Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.720 Acc=0.04 ---34865.85 ms/batch
Step 00000100 L_out=0.337 Acc=0.32 ---67791.26 ms/batch
Step 00000150 L_out=0.098 Acc=0.26 ---100292.08 ms/batch
Step 00000200 L_out=1.364 Acc=0.55 ---134685.45 ms/batch
Step 00000250 L_out=0.404 Acc=0.66 ---167832.90 ms/batch
Step 00000300 L_out=0.765 Acc=0.40 ---201187.98 ms/batch
Step 00000350 L_out=0.390 Acc=0.49 ---234886.05 ms/batch
Step 00000400 L_out=0.287 Acc=0.66 ---268234.15 ms/batch
Step 00000450 L_out=0.600 Acc=0.43 ---302067.43 ms/batch
Step 00000500 L_out=0.642 Acc=0.37 ---333983.45 ms/batch
Step 00000550 L_out=0.906 Acc=0.38 ---367018.90 ms/batch
Step 00000600 L_out=0.422 Acc=0.17 ---398210.51 ms/batch
Step 00000650 L_out=0.104 Acc=0.71 ---428057.12 ms/batch
Round 2 | epoch=0, train costTime=439.56944274902344, | total_activation_sum=6580113
Round 2 | epoch=1, current m_iou=0.2027737376142961
Round 2 | Best m_IoU is: 0.203, OA is: 0.504 | val costTime=215.2491500377655
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.504 Acc=0.55 ---20564.30 ms/batch
Step 00000750 L_out=0.131 Acc=0.30 ---51495.18 ms/batch
Step 00000800 L_out=0.226 Acc=0.64 ---82803.83 ms/batch
Step 00000850 L_out=0.222 Acc=0.45 ---112864.01 ms/batch
Step 00000900 L_out=0.201 Acc=0.59 ---143891.60 ms/batch
Step 00000950 L_out=0.213 Acc=0.17 ---175053.55 ms/batch
Step 00001000 L_out=0.489 Acc=0.48 ---206575.16 ms/batch
Step 00001050 L_out=0.322 Acc=0.65 ---236053.84 ms/batch
Step 00001100 L_out=0.225 Acc=0.56 ---267404.27 ms/batch
Step 00001150 L_out=0.364 Acc=0.62 ---298774.21 ms/batch
Step 00001200 L_out=0.095 Acc=0.53 ---330158.17 ms/batch
Step 00001250 L_out=0.817 Acc=0.60 ---360568.54 ms/batch
Step 00001300 L_out=0.295 Acc=0.63 ---391164.39 ms/batch
Round 2 | epoch=1, train costTime=412.27929949760437, | total_activation_sum=6201418
Round 2 | epoch=2, current m_iou=0.2422816602805517
Round 2 | Best m_IoU is: 0.242, OA is: 0.555 | val costTime=192.37349820137024
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.576 Acc=0.57 --- 9558.55 ms/batch
Step 00001400 L_out=0.306 Acc=0.51 ---40758.35 ms/batch
Step 00001450 L_out=0.094 Acc=0.55 ---71491.83 ms/batch
Step 00001500 L_out=0.151 Acc=0.65 ---102536.62 ms/batch
Step 00001550 L_out=0.541 Acc=0.61 ---133519.96 ms/batch
Step 00001600 L_out=0.153 Acc=0.46 ---164175.54 ms/batch
Step 00001650 L_out=0.066 Acc=0.64 ---196749.54 ms/batch
Step 00001700 L_out=0.169 Acc=0.61 ---228068.59 ms/batch
Step 00001750 L_out=0.232 Acc=0.62 ---260498.71 ms/batch
Step 00001800 L_out=0.140 Acc=0.60 ---291782.99 ms/batch
Step 00001850 L_out=0.691 Acc=0.64 ---323308.70 ms/batch
Step 00001900 L_out=0.585 Acc=0.36 ---354019.23 ms/batch
Step 00001950 L_out=0.102 Acc=0.61 ---385407.84 ms/batch
Step 00002000 L_out=0.190 Acc=0.53 ---416562.89 ms/batch
Round 2 | epoch=2, train costTime=417.181853055954, | total_activation_sum=6232188
Round 2 | epoch=3, current m_iou=0.30589447972384376
Round 2 | Best m_IoU is: 0.306, OA is: 0.600 | val costTime=206.7882821559906
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.101 Acc=0.60 ---31430.83 ms/batch
Step 00002100 L_out=0.101 Acc=0.56 ---63695.95 ms/batch
Step 00002150 L_out=0.198 Acc=0.49 ---95510.15 ms/batch
Step 00002200 L_out=0.303 Acc=0.58 ---127926.71 ms/batch
Step 00002250 L_out=0.214 Acc=0.55 ---160262.57 ms/batch
Step 00002300 L_out=0.562 Acc=0.46 ---194557.16 ms/batch
Step 00002350 L_out=0.061 Acc=0.67 ---227684.02 ms/batch
Step 00002400 L_out=0.276 Acc=0.39 ---259477.64 ms/batch
Step 00002450 L_out=0.192 Acc=0.47 ---293162.06 ms/batch
Step 00002500 L_out=0.179 Acc=0.57 ---326350.49 ms/batch
Step 00002550 L_out=0.249 Acc=0.65 ---359774.44 ms/batch
Step 00002600 L_out=0.244 Acc=0.66 ---392218.44 ms/batch
Step 00002650 L_out=0.330 Acc=0.49 ---422637.81 ms/batch
Round 2 | epoch=3, train costTime=433.5958659648895, | total_activation_sum=6166954
Round 2 | epoch=4, current m_iou=0.26687855576430985
Round 2 | Best m_IoU is: 0.306, OA is: 0.600 | val costTime=209.72960114479065
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.247 Acc=0.65 ---19439.99 ms/batch
Step 00002750 L_out=0.525 Acc=0.81 ---49239.82 ms/batch
Step 00002800 L_out=0.091 Acc=0.60 ---80384.32 ms/batch
