
Step 00075350 L_out=0.006 Acc=0.87 ---425575.51 ms/batch
Round 5 | epoch=22, train costTime=440.0410416126251, | total_activation_sum=2143316
Round 5 | epoch=23, current m_iou=0.5789818753472045
Round 5 | Best m_IoU is: 0.592, OA is: 0.869 | val costTime=201.86363863945007
Round 5 | ****EPOCH 23****
Step 00075400 L_out=0.000 Acc=0.83 ---18180.80 ms/batch
Step 00075450 L_out=0.044 Acc=0.95 ---50983.39 ms/batch
Step 00075500 L_out=0.024 Acc=0.69 ---83629.36 ms/batch
Step 00075550 L_out=0.004 Acc=0.90 ---115394.25 ms/batch
Step 00075600 L_out=0.006 Acc=0.89 ---147480.00 ms/batch
Step 00075650 L_out=0.002 Acc=0.88 ---179853.72 ms/batch
Step 00075700 L_out=0.002 Acc=0.86 ---213628.53 ms/batch
Step 00075750 L_out=0.006 Acc=0.90 ---245008.98 ms/batch
Step 00075800 L_out=0.021 Acc=0.90 ---274390.47 ms/batch
Step 00075850 L_out=0.001 Acc=0.91 ---304245.04 ms/batch
Step 00075900 L_out=0.081 Acc=0.79 ---333752.48 ms/batch
Step 00075950 L_out=0.013 Acc=0.94 ---364406.85 ms/batch
Step 00076000 L_out=0.008 Acc=0.78 ---393987.27 ms/batch
Round 5 | epoch=23, train costTime=416.2417812347412, | total_activation_sum=2090528
Round 5 | epoch=24, current m_iou=0.5824268836448394
Round 5 | Best m_IoU is: 0.592, OA is: 0.869 | val costTime=184.01553320884705
Round 5 | ****EPOCH 24****
Step 00076050 L_out=0.010 Acc=0.91 --- 7157.56 ms/batch
Step 00076100 L_out=0.020 Acc=0.87 ---38527.61 ms/batch
Step 00076150 L_out=0.002 Acc=0.85 ---68775.93 ms/batch
Step 00076200 L_out=0.002 Acc=0.80 ---100676.17 ms/batch
Step 00076250 L_out=0.001 Acc=0.90 ---132375.48 ms/batch
Step 00076300 L_out=0.015 Acc=0.90 ---163364.99 ms/batch
Step 00076350 L_out=0.002 Acc=0.97 ---194813.78 ms/batch
Step 00076400 L_out=0.001 Acc=0.92 ---226184.47 ms/batch
Step 00076450 L_out=0.005 Acc=0.87 ---257121.68 ms/batch
Step 00076500 L_out=0.006 Acc=0.74 ---288530.83 ms/batch
Step 00076550 L_out=0.022 Acc=0.78 ---319939.50 ms/batch
Step 00076600 L_out=0.003 Acc=0.91 ---352021.73 ms/batch
Step 00076650 L_out=0.012 Acc=0.89 ---383713.87 ms/batch
Step 00076700 L_out=0.001 Acc=0.83 ---414719.66 ms/batch
Round 5 | epoch=24, train costTime=417.9610433578491, | total_activation_sum=2101722
Round 5 | epoch=25, current m_iou=0.586786749937662
Round 5 | Best m_IoU is: 0.592, OA is: 0.869 | val costTime=212.01523661613464
Round 5 | ****EPOCH 25****
Step 00076750 L_out=0.024 Acc=0.86 ---28108.47 ms/batch
Step 00076800 L_out=0.018 Acc=0.85 ---60170.72 ms/batch
Step 00076850 L_out=0.010 Acc=0.84 ---92277.57 ms/batch
Step 00076900 L_out=0.002 Acc=0.91 ---124615.79 ms/batch
Step 00076950 L_out=0.003 Acc=0.92 ---156370.61 ms/batch
Step 00077000 L_out=0.080 Acc=0.93 ---188424.02 ms/batch
Step 00077050 L_out=0.002 Acc=0.92 ---219030.80 ms/batch
Step 00077100 L_out=0.004 Acc=0.78 ---251234.01 ms/batch
Step 00077150 L_out=0.018 Acc=0.78 ---283136.73 ms/batch
Step 00077200 L_out=0.016 Acc=0.86 ---314432.49 ms/batch
Step 00077250 L_out=0.003 Acc=0.93 ---346273.25 ms/batch
Step 00077300 L_out=0.007 Acc=0.93 ---377661.49 ms/batch
Step 00077350 L_out=0.030 Acc=0.88 ---409303.82 ms/batch
Round 5 | epoch=25, train costTime=423.54157972335815, | total_activation_sum=2137236
Round 5 | epoch=26, current m_iou=0.5723526962195762
Round 5 | Best m_IoU is: 0.592, OA is: 0.869 | val costTime=202.84320783615112
Round 5 | ****EPOCH 26****
Step 00077400 L_out=0.008 Acc=0.89 ---17476.17 ms/batch
Step 00077450 L_out=0.005 Acc=0.90 ---49637.23 ms/batch
Step 00077500 L_out=0.030 Acc=0.60 ---81086.23 ms/batch
Step 00077550 L_out=0.003 Acc=0.86 ---111975.78 ms/batch
Step 00077600 L_out=0.005 Acc=0.81 ---143753.35 ms/batch
Step 00077650 L_out=0.002 Acc=0.77 ---175198.07 ms/batch
Step 00077700 L_out=0.027 Acc=0.86 ---207572.97 ms/batch
Step 00077750 L_out=0.015 Acc=0.92 ---239422.91 ms/batch
Step 00077800 L_out=0.014 Acc=0.87 ---272286.55 ms/batch
Step 00077850 L_out=0.015 Acc=0.85 ---305000.04 ms/batch
Step 00077900 L_out=0.033 Acc=0.83 ---337337.41 ms/batch
Step 00077950 L_out=0.005 Acc=0.85 ---369411.74 ms/batch
Step 00078000 L_out=0.001 Acc=0.85 ---401803.33 ms/batch
Round 5 | epoch=26, train costTime=426.25460028648376, | total_activation_sum=2121426
Round 5 | epoch=27, current m_iou=0.5639678452120446
Round 5 | Best m_IoU is: 0.592, OA is: 0.869 | val costTime=199.43152475357056
Round 5 | ****EPOCH 27****
Step 00078050 L_out=0.004 Acc=0.91 --- 7319.82 ms/batch
Step 00078100 L_out=0.010 Acc=0.74 ---38748.71 ms/batch
Step 00078150 L_out=0.018 Acc=0.85 ---70463.64 ms/batch
Step 00078200 L_out=0.010 Acc=0.89 ---102061.78 ms/batch
Step 00078250 L_out=0.020 Acc=0.91 ---133526.09 ms/batch
Step 00078300 L_out=0.012 Acc=0.94 ---165308.43 ms/batch
Step 00078350 L_out=0.012 Acc=0.88 ---197406.99 ms/batch
Step 00078400 L_out=0.027 Acc=0.90 ---229358.30 ms/batch
Step 00078450 L_out=0.001 Acc=0.96 ---262016.85 ms/batch
Step 00078500 L_out=0.022 Acc=0.92 ---293763.11 ms/batch
Step 00078550 L_out=0.006 Acc=0.90 ---324689.07 ms/batch
Step 00078600 L_out=0.004 Acc=0.91 ---356389.58 ms/batch
Step 00078650 L_out=0.005 Acc=0.87 ---388542.93 ms/batch
Step 00078700 L_out=0.004 Acc=0.85 ---420347.39 ms/batch
Round 5 | epoch=27, train costTime=424.0902290344238, | total_activation_sum=2159657
Round 5 | epoch=28, current m_iou=0.5659106793453781
Round 5 | Best m_IoU is: 0.592, OA is: 0.869 | val costTime=204.87249755859375
Round 5 | ****EPOCH 28****
Step 00078750 L_out=0.067 Acc=0.87 ---27680.66 ms/batch
Step 00078800 L_out=0.035 Acc=0.92 ---59112.05 ms/batch
Step 00078850 L_out=0.008 Acc=0.79 ---91096.64 ms/batch
Step 00078900 L_out=0.007 Acc=0.83 ---123141.84 ms/batch
Step 00078950 L_out=0.008 Acc=0.88 ---154634.06 ms/batch
Step 00079000 L_out=0.002 Acc=0.91 ---186345.83 ms/batch
Step 00079050 L_out=0.005 Acc=0.89 ---218267.64 ms/batch
Step 00079100 L_out=0.003 Acc=0.88 ---247068.08 ms/batch
Step 00079150 L_out=0.002 Acc=0.91 ---274684.14 ms/batch
Step 00079200 L_out=0.005 Acc=0.85 ---303313.78 ms/batch
Step 00079250 L_out=0.006 Acc=0.88 ---332621.85 ms/batch
Step 00079300 L_out=0.031 Acc=0.76 ---361700.76 ms/batch
Step 00079350 L_out=0.002 Acc=0.88 ---391067.65 ms/batch
Round 5 | epoch=28, train costTime=404.5295379161835, | total_activation_sum=2083233
Round 5 | epoch=29, current m_iou=0.5631899336066474
Round 5 | Best m_IoU is: 0.592, OA is: 0.869 | val costTime=169.7930748462677
Round 5 | ****EPOCH 29****
Step 00079400 L_out=0.009 Acc=0.72 ---13662.15 ms/batch
Step 00079450 L_out=0.004 Acc=0.91 ---38369.36 ms/batch
Step 00079500 L_out=0.007 Acc=0.90 ---63302.96 ms/batch
Step 00079550 L_out=0.001 Acc=0.91 ---88248.13 ms/batch
Step 00079600 L_out=0.004 Acc=0.92 ---113134.38 ms/batch
Step 00079650 L_out=0.001 Acc=0.89 ---137978.44 ms/batch
Step 00079700 L_out=0.016 Acc=0.89 ---163376.60 ms/batch
Step 00079750 L_out=0.015 Acc=0.82 ---189251.76 ms/batch
Step 00079800 L_out=0.005 Acc=0.83 ---215719.19 ms/batch
Step 00079850 L_out=0.002 Acc=0.93 ---241787.11 ms/batch
Step 00079900 L_out=0.015 Acc=0.84 ---269019.99 ms/batch
Step 00079950 L_out=0.001 Acc=0.93 ---295422.30 ms/batch
Step 00080000 L_out=0.011 Acc=0.82 ---320672.43 ms/batch
Round 5 | epoch=29, train costTime=341.43548345565796, | total_activation_sum=2138204
Round 5 | epoch=30, current m_iou=0.5661378281109153
Round 5 | Best m_IoU is: 0.592, OA is: 0.869 | val costTime=144.76269268989563
Round 5 | ****EPOCH 30****
Round 6 | ****EPOCH 0****
Step 00080050 L_out=0.000 Acc=0.86 --- 4981.56 ms/batch
Step 00080100 L_out=0.195 Acc=0.67 ---30084.95 ms/batch
Step 00080150 L_out=0.101 Acc=0.81 ---55043.01 ms/batch
Step 00080200 L_out=0.023 Acc=0.82 ---79994.82 ms/batch
Step 00080250 L_out=0.942 Acc=0.72 ---105322.76 ms/batch
Step 00080300 L_out=0.061 Acc=0.31 ---131992.15 ms/batch
Step 00080350 L_out=0.060 Acc=0.67 ---158727.92 ms/batch
Step 00080400 L_out=0.015 Acc=0.38 ---185734.05 ms/batch
Step 00080450 L_out=0.046 Acc=0.66 ---212664.98 ms/batch
Step 00080500 L_out=0.017 Acc=0.75 ---239215.88 ms/batch
Step 00080550 L_out=0.121 Acc=0.83 ---266336.47 ms/batch
Step 00080600 L_out=0.024 Acc=0.67 ---291766.56 ms/batch
Step 00080650 L_out=0.011 Acc=0.82 ---316754.05 ms/batch
Step 00080700 L_out=0.011 Acc=0.75 ---341618.07 ms/batch
Round 6 | epoch=0, train costTime=345.1168620586395, | total_activation_sum=2305522
Round 6 | epoch=1, current m_iou=0.4801082473888334
Round 6 | Best m_IoU is: 0.480, OA is: 0.781 | val costTime=144.97453379631042
Round 6 | ****EPOCH 1****
Step 00080750 L_out=0.053 Acc=0.76 ---21575.66 ms/batch
Step 00080800 L_out=0.005 Acc=0.85 ---46945.35 ms/batch
Step 00080850 L_out=0.021 Acc=0.84 ---71517.35 ms/batch
Step 00080900 L_out=0.006 Acc=0.81 ---96823.79 ms/batch
Step 00080950 L_out=0.006 Acc=0.90 ---122718.08 ms/batch
Step 00081000 L_out=0.012 Acc=0.80 ---149057.94 ms/batch
Step 00081050 L_out=0.028 Acc=0.85 ---174348.33 ms/batch
Step 00081100 L_out=0.028 Acc=0.69 ---199425.12 ms/batch
Step 00081150 L_out=0.025 Acc=0.79 ---224548.43 ms/batch
Step 00081200 L_out=0.009 Acc=0.81 ---249206.50 ms/batch
Step 00081250 L_out=0.009 Acc=0.84 ---274935.20 ms/batch
Step 00081300 L_out=0.149 Acc=0.84 ---300749.51 ms/batch
Step 00081350 L_out=0.064 Acc=0.86 ---326912.66 ms/batch
Round 6 | epoch=1, train costTime=338.9912874698639, | total_activation_sum=2213307
Round 6 | epoch=2, current m_iou=0.4646281256389393
Round 6 | Best m_IoU is: 0.480, OA is: 0.781 | val costTime=145.57326126098633
Round 6 | ****EPOCH 2****
Step 00081400 L_out=0.072 Acc=0.73 ---13330.26 ms/batch
Step 00081450 L_out=0.005 Acc=0.74 ---38456.02 ms/batch
Step 00081500 L_out=0.005 Acc=0.83 ---63595.09 ms/batch
Step 00081550 L_out=0.037 Acc=0.48 ---89507.03 ms/batch
Step 00081600 L_out=0.025 Acc=0.71 ---115178.26 ms/batch
Step 00081650 L_out=0.009 Acc=0.81 ---140947.18 ms/batch
Step 00081700 L_out=0.007 Acc=0.80 ---165880.66 ms/batch
Step 00081750 L_out=0.029 Acc=0.82 ---191530.64 ms/batch
Step 00081800 L_out=0.015 Acc=0.68 ---217125.21 ms/batch
Step 00081850 L_out=0.009 Acc=0.69 ---242960.09 ms/batch
Step 00081900 L_out=0.019 Acc=0.61 ---268326.76 ms/batch
Step 00081950 L_out=0.020 Acc=0.75 ---294219.77 ms/batch
Step 00082000 L_out=0.202 Acc=0.84 ---319847.74 ms/batch
Round 6 | epoch=2, train costTime=340.9753270149231, | total_activation_sum=2208464
Round 6 | epoch=3, current m_iou=0.4858934694135506
Round 6 | Best m_IoU is: 0.486, OA is: 0.821 | val costTime=145.53532648086548
Round 6 | ****EPOCH 3****
Step 00082050 L_out=0.030 Acc=0.76 --- 4505.75 ms/batch
Step 00082100 L_out=0.195 Acc=0.72 ---30220.07 ms/batch
Step 00082150 L_out=0.071 Acc=0.66 ---55970.01 ms/batch
Step 00082200 L_out=0.014 Acc=0.80 ---81481.71 ms/batch
Step 00082250 L_out=0.007 Acc=0.90 ---107680.66 ms/batch
Step 00082300 L_out=0.042 Acc=0.78 ---133189.04 ms/batch
Step 00082350 L_out=0.005 Acc=0.90 ---158417.87 ms/batch
Step 00082400 L_out=0.016 Acc=0.94 ---184109.94 ms/batch
Step 00082450 L_out=0.123 Acc=0.84 ---209613.42 ms/batch
Step 00082500 L_out=0.003 Acc=0.84 ---235283.67 ms/batch
Step 00082550 L_out=0.018 Acc=0.89 ---260466.00 ms/batch
Step 00082600 L_out=0.007 Acc=0.87 ---285746.76 ms/batch
Step 00082650 L_out=0.017 Acc=0.85 ---311391.03 ms/batch
Step 00082700 L_out=0.008 Acc=0.88 ---336827.20 ms/batch
Round 6 | epoch=3, train costTime=340.98088812828064, | total_activation_sum=2198000
Round 6 | epoch=4, current m_iou=0.5228723084025089
Round 6 | Best m_IoU is: 0.523, OA is: 0.835 | val costTime=150.30561923980713
Round 6 | ****EPOCH 4****
Step 00082750 L_out=0.007 Acc=0.87 ---21524.64 ms/batch
Step 00082800 L_out=0.006 Acc=0.83 ---47106.20 ms/batch
Step 00082850 L_out=0.029 Acc=0.82 ---72514.22 ms/batch
Step 00082900 L_out=0.113 Acc=0.80 ---97944.50 ms/batch
Step 00082950 L_out=0.003 Acc=0.88 ---123571.65 ms/batch
Step 00083000 L_out=0.037 Acc=0.76 ---149039.16 ms/batch
Step 00083050 L_out=0.014 Acc=0.93 ---174521.43 ms/batch
Step 00083100 L_out=0.003 Acc=0.84 ---199951.62 ms/batch
Step 00083150 L_out=0.109 Acc=0.76 ---225842.57 ms/batch
Step 00083200 L_out=0.036 Acc=0.90 ---251156.60 ms/batch
Step 00083250 L_out=0.014 Acc=0.79 ---276928.10 ms/batch
Step 00083300 L_out=0.085 Acc=0.83 ---302406.27 ms/batch
Step 00083350 L_out=0.005 Acc=0.85 ---326735.62 ms/batch
Round 6 | epoch=4, train costTime=339.1494789123535, | total_activation_sum=2265739
Round 6 | epoch=5, current m_iou=0.5332973434012823
Round 6 | Best m_IoU is: 0.533, OA is: 0.836 | val costTime=148.54905557632446
Round 6 | ****EPOCH 5****
Step 00083400 L_out=0.008 Acc=0.88 ---12560.90 ms/batch
Step 00083450 L_out=0.007 Acc=0.79 ---37350.55 ms/batch
Step 00083500 L_out=0.031 Acc=0.80 ---63055.39 ms/batch
Step 00083550 L_out=0.013 Acc=0.86 ---88775.94 ms/batch
Step 00083600 L_out=0.014 Acc=0.77 ---114406.85 ms/batch
Step 00083650 L_out=0.053 Acc=0.68 ---139738.73 ms/batch
Step 00083700 L_out=0.007 Acc=0.90 ---165034.98 ms/batch
Step 00083750 L_out=0.015 Acc=0.81 ---189838.04 ms/batch
Step 00083800 L_out=0.047 Acc=0.77 ---215245.78 ms/batch
Step 00083850 L_out=0.001 Acc=0.92 ---241107.84 ms/batch
Step 00083900 L_out=0.006 Acc=0.89 ---266595.06 ms/batch