Step 00002850 L_out=0.462 Acc=0.77 ---110870.40 ms/batch
Step 00002900 L_out=0.052 Acc=0.59 ---141092.11 ms/batch
Step 00002950 L_out=0.100 Acc=0.67 ---171057.74 ms/batch
Step 00003000 L_out=0.079 Acc=0.59 ---201698.07 ms/batch
Step 00003050 L_out=0.359 Acc=0.64 ---232178.74 ms/batch
Step 00003100 L_out=0.165 Acc=0.59 ---262189.93 ms/batch
Step 00003150 L_out=0.157 Acc=0.65 ---291222.00 ms/batch
Step 00003200 L_out=0.401 Acc=0.62 ---320753.64 ms/batch
Step 00003250 L_out=0.126 Acc=0.37 ---352337.63 ms/batch
Step 00003300 L_out=0.160 Acc=0.73 ---382803.76 ms/batch
Round 2 | epoch=4, train costTime=404.70642137527466, | total_activation_sum=6220176
Round 2 | epoch=5, current m_iou=0.3584558485399589
Round 2 | Best m_IoU is: 0.358, OA is: 0.637 | val costTime=210.62149596214294
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.216 Acc=0.56 --- 9578.48 ms/batch
Step 00003400 L_out=0.248 Acc=0.55 ---39129.04 ms/batch
Step 00003450 L_out=0.286 Acc=0.52 ---70151.29 ms/batch
Step 00003500 L_out=0.259 Acc=0.73 ---99402.46 ms/batch
Step 00003550 L_out=0.140 Acc=0.51 ---130518.15 ms/batch
Step 00003600 L_out=0.331 Acc=0.59 ---161867.86 ms/batch
Step 00003650 L_out=0.067 Acc=0.48 ---194182.78 ms/batch
Step 00003700 L_out=0.102 Acc=0.68 ---224992.66 ms/batch
Step 00003750 L_out=0.384 Acc=0.75 ---254715.33 ms/batch
Step 00003800 L_out=0.353 Acc=0.51 ---285770.62 ms/batch
Step 00003850 L_out=0.172 Acc=0.60 ---316486.91 ms/batch
Step 00003900 L_out=0.232 Acc=0.64 ---347728.55 ms/batch
Step 00003950 L_out=0.160 Acc=0.81 ---379186.85 ms/batch
Step 00004000 L_out=0.252 Acc=0.63 ---409889.68 ms/batch
Round 2 | epoch=5, train costTime=410.9806935787201, | total_activation_sum=6123522
Round 2 | epoch=6, current m_iou=0.29059612683690167
Round 2 | Best m_IoU is: 0.358, OA is: 0.637 | val costTime=206.05542969703674
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.067 Acc=0.72 ---31202.18 ms/batch
Step 00004100 L_out=0.141 Acc=0.77 ---65099.71 ms/batch
Step 00004150 L_out=0.365 Acc=0.71 ---97345.33 ms/batch
Step 00004200 L_out=0.163 Acc=0.78 ---129947.40 ms/batch
Step 00004250 L_out=0.060 Acc=0.51 ---160786.22 ms/batch
Step 00004300 L_out=0.183 Acc=0.60 ---191052.68 ms/batch
Step 00004350 L_out=0.113 Acc=0.66 ---223294.70 ms/batch
Step 00004400 L_out=0.129 Acc=0.71 ---255725.40 ms/batch
Step 00004450 L_out=0.177 Acc=0.71 ---286663.80 ms/batch
Step 00004500 L_out=0.141 Acc=0.54 ---319641.46 ms/batch
Step 00004550 L_out=0.221 Acc=0.58 ---351180.63 ms/batch
Step 00004600 L_out=0.172 Acc=0.51 ---383061.27 ms/batch
Step 00004650 L_out=0.110 Acc=0.64 ---414233.06 ms/batch
Round 2 | epoch=6, train costTime=425.36027908325195, | total_activation_sum=6197394
Round 2 | epoch=7, current m_iou=0.3907784103353238
Round 2 | Best m_IoU is: 0.391, OA is: 0.688 | val costTime=248.95600032806396
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.061 Acc=0.78 ---19653.11 ms/batch
Step 00004750 L_out=0.125 Acc=0.57 ---52080.69 ms/batch
Step 00004800 L_out=0.133 Acc=0.69 ---84434.94 ms/batch
Step 00004850 L_out=0.335 Acc=0.65 ---117148.44 ms/batch
Step 00004900 L_out=0.139 Acc=0.78 ---148467.79 ms/batch
Step 00004950 L_out=0.095 Acc=0.67 ---179781.69 ms/batch
Step 00005000 L_out=0.127 Acc=0.60 ---212403.85 ms/batch
Step 00005050 L_out=0.196 Acc=0.75 ---244306.92 ms/batch
Step 00005100 L_out=0.043 Acc=0.77 ---276490.82 ms/batch
Step 00005150 L_out=0.050 Acc=0.74 ---308504.24 ms/batch
Step 00005200 L_out=0.188 Acc=0.62 ---341004.18 ms/batch
Step 00005250 L_out=0.237 Acc=0.80 ---373249.44 ms/batch
Step 00005300 L_out=0.126 Acc=0.88 ---404696.12 ms/batch
Round 2 | epoch=7, train costTime=427.6860582828522, | total_activation_sum=6171922
Round 2 | epoch=8, current m_iou=0.41590287260485836
Round 2 | Best m_IoU is: 0.416, OA is: 0.745 | val costTime=216.06144380569458
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.183 Acc=0.70 --- 9277.71 ms/batch
Step 00005400 L_out=0.237 Acc=0.73 ---41176.37 ms/batch
Step 00005450 L_out=0.169 Acc=0.65 ---72738.71 ms/batch
Step 00005500 L_out=0.059 Acc=0.73 ---103468.79 ms/batch
Step 00005550 L_out=0.134 Acc=0.68 ---133563.51 ms/batch
Step 00005600 L_out=0.148 Acc=0.69 ---164143.43 ms/batch
Step 00005650 L_out=0.051 Acc=0.78 ---195203.47 ms/batch
Step 00005700 L_out=0.100 Acc=0.70 ---226334.77 ms/batch
Step 00005750 L_out=0.231 Acc=0.65 ---257524.75 ms/batch
Step 00005800 L_out=0.413 Acc=0.75 ---289157.37 ms/batch
Step 00005850 L_out=0.159 Acc=0.64 ---320571.54 ms/batch
Step 00005900 L_out=0.075 Acc=0.67 ---352167.20 ms/batch
Step 00005950 L_out=0.514 Acc=0.72 ---383596.00 ms/batch
Step 00006000 L_out=0.745 Acc=0.56 ---414136.55 ms/batch
Round 2 | epoch=8, train costTime=415.8975727558136, | total_activation_sum=6294399
Round 2 | epoch=9, current m_iou=0.42948756461734394
Round 2 | Best m_IoU is: 0.429, OA is: 0.784 | val costTime=222.60574746131897
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.119 Acc=0.44 ---31025.99 ms/batch
Step 00006100 L_out=0.162 Acc=0.63 ---63114.26 ms/batch
Step 00006150 L_out=0.080 Acc=0.75 ---94929.03 ms/batch
Step 00006200 L_out=0.168 Acc=0.83 ---126316.89 ms/batch
Step 00006250 L_out=0.127 Acc=0.85 ---156395.09 ms/batch
Step 00006300 L_out=0.119 Acc=0.74 ---189110.99 ms/batch
Step 00006350 L_out=0.119 Acc=0.75 ---221059.15 ms/batch
Step 00006400 L_out=0.035 Acc=0.66 ---252581.05 ms/batch
Step 00006450 L_out=0.108 Acc=0.72 ---283069.46 ms/batch
Step 00006500 L_out=0.247 Acc=0.76 ---313308.87 ms/batch
Step 00006550 L_out=0.171 Acc=0.70 ---345505.26 ms/batch
Step 00006600 L_out=0.195 Acc=0.83 ---379666.62 ms/batch
Step 00006650 L_out=0.261 Acc=0.70 ---411651.42 ms/batch
Round 2 | epoch=9, train costTime=424.7876613140106, | total_activation_sum=6179005
Round 2 | epoch=10, current m_iou=0.44589762291851726
Round 2 | Best m_IoU is: 0.446, OA is: 0.780 | val costTime=215.64700984954834
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.093 Acc=0.73 ---18765.77 ms/batch
Step 00006750 L_out=0.212 Acc=0.69 ---50959.21 ms/batch
Step 00006800 L_out=0.071 Acc=0.80 ---82578.65 ms/batch
Step 00006850 L_out=0.032 Acc=0.66 ---113095.75 ms/batch
Step 00006900 L_out=0.090 Acc=0.78 ---143311.73 ms/batch
Step 00006950 L_out=0.386 Acc=0.49 ---175442.60 ms/batch
Step 00007000 L_out=0.061 Acc=0.87 ---207056.26 ms/batch
Step 00007050 L_out=0.062 Acc=0.69 ---239559.05 ms/batch
Step 00007100 L_out=0.216 Acc=0.66 ---271472.63 ms/batch
Step 00007150 L_out=0.086 Acc=0.62 ---303545.08 ms/batch
Step 00007200 L_out=0.148 Acc=0.59 ---335568.18 ms/batch
Step 00007250 L_out=0.204 Acc=0.75 ---366341.82 ms/batch
Step 00007300 L_out=0.109 Acc=0.74 ---398431.66 ms/batch
Round 2 | epoch=10, train costTime=421.8857560157776, | total_activation_sum=6160379
Round 2 | epoch=11, current m_iou=0.48509471824776096
Round 2 | Best m_IoU is: 0.485, OA is: 0.824 | val costTime=219.351065158844
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.125 Acc=0.65 --- 8121.72 ms/batch
Step 00007400 L_out=0.568 Acc=0.77 ---39889.88 ms/batch
Step 00007450 L_out=0.080 Acc=0.69 ---72314.48 ms/batch
Step 00007500 L_out=0.296 Acc=0.65 ---103781.96 ms/batch
Step 00007550 L_out=0.074 Acc=0.71 ---136004.33 ms/batch
Step 00007600 L_out=0.106 Acc=0.78 ---167971.36 ms/batch
Step 00007650 L_out=0.115 Acc=0.78 ---200016.10 ms/batch
Step 00007700 L_out=0.093 Acc=0.67 ---232175.03 ms/batch
Step 00007750 L_out=0.117 Acc=0.74 ---264163.44 ms/batch
Step 00007800 L_out=0.012 Acc=0.72 ---295261.86 ms/batch
Step 00007850 L_out=0.057 Acc=0.75 ---326222.34 ms/batch
Step 00007900 L_out=0.127 Acc=0.84 ---358606.15 ms/batch
Step 00007950 L_out=0.110 Acc=0.79 ---389941.27 ms/batch
Step 00008000 L_out=0.044 Acc=0.65 ---421744.72 ms/batch
Round 2 | epoch=11, train costTime=424.4584767818451, | total_activation_sum=6136213
Round 2 | epoch=12, current m_iou=0.5046444596602017
Round 2 | Best m_IoU is: 0.505, OA is: 0.845 | val costTime=226.36818146705627
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.117 Acc=0.82 ---30079.66 ms/batch
Step 00008100 L_out=0.214 Acc=0.73 ---61476.21 ms/batch
Step 00008150 L_out=0.022 Acc=0.72 ---91972.27 ms/batch
Step 00008200 L_out=0.541 Acc=0.70 ---123065.07 ms/batch
Step 00008250 L_out=0.084 Acc=0.81 ---154317.59 ms/batch
Step 00008300 L_out=0.090 Acc=0.61 ---187475.12 ms/batch
Step 00008350 L_out=0.062 Acc=0.83 ---220069.64 ms/batch
Step 00008400 L_out=0.103 Acc=0.67 ---252706.81 ms/batch