Step 00083950 L_out=0.001 Acc=0.86 ---292168.80 ms/batch
Step 00084000 L_out=0.004 Acc=0.90 ---318078.68 ms/batch
Round 6 | epoch=5, train costTime=339.13260769844055, | total_activation_sum=2179836
Round 6 | epoch=6, current m_iou=0.5505838553137614
Round 6 | Best m_IoU is: 0.551, OA is: 0.842 | val costTime=141.7130103111267
Round 6 | ****EPOCH 6****
Step 00084050 L_out=0.007 Acc=0.86 --- 3952.47 ms/batch
Step 00084100 L_out=0.005 Acc=0.79 ---29541.13 ms/batch
Step 00084150 L_out=0.022 Acc=0.84 ---55217.05 ms/batch
Step 00084200 L_out=0.023 Acc=0.78 ---80979.05 ms/batch
Step 00084250 L_out=0.132 Acc=0.87 ---106575.31 ms/batch
Step 00084300 L_out=0.007 Acc=0.87 ---132710.76 ms/batch
Step 00084350 L_out=0.016 Acc=0.86 ---158145.22 ms/batch
Step 00084400 L_out=0.006 Acc=0.71 ---184453.19 ms/batch
Step 00084450 L_out=0.007 Acc=0.86 ---209981.65 ms/batch
Step 00084500 L_out=0.025 Acc=0.83 ---234690.22 ms/batch
Step 00084550 L_out=0.027 Acc=0.86 ---260071.19 ms/batch
Step 00084600 L_out=0.005 Acc=0.88 ---284673.42 ms/batch
Step 00084650 L_out=0.008 Acc=0.83 ---309575.59 ms/batch
Step 00084700 L_out=0.024 Acc=0.82 ---334473.62 ms/batch
Round 6 | epoch=6, train costTime=338.8333303928375, | total_activation_sum=2193668
Round 6 | epoch=7, current m_iou=0.5571017246837477
Round 6 | Best m_IoU is: 0.557, OA is: 0.844 | val costTime=142.6422517299652
Round 6 | ****EPOCH 7****
Step 00084750 L_out=0.026 Acc=0.75 ---20825.18 ms/batch
Step 00084800 L_out=0.002 Acc=0.87 ---46507.13 ms/batch
Step 00084850 L_out=0.000 Acc=0.93 ---72112.61 ms/batch
Step 00084900 L_out=0.020 Acc=0.70 ---97767.05 ms/batch
Step 00084950 L_out=0.019 Acc=0.84 ---123359.95 ms/batch
Step 00085000 L_out=0.005 Acc=0.81 ---148240.51 ms/batch
Step 00085050 L_out=0.003 Acc=0.89 ---173485.59 ms/batch
Step 00085100 L_out=0.029 Acc=0.91 ---199076.85 ms/batch
Step 00085150 L_out=0.008 Acc=0.86 ---224156.51 ms/batch
Step 00085200 L_out=0.005 Acc=0.71 ---249668.76 ms/batch
Step 00085250 L_out=0.001 Acc=0.97 ---275419.89 ms/batch
Step 00085300 L_out=0.037 Acc=0.91 ---300637.57 ms/batch
Step 00085350 L_out=0.007 Acc=0.89 ---326298.14 ms/batch
Round 6 | epoch=7, train costTime=339.48451566696167, | total_activation_sum=2284565
Round 6 | epoch=8, current m_iou=0.5583000591293641
Round 6 | Best m_IoU is: 0.558, OA is: 0.842 | val costTime=145.04790902137756
Round 6 | ****EPOCH 8****
Step 00085400 L_out=0.016 Acc=0.84 ---12209.56 ms/batch
Step 00085450 L_out=0.018 Acc=0.88 ---37683.58 ms/batch
Step 00085500 L_out=0.023 Acc=0.89 ---63016.25 ms/batch
Step 00085550 L_out=0.002 Acc=0.91 ---88766.02 ms/batch
Step 00085600 L_out=0.004 Acc=0.91 ---114574.54 ms/batch
Step 00085650 L_out=0.010 Acc=0.93 ---140487.22 ms/batch
Step 00085700 L_out=0.062 Acc=0.72 ---165889.24 ms/batch
Step 00085750 L_out=0.011 Acc=0.85 ---190968.82 ms/batch
Step 00085800 L_out=0.016 Acc=0.89 ---216285.42 ms/batch
Step 00085850 L_out=0.005 Acc=0.92 ---242032.21 ms/batch
Step 00085900 L_out=0.005 Acc=0.76 ---266890.77 ms/batch
Step 00085950 L_out=0.004 Acc=0.84 ---292562.26 ms/batch
Step 00086000 L_out=0.004 Acc=0.80 ---318102.10 ms/batch
Round 6 | epoch=8, train costTime=339.65474128723145, | total_activation_sum=2182999
Round 6 | epoch=9, current m_iou=0.5744251899971857
Round 6 | Best m_IoU is: 0.574, OA is: 0.856 | val costTime=145.56867218017578
Round 6 | ****EPOCH 9****
Step 00086050 L_out=0.012 Acc=0.90 --- 3652.85 ms/batch
Step 00086100 L_out=0.011 Acc=0.85 ---29351.16 ms/batch
Step 00086150 L_out=0.005 Acc=0.95 ---54671.79 ms/batch
Step 00086200 L_out=0.009 Acc=0.87 ---79936.09 ms/batch
Step 00086250 L_out=0.000 Acc=0.90 ---105370.25 ms/batch
Step 00086300 L_out=0.004 Acc=0.81 ---131085.79 ms/batch
Step 00086350 L_out=0.001 Acc=0.92 ---156869.84 ms/batch
Step 00086400 L_out=0.006 Acc=0.87 ---182278.67 ms/batch
Step 00086450 L_out=0.035 Acc=0.84 ---207907.58 ms/batch
Step 00086500 L_out=0.027 Acc=0.81 ---233438.04 ms/batch
Step 00086550 L_out=0.090 Acc=0.86 ---259086.96 ms/batch
Step 00086600 L_out=0.009 Acc=0.93 ---284657.54 ms/batch
Step 00086650 L_out=0.005 Acc=0.83 ---310505.44 ms/batch
Step 00086700 L_out=0.036 Acc=0.84 ---336060.42 ms/batch
Round 6 | epoch=9, train costTime=341.13891410827637, | total_activation_sum=2239366
Round 6 | epoch=10, current m_iou=0.5943874472362243
Round 6 | Best m_IoU is: 0.594, OA is: 0.869 | val costTime=144.10213017463684
Round 6 | ****EPOCH 10****
Step 00086750 L_out=0.000 Acc=0.92 ---20241.03 ms/batch
Step 00086800 L_out=0.077 Acc=0.91 ---45733.12 ms/batch
Step 00086850 L_out=0.005 Acc=0.87 ---71326.14 ms/batch
Step 00086900 L_out=0.004 Acc=0.78 ---96928.12 ms/batch
Step 00086950 L_out=0.005 Acc=0.87 ---123132.71 ms/batch
Step 00087000 L_out=0.007 Acc=0.78 ---148594.17 ms/batch
Step 00087050 L_out=0.003 Acc=0.78 ---173830.91 ms/batch
Step 00087100 L_out=0.006 Acc=0.83 ---199111.99 ms/batch
Step 00087150 L_out=0.022 Acc=0.97 ---225023.85 ms/batch
Step 00087200 L_out=0.014 Acc=0.85 ---250411.50 ms/batch
Step 00087250 L_out=0.002 Acc=0.91 ---276267.81 ms/batch
Step 00087300 L_out=0.006 Acc=0.81 ---302257.21 ms/batch
Step 00087350 L_out=0.001 Acc=0.93 ---327937.19 ms/batch
Round 6 | epoch=10, train costTime=341.8806982040405, | total_activation_sum=2201435
Round 6 | epoch=11, current m_iou=0.573843413872956
Round 6 | Best m_IoU is: 0.594, OA is: 0.869 | val costTime=149.47252249717712
Round 6 | ****EPOCH 11****
Step 00087400 L_out=0.001 Acc=0.93 ---11443.14 ms/batch
Step 00087450 L_out=0.005 Acc=0.81 ---36820.36 ms/batch
Step 00087500 L_out=0.009 Acc=0.77 ---62527.60 ms/batch
Step 00087550 L_out=0.002 Acc=0.84 ---87755.12 ms/batch
Step 00087600 L_out=0.020 Acc=0.92 ---113291.93 ms/batch
Step 00087650 L_out=0.012 Acc=0.77 ---138841.02 ms/batch
Step 00087700 L_out=0.019 Acc=0.79 ---164481.81 ms/batch
Step 00087750 L_out=0.019 Acc=0.85 ---190190.53 ms/batch
Step 00087800 L_out=0.007 Acc=0.86 ---216195.85 ms/batch
Step 00087850 L_out=0.025 Acc=0.92 ---242026.17 ms/batch
Step 00087900 L_out=0.004 Acc=0.89 ---267565.31 ms/batch
Step 00087950 L_out=0.018 Acc=0.74 ---293506.00 ms/batch
Step 00088000 L_out=0.070 Acc=0.91 ---319062.74 ms/batch
Round 6 | epoch=11, train costTime=341.36097145080566, | total_activation_sum=2252365
Round 6 | epoch=12, current m_iou=0.5847826196694189
Round 6 | Best m_IoU is: 0.594, OA is: 0.869 | val costTime=152.00964307785034
Round 6 | ****EPOCH 12****
Step 00088050 L_out=0.010 Acc=0.84 --- 3049.16 ms/batch
Step 00088100 L_out=0.057 Acc=0.75 ---28759.07 ms/batch
Step 00088150 L_out=0.031 Acc=0.87 ---54292.29 ms/batch
Step 00088200 L_out=0.012 Acc=0.90 ---80211.41 ms/batch
Step 00088250 L_out=0.011 Acc=0.88 ---105856.50 ms/batch
Step 00088300 L_out=0.008 Acc=0.83 ---131170.89 ms/batch
Step 00088350 L_out=0.015 Acc=0.81 ---156495.47 ms/batch
Step 00088400 L_out=0.005 Acc=0.80 ---182001.75 ms/batch
Step 00088450 L_out=0.007 Acc=0.85 ---207567.28 ms/batch
Step 00088500 L_out=0.013 Acc=0.67 ---233586.78 ms/batch
Step 00088550 L_out=0.002 Acc=0.92 ---259044.15 ms/batch
Step 00088600 L_out=0.014 Acc=0.91 ---284729.80 ms/batch
Step 00088650 L_out=0.009 Acc=0.85 ---310183.22 ms/batch
Step 00088700 L_out=0.011 Acc=0.89 ---335916.40 ms/batch
Round 6 | epoch=12, train costTime=341.5269351005554, | total_activation_sum=2236777
Round 6 | epoch=13, current m_iou=0.5936480872676193
Round 6 | Best m_IoU is: 0.594, OA is: 0.869 | val costTime=153.53291153907776
Round 6 | ****EPOCH 13****
Step 00088750 L_out=0.023 Acc=0.90 ---20319.59 ms/batch
Step 00088800 L_out=0.012 Acc=0.83 ---45630.24 ms/batch
Step 00088850 L_out=0.049 Acc=0.88 ---70818.05 ms/batch
Step 00088900 L_out=0.010 Acc=0.90 ---97123.92 ms/batch
Step 00088950 L_out=0.001 Acc=0.85 ---123180.74 ms/batch
Step 00089000 L_out=0.002 Acc=0.88 ---148417.36 ms/batch
Step 00089050 L_out=0.055 Acc=0.88 ---174251.48 ms/batch
Step 00089100 L_out=0.002 Acc=0.91 ---199764.86 ms/batch
Step 00089150 L_out=0.011 Acc=0.71 ---224268.12 ms/batch
Step 00089200 L_out=0.001 Acc=0.89 ---248613.88 ms/batch
Step 00089250 L_out=0.006 Acc=0.95 ---273633.15 ms/batch
Step 00089300 L_out=0.006 Acc=0.85 ---298795.78 ms/batch
Step 00089350 L_out=0.016 Acc=0.81 ---323679.59 ms/batch
Round 6 | epoch=13, train costTime=337.5914840698242, | total_activation_sum=2234591
Round 6 | epoch=14, current m_iou=0.5908698547988063
Round 6 | Best m_IoU is: 0.594, OA is: 0.869 | val costTime=149.4156563282013
Round 6 | ****EPOCH 14****
Step 00089400 L_out=0.009 Acc=0.81 ---10858.92 ms/batch
Step 00089450 L_out=0.009 Acc=0.89 ---36287.57 ms/batch
Step 00089500 L_out=0.024 Acc=0.70 ---61612.99 ms/batch
Step 00089550 L_out=0.004 Acc=0.93 ---86343.99 ms/batch
Step 00089600 L_out=0.004 Acc=0.91 ---111612.23 ms/batch
Step 00089650 L_out=0.002 Acc=0.87 ---137348.08 ms/batch
Step 00089700 L_out=0.004 Acc=0.93 ---162969.96 ms/batch
Step 00089750 L_out=0.014 Acc=0.84 ---188253.43 ms/batch
Step 00089800 L_out=0.072 Acc=0.82 ---213828.69 ms/batch
Step 00089850 L_out=0.002 Acc=0.87 ---238958.43 ms/batch
Step 00089900 L_out=0.002 Acc=0.85 ---263797.15 ms/batch
Step 00089950 L_out=0.004 Acc=0.91 ---288809.69 ms/batch
Step 00090000 L_out=0.045 Acc=0.84 ---313666.66 ms/batch
Round 6 | epoch=14, train costTime=335.54262924194336, | total_activation_sum=2183915
Round 6 | epoch=15, current m_iou=0.5753878630779176
Round 6 | Best m_IoU is: 0.594, OA is: 0.869 | val costTime=140.99255561828613
Round 6 | ****EPOCH 15****
Step 00090050 L_out=0.008 Acc=0.88 --- 2502.71 ms/batch
Step 00090100 L_out=0.002 Acc=0.92 ---28411.89 ms/batch
Step 00090150 L_out=0.006 Acc=0.86 ---53543.47 ms/batch
Step 00090200 L_out=0.005 Acc=0.86 ---79031.71 ms/batch
Step 00090250 L_out=0.017 Acc=0.93 ---104158.93 ms/batch
Step 00090300 L_out=0.016 Acc=0.80 ---129393.11 ms/batch
Step 00090350 L_out=0.006 Acc=0.91 ---154329.47 ms/batch
Step 00090400 L_out=0.121 Acc=0.86 ---179071.58 ms/batch
Step 00090450 L_out=0.003 Acc=0.86 ---203735.22 ms/batch
Step 00090500 L_out=0.032 Acc=0.79 ---228331.01 ms/batch
Step 00090550 L_out=0.020 Acc=0.73 ---253513.56 ms/batch
Step 00090600 L_out=0.006 Acc=0.86 ---278539.47 ms/batch
Step 00090650 L_out=0.001 Acc=0.94 ---303994.73 ms/batch
Step 00090700 L_out=0.004 Acc=0.83 ---328919.30 ms/batch
Round 6 | epoch=15, train costTime=335.09223103523254, | total_activation_sum=2243852
Round 6 | epoch=16, current m_iou=0.5642397344042631
Round 6 | Best m_IoU is: 0.594, OA is: 0.869 | val costTime=140.73048162460327
Round 6 | ****EPOCH 16****
Step 00090750 L_out=0.004 Acc=0.91 ---19317.10 ms/batch
Step 00090800 L_out=0.174 Acc=0.90 ---43917.46 ms/batch
Step 00090850 L_out=0.016 Acc=0.89 ---68925.75 ms/batch
Step 00090900 L_out=0.012 Acc=0.90 ---94229.09 ms/batch
Step 00090950 L_out=0.008 Acc=0.88 ---119864.03 ms/batch
Step 00091000 L_out=0.025 Acc=0.85 ---145273.58 ms/batch
Step 00091050 L_out=0.003 Acc=0.83 ---170686.27 ms/batch
Step 00091100 L_out=0.041 Acc=0.95 ---195889.04 ms/batch
Step 00091150 L_out=0.026 Acc=0.81 ---221434.64 ms/batch
Step 00091200 L_out=0.011 Acc=0.80 ---246726.75 ms/batch
Step 00091250 L_out=0.082 Acc=0.81 ---272548.34 ms/batch
Step 00091300 L_out=0.008 Acc=0.85 ---298004.41 ms/batch
Step 00091350 L_out=0.006 Acc=0.93 ---323478.74 ms/batch
Round 6 | epoch=16, train costTime=338.2101764678955, | total_activation_sum=2289829
Round 6 | epoch=17, current m_iou=0.5806894588128784
Round 6 | Best m_IoU is: 0.594, OA is: 0.869 | val costTime=145.91644525527954
Round 6 | ****EPOCH 17****
Step 00091400 L_out=0.005 Acc=0.92 ---10628.85 ms/batch
Step 00091450 L_out=0.004 Acc=0.86 ---35882.93 ms/batch
Step 00091500 L_out=0.003 Acc=0.78 ---61312.54 ms/batch
Step 00091550 L_out=0.039 Acc=0.91 ---86678.13 ms/batch
Step 00091600 L_out=0.003 Acc=0.91 ---111952.45 ms/batch
Step 00091650 L_out=0.067 Acc=0.95 ---137465.53 ms/batch
Step 00091700 L_out=0.013 Acc=0.90 ---162634.87 ms/batch
Step 00091750 L_out=0.010 Acc=0.87 ---188170.96 ms/batch
Step 00091800 L_out=0.015 Acc=0.88 ---213474.65 ms/batch
Step 00091850 L_out=0.003 Acc=0.86 ---239117.87 ms/batch
Step 00091900 L_out=0.027 Acc=0.56 ---264645.52 ms/batch
Step 00091950 L_out=0.003 Acc=0.95 ---290559.65 ms/batch
Step 00092000 L_out=0.003 Acc=0.89 ---316056.53 ms/batch
Round 6 | epoch=17, train costTime=339.73005199432373, | total_activation_sum=2146453
Round 6 | epoch=18, current m_iou=0.5914736905137923
Round 6 | Best m_IoU is: 0.594, OA is: 0.869 | val costTime=146.06804060935974
Round 6 | ****EPOCH 18****
Step 00092050 L_out=0.003 Acc=0.87 --- 2136.99 ms/batch
Step 00092100 L_out=0.034 Acc=0.95 ---27444.72 ms/batch
Step 00092150 L_out=0.005 Acc=0.92 ---53096.13 ms/batch
Step 00092200 L_out=0.009 Acc=0.83 ---78670.35 ms/batch
Step 00092250 L_out=0.010 Acc=0.83 ---104108.83 ms/batch
Step 00092300 L_out=0.001 Acc=0.87 ---130029.35 ms/batch
Step 00092350 L_out=0.012 Acc=0.83 ---156663.57 ms/batch
Step 00092400 L_out=0.076 Acc=0.91 ---181549.54 ms/batch
Step 00092450 L_out=0.004 Acc=0.86 ---206914.33 ms/batch
Step 00092500 L_out=0.004 Acc=0.76 ---233166.88 ms/batch
Step 00092550 L_out=0.016 Acc=0.74 ---258713.09 ms/batch