Step 00008450 L_out=0.051 Acc=0.83 ---285487.38 ms/batch
Step 00008500 L_out=0.082 Acc=0.67 ---317700.34 ms/batch
Step 00008550 L_out=0.055 Acc=0.74 ---348640.77 ms/batch
Step 00008600 L_out=0.168 Acc=0.58 ---380120.99 ms/batch
Step 00008650 L_out=0.082 Acc=0.70 ---412802.67 ms/batch
Round 2 | epoch=12, train costTime=426.5510313510895, | total_activation_sum=6118275
Round 2 | epoch=13, current m_iou=0.4981516268171072
Round 2 | Best m_IoU is: 0.505, OA is: 0.845 | val costTime=233.53318190574646
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.097 Acc=0.78 ---18571.45 ms/batch
Step 00008750 L_out=0.025 Acc=0.83 ---50695.88 ms/batch
Step 00008800 L_out=0.117 Acc=0.70 ---83208.28 ms/batch
Step 00008850 L_out=0.145 Acc=0.73 ---114508.17 ms/batch
Step 00008900 L_out=0.024 Acc=0.87 ---145244.97 ms/batch
Step 00008950 L_out=0.071 Acc=0.80 ---177601.60 ms/batch
Step 00009000 L_out=0.217 Acc=0.54 ---208676.63 ms/batch
Step 00009050 L_out=0.134 Acc=0.80 ---241619.47 ms/batch
Step 00009100 L_out=0.234 Acc=0.73 ---273449.74 ms/batch
Step 00009150 L_out=0.073 Acc=0.64 ---303988.25 ms/batch
Step 00009200 L_out=0.084 Acc=0.80 ---335336.38 ms/batch
Step 00009250 L_out=0.060 Acc=0.73 ---367561.82 ms/batch
Step 00009300 L_out=0.104 Acc=0.67 ---400331.16 ms/batch
Round 2 | epoch=13, train costTime=423.30487728118896, | total_activation_sum=6257848
Round 2 | epoch=14, current m_iou=0.5230725836577514
Round 2 | Best m_IoU is: 0.523, OA is: 0.851 | val costTime=219.91144824028015
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.076 Acc=0.81 --- 8330.21 ms/batch
Step 00009400 L_out=0.098 Acc=0.74 ---39439.72 ms/batch
Step 00009450 L_out=0.087 Acc=0.85 ---72260.45 ms/batch
Step 00009500 L_out=0.036 Acc=0.76 ---104047.16 ms/batch
Step 00009550 L_out=0.086 Acc=0.85 ---135186.92 ms/batch
Step 00009600 L_out=0.071 Acc=0.86 ---165003.08 ms/batch
Step 00009650 L_out=0.139 Acc=0.78 ---196189.36 ms/batch
Step 00009700 L_out=0.162 Acc=0.69 ---227724.32 ms/batch
Step 00009750 L_out=0.035 Acc=0.89 ---258955.60 ms/batch
Step 00009800 L_out=0.117 Acc=0.85 ---290196.11 ms/batch
Step 00009850 L_out=0.066 Acc=0.75 ---321639.09 ms/batch
Step 00009900 L_out=0.463 Acc=0.83 ---354233.28 ms/batch
Step 00009950 L_out=0.104 Acc=0.84 ---387033.13 ms/batch
Step 00010000 L_out=0.050 Acc=0.82 ---417594.96 ms/batch
Round 2 | epoch=14, train costTime=420.669367313385, | total_activation_sum=6273561
Round 2 | epoch=15, current m_iou=0.5296001603918792
Round 2 | Best m_IoU is: 0.530, OA is: 0.849 | val costTime=224.0543134212494
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.082 Acc=0.78 ---28699.19 ms/batch
Step 00010100 L_out=0.098 Acc=0.86 ---60862.55 ms/batch
Step 00010150 L_out=0.087 Acc=0.85 ---91577.32 ms/batch
Step 00010200 L_out=0.077 Acc=0.73 ---123482.24 ms/batch
Step 00010250 L_out=0.062 Acc=0.85 ---154284.70 ms/batch
Step 00010300 L_out=0.061 Acc=0.81 ---184683.82 ms/batch
Step 00010350 L_out=0.024 Acc=0.87 ---215777.53 ms/batch
Step 00010400 L_out=0.047 Acc=0.83 ---247733.93 ms/batch
Step 00010450 L_out=0.167 Acc=0.74 ---279055.69 ms/batch
Step 00010500 L_out=0.170 Acc=0.84 ---311656.18 ms/batch
Step 00010550 L_out=0.046 Acc=0.86 ---344060.70 ms/batch
Step 00010600 L_out=0.085 Acc=0.78 ---375839.25 ms/batch
Step 00010650 L_out=0.464 Acc=0.83 ---407326.85 ms/batch
Round 2 | epoch=15, train costTime=421.69885325431824, | total_activation_sum=6230170
Round 2 | epoch=16, current m_iou=0.5236621897513168
Round 2 | Best m_IoU is: 0.530, OA is: 0.849 | val costTime=232.91819167137146
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.055 Acc=0.85 ---17301.94 ms/batch
Step 00010750 L_out=0.016 Acc=0.91 ---49752.52 ms/batch
Step 00010800 L_out=0.019 Acc=0.60 ---81947.82 ms/batch
Step 00010850 L_out=0.054 Acc=0.77 ---113331.31 ms/batch
Step 00010900 L_out=0.092 Acc=0.89 ---144995.25 ms/batch
Step 00010950 L_out=0.354 Acc=0.74 ---175930.47 ms/batch
Step 00011000 L_out=0.012 Acc=0.93 ---206558.50 ms/batch
Step 00011050 L_out=0.048 Acc=0.81 ---237734.95 ms/batch
Step 00011100 L_out=0.034 Acc=0.86 ---271065.13 ms/batch
Step 00011150 L_out=0.117 Acc=0.83 ---303007.74 ms/batch
Step 00011200 L_out=0.075 Acc=0.89 ---334933.67 ms/batch
Step 00011250 L_out=0.016 Acc=0.79 ---366419.83 ms/batch