Step 00092600 L_out=0.000 Acc=0.88 ---284245.13 ms/batch
Step 00092650 L_out=0.013 Acc=0.93 ---309791.12 ms/batch
Step 00092700 L_out=0.008 Acc=0.93 ---335239.94 ms/batch
Round 6 | epoch=18, train costTime=341.8368191719055, | total_activation_sum=2255368
Round 6 | epoch=19, current m_iou=0.598630563225119
Round 6 | Best m_IoU is: 0.599, OA is: 0.875 | val costTime=144.7742247581482
Round 6 | ****EPOCH 19****
Step 00092750 L_out=0.004 Acc=0.87 ---19115.09 ms/batch
Step 00092800 L_out=0.004 Acc=0.85 ---45093.99 ms/batch
Step 00092850 L_out=0.007 Acc=0.83 ---70185.41 ms/batch
Step 00092900 L_out=0.005 Acc=0.90 ---96194.98 ms/batch
Step 00092950 L_out=0.000 Acc=0.92 ---121465.93 ms/batch
Step 00093000 L_out=0.093 Acc=0.89 ---147740.36 ms/batch
Step 00093050 L_out=0.011 Acc=0.92 ---172323.51 ms/batch
Step 00093100 L_out=0.004 Acc=0.87 ---196814.91 ms/batch
Step 00093150 L_out=0.001 Acc=0.93 ---221232.53 ms/batch
Step 00093200 L_out=0.016 Acc=0.80 ---246229.30 ms/batch
Step 00093250 L_out=0.018 Acc=0.90 ---270684.41 ms/batch
Step 00093300 L_out=0.010 Acc=0.83 ---295360.33 ms/batch
Step 00093350 L_out=0.007 Acc=0.89 ---320236.09 ms/batch
Round 6 | epoch=19, train costTime=335.16465425491333, | total_activation_sum=2296721
Round 6 | epoch=20, current m_iou=0.5897766091444525
Round 6 | Best m_IoU is: 0.599, OA is: 0.875 | val costTime=144.66104006767273
Round 6 | ****EPOCH 20****
Step 00093400 L_out=0.002 Acc=0.91 ---10253.15 ms/batch
Step 00093450 L_out=0.010 Acc=0.91 ---35501.98 ms/batch
Step 00093500 L_out=0.007 Acc=0.93 ---60586.29 ms/batch
Step 00093550 L_out=0.014 Acc=0.93 ---85966.07 ms/batch
Step 00093600 L_out=0.011 Acc=0.83 ---111602.59 ms/batch
Step 00093650 L_out=0.014 Acc=0.88 ---136839.38 ms/batch
Step 00093700 L_out=0.025 Acc=0.80 ---162010.78 ms/batch
Step 00093750 L_out=0.035 Acc=0.84 ---187344.96 ms/batch
Step 00093800 L_out=0.022 Acc=0.95 ---212502.06 ms/batch
Step 00093850 L_out=0.002 Acc=0.87 ---236928.31 ms/batch
Step 00093900 L_out=0.008 Acc=0.90 ---261808.88 ms/batch
Step 00093950 L_out=0.012 Acc=0.86 ---286887.42 ms/batch
Step 00094000 L_out=0.010 Acc=0.79 ---311652.72 ms/batch
Round 6 | epoch=20, train costTime=335.23655438423157, | total_activation_sum=2169240
Round 6 | epoch=21, current m_iou=0.5908171259754702
Round 6 | Best m_IoU is: 0.599, OA is: 0.875 | val costTime=149.35944724082947
Round 6 | ****EPOCH 21****
Step 00094050 L_out=0.002 Acc=0.94 --- 1589.52 ms/batch
Step 00094100 L_out=0.007 Acc=0.93 ---26829.04 ms/batch
Step 00094150 L_out=0.001 Acc=0.89 ---52252.63 ms/batch
Step 00094200 L_out=0.003 Acc=0.90 ---77506.60 ms/batch
Step 00094250 L_out=0.002 Acc=0.93 ---102386.00 ms/batch
Step 00094300 L_out=0.003 Acc=0.89 ---127106.34 ms/batch
Step 00094350 L_out=0.003 Acc=0.86 ---151734.18 ms/batch
Step 00094400 L_out=0.008 Acc=0.96 ---176630.37 ms/batch
Step 00094450 L_out=0.014 Acc=0.88 ---201574.68 ms/batch
Step 00094500 L_out=0.007 Acc=0.83 ---226808.11 ms/batch
Step 00094550 L_out=0.001 Acc=0.90 ---251983.56 ms/batch
Step 00094600 L_out=0.014 Acc=0.79 ---277113.58 ms/batch
Step 00094650 L_out=0.009 Acc=0.79 ---302031.87 ms/batch
Step 00094700 L_out=0.004 Acc=0.91 ---326696.22 ms/batch
Round 6 | epoch=21, train costTime=333.54013776779175, | total_activation_sum=2197809
Round 6 | epoch=22, current m_iou=0.5983715630512552
Round 6 | Best m_IoU is: 0.599, OA is: 0.875 | val costTime=146.95451664924622
Round 6 | ****EPOCH 22****
Step 00094750 L_out=0.004 Acc=0.94 ---17849.37 ms/batch
Step 00094800 L_out=0.000 Acc=0.93 ---43073.50 ms/batch
Step 00094850 L_out=0.017 Acc=0.88 ---68330.90 ms/batch
Step 00094900 L_out=0.002 Acc=0.98 ---94073.48 ms/batch
Step 00094950 L_out=0.003 Acc=0.87 ---119840.32 ms/batch
Step 00095000 L_out=0.005 Acc=0.89 ---145445.62 ms/batch
Step 00095050 L_out=0.005 Acc=0.79 ---171068.72 ms/batch
Step 00095100 L_out=0.027 Acc=0.58 ---196646.23 ms/batch
Step 00095150 L_out=0.001 Acc=0.87 ---222588.51 ms/batch
Step 00095200 L_out=0.003 Acc=0.78 ---248242.01 ms/batch
Step 00095250 L_out=0.008 Acc=0.81 ---274145.64 ms/batch
Step 00095300 L_out=0.000 Acc=0.97 ---299387.22 ms/batch
Step 00095350 L_out=0.001 Acc=0.92 ---324746.56 ms/batch
Round 6 | epoch=22, train costTime=340.21229457855225, | total_activation_sum=2262969
Round 6 | epoch=23, current m_iou=0.5980326484078659
Round 6 | Best m_IoU is: 0.599, OA is: 0.875 | val costTime=143.99889707565308
Round 6 | ****EPOCH 23****
Step 00095400 L_out=0.010 Acc=0.91 --- 9638.27 ms/batch
Step 00095450 L_out=0.011 Acc=0.89 ---35269.14 ms/batch
Step 00095500 L_out=0.019 Acc=0.91 ---60605.13 ms/batch
Step 00095550 L_out=0.001 Acc=0.92 ---86274.79 ms/batch
Step 00095600 L_out=0.006 Acc=0.94 ---111552.26 ms/batch
Step 00095650 L_out=0.001 Acc=0.92 ---137062.15 ms/batch
Step 00095700 L_out=0.004 Acc=0.94 ---162029.15 ms/batch
Step 00095750 L_out=0.010 Acc=0.89 ---187762.33 ms/batch
Step 00095800 L_out=0.002 Acc=0.89 ---213467.55 ms/batch
Step 00095850 L_out=0.009 Acc=0.79 ---238895.01 ms/batch
Step 00095900 L_out=0.002 Acc=0.89 ---264439.23 ms/batch
Step 00095950 L_out=0.015 Acc=0.92 ---290004.78 ms/batch
Step 00096000 L_out=0.144 Acc=0.90 ---315735.55 ms/batch
Round 6 | epoch=23, train costTime=340.23044180870056, | total_activation_sum=2181405
Round 6 | epoch=24, current m_iou=0.5968901734427743
Round 6 | Best m_IoU is: 0.599, OA is: 0.875 | val costTime=144.68240571022034
Round 6 | ****EPOCH 24****
Step 00096050 L_out=0.014 Acc=0.90 --- 1022.52 ms/batch
Step 00096100 L_out=0.004 Acc=0.91 ---26682.30 ms/batch
Step 00096150 L_out=0.056 Acc=0.79 ---51925.94 ms/batch
Step 00096200 L_out=0.004 Acc=0.91 ---77831.01 ms/batch
Step 00096250 L_out=0.002 Acc=0.96 ---103491.53 ms/batch
Step 00096300 L_out=0.012 Acc=0.93 ---129150.42 ms/batch
Step 00096350 L_out=0.006 Acc=0.91 ---154706.66 ms/batch
Step 00096400 L_out=0.001 Acc=0.86 ---180362.29 ms/batch
Step 00096450 L_out=0.003 Acc=0.87 ---206114.17 ms/batch
Step 00096500 L_out=0.044 Acc=0.91 ---231745.94 ms/batch
Step 00096550 L_out=0.003 Acc=0.92 ---257186.58 ms/batch
Step 00096600 L_out=0.004 Acc=0.89 ---282385.13 ms/batch
Step 00096650 L_out=0.007 Acc=0.91 ---308131.97 ms/batch
Step 00096700 L_out=0.018 Acc=0.85 ---332990.37 ms/batch
Round 6 | epoch=24, train costTime=340.38194274902344, | total_activation_sum=2274831
Round 6 | epoch=25, current m_iou=0.5959763550927932
Round 6 | Best m_IoU is: 0.599, OA is: 0.875 | val costTime=142.3192687034607
Round 6 | ****EPOCH 25****
Step 00096750 L_out=0.003 Acc=0.93 ---17711.52 ms/batch
Step 00096800 L_out=0.002 Acc=0.95 ---42868.41 ms/batch
Step 00096850 L_out=0.004 Acc=0.97 ---68968.29 ms/batch
Step 00096900 L_out=0.013 Acc=0.88 ---94066.29 ms/batch
Step 00096950 L_out=0.003 Acc=0.80 ---119148.14 ms/batch
Step 00097000 L_out=0.009 Acc=0.90 ---144708.62 ms/batch
Step 00097050 L_out=0.016 Acc=0.80 ---170068.55 ms/batch
Step 00097100 L_out=0.055 Acc=0.94 ---195766.78 ms/batch
Step 00097150 L_out=0.024 Acc=0.91 ---221360.82 ms/batch
Step 00097200 L_out=0.006 Acc=0.89 ---246042.05 ms/batch
Step 00097250 L_out=0.002 Acc=0.94 ---272008.43 ms/batch
Step 00097300 L_out=0.001 Acc=0.75 ---297814.32 ms/batch
Step 00097350 L_out=0.004 Acc=0.95 ---323472.13 ms/batch
Round 6 | epoch=25, train costTime=339.2568829059601, | total_activation_sum=2216981
Round 6 | epoch=26, current m_iou=0.6022959445275933
Round 6 | Best m_IoU is: 0.602, OA is: 0.878 | val costTime=146.79722929000854
Round 6 | ****EPOCH 26****
Step 00097400 L_out=0.003 Acc=0.96 --- 9023.80 ms/batch
Step 00097450 L_out=0.002 Acc=0.86 ---34665.73 ms/batch
Step 00097500 L_out=0.013 Acc=0.84 ---60223.06 ms/batch
Step 00097550 L_out=0.005 Acc=0.95 ---85537.79 ms/batch
Step 00097600 L_out=0.009 Acc=0.92 ---111086.03 ms/batch
Step 00097650 L_out=0.024 Acc=0.89 ---136419.18 ms/batch
Step 00097700 L_out=0.004 Acc=0.88 ---162369.82 ms/batch
Step 00097750 L_out=0.007 Acc=0.91 ---187398.03 ms/batch
Step 00097800 L_out=0.024 Acc=0.88 ---212842.83 ms/batch
Step 00097850 L_out=0.003 Acc=0.87 ---238265.52 ms/batch
Step 00097900 L_out=0.002 Acc=0.89 ---264188.39 ms/batch
Step 00097950 L_out=0.075 Acc=0.88 ---289836.20 ms/batch
Step 00098000 L_out=0.022 Acc=0.97 ---315308.20 ms/batch
Round 6 | epoch=26, train costTime=340.5659942626953, | total_activation_sum=2184354
Round 6 | epoch=27, current m_iou=0.5920749321751273
Round 6 | Best m_IoU is: 0.602, OA is: 0.878 | val costTime=146.99049377441406
Round 6 | ****EPOCH 27****
Step 00098050 L_out=0.004 Acc=0.80 ---  539.91 ms/batch
Step 00098100 L_out=0.003 Acc=0.94 ---26305.80 ms/batch
Step 00098150 L_out=0.050 Acc=0.85 ---51882.56 ms/batch
Step 00098200 L_out=0.008 Acc=0.82 ---77273.02 ms/batch
Step 00098250 L_out=0.070 Acc=0.92 ---102856.34 ms/batch
Step 00098300 L_out=0.003 Acc=0.95 ---128016.28 ms/batch
Step 00098350 L_out=0.001 Acc=0.90 ---153377.63 ms/batch
Step 00098400 L_out=0.009 Acc=0.76 ---178915.27 ms/batch
Step 00098450 L_out=0.017 Acc=0.92 ---204493.05 ms/batch
Step 00098500 L_out=0.006 Acc=0.96 ---229953.82 ms/batch
Step 00098550 L_out=0.009 Acc=0.91 ---255368.39 ms/batch
Step 00098600 L_out=0.000 Acc=0.89 ---280899.90 ms/batch
Step 00098650 L_out=0.007 Acc=0.92 ---306795.21 ms/batch
Step 00098700 L_out=0.002 Acc=0.95 ---332104.98 ms/batch
Round 6 | epoch=27, train costTime=340.3261704444885, | total_activation_sum=2260279
Round 6 | epoch=28, current m_iou=0.5981689603310917
Round 6 | Best m_IoU is: 0.602, OA is: 0.878 | val costTime=145.4439504146576
Round 6 | ****EPOCH 28****
Step 00098750 L_out=0.010 Acc=0.91 ---17208.00 ms/batch
Step 00098800 L_out=0.006 Acc=0.83 ---43214.09 ms/batch
Step 00098850 L_out=0.013 Acc=0.89 ---67604.31 ms/batch
Step 00098900 L_out=0.002 Acc=0.87 ---92509.56 ms/batch
Step 00098950 L_out=0.020 Acc=0.93 ---116905.48 ms/batch
Step 00099000 L_out=0.048 Acc=0.85 ---141928.74 ms/batch
Step 00099050 L_out=0.027 Acc=0.87 ---166402.14 ms/batch
Step 00099100 L_out=0.007 Acc=0.79 ---191131.59 ms/batch
Step 00099150 L_out=0.018 Acc=0.90 ---216161.89 ms/batch
Step 00099200 L_out=0.006 Acc=0.92 ---240786.45 ms/batch
Step 00099250 L_out=0.003 Acc=0.92 ---265903.88 ms/batch
Step 00099300 L_out=0.018 Acc=0.90 ---291213.56 ms/batch
Step 00099350 L_out=0.004 Acc=0.89 ---316674.21 ms/batch
Round 6 | epoch=28, train costTime=333.4410412311554, | total_activation_sum=2224486
Round 6 | epoch=29, current m_iou=0.5982623213792515
Round 6 | Best m_IoU is: 0.602, OA is: 0.878 | val costTime=140.24775314331055
Round 6 | ****EPOCH 29****
Step 00099400 L_out=0.004 Acc=0.94 --- 8294.63 ms/batch
Step 00099450 L_out=0.005 Acc=0.82 ---33804.66 ms/batch
Step 00099500 L_out=0.001 Acc=0.85 ---59084.38 ms/batch
Step 00099550 L_out=0.003 Acc=0.91 ---84836.99 ms/batch
Step 00099600 L_out=0.012 Acc=0.85 ---109940.62 ms/batch
Step 00099650 L_out=0.010 Acc=0.94 ---134631.33 ms/batch
Step 00099700 L_out=0.003 Acc=0.85 ---159693.22 ms/batch
Step 00099750 L_out=0.004 Acc=0.75 ---184434.21 ms/batch
Step 00099800 L_out=0.004 Acc=0.92 ---209515.82 ms/batch
Step 00099850 L_out=0.002 Acc=0.91 ---235727.76 ms/batch
Step 00099900 L_out=0.026 Acc=0.87 ---260812.53 ms/batch
Step 00099950 L_out=0.028 Acc=0.82 ---286330.66 ms/batch
Step 00100000 L_out=0.000 Acc=0.90 ---311807.67 ms/batch
Step 00100050 L_out=0.001 Acc=0.97 ---337692.23 ms/batch
Round 6 | epoch=29, train costTime=337.6958374977112, | total_activation_sum=2191312
Round 6 | epoch=30, current m_iou=0.5968171242871626
Round 6 | Best m_IoU is: 0.602, OA is: 0.878 | val costTime=167.70392966270447
Round 6 | ****EPOCH 30****
Round 7 | ****EPOCH 0****
Step 00100100 L_out=0.029 Acc=0.72 ---30460.23 ms/batch
Step 00100150 L_out=0.070 Acc=0.60 ---61167.40 ms/batch
Step 00100200 L_out=0.008 Acc=0.68 ---93406.93 ms/batch
Step 00100250 L_out=0.111 Acc=0.37 ---125908.73 ms/batch
Step 00100300 L_out=0.040 Acc=0.52 ---158011.78 ms/batch
Step 00100350 L_out=0.030 Acc=0.31 ---190236.58 ms/batch
Step 00100400 L_out=0.048 Acc=0.41 ---222574.85 ms/batch
Step 00100450 L_out=0.059 Acc=0.82 ---254783.13 ms/batch
Step 00100500 L_out=0.023 Acc=0.62 ---286118.19 ms/batch
Step 00100550 L_out=0.048 Acc=0.61 ---317335.34 ms/batch
Step 00100600 L_out=0.056 Acc=0.75 ---347543.80 ms/batch
Step 00100650 L_out=0.031 Acc=0.73 ---379352.77 ms/batch
Step 00100700 L_out=0.007 Acc=0.88 ---410046.77 ms/batch
Round 7 | epoch=0, train costTime=421.22653913497925, | total_activation_sum=2451052
Round 7 | epoch=1, current m_iou=0.5227249220152994
Round 7 | Best m_IoU is: 0.523, OA is: 0.839 | val costTime=207.05747294425964
Round 7 | ****EPOCH 1****
Step 00100750 L_out=0.012 Acc=0.80 ---21766.29 ms/batch
Step 00100800 L_out=0.008 Acc=0.73 ---53306.59 ms/batch
Step 00100850 L_out=0.009 Acc=0.88 ---84906.19 ms/batch
Step 00100900 L_out=0.014 Acc=0.87 ---115790.11 ms/batch
Step 00100950 L_out=0.007 Acc=0.76 ---148240.67 ms/batch
Step 00101000 L_out=0.006 Acc=0.89 ---180098.49 ms/batch
Step 00101050 L_out=0.005 Acc=0.89 ---211738.99 ms/batch
Step 00101100 L_out=0.015 Acc=0.90 ---243566.90 ms/batch
Step 00101150 L_out=0.011 Acc=0.82 ---275335.93 ms/batch