Step 00011300 L_out=0.095 Acc=0.80 ---399398.56 ms/batch
Round 2 | epoch=16, train costTime=424.0325436592102, | total_activation_sum=6192986
Round 2 | epoch=17, current m_iou=0.5164676009852253
Round 2 | Best m_IoU is: 0.530, OA is: 0.849 | val costTime=264.0151205062866
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.143 Acc=0.75 --- 6767.33 ms/batch
Step 00011400 L_out=0.055 Acc=0.81 ---38424.94 ms/batch
Step 00011450 L_out=0.076 Acc=0.89 ---69669.91 ms/batch
Step 00011500 L_out=0.103 Acc=0.73 ---101084.93 ms/batch
Step 00011550 L_out=0.205 Acc=0.66 ---133498.85 ms/batch
Step 00011600 L_out=0.102 Acc=0.87 ---165149.17 ms/batch
Step 00011650 L_out=0.096 Acc=0.85 ---197134.43 ms/batch
Step 00011700 L_out=0.106 Acc=0.76 ---228070.74 ms/batch
Step 00011750 L_out=0.124 Acc=0.77 ---259377.70 ms/batch
Step 00011800 L_out=0.073 Acc=0.76 ---291625.00 ms/batch
Step 00011850 L_out=0.164 Acc=0.74 ---322704.96 ms/batch
Step 00011900 L_out=0.047 Acc=0.88 ---354567.83 ms/batch
Step 00011950 L_out=0.167 Acc=0.71 ---388199.52 ms/batch
Step 00012000 L_out=0.246 Acc=0.62 ---417693.93 ms/batch
Round 2 | epoch=17, train costTime=421.3678810596466, | total_activation_sum=6114576
Round 2 | epoch=18, current m_iou=0.5497960397036398
Round 2 | Best m_IoU is: 0.550, OA is: 0.866 | val costTime=218.95601105690002
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.065 Acc=0.89 ---27356.40 ms/batch
Step 00012100 L_out=0.058 Acc=0.78 ---58083.81 ms/batch
Step 00012150 L_out=0.134 Acc=0.68 ---89533.01 ms/batch
Step 00012200 L_out=0.118 Acc=0.89 ---120498.06 ms/batch
Step 00012250 L_out=0.051 Acc=0.87 ---152311.84 ms/batch
Step 00012300 L_out=0.077 Acc=0.81 ---184113.84 ms/batch
Step 00012350 L_out=0.049 Acc=0.82 ---215153.06 ms/batch
Step 00012400 L_out=0.206 Acc=0.79 ---246687.61 ms/batch
Step 00012450 L_out=0.021 Acc=0.78 ---278317.62 ms/batch
Step 00012500 L_out=0.107 Acc=0.77 ---309867.66 ms/batch
Step 00012550 L_out=0.112 Acc=0.82 ---341620.75 ms/batch
Step 00012600 L_out=0.110 Acc=0.79 ---373517.73 ms/batch
Step 00012650 L_out=0.041 Acc=0.79 ---404105.30 ms/batch
Round 2 | epoch=18, train costTime=418.229523897171, | total_activation_sum=6161016
Round 2 | epoch=19, current m_iou=0.5438473512178765
Round 2 | Best m_IoU is: 0.550, OA is: 0.866 | val costTime=225.79599952697754
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.074 Acc=0.87 ---16272.59 ms/batch
Step 00012750 L_out=0.289 Acc=0.71 ---47042.69 ms/batch
Step 00012800 L_out=0.045 Acc=0.73 ---79332.60 ms/batch
Step 00012850 L_out=0.068 Acc=0.78 ---112907.38 ms/batch
Step 00012900 L_out=0.292 Acc=0.78 ---145350.06 ms/batch
Step 00012950 L_out=0.080 Acc=0.86 ---178029.19 ms/batch
Step 00013000 L_out=0.093 Acc=0.89 ---208962.86 ms/batch
Step 00013050 L_out=0.080 Acc=0.89 ---241874.49 ms/batch
Step 00013100 L_out=0.068 Acc=0.80 ---273830.42 ms/batch
Step 00013150 L_out=0.046 Acc=0.88 ---304875.42 ms/batch
Step 00013200 L_out=0.143 Acc=0.74 ---337006.51 ms/batch
Step 00013250 L_out=0.216 Acc=0.72 ---368735.24 ms/batch
Step 00013300 L_out=0.138 Acc=0.78 ---400357.62 ms/batch
Round 2 | epoch=19, train costTime=426.5899841785431, | total_activation_sum=6166432
Round 2 | epoch=20, current m_iou=0.5480743550186992
Round 2 | Best m_IoU is: 0.550, OA is: 0.866 | val costTime=229.06361198425293
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.043 Acc=0.83 --- 6114.86 ms/batch
Step 00013400 L_out=0.012 Acc=0.83 ---38153.36 ms/batch
Step 00013450 L_out=0.105 Acc=0.86 ---70544.35 ms/batch
Step 00013500 L_out=0.083 Acc=0.83 ---101723.76 ms/batch
Step 00013550 L_out=0.030 Acc=0.88 ---132674.91 ms/batch
Step 00013600 L_out=0.120 Acc=0.82 ---164298.97 ms/batch
Step 00013650 L_out=0.101 Acc=0.90 ---195732.51 ms/batch
Step 00013700 L_out=0.014 Acc=0.81 ---227303.15 ms/batch
Step 00013750 L_out=0.121 Acc=0.71 ---258420.15 ms/batch
Step 00013800 L_out=0.029 Acc=0.86 ---289849.64 ms/batch
Step 00013850 L_out=0.066 Acc=0.71 ---320944.07 ms/batch
Step 00013900 L_out=0.079 Acc=0.80 ---353014.15 ms/batch
Step 00013950 L_out=0.068 Acc=0.92 ---385353.32 ms/batch
Step 00014000 L_out=0.100 Acc=0.92 ---416056.58 ms/batch
Round 2 | epoch=20, train costTime=420.07196259498596, | total_activation_sum=6222710