Step 00101200 L_out=0.057 Acc=0.74 ---306352.58 ms/batch
Step 00101250 L_out=0.011 Acc=0.87 ---337932.93 ms/batch
Step 00101300 L_out=0.010 Acc=0.72 ---368963.09 ms/batch
Step 00101350 L_out=0.027 Acc=0.67 ---401861.32 ms/batch
Round 7 | epoch=1, train costTime=423.66341066360474, | total_activation_sum=2233812
Round 7 | epoch=2, current m_iou=0.5347953095004471
Round 7 | Best m_IoU is: 0.535, OA is: 0.842 | val costTime=199.4317648410797
Round 7 | ****EPOCH 2****
Step 00101400 L_out=0.016 Acc=0.75 ---10470.65 ms/batch
Step 00101450 L_out=0.013 Acc=0.83 ---42871.44 ms/batch
Step 00101500 L_out=0.012 Acc=0.94 ---73714.89 ms/batch
Step 00101550 L_out=0.003 Acc=0.93 ---105423.94 ms/batch
Step 00101600 L_out=0.038 Acc=0.91 ---136642.43 ms/batch
Step 00101650 L_out=0.005 Acc=0.69 ---168013.16 ms/batch
Step 00101700 L_out=0.004 Acc=0.74 ---199436.69 ms/batch
Step 00101750 L_out=0.005 Acc=0.72 ---231137.67 ms/batch
Step 00101800 L_out=0.011 Acc=0.90 ---262932.17 ms/batch
Step 00101850 L_out=0.096 Acc=0.89 ---293711.35 ms/batch
Step 00101900 L_out=0.002 Acc=0.87 ---325324.83 ms/batch
Step 00101950 L_out=0.121 Acc=0.94 ---358071.28 ms/batch
Step 00102000 L_out=0.040 Acc=0.66 ---388752.86 ms/batch
Step 00102050 L_out=0.022 Acc=0.86 ---419834.16 ms/batch
Round 7 | epoch=2, train costTime=420.45150542259216, | total_activation_sum=2329030
Round 7 | epoch=3, current m_iou=0.5611998016783388
Round 7 | Best m_IoU is: 0.561, OA is: 0.853 | val costTime=204.3378005027771
Round 7 | ****EPOCH 3****
Step 00102100 L_out=0.009 Acc=0.81 ---30732.71 ms/batch
Step 00102150 L_out=0.009 Acc=0.88 ---62115.71 ms/batch
Step 00102200 L_out=0.003 Acc=0.84 ---93745.72 ms/batch
Step 00102250 L_out=0.018 Acc=0.89 ---124774.19 ms/batch
Step 00102300 L_out=0.009 Acc=0.83 ---155867.77 ms/batch
Step 00102350 L_out=0.010 Acc=0.85 ---186461.79 ms/batch
Step 00102400 L_out=0.012 Acc=0.83 ---216795.54 ms/batch
Step 00102450 L_out=0.009 Acc=0.79 ---248373.86 ms/batch
Step 00102500 L_out=0.005 Acc=0.89 ---279038.69 ms/batch
Step 00102550 L_out=0.014 Acc=0.77 ---309585.81 ms/batch
Step 00102600 L_out=0.011 Acc=0.86 ---340721.46 ms/batch
Step 00102650 L_out=0.005 Acc=0.83 ---372390.68 ms/batch
Step 00102700 L_out=0.076 Acc=0.89 ---403305.97 ms/batch
Round 7 | epoch=3, train costTime=414.7869665622711, | total_activation_sum=2369984
Round 7 | epoch=4, current m_iou=0.5454874973599282
Round 7 | Best m_IoU is: 0.561, OA is: 0.853 | val costTime=195.21544432640076
Round 7 | ****EPOCH 4****
Step 00102750 L_out=0.005 Acc=0.80 ---20062.24 ms/batch
Step 00102800 L_out=0.009 Acc=0.82 ---51212.97 ms/batch
Step 00102850 L_out=0.018 Acc=0.83 ---82274.93 ms/batch
Step 00102900 L_out=0.005 Acc=0.83 ---113591.47 ms/batch
Step 00102950 L_out=0.044 Acc=0.80 ---144388.75 ms/batch
Step 00103000 L_out=0.025 Acc=0.87 ---175857.44 ms/batch
Step 00103050 L_out=0.013 Acc=0.87 ---207238.23 ms/batch
Step 00103100 L_out=0.050 Acc=0.81 ---239603.38 ms/batch
Step 00103150 L_out=0.027 Acc=0.92 ---271951.69 ms/batch
Step 00103200 L_out=0.035 Acc=0.83 ---303131.13 ms/batch
Step 00103250 L_out=0.035 Acc=0.82 ---330080.60 ms/batch
Step 00103300 L_out=0.011 Acc=0.81 ---357462.67 ms/batch
Step 00103350 L_out=0.016 Acc=0.87 ---384532.96 ms/batch
Round 7 | epoch=4, train costTime=403.5424129962921, | total_activation_sum=2332810
Round 7 | epoch=5, current m_iou=0.561070791385852
Round 7 | Best m_IoU is: 0.561, OA is: 0.853 | val costTime=180.85477495193481
Round 7 | ****EPOCH 5****
Step 00103400 L_out=0.016 Acc=0.90 --- 8391.56 ms/batch
Step 00103450 L_out=0.010 Acc=0.86 ---35784.76 ms/batch
Step 00103500 L_out=0.027 Acc=0.83 ---63552.82 ms/batch
Step 00103550 L_out=0.010 Acc=0.88 ---94495.63 ms/batch
Step 00103600 L_out=0.008 Acc=0.85 ---126704.15 ms/batch
Step 00103650 L_out=0.004 Acc=0.84 ---158120.98 ms/batch
Step 00103700 L_out=0.005 Acc=0.79 ---189647.95 ms/batch
Step 00103750 L_out=0.002 Acc=0.83 ---219871.76 ms/batch
Step 00103800 L_out=0.026 Acc=0.88 ---250940.38 ms/batch
Step 00103850 L_out=0.002 Acc=0.88 ---282192.71 ms/batch
Step 00103900 L_out=0.021 Acc=0.88 ---313881.42 ms/batch
Step 00103950 L_out=0.015 Acc=0.84 ---346409.71 ms/batch
Step 00104000 L_out=0.013 Acc=0.87 ---378509.86 ms/batch
Step 00104050 L_out=0.047 Acc=0.88 ---410473.67 ms/batch
Round 7 | epoch=5, train costTime=411.7070121765137, | total_activation_sum=2309223
Round 7 | epoch=6, current m_iou=0.5542835073023245
Round 7 | Best m_IoU is: 0.561, OA is: 0.853 | val costTime=209.025475025177
Round 7 | ****EPOCH 6****
Step 00104100 L_out=0.002 Acc=0.85 ---30454.93 ms/batch
Step 00104150 L_out=0.006 Acc=0.83 ---60985.76 ms/batch
Step 00104200 L_out=0.002 Acc=0.96 ---92976.84 ms/batch
Step 00104250 L_out=0.003 Acc=0.93 ---125079.60 ms/batch
Step 00104300 L_out=0.012 Acc=0.85 ---155367.07 ms/batch
Step 00104350 L_out=0.016 Acc=0.83 ---187128.70 ms/batch
Step 00104400 L_out=0.005 Acc=0.76 ---217905.87 ms/batch
Step 00104450 L_out=0.001 Acc=0.84 ---249627.70 ms/batch
Step 00104500 L_out=0.021 Acc=0.85 ---281678.49 ms/batch
Step 00104550 L_out=0.020 Acc=0.91 ---312702.38 ms/batch
Step 00104600 L_out=0.011 Acc=0.83 ---344351.43 ms/batch
Step 00104650 L_out=0.007 Acc=0.91 ---376520.44 ms/batch
Step 00104700 L_out=0.009 Acc=0.89 ---406953.36 ms/batch
Round 7 | epoch=6, train costTime=418.83453154563904, | total_activation_sum=2285940
Round 7 | epoch=7, current m_iou=0.5661592401109042
Round 7 | Best m_IoU is: 0.566, OA is: 0.859 | val costTime=203.58994126319885
Round 7 | ****EPOCH 7****
Step 00104750 L_out=0.020 Acc=0.84 ---19454.14 ms/batch
Step 00104800 L_out=0.005 Acc=0.77 ---51296.01 ms/batch
Step 00104850 L_out=0.003 Acc=0.95 ---83808.19 ms/batch
Step 00104900 L_out=0.028 Acc=0.85 ---115623.48 ms/batch
Step 00104950 L_out=0.014 Acc=0.84 ---148467.08 ms/batch
Step 00105000 L_out=0.002 Acc=0.86 ---179142.62 ms/batch
Step 00105050 L_out=0.009 Acc=0.86 ---210632.58 ms/batch
Step 00105100 L_out=0.006 Acc=0.84 ---241716.62 ms/batch
Step 00105150 L_out=0.001 Acc=0.89 ---272681.29 ms/batch
Step 00105200 L_out=0.023 Acc=0.92 ---304550.37 ms/batch
Step 00105250 L_out=0.004 Acc=0.89 ---337043.24 ms/batch
Step 00105300 L_out=0.002 Acc=0.83 ---368764.30 ms/batch
Step 00105350 L_out=0.017 Acc=0.84 ---399597.26 ms/batch
Round 7 | epoch=7, train costTime=421.79262018203735, | total_activation_sum=2382430
Round 7 | epoch=8, current m_iou=0.5826337296454063
Round 7 | Best m_IoU is: 0.583, OA is: 0.865 | val costTime=221.70500445365906
Round 7 | ****EPOCH 8****
Step 00105400 L_out=0.147 Acc=0.87 --- 9232.16 ms/batch
Step 00105450 L_out=0.026 Acc=0.72 ---39656.70 ms/batch
Step 00105500 L_out=0.046 Acc=0.87 ---70923.13 ms/batch
Step 00105550 L_out=0.115 Acc=0.91 ---101344.28 ms/batch
Step 00105600 L_out=0.028 Acc=0.86 ---133480.05 ms/batch
Step 00105650 L_out=0.004 Acc=0.74 ---165533.24 ms/batch
Step 00105700 L_out=0.014 Acc=0.93 ---197119.42 ms/batch
Step 00105750 L_out=0.011 Acc=0.85 ---227664.40 ms/batch
Step 00105800 L_out=0.008 Acc=0.94 ---259286.84 ms/batch
Step 00105850 L_out=0.008 Acc=0.68 ---290416.66 ms/batch
Step 00105900 L_out=0.007 Acc=0.77 ---321371.71 ms/batch
Step 00105950 L_out=0.002 Acc=0.85 ---353003.58 ms/batch
Step 00106000 L_out=0.005 Acc=0.90 ---384543.73 ms/batch
Step 00106050 L_out=0.007 Acc=0.94 ---415420.99 ms/batch
Round 7 | epoch=8, train costTime=417.69629096984863, | total_activation_sum=2197944
Round 7 | epoch=9, current m_iou=0.6107954763653919
Round 7 | Best m_IoU is: 0.611, OA is: 0.876 | val costTime=209.27218580245972
Round 7 | ****EPOCH 9****
Step 00106100 L_out=0.004 Acc=0.77 ---30369.08 ms/batch
Step 00106150 L_out=0.003 Acc=0.90 ---61929.34 ms/batch
Step 00106200 L_out=0.000 Acc=0.84 ---93290.74 ms/batch
Step 00106250 L_out=0.002 Acc=0.90 ---124547.99 ms/batch
Step 00106300 L_out=0.004 Acc=0.84 ---155587.94 ms/batch
Step 00106350 L_out=0.006 Acc=0.88 ---187519.50 ms/batch
Step 00106400 L_out=0.002 Acc=0.94 ---218581.65 ms/batch
Step 00106450 L_out=0.009 Acc=0.88 ---249873.40 ms/batch
Step 00106500 L_out=0.084 Acc=0.68 ---281284.77 ms/batch
Step 00106550 L_out=0.006 Acc=0.87 ---312778.38 ms/batch
Step 00106600 L_out=0.001 Acc=0.83 ---341108.34 ms/batch
Step 00106650 L_out=0.007 Acc=0.92 ---369008.25 ms/batch
Step 00106700 L_out=0.005 Acc=0.90 ---396532.38 ms/batch
Round 7 | epoch=9, train costTime=407.78278255462646, | total_activation_sum=2295664
Round 7 | epoch=10, current m_iou=0.6200569758641938
Round 7 | Best m_IoU is: 0.620, OA is: 0.886 | val costTime=192.50290966033936
Round 7 | ****EPOCH 10****
Step 00106750 L_out=0.022 Acc=0.80 ---16777.57 ms/batch
Step 00106800 L_out=0.011 Acc=0.68 ---48330.90 ms/batch
Step 00106850 L_out=0.164 Acc=0.60 ---80495.91 ms/batch
Step 00106900 L_out=0.007 Acc=0.85 ---112220.77 ms/batch
Step 00106950 L_out=0.015 Acc=0.87 ---143348.46 ms/batch
Step 00107000 L_out=0.026 Acc=0.88 ---174252.01 ms/batch
Step 00107050 L_out=0.025 Acc=0.78 ---204528.63 ms/batch
Step 00107100 L_out=0.029 Acc=0.87 ---235164.05 ms/batch
Step 00107150 L_out=0.011 Acc=0.90 ---266347.13 ms/batch
Step 00107200 L_out=0.002 Acc=0.90 ---297227.26 ms/batch
Step 00107250 L_out=0.017 Acc=0.90 ---327393.85 ms/batch
Step 00107300 L_out=0.012 Acc=0.90 ---358961.41 ms/batch
Step 00107350 L_out=0.118 Acc=0.81 ---391157.13 ms/batch
Round 7 | epoch=10, train costTime=414.1631827354431, | total_activation_sum=2387421
Round 7 | epoch=11, current m_iou=0.6082404706613612
Round 7 | Best m_IoU is: 0.620, OA is: 0.886 | val costTime=206.81025290489197
Round 7 | ****EPOCH 11****
Step 00107400 L_out=0.017 Acc=0.89 --- 8278.35 ms/batch
Step 00107450 L_out=0.040 Acc=0.88 ---39236.77 ms/batch
Step 00107500 L_out=0.008 Acc=0.88 ---69926.92 ms/batch
Step 00107550 L_out=0.008 Acc=0.84 ---101462.27 ms/batch
Step 00107600 L_out=0.008 Acc=0.90 ---132516.84 ms/batch
Step 00107650 L_out=0.002 Acc=0.90 ---163112.07 ms/batch
Step 00107700 L_out=0.003 Acc=0.93 ---193739.36 ms/batch
Step 00107750 L_out=0.064 Acc=0.46 ---225395.79 ms/batch
Step 00107800 L_out=0.000 Acc=0.86 ---257049.82 ms/batch
Step 00107850 L_out=0.002 Acc=0.92 ---289242.88 ms/batch
Step 00107900 L_out=0.019 Acc=0.89 ---320692.89 ms/batch
Step 00107950 L_out=0.002 Acc=0.95 ---352412.96 ms/batch
Step 00108000 L_out=0.005 Acc=0.86 ---383683.53 ms/batch
Step 00108050 L_out=0.090 Acc=0.94 ---414509.32 ms/batch
Round 7 | epoch=11, train costTime=417.26593494415283, | total_activation_sum=2362399
Round 7 | epoch=12, current m_iou=0.6092175122718138
Round 7 | Best m_IoU is: 0.620, OA is: 0.886 | val costTime=206.05459833145142
Round 7 | ****EPOCH 12****
Step 00108100 L_out=0.013 Acc=0.85 ---28505.97 ms/batch
Step 00108150 L_out=0.003 Acc=0.81 ---60090.17 ms/batch
Step 00108200 L_out=0.011 Acc=0.89 ---92688.98 ms/batch
Step 00108250 L_out=0.004 Acc=0.90 ---124742.95 ms/batch
Step 00108300 L_out=0.009 Acc=0.87 ---156347.94 ms/batch
Step 00108350 L_out=0.003 Acc=0.92 ---188166.22 ms/batch
Step 00108400 L_out=0.003 Acc=0.92 ---219728.81 ms/batch
Step 00108450 L_out=0.135 Acc=0.86 ---251221.77 ms/batch
Step 00108500 L_out=0.006 Acc=0.90 ---283354.59 ms/batch
Step 00108550 L_out=0.082 Acc=0.90 ---315852.63 ms/batch
Step 00108600 L_out=0.002 Acc=0.63 ---347629.36 ms/batch
Step 00108650 L_out=0.004 Acc=0.91 ---380295.96 ms/batch
Step 00108700 L_out=0.014 Acc=0.87 ---411841.20 ms/batch
Round 7 | epoch=12, train costTime=424.9636752605438, | total_activation_sum=2356507
Round 7 | epoch=13, current m_iou=0.6086567015937994
Round 7 | Best m_IoU is: 0.620, OA is: 0.886 | val costTime=207.59386277198792
Round 7 | ****EPOCH 13****
Step 00108750 L_out=0.009 Acc=0.85 ---17801.86 ms/batch
Step 00108800 L_out=0.005 Acc=0.84 ---50048.40 ms/batch
Step 00108850 L_out=0.002 Acc=0.85 ---81645.51 ms/batch
Step 00108900 L_out=0.023 Acc=0.88 ---113338.28 ms/batch
Step 00108950 L_out=0.006 Acc=0.79 ---145438.67 ms/batch
Step 00109000 L_out=0.031 Acc=0.78 ---177081.69 ms/batch
Step 00109050 L_out=0.028 Acc=0.88 ---208251.77 ms/batch
Step 00109100 L_out=0.003 Acc=0.92 ---240842.17 ms/batch
Step 00109150 L_out=0.004 Acc=0.81 ---271798.24 ms/batch
Step 00109200 L_out=0.020 Acc=0.92 ---303087.11 ms/batch
Step 00109250 L_out=0.003 Acc=0.90 ---334457.72 ms/batch
Step 00109300 L_out=0.008 Acc=0.90 ---366717.69 ms/batch
Step 00109350 L_out=0.015 Acc=0.88 ---398430.10 ms/batch
Round 7 | epoch=13, train costTime=422.58338809013367, | total_activation_sum=2278086
Round 7 | epoch=14, current m_iou=0.6168528177845949
Round 7 | Best m_IoU is: 0.620, OA is: 0.886 | val costTime=203.38610243797302
Round 7 | ****EPOCH 14****
Step 00109400 L_out=0.009 Acc=0.88 --- 8437.88 ms/batch
Step 00109450 L_out=0.001 Acc=0.89 ---41575.30 ms/batch
Step 00109500 L_out=0.100 Acc=0.88 ---74524.74 ms/batch
Step 00109550 L_out=0.001 Acc=0.89 ---112140.88 ms/batch
Step 00109600 L_out=0.004 Acc=0.92 ---149091.59 ms/batch
Step 00109650 L_out=0.012 Acc=0.85 ---187753.04 ms/batch
Step 00109700 L_out=0.006 Acc=0.86 ---226187.81 ms/batch
Step 00109750 L_out=0.010 Acc=0.77 ---263234.42 ms/batch
Step 00109800 L_out=0.003 Acc=0.88 ---299359.79 ms/batch
Step 00109850 L_out=0.009 Acc=0.92 ---335284.02 ms/batch
Step 00109900 L_out=0.005 Acc=0.90 ---371314.12 ms/batch
Step 00109950 L_out=0.013 Acc=0.78 ---407138.89 ms/batch
Step 00110000 L_out=0.007 Acc=0.91 ---442032.95 ms/batch
Step 00110050 L_out=0.025 Acc=0.80 ---477022.62 ms/batch
Round 7 | epoch=14, train costTime=480.80065631866455, | total_activation_sum=2256980
Round 7 | epoch=15, current m_iou=0.6275872035213335
Round 7 | Best m_IoU is: 0.628, OA is: 0.895 | val costTime=212.49697756767273
Round 7 | ****EPOCH 15****
Step 00110100 L_out=0.000 Acc=0.89 ---33985.66 ms/batch
Step 00110150 L_out=0.004 Acc=0.90 ---72695.01 ms/batch
Step 00110200 L_out=0.014 Acc=0.93 ---109734.22 ms/batch
Step 00110250 L_out=0.001 Acc=0.82 ---146450.83 ms/batch
Step 00110300 L_out=0.009 Acc=0.80 ---184043.21 ms/batch
Step 00110350 L_out=0.008 Acc=0.94 ---222257.64 ms/batch
Step 00110400 L_out=0.027 Acc=0.94 ---259493.59 ms/batch
Step 00110450 L_out=0.004 Acc=0.92 ---298166.70 ms/batch
Step 00110500 L_out=0.080 Acc=0.85 ---335727.23 ms/batch
Step 00110550 L_out=0.010 Acc=0.79 ---372990.10 ms/batch
Step 00110600 L_out=0.005 Acc=0.92 ---414648.86 ms/batch
Step 00110650 L_out=0.018 Acc=0.91 ---455783.07 ms/batch
Step 00110700 L_out=0.007 Acc=0.90 ---491992.61 ms/batch
Round 7 | epoch=15, train costTime=508.438601732254, | total_activation_sum=2259697
Round 7 | epoch=16, current m_iou=0.6239224043118534
Round 7 | Best m_IoU is: 0.628, OA is: 0.895 | val costTime=236.20200061798096
Round 7 | ****EPOCH 16****
Step 00110750 L_out=0.112 Acc=0.93 ---21889.63 ms/batch
Step 00110800 L_out=0.006 Acc=0.83 ---59290.65 ms/batch
Step 00110850 L_out=0.005 Acc=0.94 ---96114.85 ms/batch
Step 00110900 L_out=0.047 Acc=0.74 ---134000.64 ms/batch
Step 00110950 L_out=0.003 Acc=0.86 ---172676.02 ms/batch
Step 00111000 L_out=0.002 Acc=0.91 ---213600.54 ms/batch
Step 00111050 L_out=0.003 Acc=0.91 ---251717.37 ms/batch
Step 00111100 L_out=0.001 Acc=0.90 ---290353.06 ms/batch
Step 00111150 L_out=0.006 Acc=0.86 ---328020.13 ms/batch
Step 00111200 L_out=0.001 Acc=0.83 ---367590.89 ms/batch
Step 00111250 L_out=0.006 Acc=0.95 ---406917.05 ms/batch
Step 00111300 L_out=0.005 Acc=0.89 ---446466.02 ms/batch
Step 00111350 L_out=0.007 Acc=0.90 ---484716.39 ms/batch
Round 7 | epoch=16, train costTime=514.5761997699738, | total_activation_sum=2355417
Round 7 | epoch=17, current m_iou=0.6171565163254957
Round 7 | Best m_IoU is: 0.628, OA is: 0.895 | val costTime=224.68554401397705
Round 7 | ****EPOCH 17****
Step 00111400 L_out=0.006 Acc=0.81 --- 8962.68 ms/batch
Step 00111450 L_out=0.007 Acc=0.92 ---45943.54 ms/batch
Step 00111500 L_out=0.014 Acc=0.86 ---83689.23 ms/batch
Step 00111550 L_out=0.000 Acc=0.79 ---122368.72 ms/batch
Step 00111600 L_out=0.004 Acc=0.81 ---159719.18 ms/batch
Step 00111650 L_out=0.013 Acc=0.90 ---196853.52 ms/batch
Step 00111700 L_out=0.001 Acc=0.80 ---235947.83 ms/batch
Step 00111750 L_out=0.004 Acc=0.92 ---274596.61 ms/batch
Step 00111800 L_out=0.003 Acc=0.83 ---312936.11 ms/batch
Step 00111850 L_out=0.003 Acc=0.92 ---350391.00 ms/batch
Step 00111900 L_out=0.002 Acc=0.87 ---388396.74 ms/batch
Step 00111950 L_out=0.006 Acc=0.83 ---424376.53 ms/batch
Step 00112000 L_out=0.015 Acc=0.88 ---461481.31 ms/batch
Step 00112050 L_out=0.032 Acc=0.86 ---499889.20 ms/batch
Round 7 | epoch=17, train costTime=504.4876115322113, | total_activation_sum=2394533
Round 7 | epoch=18, current m_iou=0.6002644451152503
Round 7 | Best m_IoU is: 0.628, OA is: 0.895 | val costTime=216.26418542861938
Round 7 | ****EPOCH 18****
Step 00112100 L_out=0.002 Acc=0.92 ---32721.79 ms/batch
Step 00112150 L_out=0.006 Acc=0.87 ---71703.66 ms/batch
Step 00112200 L_out=0.016 Acc=0.86 ---110260.97 ms/batch
Step 00112250 L_out=0.006 Acc=0.64 ---147949.89 ms/batch
Step 00112300 L_out=0.084 Acc=0.94 ---186511.29 ms/batch
Step 00112350 L_out=0.011 Acc=0.87 ---225052.29 ms/batch
Step 00112400 L_out=0.001 Acc=0.90 ---262380.89 ms/batch
Step 00112450 L_out=0.002 Acc=0.88 ---299872.68 ms/batch
Step 00112500 L_out=0.001 Acc=0.89 ---338407.57 ms/batch
Step 00112550 L_out=0.001 Acc=0.75 ---377420.75 ms/batch
Step 00112600 L_out=0.000 Acc=0.89 ---415474.96 ms/batch
Step 00112650 L_out=0.020 Acc=0.86 ---450623.67 ms/batch
Step 00112700 L_out=0.170 Acc=0.71 ---485078.92 ms/batch
Round 7 | epoch=18, train costTime=501.3383250236511, | total_activation_sum=2336338
Round 7 | epoch=19, current m_iou=0.6094604935273011
Round 7 | Best m_IoU is: 0.628, OA is: 0.895 | val costTime=226.29809737205505
Round 7 | ****EPOCH 19****
Step 00112750 L_out=0.013 Acc=0.86 ---19180.95 ms/batch
Step 00112800 L_out=0.005 Acc=0.67 ---57946.57 ms/batch
Step 00112850 L_out=0.017 Acc=0.87 ---97938.33 ms/batch
Step 00112900 L_out=0.287 Acc=0.77 ---138010.06 ms/batch
Step 00112950 L_out=0.070 Acc=0.82 ---178258.71 ms/batch
Step 00113000 L_out=0.004 Acc=0.83 ---215873.39 ms/batch
Step 00113050 L_out=0.004 Acc=0.94 ---255100.13 ms/batch
Step 00113100 L_out=0.002 Acc=0.80 ---293609.15 ms/batch
Step 00113150 L_out=0.009 Acc=0.79 ---332276.13 ms/batch
Step 00113200 L_out=0.002 Acc=0.74 ---370750.58 ms/batch
Step 00113250 L_out=0.072 Acc=0.94 ---408855.31 ms/batch
Step 00113300 L_out=0.006 Acc=0.91 ---446600.00 ms/batch
Step 00113350 L_out=0.007 Acc=0.89 ---484726.58 ms/batch
Round 7 | epoch=19, train costTime=515.0459325313568, | total_activation_sum=2283980
Round 7 | epoch=20, current m_iou=0.60609623451289
Round 7 | Best m_IoU is: 0.628, OA is: 0.895 | val costTime=229.070077419281
Round 7 | ****EPOCH 20****
Step 00113400 L_out=0.001 Acc=0.91 --- 7852.41 ms/batch
Step 00113450 L_out=0.001 Acc=0.90 ---46386.02 ms/batch
Step 00113500 L_out=0.003 Acc=0.92 ---85623.71 ms/batch
Step 00113550 L_out=0.007 Acc=0.77 ---123255.81 ms/batch
Step 00113600 L_out=0.012 Acc=0.89 ---161708.29 ms/batch
Step 00113650 L_out=0.003 Acc=0.93 ---201372.38 ms/batch
Step 00113700 L_out=0.081 Acc=0.90 ---239124.32 ms/batch
Step 00113750 L_out=0.013 Acc=0.92 ---277313.43 ms/batch
Step 00113800 L_out=0.011 Acc=0.92 ---316207.50 ms/batch
Step 00113850 L_out=0.000 Acc=0.95 ---355395.84 ms/batch
Step 00113900 L_out=0.013 Acc=0.87 ---393378.53 ms/batch
Step 00113950 L_out=0.010 Acc=0.79 ---431171.16 ms/batch
Step 00114000 L_out=0.007 Acc=0.82 ---473286.41 ms/batch
Step 00114050 L_out=0.003 Acc=0.88 ---512056.89 ms/batch
Round 7 | epoch=20, train costTime=517.5388927459717, | total_activation_sum=2335774
Round 7 | epoch=21, current m_iou=0.6082975427754045
Round 7 | Best m_IoU is: 0.628, OA is: 0.895 | val costTime=231.60744643211365
Round 7 | ****EPOCH 21****
Step 00114100 L_out=0.031 Acc=0.93 ---32927.88 ms/batch
Step 00114150 L_out=0.004 Acc=0.94 ---71487.65 ms/batch
Step 00114200 L_out=0.003 Acc=0.87 ---109404.29 ms/batch
Step 00114250 L_out=0.006 Acc=0.86 ---147468.28 ms/batch
Step 00114300 L_out=0.010 Acc=0.92 ---185470.00 ms/batch
Step 00114350 L_out=0.016 Acc=0.82 ---227328.74 ms/batch
Step 00114400 L_out=0.006 Acc=0.92 ---267013.99 ms/batch
Step 00114450 L_out=0.012 Acc=0.91 ---305483.88 ms/batch
Step 00114500 L_out=0.013 Acc=0.91 ---344805.52 ms/batch
Step 00114550 L_out=0.005 Acc=0.87 ---384347.45 ms/batch
Step 00114600 L_out=0.008 Acc=0.97 ---422421.74 ms/batch
Step 00114650 L_out=0.002 Acc=0.91 ---460420.21 ms/batch
Step 00114700 L_out=0.006 Acc=0.79 ---498268.50 ms/batch
Round 7 | epoch=21, train costTime=516.5269784927368, | total_activation_sum=2315791
Round 7 | epoch=22, current m_iou=0.6116599073032516
Round 7 | Best m_IoU is: 0.628, OA is: 0.895 | val costTime=225.4602301120758
Round 7 | ****EPOCH 22****
Step 00114750 L_out=0.009 Acc=0.87 ---21640.51 ms/batch
Step 00114800 L_out=0.010 Acc=0.81 ---62145.73 ms/batch
Step 00114850 L_out=0.003 Acc=0.86 ---101000.32 ms/batch
Step 00114900 L_out=0.001 Acc=0.92 ---138517.25 ms/batch
Step 00114950 L_out=0.004 Acc=0.89 ---176601.29 ms/batch
Step 00115000 L_out=0.009 Acc=0.88 ---215369.38 ms/batch
Step 00115050 L_out=0.010 Acc=0.91 ---252826.15 ms/batch
Step 00115100 L_out=0.006 Acc=0.90 ---291487.41 ms/batch
Step 00115150 L_out=0.002 Acc=0.93 ---330591.17 ms/batch
Step 00115200 L_out=0.000 Acc=0.82 ---368007.33 ms/batch
Step 00115250 L_out=0.001 Acc=0.91 ---407062.33 ms/batch
Step 00115300 L_out=0.004 Acc=0.92 ---444983.69 ms/batch
Step 00115350 L_out=0.013 Acc=0.90 ---482551.42 ms/batch
Round 7 | epoch=22, train costTime=512.4963517189026, | total_activation_sum=2275288
Round 7 | epoch=23, current m_iou=0.6060898798469706
Round 7 | Best m_IoU is: 0.628, OA is: 0.895 | val costTime=202.62329745292664
Round 7 | ****EPOCH 23****
Step 00115400 L_out=0.002 Acc=0.93 --- 6589.67 ms/batch
Step 00115450 L_out=0.002 Acc=0.88 ---42073.93 ms/batch
Step 00115500 L_out=0.010 Acc=0.87 ---77045.75 ms/batch
Step 00115550 L_out=0.001 Acc=0.88 ---114238.91 ms/batch
Step 00115600 L_out=0.018 Acc=0.93 ---152916.90 ms/batch
Step 00115650 L_out=0.016 Acc=0.65 ---190582.03 ms/batch
Step 00115700 L_out=0.004 Acc=0.92 ---228520.28 ms/batch
Step 00115750 L_out=0.004 Acc=0.80 ---266031.54 ms/batch
Step 00115800 L_out=0.001 Acc=0.94 ---303286.17 ms/batch
Step 00115850 L_out=0.007 Acc=0.82 ---341769.45 ms/batch
Step 00115900 L_out=0.001 Acc=0.88 ---380069.58 ms/batch
Step 00115950 L_out=0.003 Acc=0.90 ---417582.13 ms/batch
Step 00116000 L_out=0.007 Acc=0.90 ---455862.52 ms/batch
Step 00116050 L_out=0.010 Acc=0.88 ---493275.78 ms/batch
Round 7 | epoch=23, train costTime=499.4712631702423, | total_activation_sum=2328302
Round 7 | epoch=24, current m_iou=0.6135341400264441
Round 7 | Best m_IoU is: 0.628, OA is: 0.895 | val costTime=229.1300871372223
Round 7 | ****EPOCH 24****
Step 00116100 L_out=0.001 Acc=0.86 ---31987.86 ms/batch
Step 00116150 L_out=0.001 Acc=0.90 ---70841.31 ms/batch
Step 00116200 L_out=0.007 Acc=0.91 ---110136.22 ms/batch
Step 00116250 L_out=0.000 Acc=0.92 ---152021.95 ms/batch
Step 00116300 L_out=0.011 Acc=0.87 ---192457.59 ms/batch
Step 00116350 L_out=0.002 Acc=0.91 ---231790.08 ms/batch
Step 00116400 L_out=0.001 Acc=0.90 ---268087.81 ms/batch
Step 00116450 L_out=0.002 Acc=0.91 ---305995.25 ms/batch
Step 00116500 L_out=0.002 Acc=0.94 ---343411.61 ms/batch
Step 00116550 L_out=0.009 Acc=0.92 ---380303.55 ms/batch
Step 00116600 L_out=0.009 Acc=0.84 ---419364.07 ms/batch
Step 00116650 L_out=0.013 Acc=0.90 ---456299.71 ms/batch
Step 00116700 L_out=0.090 Acc=0.92 ---493461.19 ms/batch
Round 7 | epoch=24, train costTime=512.5639660358429, | total_activation_sum=2326915
Round 7 | epoch=25, current m_iou=0.6083249801922647
Round 7 | Best m_IoU is: 0.628, OA is: 0.895 | val costTime=234.57342839241028
Round 7 | ****EPOCH 25****
Step 00116750 L_out=0.008 Acc=0.85 ---20075.85 ms/batch
Step 00116800 L_out=0.004 Acc=0.87 ---58463.65 ms/batch
Step 00116850 L_out=0.001 Acc=0.90 ---95033.55 ms/batch
Step 00116900 L_out=0.001 Acc=0.94 ---132478.48 ms/batch
Step 00116950 L_out=0.021 Acc=0.83 ---169569.74 ms/batch
Step 00117000 L_out=0.002 Acc=0.90 ---206127.62 ms/batch
Step 00117050 L_out=0.008 Acc=0.87 ---243297.71 ms/batch
Step 00117100 L_out=0.009 Acc=0.89 ---281026.37 ms/batch
Step 00117150 L_out=0.005 Acc=0.81 ---319294.26 ms/batch
Step 00117200 L_out=0.000 Acc=0.85 ---357791.54 ms/batch
Step 00117250 L_out=0.001 Acc=0.88 ---394627.49 ms/batch
Step 00117300 L_out=0.003 Acc=0.89 ---433029.08 ms/batch
Step 00117350 L_out=0.006 Acc=0.88 ---472589.21 ms/batch
Round 7 | epoch=25, train costTime=504.9041938781738, | total_activation_sum=2397175
Round 7 | epoch=26, current m_iou=0.6109540407617156
Round 7 | Best m_IoU is: 0.628, OA is: 0.895 | val costTime=230.96901535987854
Round 7 | ****EPOCH 26****
Step 00117400 L_out=0.033 Acc=0.82 --- 6089.92 ms/batch
Step 00117450 L_out=0.002 Acc=0.88 ---45367.93 ms/batch
Step 00117500 L_out=0.003 Acc=0.90 ---83331.17 ms/batch
Step 00117550 L_out=0.002 Acc=0.90 ---121931.45 ms/batch
Step 00117600 L_out=0.002 Acc=0.93 ---159095.37 ms/batch
Step 00117650 L_out=0.002 Acc=0.91 ---198818.68 ms/batch
Step 00117700 L_out=0.026 Acc=0.79 ---238473.64 ms/batch
Step 00117750 L_out=0.022 Acc=0.93 ---277585.79 ms/batch
Step 00117800 L_out=0.004 Acc=0.90 ---315925.18 ms/batch
Step 00117850 L_out=0.004 Acc=0.85 ---352850.86 ms/batch
Step 00117900 L_out=0.006 Acc=0.84 ---391156.44 ms/batch
Step 00117950 L_out=0.003 Acc=0.84 ---429939.55 ms/batch
Step 00118000 L_out=0.044 Acc=0.84 ---468169.62 ms/batch
Step 00118050 L_out=0.046 Acc=0.79 ---507001.64 ms/batch
Round 7 | epoch=26, train costTime=513.8760867118835, | total_activation_sum=2303286
Round 7 | epoch=27, current m_iou=0.6051466730013391
Round 7 | Best m_IoU is: 0.628, OA is: 0.895 | val costTime=215.17647552490234
Round 7 | ****EPOCH 27****
Step 00118100 L_out=0.002 Acc=0.85 ---28163.70 ms/batch
Step 00118150 L_out=0.008 Acc=0.92 ---63942.99 ms/batch
Step 00118200 L_out=0.018 Acc=0.83 ---98953.52 ms/batch
Step 00118250 L_out=0.015 Acc=0.70 ---134203.71 ms/batch
Step 00118300 L_out=0.005 Acc=0.86 ---170188.31 ms/batch
Step 00118350 L_out=0.002 Acc=0.91 ---209057.69 ms/batch
Step 00118400 L_out=0.004 Acc=0.79 ---248067.36 ms/batch