Round 2 | epoch=21, current m_iou=0.5562689797043734
Round 2 | Best m_IoU is: 0.556, OA is: 0.871 | val costTime=232.94782948493958
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.026 Acc=0.87 ---25818.97 ms/batch
Step 00014100 L_out=0.108 Acc=0.82 ---56778.39 ms/batch
Step 00014150 L_out=0.069 Acc=0.80 ---89720.17 ms/batch
Step 00014200 L_out=0.050 Acc=0.81 ---122246.22 ms/batch
Step 00014250 L_out=0.102 Acc=0.79 ---153324.48 ms/batch
Step 00014300 L_out=0.439 Acc=0.59 ---183575.89 ms/batch
Step 00014350 L_out=0.063 Acc=0.94 ---215424.36 ms/batch
Step 00014400 L_out=0.120 Acc=0.85 ---247300.89 ms/batch
Step 00014450 L_out=0.076 Acc=0.84 ---278766.06 ms/batch
Step 00014500 L_out=0.018 Acc=0.88 ---310046.00 ms/batch
Step 00014550 L_out=0.033 Acc=0.83 ---341849.03 ms/batch
Step 00014600 L_out=0.069 Acc=0.79 ---373632.11 ms/batch
Step 00014650 L_out=0.050 Acc=0.83 ---406046.21 ms/batch
Round 2 | epoch=21, train costTime=421.1759490966797, | total_activation_sum=6207641
Round 2 | epoch=22, current m_iou=0.5598375104740505
Round 2 | Best m_IoU is: 0.560, OA is: 0.874 | val costTime=228.43325066566467
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.063 Acc=0.84 ---16131.30 ms/batch
Step 00014750 L_out=0.064 Acc=0.74 ---47781.35 ms/batch
Step 00014800 L_out=0.039 Acc=0.83 ---78316.71 ms/batch
Step 00014850 L_out=0.041 Acc=0.87 ---110231.79 ms/batch
Step 00014900 L_out=0.033 Acc=0.81 ---142247.58 ms/batch
Step 00014950 L_out=0.058 Acc=0.88 ---173576.94 ms/batch
Step 00015000 L_out=0.061 Acc=0.91 ---205203.14 ms/batch
Step 00015050 L_out=0.139 Acc=0.91 ---238418.63 ms/batch
Step 00015100 L_out=0.073 Acc=0.74 ---270061.02 ms/batch
Step 00015150 L_out=0.061 Acc=0.94 ---300990.44 ms/batch
Step 00015200 L_out=0.089 Acc=0.93 ---332834.96 ms/batch
Step 00015250 L_out=0.020 Acc=0.72 ---365641.67 ms/batch
Step 00015300 L_out=0.058 Acc=0.94 ---398111.46 ms/batch
Round 2 | epoch=22, train costTime=424.7488377094269, | total_activation_sum=6174163
Round 2 | epoch=23, current m_iou=0.5600493548181933
Round 2 | Best m_IoU is: 0.560, OA is: 0.878 | val costTime=222.91283679008484
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.030 Acc=0.82 --- 5608.04 ms/batch
Step 00015400 L_out=0.045 Acc=0.78 ---37211.02 ms/batch
Step 00015450 L_out=0.074 Acc=0.84 ---69349.59 ms/batch
Step 00015500 L_out=0.031 Acc=0.92 ---100514.10 ms/batch
Step 00015550 L_out=0.151 Acc=0.72 ---132630.68 ms/batch
Step 00015600 L_out=0.063 Acc=0.87 ---165325.42 ms/batch
Step 00015650 L_out=0.088 Acc=0.85 ---196819.98 ms/batch
Step 00015700 L_out=0.061 Acc=0.86 ---227990.48 ms/batch
Step 00015750 L_out=0.110 Acc=0.79 ---260159.35 ms/batch
Step 00015800 L_out=0.035 Acc=0.80 ---292625.99 ms/batch
Step 00015850 L_out=0.028 Acc=0.87 ---324356.82 ms/batch
Step 00015900 L_out=0.035 Acc=0.86 ---355686.52 ms/batch
Step 00015950 L_out=0.039 Acc=0.89 ---387008.10 ms/batch
Step 00016000 L_out=0.058 Acc=0.88 ---420508.63 ms/batch
Round 2 | epoch=23, train costTime=425.95054817199707, | total_activation_sum=6244499
Round 2 | epoch=24, current m_iou=0.5629057834488689
Round 2 | Best m_IoU is: 0.563, OA is: 0.879 | val costTime=225.40062808990479
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.040 Acc=0.66 ---28313.34 ms/batch
Step 00016100 L_out=0.097 Acc=0.88 ---60033.55 ms/batch
Step 00016150 L_out=0.056 Acc=0.92 ---90367.76 ms/batch
Step 00016200 L_out=0.051 Acc=0.86 ---122958.06 ms/batch
Step 00016250 L_out=0.030 Acc=0.85 ---154771.23 ms/batch
Step 00016300 L_out=0.051 Acc=0.76 ---185555.15 ms/batch
Step 00016350 L_out=0.016 Acc=0.88 ---217590.25 ms/batch
Step 00016400 L_out=0.257 Acc=0.81 ---248848.06 ms/batch
Step 00016450 L_out=0.090 Acc=0.69 ---280444.86 ms/batch
Step 00016500 L_out=0.071 Acc=0.92 ---311731.36 ms/batch
Step 00016550 L_out=0.017 Acc=0.87 ---343310.96 ms/batch
Step 00016600 L_out=0.069 Acc=0.73 ---375589.17 ms/batch
Step 00016650 L_out=0.047 Acc=0.84 ---409308.08 ms/batch
Round 2 | epoch=24, train costTime=424.51672291755676, | total_activation_sum=6190327
Round 2 | epoch=25, current m_iou=0.5718233212698508
Round 2 | Best m_IoU is: 0.572, OA is: 0.884 | val costTime=221.11441802978516