Step 00118450 L_out=0.007 Acc=0.75 ---285698.62 ms/batch
Step 00118500 L_out=0.006 Acc=0.91 ---324169.83 ms/batch
Step 00118550 L_out=0.001 Acc=0.93 ---361760.59 ms/batch
Step 00118600 L_out=0.005 Acc=0.90 ---399024.49 ms/batch
Step 00118650 L_out=0.005 Acc=0.79 ---436044.20 ms/batch
Step 00118700 L_out=0.003 Acc=0.83 ---475061.01 ms/batch
Round 7 | epoch=27, train costTime=494.78662037849426, | total_activation_sum=2337844
Round 7 | epoch=28, current m_iou=0.6036644599229757
Round 7 | Best m_IoU is: 0.628, OA is: 0.895 | val costTime=224.2901999950409
Round 7 | ****EPOCH 28****
Step 00118750 L_out=0.001 Acc=0.98 ---18430.45 ms/batch
Step 00118800 L_out=0.001 Acc=0.90 ---56382.72 ms/batch
Step 00118850 L_out=0.003 Acc=0.94 ---94319.69 ms/batch
Step 00118900 L_out=0.000 Acc=0.93 ---133070.22 ms/batch
Step 00118950 L_out=0.005 Acc=0.84 ---171230.76 ms/batch
Step 00119000 L_out=0.007 Acc=0.85 ---209532.33 ms/batch
Step 00119050 L_out=0.004 Acc=0.94 ---248144.82 ms/batch
Step 00119100 L_out=0.001 Acc=0.95 ---286027.15 ms/batch
Step 00119150 L_out=0.002 Acc=0.93 ---324028.34 ms/batch
Step 00119200 L_out=0.034 Acc=0.92 ---362917.81 ms/batch
Step 00119250 L_out=0.003 Acc=0.93 ---402924.24 ms/batch
Step 00119300 L_out=0.013 Acc=0.96 ---441582.86 ms/batch
Step 00119350 L_out=0.029 Acc=0.83 ---480983.56 ms/batch
Round 7 | epoch=28, train costTime=513.3388411998749, | total_activation_sum=2280026
Round 7 | epoch=29, current m_iou=0.6124856033510109
Round 7 | Best m_IoU is: 0.628, OA is: 0.895 | val costTime=229.2653796672821
Round 7 | ****EPOCH 29****
Step 00119400 L_out=0.004 Acc=0.85 --- 5793.34 ms/batch
Step 00119450 L_out=0.021 Acc=0.84 ---42957.97 ms/batch
Step 00119500 L_out=0.002 Acc=0.90 ---80912.31 ms/batch
Step 00119550 L_out=0.004 Acc=0.84 ---120011.46 ms/batch
Step 00119600 L_out=0.002 Acc=0.93 ---158296.84 ms/batch
Step 00119650 L_out=0.000 Acc=0.89 ---197035.97 ms/batch
Step 00119700 L_out=0.004 Acc=0.75 ---234233.10 ms/batch
Step 00119750 L_out=0.001 Acc=0.92 ---272418.30 ms/batch
Step 00119800 L_out=0.002 Acc=0.93 ---309751.17 ms/batch
Step 00119850 L_out=0.011 Acc=0.86 ---345751.84 ms/batch
Step 00119900 L_out=0.029 Acc=0.95 ---384018.92 ms/batch
Step 00119950 L_out=0.006 Acc=0.90 ---420916.83 ms/batch
Step 00120000 L_out=0.003 Acc=0.89 ---459013.03 ms/batch
Step 00120050 L_out=0.011 Acc=0.94 ---497910.80 ms/batch
Round 7 | epoch=29, train costTime=505.2390480041504, | total_activation_sum=2274215
Round 7 | epoch=30, current m_iou=0.6206421740956176
Round 7 | Best m_IoU is: 0.628, OA is: 0.895 | val costTime=226.33370399475098
Round 7 | ****EPOCH 30****
Round 8 | ****EPOCH 0****
Step 00120100 L_out=0.003 Acc=0.61 ---30939.71 ms/batch
Step 00120150 L_out=0.033 Acc=0.44 ---69127.31 ms/batch
Step 00120200 L_out=0.054 Acc=0.31 ---106231.15 ms/batch
Step 00120250 L_out=1.497 Acc=0.53 ---143490.34 ms/batch
Step 00120300 L_out=0.336 Acc=0.61 ---180780.11 ms/batch
Step 00120350 L_out=0.023 Acc=0.62 ---218265.57 ms/batch
Step 00120400 L_out=1.344 Acc=0.45 ---255902.47 ms/batch
Step 00120450 L_out=0.565 Acc=0.60 ---293605.54 ms/batch
Step 00120500 L_out=0.018 Acc=0.67 ---332637.48 ms/batch
Step 00120550 L_out=0.019 Acc=0.87 ---372388.61 ms/batch
Step 00120600 L_out=0.005 Acc=0.89 ---411526.23 ms/batch
Step 00120650 L_out=0.043 Acc=0.82 ---451625.27 ms/batch
Step 00120700 L_out=0.009 Acc=0.80 ---490031.69 ms/batch
Round 8 | epoch=0, train costTime=510.4521493911743, | total_activation_sum=2555706
Round 8 | epoch=1, current m_iou=0.4962761397155434
Round 8 | Best m_IoU is: 0.496, OA is: 0.824 | val costTime=211.598126411438
Round 8 | ****EPOCH 1****
Step 00120750 L_out=0.021 Acc=0.74 ---15870.19 ms/batch
Step 00120800 L_out=0.039 Acc=0.75 ---50163.67 ms/batch
Step 00120850 L_out=0.052 Acc=0.81 ---84908.30 ms/batch
Step 00120900 L_out=0.011 Acc=0.75 ---119268.59 ms/batch
Step 00120950 L_out=0.321 Acc=0.72 ---153721.43 ms/batch
Step 00121000 L_out=0.029 Acc=0.81 ---187285.54 ms/batch
Step 00121050 L_out=0.001 Acc=0.95 ---220939.50 ms/batch
Step 00121100 L_out=0.004 Acc=0.85 ---260139.72 ms/batch
Step 00121150 L_out=0.043 Acc=0.88 ---299914.55 ms/batch
Step 00121200 L_out=0.003 Acc=0.76 ---337267.00 ms/batch
Step 00121250 L_out=0.028 Acc=0.80 ---376846.25 ms/batch
Step 00121300 L_out=0.021 Acc=0.89 ---414718.25 ms/batch
Step 00121350 L_out=0.005 Acc=0.85 ---452901.02 ms/batch
Round 8 | epoch=1, train costTime=485.9358723163605, | total_activation_sum=2399489
Round 8 | epoch=2, current m_iou=0.5274870800652196
Round 8 | Best m_IoU is: 0.527, OA is: 0.848 | val costTime=215.5444633960724
Round 8 | ****EPOCH 2****
Step 00121400 L_out=0.016 Acc=0.75 --- 4814.65 ms/batch
Step 00121450 L_out=0.005 Acc=0.89 ---45900.14 ms/batch
Step 00121500 L_out=0.027 Acc=0.82 ---86529.89 ms/batch
Step 00121550 L_out=0.016 Acc=0.81 ---124926.06 ms/batch
Step 00121600 L_out=0.016 Acc=0.68 ---163154.33 ms/batch
Step 00121650 L_out=0.007 Acc=0.90 ---201937.58 ms/batch
Step 00121700 L_out=0.008 Acc=0.88 ---240148.07 ms/batch
Step 00121750 L_out=0.004 Acc=0.86 ---279067.61 ms/batch
Step 00121800 L_out=0.013 Acc=0.90 ---317382.44 ms/batch
Step 00121850 L_out=0.065 Acc=0.74 ---354485.52 ms/batch
Step 00121900 L_out=0.011 Acc=0.92 ---392618.08 ms/batch
Step 00121950 L_out=0.018 Acc=0.87 ---430643.24 ms/batch
Step 00122000 L_out=0.020 Acc=0.88 ---469287.19 ms/batch
Step 00122050 L_out=0.031 Acc=0.86 ---506807.97 ms/batch
Round 8 | epoch=2, train costTime=514.5296568870544, | total_activation_sum=2397389
Round 8 | epoch=3, current m_iou=0.5542785418121758
Round 8 | Best m_IoU is: 0.554, OA is: 0.861 | val costTime=220.52430272102356
Round 8 | ****EPOCH 3****
Step 00122100 L_out=0.017 Acc=0.91 ---29373.78 ms/batch
Step 00122150 L_out=0.009 Acc=0.86 ---66603.58 ms/batch
Step 00122200 L_out=0.016 Acc=0.88 ---104542.34 ms/batch
Step 00122250 L_out=0.003 Acc=0.90 ---141827.92 ms/batch
Step 00122300 L_out=0.004 Acc=0.87 ---178613.52 ms/batch
Step 00122350 L_out=0.001 Acc=0.86 ---215816.11 ms/batch
Step 00122400 L_out=0.030 Acc=0.89 ---253897.03 ms/batch
Step 00122450 L_out=0.001 Acc=0.89 ---292266.89 ms/batch
Step 00122500 L_out=0.022 Acc=0.91 ---331626.25 ms/batch
Step 00122550 L_out=0.009 Acc=0.78 ---371228.83 ms/batch
Step 00122600 L_out=0.015 Acc=0.93 ---410928.30 ms/batch
Step 00122650 L_out=0.007 Acc=0.82 ---449102.42 ms/batch
Step 00122700 L_out=0.056 Acc=0.88 ---487858.85 ms/batch
Round 8 | epoch=3, train costTime=508.820458650589, | total_activation_sum=2295985
Round 8 | epoch=4, current m_iou=0.5360873012131702
Round 8 | Best m_IoU is: 0.554, OA is: 0.861 | val costTime=236.50848531723022
Round 8 | ****EPOCH 4****
Step 00122750 L_out=0.013 Acc=0.74 ---16292.41 ms/batch
Step 00122800 L_out=0.048 Acc=0.89 ---53339.98 ms/batch
Step 00122850 L_out=0.005 Acc=0.93 ---91369.15 ms/batch
Step 00122900 L_out=0.039 Acc=0.70 ---131005.27 ms/batch
Step 00122950 L_out=0.161 Acc=0.82 ---171186.28 ms/batch
Step 00123000 L_out=0.016 Acc=0.72 ---209229.77 ms/batch
Step 00123050 L_out=0.008 Acc=0.93 ---247698.81 ms/batch
Step 00123100 L_out=0.025 Acc=0.85 ---284986.82 ms/batch
Step 00123150 L_out=0.003 Acc=0.67 ---323164.80 ms/batch
Step 00123200 L_out=0.004 Acc=0.87 ---360839.77 ms/batch
Step 00123250 L_out=0.029 Acc=0.88 ---399238.08 ms/batch
Step 00123300 L_out=0.002 Acc=0.87 ---438648.18 ms/batch
Step 00123350 L_out=0.075 Acc=0.77 ---477137.33 ms/batch
Round 8 | epoch=4, train costTime=510.8865644931793, | total_activation_sum=2425286
Round 8 | epoch=5, current m_iou=0.5788335533526001
Round 8 | Best m_IoU is: 0.579, OA is: 0.869 | val costTime=224.17178320884705
Round 8 | ****EPOCH 5****
Step 00123400 L_out=0.008 Acc=0.87 --- 3572.47 ms/batch
Step 00123450 L_out=0.034 Acc=0.80 ---39616.46 ms/batch
Step 00123500 L_out=0.005 Acc=0.82 ---74979.32 ms/batch
Step 00123550 L_out=0.003 Acc=0.87 ---110227.74 ms/batch
Step 00123600 L_out=0.047 Acc=0.81 ---145856.62 ms/batch
Step 00123650 L_out=0.009 Acc=0.72 ---180738.28 ms/batch
Step 00123700 L_out=0.004 Acc=0.91 ---216156.26 ms/batch
Step 00123750 L_out=0.023 Acc=0.86 ---251530.71 ms/batch
Step 00123800 L_out=0.006 Acc=0.91 ---286948.73 ms/batch
Step 00123850 L_out=0.009 Acc=0.89 ---322118.40 ms/batch
Step 00123900 L_out=0.008 Acc=0.86 ---360467.27 ms/batch
Step 00123950 L_out=0.008 Acc=0.87 ---398874.92 ms/batch
Step 00124000 L_out=0.007 Acc=0.91 ---437847.59 ms/batch
Step 00124050 L_out=0.003 Acc=0.94 ---478825.83 ms/batch
Round 8 | epoch=5, train costTime=488.04463958740234, | total_activation_sum=2449077
Round 8 | epoch=6, current m_iou=0.5749083345394314
Round 8 | Best m_IoU is: 0.579, OA is: 0.869 | val costTime=216.0804319381714
Round 8 | ****EPOCH 6****
Step 00124100 L_out=0.016 Acc=0.86 ---28707.71 ms/batch
Step 00124150 L_out=0.013 Acc=0.88 ---66228.92 ms/batch
Step 00124200 L_out=0.025 Acc=0.91 ---105051.34 ms/batch
Step 00124250 L_out=0.005 Acc=0.87 ---144052.88 ms/batch
Step 00124300 L_out=0.015 Acc=0.89 ---182063.47 ms/batch
Step 00124350 L_out=0.009 Acc=0.86 ---219216.18 ms/batch
Step 00124400 L_out=0.013 Acc=0.90 ---257297.51 ms/batch
Step 00124450 L_out=0.120 Acc=0.89 ---295359.42 ms/batch
Step 00124500 L_out=0.038 Acc=0.96 ---333334.19 ms/batch
Step 00124550 L_out=0.008 Acc=0.88 ---372820.88 ms/batch
Step 00124600 L_out=0.023 Acc=0.92 ---412572.66 ms/batch
Step 00124650 L_out=0.007 Acc=0.90 ---451467.14 ms/batch
Step 00124700 L_out=0.006 Acc=0.80 ---488927.65 ms/batch
Round 8 | epoch=6, train costTime=511.6475729942322, | total_activation_sum=2449441
Round 8 | epoch=7, current m_iou=0.5837184216965632
Round 8 | Best m_IoU is: 0.584, OA is: 0.877 | val costTime=240.7932357788086
Round 8 | ****EPOCH 7****
Step 00124750 L_out=0.002 Acc=0.87 ---16086.33 ms/batch
Step 00124800 L_out=0.000 Acc=0.77 ---54712.45 ms/batch
Step 00124850 L_out=0.001 Acc=0.89 ---93705.03 ms/batch
Step 00124900 L_out=0.006 Acc=0.91 ---134614.07 ms/batch
Step 00124950 L_out=0.006 Acc=0.95 ---175513.89 ms/batch
Step 00125000 L_out=0.006 Acc=0.90 ---213441.94 ms/batch
Step 00125050 L_out=0.065 Acc=0.91 ---251757.55 ms/batch
Step 00125100 L_out=0.004 Acc=0.89 ---290355.04 ms/batch
Step 00125150 L_out=0.001 Acc=0.87 ---328437.21 ms/batch
Step 00125200 L_out=0.020 Acc=0.93 ---366079.94 ms/batch
Step 00125250 L_out=0.005 Acc=0.92 ---403865.93 ms/batch
Step 00125300 L_out=0.002 Acc=0.91 ---442628.37 ms/batch
Step 00125350 L_out=0.002 Acc=0.85 ---480105.18 ms/batch
Round 8 | epoch=7, train costTime=513.9893269538879, | total_activation_sum=2389002
Round 8 | epoch=8, current m_iou=0.5917826146850291
Round 8 | Best m_IoU is: 0.592, OA is: 0.882 | val costTime=221.17278265953064
Round 8 | ****EPOCH 8****
Step 00125400 L_out=0.001 Acc=0.83 --- 3198.99 ms/batch
Step 00125450 L_out=0.013 Acc=0.86 ---41383.74 ms/batch
Step 00125500 L_out=0.010 Acc=0.71 ---79634.63 ms/batch
Step 00125550 L_out=0.008 Acc=0.81 ---117348.35 ms/batch
Step 00125600 L_out=0.003 Acc=0.86 ---155192.34 ms/batch
Step 00125650 L_out=0.001 Acc=0.90 ---193913.76 ms/batch
Step 00125700 L_out=0.013 Acc=0.86 ---232552.32 ms/batch
Step 00125750 L_out=0.095 Acc=0.78 ---269702.82 ms/batch
Step 00125800 L_out=0.057 Acc=0.86 ---308076.96 ms/batch
Step 00125850 L_out=0.003 Acc=0.89 ---346076.69 ms/batch
Step 00125900 L_out=0.060 Acc=0.91 ---383539.74 ms/batch
Step 00125950 L_out=0.007 Acc=0.87 ---421658.20 ms/batch
Step 00126000 L_out=0.005 Acc=0.84 ---459956.19 ms/batch
Step 00126050 L_out=0.007 Acc=0.84 ---498238.29 ms/batch
Round 8 | epoch=8, train costTime=508.5109865665436, | total_activation_sum=2402245
Round 8 | epoch=9, current m_iou=0.5768686379481465
Round 8 | Best m_IoU is: 0.592, OA is: 0.882 | val costTime=222.46595454216003
Round 8 | ****EPOCH 9****
Step 00126100 L_out=0.005 Acc=0.86 ---28812.95 ms/batch
Step 00126150 L_out=0.006 Acc=0.87 ---67422.76 ms/batch
Step 00126200 L_out=0.008 Acc=0.84 ---103084.54 ms/batch
Step 00126250 L_out=0.024 Acc=0.70 ---137410.54 ms/batch
Step 00126300 L_out=0.025 Acc=0.75 ---172122.43 ms/batch
Step 00126350 L_out=0.003 Acc=0.95 ---207359.79 ms/batch
Step 00126400 L_out=0.006 Acc=0.93 ---241456.09 ms/batch
Step 00126450 L_out=0.122 Acc=0.93 ---274501.05 ms/batch
Step 00126500 L_out=0.004 Acc=0.94 ---308396.95 ms/batch
Step 00126550 L_out=0.006 Acc=0.88 ---344142.87 ms/batch
Step 00126600 L_out=0.001 Acc=0.83 ---378760.58 ms/batch
Step 00126650 L_out=0.001 Acc=0.89 ---416370.02 ms/batch
Step 00126700 L_out=0.003 Acc=0.85 ---453752.87 ms/batch
Round 8 | epoch=9, train costTime=476.215580701828, | total_activation_sum=2360334
Round 8 | epoch=10, current m_iou=0.578122579325731
Round 8 | Best m_IoU is: 0.592, OA is: 0.882 | val costTime=226.95128560066223
Round 8 | ****EPOCH 10****
Step 00126750 L_out=0.003 Acc=0.87 ---14628.58 ms/batch
Step 00126800 L_out=0.006 Acc=0.88 ---52490.59 ms/batch
Step 00126850 L_out=0.018 Acc=0.90 ---94639.47 ms/batch
Step 00126900 L_out=0.005 Acc=0.92 ---135255.24 ms/batch
Step 00126950 L_out=0.004 Acc=0.96 ---172783.83 ms/batch
Step 00127000 L_out=0.012 Acc=0.82 ---211282.69 ms/batch
Step 00127050 L_out=0.005 Acc=0.90 ---249106.58 ms/batch
Step 00127100 L_out=0.011 Acc=0.92 ---287974.69 ms/batch
Step 00127150 L_out=0.007 Acc=0.90 ---326984.77 ms/batch
Step 00127200 L_out=0.013 Acc=0.80 ---363349.47 ms/batch
Step 00127250 L_out=0.003 Acc=0.88 ---401787.33 ms/batch
Step 00127300 L_out=0.003 Acc=0.89 ---440734.00 ms/batch
Step 00127350 L_out=0.004 Acc=0.88 ---478505.75 ms/batch
Round 8 | epoch=10, train costTime=513.8627009391785, | total_activation_sum=2414028
Round 8 | epoch=11, current m_iou=0.5788518274597576
Round 8 | Best m_IoU is: 0.592, OA is: 0.882 | val costTime=222.4068021774292
Round 8 | ****EPOCH 11****
Step 00127400 L_out=0.048 Acc=0.79 --- 2457.40 ms/batch
Step 00127450 L_out=0.001 Acc=0.94 ---39309.90 ms/batch
Step 00127500 L_out=0.004 Acc=0.86 ---76809.90 ms/batch
Step 00127550 L_out=0.004 Acc=0.92 ---115302.65 ms/batch
Step 00127600 L_out=0.003 Acc=0.94 ---154240.04 ms/batch
Step 00127650 L_out=0.021 Acc=0.80 ---190511.13 ms/batch
Step 00127700 L_out=0.003 Acc=0.85 ---228419.62 ms/batch
Step 00127750 L_out=0.027 Acc=0.89 ---267180.57 ms/batch
Step 00127800 L_out=0.013 Acc=0.86 ---305115.03 ms/batch
Step 00127850 L_out=0.006 Acc=0.96 ---343905.56 ms/batch
Step 00127900 L_out=0.012 Acc=0.87 ---382544.82 ms/batch
Step 00127950 L_out=0.001 Acc=0.86 ---422101.86 ms/batch
Step 00128000 L_out=0.006 Acc=0.89 ---460934.77 ms/batch
Step 00128050 L_out=0.008 Acc=0.78 ---498929.89 ms/batch
Round 8 | epoch=11, train costTime=510.03520131111145, | total_activation_sum=2418969
Round 8 | epoch=12, current m_iou=0.5743949255237648
Round 8 | Best m_IoU is: 0.592, OA is: 0.882 | val costTime=228.1287386417389
Round 8 | ****EPOCH 12****
Step 00128100 L_out=0.003 Acc=0.96 ---27474.08 ms/batch
Step 00128150 L_out=0.013 Acc=0.78 ---65218.57 ms/batch
Step 00128200 L_out=0.002 Acc=0.93 ---102786.73 ms/batch
Step 00128250 L_out=0.002 Acc=0.89 ---139917.85 ms/batch
Step 00128300 L_out=0.042 Acc=0.96 ---178215.12 ms/batch
Step 00128350 L_out=0.003 Acc=0.88 ---218569.76 ms/batch
Step 00128400 L_out=0.168 Acc=0.93 ---258060.48 ms/batch
Step 00128450 L_out=0.010 Acc=0.90 ---296416.68 ms/batch
Step 00128500 L_out=0.055 Acc=0.88 ---334613.38 ms/batch
Step 00128550 L_out=0.002 Acc=0.87 ---372650.73 ms/batch
Step 00128600 L_out=0.005 Acc=0.86 ---410056.28 ms/batch
Step 00128650 L_out=0.004 Acc=0.97 ---446907.34 ms/batch
Step 00128700 L_out=0.001 Acc=0.91 ---483658.39 ms/batch
Round 8 | epoch=12, train costTime=506.96025919914246, | total_activation_sum=2423092
Round 8 | epoch=13, current m_iou=0.5851297685773192
Round 8 | Best m_IoU is: 0.592, OA is: 0.882 | val costTime=230.08028173446655
Round 8 | ****EPOCH 13****
Step 00128750 L_out=0.005 Acc=0.83 ---15407.67 ms/batch
Step 00128800 L_out=0.098 Acc=0.97 ---54912.57 ms/batch
Step 00128850 L_out=0.010 Acc=0.92 ---93817.24 ms/batch
Step 00128900 L_out=0.003 Acc=0.80 ---132828.65 ms/batch
Step 00128950 L_out=0.012 Acc=0.89 ---169086.38 ms/batch
Step 00129000 L_out=0.004 Acc=0.85 ---205470.43 ms/batch
Step 00129050 L_out=0.074 Acc=0.86 ---240363.18 ms/batch
Step 00129100 L_out=0.005 Acc=0.92 ---275323.29 ms/batch
Step 00129150 L_out=0.002 Acc=0.83 ---310116.71 ms/batch
Step 00129200 L_out=0.003 Acc=0.82 ---344370.73 ms/batch
Step 00129250 L_out=0.002 Acc=0.92 ---378950.93 ms/batch
Step 00129300 L_out=0.003 Acc=0.84 ---414338.81 ms/batch
Step 00129350 L_out=0.001 Acc=0.91 ---449385.84 ms/batch
Round 8 | epoch=13, train costTime=483.8260259628296, | total_activation_sum=2439109
Round 8 | epoch=14, current m_iou=0.5950080967627658
Round 8 | Best m_IoU is: 0.595, OA is: 0.879 | val costTime=213.18695330619812
Round 8 | ****EPOCH 14****
Step 00129400 L_out=0.003 Acc=0.93 --- 1633.13 ms/batch
Step 00129450 L_out=0.003 Acc=0.90 ---39211.58 ms/batch
Step 00129500 L_out=0.002 Acc=0.91 ---77944.78 ms/batch
Step 00129550 L_out=0.012 Acc=0.75 ---115593.95 ms/batch
Step 00129600 L_out=0.005 Acc=0.88 ---152580.49 ms/batch
Step 00129650 L_out=0.006 Acc=0.81 ---191048.91 ms/batch
Step 00129700 L_out=0.011 Acc=0.76 ---228643.42 ms/batch
Step 00129750 L_out=0.021 Acc=0.73 ---266146.95 ms/batch
Step 00129800 L_out=0.009 Acc=0.77 ---303251.78 ms/batch
Step 00129850 L_out=0.004 Acc=0.80 ---341881.00 ms/batch
Step 00129900 L_out=0.005 Acc=0.87 ---382041.66 ms/batch
Step 00129950 L_out=0.006 Acc=0.87 ---420686.87 ms/batch
Step 00130000 L_out=0.019 Acc=0.89 ---459046.15 ms/batch
Step 00130050 L_out=0.235 Acc=0.66 ---499040.68 ms/batch
Round 8 | epoch=14, train costTime=510.5877227783203, | total_activation_sum=2453782
Round 8 | epoch=15, current m_iou=0.611147347090665
Round 8 | Best m_IoU is: 0.611, OA is: 0.888 | val costTime=237.37131667137146
Round 8 | ****EPOCH 15****
Step 00130100 L_out=0.005 Acc=0.79 ---27306.71 ms/batch
Step 00130150 L_out=0.007 Acc=0.81 ---64817.55 ms/batch
Step 00130200 L_out=0.021 Acc=0.97 ---104884.34 ms/batch
Step 00130250 L_out=0.007 Acc=0.86 ---143810.37 ms/batch
Step 00130300 L_out=0.009 Acc=0.81 ---183051.03 ms/batch
Step 00130350 L_out=0.029 Acc=0.89 ---221102.98 ms/batch
Step 00130400 L_out=0.001 Acc=0.94 ---259289.00 ms/batch
Step 00130450 L_out=0.022 Acc=0.97 ---296710.38 ms/batch
Step 00130500 L_out=0.054 Acc=0.91 ---335144.73 ms/batch
Step 00130550 L_out=0.071 Acc=0.93 ---374554.15 ms/batch
Step 00130600 L_out=0.010 Acc=0.89 ---412893.54 ms/batch
Step 00130650 L_out=0.018 Acc=0.71 ---452446.12 ms/batch
Step 00130700 L_out=0.005 Acc=0.85 ---490993.62 ms/batch
Round 8 | epoch=15, train costTime=515.2266073226929, | total_activation_sum=2311498
Round 8 | epoch=16, current m_iou=0.6132321822168765
Round 8 | Best m_IoU is: 0.613, OA is: 0.889 | val costTime=224.52019333839417
Round 8 | ****EPOCH 16****
Step 00130750 L_out=0.002 Acc=0.91 ---13948.48 ms/batch
Step 00130800 L_out=0.037 Acc=0.94 ---52874.56 ms/batch
Step 00130850 L_out=0.013 Acc=0.83 ---92026.41 ms/batch
Step 00130900 L_out=0.013 Acc=0.93 ---130066.29 ms/batch
Step 00130950 L_out=0.006 Acc=0.86 ---169287.90 ms/batch
Step 00131000 L_out=0.019 Acc=0.89 ---207393.12 ms/batch
Step 00131050 L_out=0.006 Acc=0.94 ---246655.29 ms/batch
Step 00131100 L_out=0.161 Acc=0.88 ---286124.77 ms/batch
Step 00131150 L_out=0.006 Acc=0.86 ---323636.85 ms/batch
Step 00131200 L_out=0.070 Acc=0.87 ---362280.12 ms/batch
Step 00131250 L_out=0.016 Acc=0.89 ---400694.84 ms/batch
Step 00131300 L_out=0.003 Acc=0.96 ---439074.90 ms/batch
Step 00131350 L_out=0.010 Acc=0.79 ---478248.69 ms/batch
Round 8 | epoch=16, train costTime=518.2440536022186, | total_activation_sum=2406036
Round 8 | epoch=17, current m_iou=0.6045707095656894
Round 8 | Best m_IoU is: 0.613, OA is: 0.889 | val costTime=219.7181510925293
Round 8 | ****EPOCH 17****
Step 00131400 L_out=0.010 Acc=0.90 ---  778.55 ms/batch
Step 00131450 L_out=0.013 Acc=0.83 ---40414.45 ms/batch
Step 00131500 L_out=0.013 Acc=0.85 ---78837.41 ms/batch
Step 00131550 L_out=0.003 Acc=0.91 ---116745.75 ms/batch
Step 00131600 L_out=0.018 Acc=0.86 ---154790.07 ms/batch
Step 00131650 L_out=0.008 Acc=0.92 ---194079.11 ms/batch
Step 00131700 L_out=0.004 Acc=0.85 ---234771.72 ms/batch
Step 00131750 L_out=0.005 Acc=0.85 ---273558.73 ms/batch
Step 00131800 L_out=0.013 Acc=0.88 ---308745.71 ms/batch
Step 00131850 L_out=0.010 Acc=0.88 ---344942.75 ms/batch
Step 00131900 L_out=0.011 Acc=0.87 ---381174.11 ms/batch
Step 00131950 L_out=0.002 Acc=0.93 ---416745.75 ms/batch
Step 00132000 L_out=0.013 Acc=0.86 ---452550.79 ms/batch
Step 00132050 L_out=0.012 Acc=0.90 ---488880.41 ms/batch
Round 8 | epoch=17, train costTime=500.0226483345032, | total_activation_sum=2367866
Round 8 | epoch=18, current m_iou=0.611168924733575
Round 8 | Best m_IoU is: 0.613, OA is: 0.889 | val costTime=224.52182483673096
Round 8 | ****EPOCH 18****
Step 00132100 L_out=0.001 Acc=0.89 ---26223.55 ms/batch
Step 00132150 L_out=0.002 Acc=0.96 ---67032.06 ms/batch
Step 00132200 L_out=0.000 Acc=0.89 ---107684.59 ms/batch
Step 00132250 L_out=0.016 Acc=0.81 ---146214.89 ms/batch
Step 00132300 L_out=0.002 Acc=0.91 ---184383.64 ms/batch
Step 00132350 L_out=0.013 Acc=0.73 ---222646.44 ms/batch
Step 00132400 L_out=0.001 Acc=0.87 ---261265.07 ms/batch
Step 00132450 L_out=0.012 Acc=0.84 ---300444.96 ms/batch
Step 00132500 L_out=0.023 Acc=0.82 ---338055.95 ms/batch
Step 00132550 L_out=0.001 Acc=0.94 ---377024.60 ms/batch
Step 00132600 L_out=0.009 Acc=0.93 ---415898.81 ms/batch
Step 00132650 L_out=0.012 Acc=0.89 ---454312.67 ms/batch
Step 00132700 L_out=0.056 Acc=0.90 ---492649.81 ms/batch
Round 8 | epoch=18, train costTime=517.9960427284241, | total_activation_sum=2473904
Round 8 | epoch=19, current m_iou=0.6018772473561016
Round 8 | Best m_IoU is: 0.613, OA is: 0.889 | val costTime=214.18696451187134
Round 8 | ****EPOCH 19****
Step 00132750 L_out=0.005 Acc=0.85 ---13618.83 ms/batch
Step 00132800 L_out=0.011 Acc=0.91 ---51618.11 ms/batch
Step 00132850 L_out=0.182 Acc=0.93 ---90880.32 ms/batch
Step 00132900 L_out=0.010 Acc=0.89 ---129298.59 ms/batch
Step 00132950 L_out=0.003 Acc=0.85 ---166006.70 ms/batch
Step 00133000 L_out=0.010 Acc=0.87 ---204570.94 ms/batch
Step 00133050 L_out=0.004 Acc=0.94 ---242121.32 ms/batch
Step 00133100 L_out=0.003 Acc=0.94 ---280656.47 ms/batch
Step 00133150 L_out=0.004 Acc=0.87 ---319763.72 ms/batch
Step 00133200 L_out=0.004 Acc=0.89 ---357549.34 ms/batch
Step 00133250 L_out=0.003 Acc=0.89 ---395331.67 ms/batch
Step 00133300 L_out=0.015 Acc=0.77 ---433693.37 ms/batch
Step 00133350 L_out=0.004 Acc=0.90 ---470727.04 ms/batch
Step 00133400 L_out=0.066 Acc=0.94 ---510106.50 ms/batch
Round 8 | epoch=19, train costTime=510.1093327999115, | total_activation_sum=2413424
Round 8 | epoch=20, current m_iou=0.6078178043910439
Round 8 | Best m_IoU is: 0.613, OA is: 0.889 | val costTime=223.18642735481262
Round 8 | ****EPOCH 20****
Step 00133450 L_out=0.035 Acc=0.95 ---37855.47 ms/batch
Step 00133500 L_out=0.008 Acc=0.92 ---76132.55 ms/batch
Step 00133550 L_out=0.001 Acc=0.90 ---112540.01 ms/batch
Step 00133600 L_out=0.013 Acc=0.93 ---150481.75 ms/batch
Step 00133650 L_out=0.015 Acc=0.90 ---191555.96 ms/batch
Step 00133700 L_out=0.007 Acc=0.84 ---232779.69 ms/batch
Step 00133750 L_out=0.033 Acc=0.90 ---271889.38 ms/batch
Step 00133800 L_out=0.004 Acc=0.95 ---309025.74 ms/batch
Step 00133850 L_out=0.002 Acc=0.89 ---348535.48 ms/batch
Step 00133900 L_out=0.006 Acc=0.92 ---386888.34 ms/batch
Step 00133950 L_out=0.001 Acc=0.94 ---425577.94 ms/batch
Step 00134000 L_out=0.006 Acc=0.89 ---463181.35 ms/batch
Step 00134050 L_out=0.004 Acc=0.76 ---502399.91 ms/batch
Round 8 | epoch=20, train costTime=515.2148985862732, | total_activation_sum=2381713
Round 8 | epoch=21, current m_iou=0.6059759029467637
Round 8 | Best m_IoU is: 0.613, OA is: 0.889 | val costTime=243.84310626983643
Round 8 | ****EPOCH 21****
Step 00134100 L_out=0.020 Acc=0.95 ---25302.25 ms/batch
Step 00134150 L_out=0.001 Acc=0.94 ---64896.74 ms/batch
Step 00134200 L_out=0.001 Acc=0.92 ---103500.93 ms/batch
Step 00134250 L_out=0.002 Acc=0.93 ---142511.18 ms/batch
Step 00134300 L_out=0.026 Acc=0.93 ---180374.18 ms/batch
Step 00134350 L_out=0.001 Acc=0.88 ---219582.68 ms/batch
Step 00134400 L_out=0.010 Acc=0.95 ---256581.40 ms/batch
Step 00134450 L_out=0.002 Acc=0.89 ---294542.50 ms/batch
Step 00134500 L_out=0.004 Acc=0.87 ---331455.75 ms/batch
Step 00134550 L_out=0.005 Acc=0.85 ---367013.74 ms/batch
Step 00134600 L_out=0.008 Acc=0.71 ---401518.18 ms/batch
Step 00134650 L_out=0.002 Acc=0.87 ---436308.44 ms/batch
Step 00134700 L_out=0.010 Acc=0.91 ---471048.50 ms/batch
Round 8 | epoch=21, train costTime=493.9495053291321, | total_activation_sum=2400579
Round 8 | epoch=22, current m_iou=0.6058239280354233
Round 8 | Best m_IoU is: 0.613, OA is: 0.889 | val costTime=211.60933780670166
Round 8 | ****EPOCH 22****
Step 00134750 L_out=0.000 Acc=0.93 ---12218.62 ms/batch
Step 00134800 L_out=0.003 Acc=0.96 ---50311.64 ms/batch
Step 00134850 L_out=0.067 Acc=0.92 ---87422.99 ms/batch
Step 00134900 L_out=0.003 Acc=0.93 ---125582.25 ms/batch
Step 00134950 L_out=0.001 Acc=0.91 ---165956.20 ms/batch
Step 00135000 L_out=0.002 Acc=0.87 ---203151.38 ms/batch
Step 00135050 L_out=0.017 Acc=0.71 ---240735.03 ms/batch
Step 00135100 L_out=0.023 Acc=0.74 ---281650.38 ms/batch
Step 00135150 L_out=0.005 Acc=0.96 ---321738.05 ms/batch
Step 00135200 L_out=0.024 Acc=0.94 ---362301.68 ms/batch
Step 00135250 L_out=0.005 Acc=0.93 ---400767.01 ms/batch
Step 00135300 L_out=0.004 Acc=0.86 ---437991.08 ms/batch
Step 00135350 L_out=0.003 Acc=0.94 ---475350.74 ms/batch
Step 00135400 L_out=0.014 Acc=0.84 ---512816.01 ms/batch
Round 8 | epoch=22, train costTime=513.5358526706696, | total_activation_sum=2388531
Round 8 | epoch=23, current m_iou=0.6048914443979545
Round 8 | Best m_IoU is: 0.613, OA is: 0.889 | val costTime=232.6937518119812
Round 8 | ****EPOCH 23****
Step 00135450 L_out=0.003 Acc=0.94 ---37769.67 ms/batch
Step 00135500 L_out=0.002 Acc=0.93 ---78818.09 ms/batch
Step 00135550 L_out=0.002 Acc=0.84 ---120460.99 ms/batch
Step 00135600 L_out=0.001 Acc=0.82 ---160385.41 ms/batch
Step 00135650 L_out=0.000 Acc=0.86 ---198179.81 ms/batch