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.034 Acc=0.86 ---14416.74 ms/batch
Step 00016750 L_out=0.064 Acc=0.87 ---45759.74 ms/batch
Step 00016800 L_out=0.039 Acc=0.86 ---77819.34 ms/batch
Step 00016850 L_out=0.118 Acc=0.78 ---109334.24 ms/batch
Step 00016900 L_out=0.023 Acc=0.87 ---141411.83 ms/batch
Step 00016950 L_out=0.040 Acc=0.89 ---172437.32 ms/batch
Step 00017000 L_out=0.128 Acc=0.62 ---208545.41 ms/batch
Step 00017050 L_out=0.134 Acc=0.85 ---244187.97 ms/batch
Step 00017100 L_out=0.016 Acc=0.89 ---279212.18 ms/batch
Step 00017150 L_out=0.008 Acc=0.92 ---312823.74 ms/batch
Step 00017200 L_out=0.019 Acc=0.87 ---347802.63 ms/batch
Step 00017250 L_out=0.267 Acc=0.78 ---382249.87 ms/batch
Step 00017300 L_out=0.049 Acc=0.85 ---417252.37 ms/batch
Round 2 | epoch=25, train costTime=444.87987208366394, | total_activation_sum=6155280
Round 2 | epoch=26, current m_iou=0.5850556614727631
Round 2 | Best m_IoU is: 0.585, OA is: 0.888 | val costTime=224.06797647476196
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.036 Acc=0.70 --- 3898.34 ms/batch
Step 00017400 L_out=0.032 Acc=0.88 ---34273.83 ms/batch
Step 00017450 L_out=0.069 Acc=0.77 ---66722.81 ms/batch
Step 00017500 L_out=0.075 Acc=0.86 ---99666.21 ms/batch
Step 00017550 L_out=0.078 Acc=0.90 ---130517.30 ms/batch
Step 00017600 L_out=0.065 Acc=0.85 ---162585.95 ms/batch
Step 00017650 L_out=0.065 Acc=0.92 ---194175.67 ms/batch
Step 00017700 L_out=0.071 Acc=0.77 ---226752.56 ms/batch
Step 00017750 L_out=0.066 Acc=0.66 ---258819.52 ms/batch
Step 00017800 L_out=0.025 Acc=0.87 ---290452.88 ms/batch
Step 00017850 L_out=0.082 Acc=0.70 ---322931.33 ms/batch
Step 00017900 L_out=0.042 Acc=0.77 ---353929.72 ms/batch
Step 00017950 L_out=0.397 Acc=0.62 ---385716.61 ms/batch
Step 00018000 L_out=0.020 Acc=0.84 ---417365.26 ms/batch
Round 2 | epoch=26, train costTime=422.96078610420227, | total_activation_sum=6303793
Round 2 | epoch=27, current m_iou=0.5849694014215606
Round 2 | Best m_IoU is: 0.585, OA is: 0.888 | val costTime=226.49095177650452
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.060 Acc=0.80 ---25546.44 ms/batch
Step 00018100 L_out=0.041 Acc=0.84 ---57147.18 ms/batch
Step 00018150 L_out=0.019 Acc=0.84 ---88612.93 ms/batch
Step 00018200 L_out=0.059 Acc=0.88 ---121391.83 ms/batch
Step 00018250 L_out=0.101 Acc=0.85 ---152506.48 ms/batch
Step 00018300 L_out=0.063 Acc=0.89 ---184414.66 ms/batch
Step 00018350 L_out=0.014 Acc=0.81 ---216293.18 ms/batch
Step 00018400 L_out=0.063 Acc=0.88 ---247430.39 ms/batch
Step 00018450 L_out=0.131 Acc=0.82 ---278888.69 ms/batch
Step 00018500 L_out=0.079 Acc=0.78 ---311519.17 ms/batch
Step 00018550 L_out=0.010 Acc=0.90 ---342966.95 ms/batch
Step 00018600 L_out=0.103 Acc=0.87 ---374719.68 ms/batch
Step 00018650 L_out=0.068 Acc=0.88 ---406060.23 ms/batch
Round 2 | epoch=27, train costTime=422.35340452194214, | total_activation_sum=6036429
Round 2 | epoch=28, current m_iou=0.5864180294681016
Round 2 | Best m_IoU is: 0.586, OA is: 0.888 | val costTime=226.7282874584198
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.010 Acc=0.86 ---15462.62 ms/batch
Step 00018750 L_out=0.099 Acc=0.90 ---48124.71 ms/batch
Step 00018800 L_out=0.040 Acc=0.79 ---80219.05 ms/batch
Step 00018850 L_out=0.028 Acc=0.90 ---112821.16 ms/batch
Step 00018900 L_out=0.076 Acc=0.73 ---144017.54 ms/batch
Step 00018950 L_out=0.025 Acc=0.73 ---176322.69 ms/batch
Step 00019000 L_out=0.014 Acc=0.87 ---207142.56 ms/batch
Step 00019050 L_out=0.118 Acc=0.84 ---239486.98 ms/batch
Step 00019100 L_out=0.017 Acc=0.86 ---270313.46 ms/batch
Step 00019150 L_out=0.121 Acc=0.85 ---303782.72 ms/batch
Step 00019200 L_out=0.070 Acc=0.90 ---336322.67 ms/batch
Step 00019250 L_out=0.012 Acc=0.80 ---367963.14 ms/batch
Step 00019300 L_out=0.012 Acc=0.87 ---400814.40 ms/batch
Round 2 | epoch=28, train costTime=428.5309853553772, | total_activation_sum=6314025
Round 2 | epoch=29, current m_iou=0.5865827592572505
Round 2 | Best m_IoU is: 0.587, OA is: 0.887 | val costTime=215.19618153572083
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.029 Acc=0.86 --- 4411.30 ms/batch
Step 00019400 L_out=0.014 Acc=0.92 ---36327.51 ms/batch
Step 00019450 L_out=0.141 Acc=0.83 ---67973.12 ms/batch