Step 00135700 L_out=0.003 Acc=0.85 ---236389.69 ms/batch
Step 00135750 L_out=0.009 Acc=0.94 ---273312.91 ms/batch
Step 00135800 L_out=0.001 Acc=0.77 ---310287.42 ms/batch
Step 00135850 L_out=0.016 Acc=0.93 ---347792.45 ms/batch
Step 00135900 L_out=0.009 Acc=0.79 ---384088.07 ms/batch
Step 00135950 L_out=0.001 Acc=0.89 ---423037.74 ms/batch
Step 00136000 L_out=0.001 Acc=0.81 ---461826.73 ms/batch
Step 00136050 L_out=0.002 Acc=0.90 ---499768.04 ms/batch
Round 8 | epoch=23, train costTime=514.3886225223541, | total_activation_sum=2405773
Round 8 | epoch=24, current m_iou=0.6118575006811937
Round 8 | Best m_IoU is: 0.613, OA is: 0.889 | val costTime=219.87402844429016
Round 8 | ****EPOCH 24****
Step 00136100 L_out=0.022 Acc=0.90 ---25153.58 ms/batch
Step 00136150 L_out=0.017 Acc=0.90 ---62565.22 ms/batch
Step 00136200 L_out=0.001 Acc=0.93 ---100313.47 ms/batch
Step 00136250 L_out=0.002 Acc=0.94 ---136791.85 ms/batch
Step 00136300 L_out=0.004 Acc=0.90 ---176950.90 ms/batch
Step 00136350 L_out=0.227 Acc=0.82 ---215770.86 ms/batch
Step 00136400 L_out=0.009 Acc=0.93 ---253429.11 ms/batch
Step 00136450 L_out=0.002 Acc=0.92 ---292771.88 ms/batch
Step 00136500 L_out=0.000 Acc=0.95 ---331211.48 ms/batch
Step 00136550 L_out=0.002 Acc=0.95 ---370176.40 ms/batch
Step 00136600 L_out=0.001 Acc=0.94 ---407916.17 ms/batch
Step 00136650 L_out=0.012 Acc=0.94 ---447851.31 ms/batch
Step 00136700 L_out=0.002 Acc=0.91 ---487110.31 ms/batch
Round 8 | epoch=24, train costTime=514.585550069809, | total_activation_sum=2446457
Round 8 | epoch=25, current m_iou=0.6179567029642312
Round 8 | Best m_IoU is: 0.618, OA is: 0.888 | val costTime=222.8115530014038
Round 8 | ****EPOCH 25****
Step 00136750 L_out=0.016 Acc=0.93 ---11114.45 ms/batch
Step 00136800 L_out=0.007 Acc=0.94 ---47316.29 ms/batch
Step 00136850 L_out=0.001 Acc=0.89 ---85264.97 ms/batch
Step 00136900 L_out=0.018 Acc=0.90 ---123369.77 ms/batch
Step 00136950 L_out=0.006 Acc=0.92 ---161318.29 ms/batch
Step 00137000 L_out=0.002 Acc=0.96 ---201737.15 ms/batch
Step 00137050 L_out=0.003 Acc=0.89 ---242412.42 ms/batch
Step 00137100 L_out=0.010 Acc=0.91 ---282838.52 ms/batch
Step 00137150 L_out=0.008 Acc=0.85 ---321449.58 ms/batch
Step 00137200 L_out=0.004 Acc=0.92 ---360856.65 ms/batch
Step 00137250 L_out=0.017 Acc=0.93 ---398630.65 ms/batch
Step 00137300 L_out=0.002 Acc=0.93 ---434199.55 ms/batch
Step 00137350 L_out=0.011 Acc=0.84 ---469195.32 ms/batch
Step 00137400 L_out=0.002 Acc=0.92 ---504314.59 ms/batch
Round 8 | epoch=25, train costTime=505.61055874824524, | total_activation_sum=2382840
Round 8 | epoch=26, current m_iou=0.6186840371627728
Round 8 | Best m_IoU is: 0.619, OA is: 0.888 | val costTime=229.07550358772278
Round 8 | ****EPOCH 26****
Step 00137450 L_out=0.010 Acc=0.78 ---41346.33 ms/batch
Step 00137500 L_out=0.001 Acc=0.95 ---83003.51 ms/batch
Step 00137550 L_out=0.002 Acc=0.96 ---121844.32 ms/batch
Step 00137600 L_out=0.004 Acc=0.96 ---160801.56 ms/batch
Step 00137650 L_out=0.015 Acc=0.87 ---199184.37 ms/batch
Step 00137700 L_out=0.083 Acc=0.94 ---237637.02 ms/batch
Step 00137750 L_out=0.011 Acc=0.90 ---275773.70 ms/batch
Step 00137800 L_out=0.003 Acc=0.87 ---313352.69 ms/batch
Step 00137850 L_out=0.012 Acc=0.91 ---351389.95 ms/batch
Step 00137900 L_out=0.000 Acc=0.97 ---389412.44 ms/batch
Step 00137950 L_out=0.008 Acc=0.80 ---426974.80 ms/batch
Step 00138000 L_out=0.003 Acc=0.90 ---465859.36 ms/batch
Step 00138050 L_out=0.016 Acc=0.89 ---504556.96 ms/batch
Round 8 | epoch=26, train costTime=518.7895174026489, | total_activation_sum=2481360
Round 8 | epoch=27, current m_iou=0.6167154238233712
Round 8 | Best m_IoU is: 0.619, OA is: 0.888 | val costTime=220.94263529777527
Round 8 | ****EPOCH 27****
Step 00138100 L_out=0.086 Acc=0.90 ---24134.21 ms/batch
Step 00138150 L_out=0.008 Acc=0.97 ---61925.25 ms/batch
Step 00138200 L_out=0.002 Acc=0.86 ---100036.32 ms/batch
Step 00138250 L_out=0.007 Acc=0.89 ---138088.31 ms/batch
Step 00138300 L_out=0.007 Acc=0.91 ---174288.81 ms/batch
Step 00138350 L_out=0.011 Acc=0.77 ---210831.49 ms/batch
Step 00138400 L_out=0.007 Acc=0.93 ---249748.75 ms/batch
Step 00138450 L_out=0.001 Acc=0.93 ---286627.24 ms/batch
Step 00138500 L_out=0.099 Acc=0.89 ---323771.72 ms/batch
Step 00138550 L_out=0.000 Acc=0.87 ---363435.41 ms/batch
Step 00138600 L_out=0.003 Acc=0.91 ---401381.39 ms/batch
Step 00138650 L_out=0.006 Acc=0.93 ---433347.24 ms/batch
Step 00138700 L_out=0.005 Acc=0.87 ---470867.93 ms/batch
Round 8 | epoch=27, train costTime=499.6933784484863, | total_activation_sum=2363873
Round 8 | epoch=28, current m_iou=0.618173675931342
Round 8 | Best m_IoU is: 0.619, OA is: 0.888 | val costTime=236.00959181785583
Round 8 | ****EPOCH 28****
Step 00138750 L_out=0.004 Acc=0.90 ---10161.49 ms/batch
Step 00138800 L_out=0.001 Acc=0.88 ---48805.29 ms/batch
Step 00138850 L_out=0.005 Acc=0.95 ---86890.27 ms/batch
Step 00138900 L_out=0.031 Acc=0.91 ---125515.21 ms/batch
Step 00138950 L_out=0.003 Acc=0.87 ---163341.61 ms/batch
Step 00139000 L_out=0.006 Acc=0.93 ---202232.61 ms/batch
Step 00139050 L_out=0.014 Acc=0.84 ---240484.78 ms/batch
Step 00139100 L_out=0.003 Acc=0.97 ---277382.70 ms/batch
Step 00139150 L_out=0.083 Acc=0.90 ---315957.50 ms/batch
Step 00139200 L_out=0.088 Acc=0.92 ---352683.09 ms/batch
Step 00139250 L_out=0.010 Acc=0.83 ---390901.02 ms/batch
Step 00139300 L_out=0.002 Acc=0.90 ---429635.97 ms/batch
Step 00139350 L_out=0.003 Acc=0.84 ---468929.98 ms/batch
Step 00139400 L_out=0.125 Acc=0.78 ---507648.43 ms/batch
Round 8 | epoch=28, train costTime=510.00271940231323, | total_activation_sum=2417245
Round 8 | epoch=29, current m_iou=0.6076051773694298
Round 8 | Best m_IoU is: 0.619, OA is: 0.888 | val costTime=231.65289950370789
Round 8 | ****EPOCH 29****
Step 00139450 L_out=0.002 Acc=0.93 ---38112.41 ms/batch
Step 00139500 L_out=0.017 Acc=0.89 ---75426.16 ms/batch
Step 00139550 L_out=0.002 Acc=0.87 ---112214.52 ms/batch
Step 00139600 L_out=0.005 Acc=0.84 ---151113.87 ms/batch
Step 00139650 L_out=0.001 Acc=0.88 ---188207.71 ms/batch
Step 00139700 L_out=0.002 Acc=0.85 ---223162.82 ms/batch
Step 00139750 L_out=0.010 Acc=0.89 ---260279.72 ms/batch
Step 00139800 L_out=0.001 Acc=0.92 ---299657.08 ms/batch
Step 00139850 L_out=0.003 Acc=0.90 ---338196.15 ms/batch
Step 00139900 L_out=0.011 Acc=0.86 ---383553.49 ms/batch
Step 00139950 L_out=0.012 Acc=0.90 ---424686.61 ms/batch
Step 00140000 L_out=0.006 Acc=0.93 ---464178.79 ms/batch
Step 00140050 L_out=0.001 Acc=0.90 ---499047.44 ms/batch
Round 8 | epoch=29, train costTime=513.625862121582, | total_activation_sum=2411311
Round 8 | epoch=30, current m_iou=0.6051761466780912
Round 8 | Best m_IoU is: 0.619, OA is: 0.888 | val costTime=209.95068335533142
Round 8 | ****EPOCH 30****
Round 9 | ****EPOCH 0****
Step 00140100 L_out=0.123 Acc=0.71 ---23355.79 ms/batch
Step 00140150 L_out=0.037 Acc=0.40 ---62334.64 ms/batch
Step 00140200 L_out=0.026 Acc=0.69 ---99608.51 ms/batch
Step 00140250 L_out=0.073 Acc=0.27 ---138109.47 ms/batch
Step 00140300 L_out=0.043 Acc=0.36 ---176746.29 ms/batch
Step 00140350 L_out=0.423 Acc=0.67 ---216409.74 ms/batch
Step 00140400 L_out=0.026 Acc=0.68 ---256139.79 ms/batch
Step 00140450 L_out=0.014 Acc=0.63 ---294192.21 ms/batch
Step 00140500 L_out=0.020 Acc=0.70 ---332191.71 ms/batch
Step 00140550 L_out=0.004 Acc=0.80 ---371175.99 ms/batch
Step 00140600 L_out=0.020 Acc=0.74 ---409774.34 ms/batch
Step 00140650 L_out=0.003 Acc=0.91 ---449574.09 ms/batch
Step 00140700 L_out=0.004 Acc=0.81 ---488018.95 ms/batch
Round 9 | epoch=0, train costTime=516.2556130886078, | total_activation_sum=2600724
Round 9 | epoch=1, current m_iou=0.4869889306924967
Round 9 | Best m_IoU is: 0.487, OA is: 0.782 | val costTime=218.18863439559937
Round 9 | ****EPOCH 1****
Step 00140750 L_out=0.008 Acc=0.93 ---11295.37 ms/batch
Step 00140800 L_out=0.078 Acc=0.53 ---49257.75 ms/batch
Step 00140850 L_out=0.008 Acc=0.79 ---86916.63 ms/batch
Step 00140900 L_out=0.025 Acc=0.80 ---125911.25 ms/batch
Step 00140950 L_out=0.024 Acc=0.80 ---163155.54 ms/batch
Step 00141000 L_out=0.005 Acc=0.88 ---202727.38 ms/batch
Step 00141050 L_out=0.008 Acc=0.79 ---241448.41 ms/batch
Step 00141100 L_out=0.062 Acc=0.59 ---278575.90 ms/batch
Step 00141150 L_out=0.087 Acc=0.76 ---316196.59 ms/batch
Step 00141200 L_out=0.249 Acc=0.46 ---353496.55 ms/batch
Step 00141250 L_out=0.017 Acc=0.70 ---392270.87 ms/batch
Step 00141300 L_out=0.077 Acc=0.57 ---430680.25 ms/batch
Step 00141350 L_out=0.037 Acc=0.74 ---467999.00 ms/batch
Step 00141400 L_out=0.066 Acc=0.85 ---501069.75 ms/batch
Round 9 | epoch=1, train costTime=503.5485899448395, | total_activation_sum=2508555
Round 9 | epoch=2, current m_iou=0.5512220837072118
Round 9 | Best m_IoU is: 0.551, OA is: 0.841 | val costTime=203.46713972091675
Round 9 | ****EPOCH 2****
Step 00141450 L_out=0.006 Acc=0.86 ---31356.25 ms/batch
Step 00141500 L_out=0.012 Acc=0.80 ---66397.40 ms/batch
Step 00141550 L_out=0.003 Acc=0.86 ---99850.05 ms/batch
Step 00141600 L_out=0.004 Acc=0.77 ---132543.97 ms/batch
Step 00141650 L_out=0.015 Acc=0.77 ---165864.19 ms/batch
Step 00141700 L_out=0.011 Acc=0.84 ---197862.50 ms/batch
Step 00141750 L_out=0.022 Acc=0.80 ---231892.91 ms/batch
Step 00141800 L_out=0.196 Acc=0.84 ---266852.95 ms/batch
Step 00141850 L_out=0.008 Acc=0.62 ---301520.36 ms/batch
Step 00141900 L_out=0.014 Acc=0.77 ---334019.21 ms/batch
Step 00141950 L_out=0.088 Acc=0.89 ---364884.69 ms/batch
Step 00142000 L_out=0.016 Acc=0.77 ---395181.98 ms/batch
Step 00142050 L_out=0.019 Acc=0.86 ---425742.02 ms/batch
Round 9 | epoch=2, train costTime=438.3121256828308, | total_activation_sum=2540011
Round 9 | epoch=3, current m_iou=0.558829466299575
Round 9 | Best m_IoU is: 0.559, OA is: 0.849 | val costTime=189.87740540504456
Round 9 | ****EPOCH 3****
Step 00142100 L_out=0.031 Acc=0.87 ---17737.63 ms/batch
Step 00142150 L_out=0.030 Acc=0.79 ---51371.29 ms/batch
Step 00142200 L_out=0.195 Acc=0.86 ---84458.66 ms/batch
Step 00142250 L_out=0.004 Acc=0.95 ---116358.71 ms/batch
Step 00142300 L_out=0.017 Acc=0.83 ---149370.56 ms/batch
Step 00142350 L_out=0.011 Acc=0.91 ---182492.23 ms/batch
Step 00142400 L_out=0.013 Acc=0.67 ---215370.42 ms/batch
Step 00142450 L_out=0.003 Acc=0.87 ---248568.52 ms/batch
Step 00142500 L_out=0.008 Acc=0.88 ---281031.95 ms/batch
Step 00142550 L_out=0.021 Acc=0.81 ---314969.77 ms/batch
Step 00142600 L_out=0.003 Acc=0.83 ---348638.87 ms/batch
Step 00142650 L_out=0.003 Acc=0.78 ---381722.94 ms/batch
Step 00142700 L_out=0.017 Acc=0.89 ---416661.32 ms/batch
Round 9 | epoch=3, train costTime=443.2862899303436, | total_activation_sum=2451166
Round 9 | epoch=4, current m_iou=0.5719694774473354
Round 9 | Best m_IoU is: 0.572, OA is: 0.863 | val costTime=198.52555799484253
Round 9 | ****EPOCH 4****
Step 00142750 L_out=0.032 Acc=0.89 --- 7283.90 ms/batch
Step 00142800 L_out=0.013 Acc=0.67 ---37884.49 ms/batch
Step 00142850 L_out=0.011 Acc=0.90 ---68680.86 ms/batch
Step 00142900 L_out=0.043 Acc=0.85 ---99326.82 ms/batch
Step 00142950 L_out=0.017 Acc=0.80 ---130322.83 ms/batch
Step 00143000 L_out=0.069 Acc=0.81 ---160929.81 ms/batch
Step 00143050 L_out=0.002 Acc=0.89 ---191216.43 ms/batch
Step 00143100 L_out=0.014 Acc=0.89 ---221078.69 ms/batch
Step 00143150 L_out=0.005 Acc=0.91 ---254113.70 ms/batch
Step 00143200 L_out=0.011 Acc=0.76 ---288177.74 ms/batch
Step 00143250 L_out=0.024 Acc=0.91 ---322939.16 ms/batch
Step 00143300 L_out=0.011 Acc=0.69 ---359122.08 ms/batch
Step 00143350 L_out=0.002 Acc=0.83 ---395135.83 ms/batch
Step 00143400 L_out=0.001 Acc=0.90 ---428677.05 ms/batch
Round 9 | epoch=4, train costTime=432.069189786911, | total_activation_sum=2490114
Round 9 | epoch=5, current m_iou=0.5658500425929903
Round 9 | Best m_IoU is: 0.572, OA is: 0.863 | val costTime=196.1883294582367
Round 9 | ****EPOCH 5****
Step 00143450 L_out=0.012 Acc=0.88 ---31639.58 ms/batch
Step 00143500 L_out=0.051 Acc=0.96 ---64641.27 ms/batch
Step 00143550 L_out=0.025 Acc=0.82 ---99715.34 ms/batch
Step 00143600 L_out=0.013 Acc=0.89 ---135686.72 ms/batch
Step 00143650 L_out=0.003 Acc=0.86 ---170827.36 ms/batch
Step 00143700 L_out=0.005 Acc=0.85 ---209291.45 ms/batch
Step 00143750 L_out=0.009 Acc=0.70 ---247834.60 ms/batch
Step 00143800 L_out=0.015 Acc=0.84 ---280192.70 ms/batch
Step 00143850 L_out=0.012 Acc=0.83 ---325418.24 ms/batch
Step 00143900 L_out=0.003 Acc=0.88 ---370365.63 ms/batch
Step 00143950 L_out=0.020 Acc=0.91 ---414776.94 ms/batch
Step 00144000 L_out=0.012 Acc=0.82 ---459722.15 ms/batch
Step 00144050 L_out=0.012 Acc=0.77 ---503737.10 ms/batch
Round 9 | epoch=5, train costTime=521.2587857246399, | total_activation_sum=2508936
Round 9 | epoch=6, current m_iou=0.5702332345848868
Round 9 | Best m_IoU is: 0.572, OA is: 0.863 | val costTime=212.8748972415924
Round 9 | ****EPOCH 6****
Step 00144100 L_out=0.013 Acc=0.88 ---18671.55 ms/batch
Step 00144150 L_out=0.036 Acc=0.93 ---50399.24 ms/batch
Step 00144200 L_out=0.026 Acc=0.90 ---81973.63 ms/batch
Step 00144250 L_out=0.035 Acc=0.87 ---118389.79 ms/batch