Step 00019500 L_out=0.041 Acc=0.87 ---100368.57 ms/batch
Step 00019550 L_out=0.034 Acc=0.87 ---131945.18 ms/batch
Step 00019600 L_out=0.050 Acc=0.82 ---164019.03 ms/batch
Step 00019650 L_out=0.030 Acc=0.81 ---195208.88 ms/batch
Step 00019700 L_out=0.172 Acc=0.82 ---227831.54 ms/batch
Step 00019750 L_out=0.017 Acc=0.76 ---260632.45 ms/batch
Step 00019800 L_out=0.058 Acc=0.92 ---291895.54 ms/batch
Step 00019850 L_out=0.064 Acc=0.90 ---324873.64 ms/batch
Step 00019900 L_out=0.035 Acc=0.87 ---357714.01 ms/batch
Step 00019950 L_out=0.061 Acc=0.89 ---389946.14 ms/batch
Step 00020000 L_out=0.025 Acc=0.85 ---421292.42 ms/batch
Round 2 | epoch=29, train costTime=427.5465614795685, | total_activation_sum=6249827
Round 2 | epoch=30, current m_iou=0.5847954252687334
Round 2 | Best m_IoU is: 0.587, OA is: 0.887 | val costTime=230.42770195007324
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=0.122 Acc=0.51 ---24218.99 ms/batch
Step 00020100 L_out=1.039 Acc=0.51 ---57143.52 ms/batch
Step 00020150 L_out=0.676 Acc=0.69 ---89098.04 ms/batch
Step 00020200 L_out=0.239 Acc=0.42 ---120436.92 ms/batch
Step 00020250 L_out=0.535 Acc=0.72 ---150592.11 ms/batch
Step 00020300 L_out=0.214 Acc=0.47 ---182701.09 ms/batch
Step 00020350 L_out=0.385 Acc=0.62 ---214458.52 ms/batch
Step 00020400 L_out=0.526 Acc=0.77 ---246662.03 ms/batch
Step 00020450 L_out=0.258 Acc=0.70 ---277533.37 ms/batch
Step 00020500 L_out=0.463 Acc=0.79 ---309274.19 ms/batch
Step 00020550 L_out=0.379 Acc=0.65 ---342328.76 ms/batch
Step 00020600 L_out=0.115 Acc=0.92 ---373121.71 ms/batch
Step 00020650 L_out=0.168 Acc=0.70 ---406616.37 ms/batch
Round 3 | epoch=0, train costTime=422.7605309486389, | total_activation_sum=13055580
Round 3 | epoch=1, current m_iou=0.3622171594492727
Round 3 | Best m_IoU is: 0.362, OA is: 0.714 | val costTime=207.1218400001526
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.141 Acc=0.69 ---14300.80 ms/batch
Step 00020750 L_out=0.125 Acc=0.60 ---46280.88 ms/batch
Step 00020800 L_out=0.398 Acc=0.58 ---78031.95 ms/batch
Step 00020850 L_out=0.144 Acc=0.68 ---110297.19 ms/batch
Step 00020900 L_out=0.211 Acc=0.66 ---142278.68 ms/batch
Step 00020950 L_out=0.399 Acc=0.33 ---176404.86 ms/batch
Step 00021000 L_out=0.473 Acc=0.72 ---207217.50 ms/batch
Step 00021050 L_out=0.461 Acc=0.80 ---238588.25 ms/batch
Step 00021100 L_out=0.346 Acc=0.80 ---271261.98 ms/batch
Step 00021150 L_out=0.105 Acc=0.88 ---302110.26 ms/batch
Step 00021200 L_out=0.325 Acc=0.74 ---333605.57 ms/batch
Step 00021250 L_out=0.294 Acc=0.50 ---366817.10 ms/batch
Step 00021300 L_out=0.296 Acc=0.80 ---399153.44 ms/batch
Round 3 | epoch=1, train costTime=424.92521119117737, | total_activation_sum=12561749
Round 3 | epoch=2, current m_iou=0.32290405779821585
Round 3 | Best m_IoU is: 0.362, OA is: 0.714 | val costTime=231.5201301574707
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.702 Acc=0.62 --- 3656.20 ms/batch
Step 00021400 L_out=0.529 Acc=0.68 ---34747.72 ms/batch
Step 00021450 L_out=0.503 Acc=0.75 ---67327.71 ms/batch
Step 00021500 L_out=0.051 Acc=0.70 ---99577.10 ms/batch
Step 00021550 L_out=0.317 Acc=0.75 ---131505.31 ms/batch
Step 00021600 L_out=0.278 Acc=0.48 ---164423.24 ms/batch
Step 00021650 L_out=1.883 Acc=0.67 ---196465.51 ms/batch
Step 00021700 L_out=0.110 Acc=0.66 ---227955.43 ms/batch
Step 00021750 L_out=0.253 Acc=0.77 ---259514.71 ms/batch
Step 00021800 L_out=0.357 Acc=0.79 ---291567.80 ms/batch
Step 00021850 L_out=0.322 Acc=0.63 ---323118.72 ms/batch
Step 00021900 L_out=0.421 Acc=0.74 ---354433.80 ms/batch
Step 00021950 L_out=0.112 Acc=0.75 ---385747.16 ms/batch
Step 00022000 L_out=0.300 Acc=0.86 ---416755.75 ms/batch
Round 3 | epoch=2, train costTime=423.11012506484985, | total_activation_sum=12749140
Round 3 | epoch=3, current m_iou=0.600097702029003
Round 3 | Best m_IoU is: 0.600, OA is: 0.893 | val costTime=234.83463668823242
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.391 Acc=0.84 ---24199.95 ms/batch
Step 00022100 L_out=0.180 Acc=0.82 ---56378.84 ms/batch
Step 00022150 L_out=0.198 Acc=0.84 ---88139.39 ms/batch
Step 00022200 L_out=0.254 Acc=0.88 ---119675.58 ms/batch
Step 00022250 L_out=0.197 Acc=0.69 ---151236.03 ms/batch
Step 00022300 L_out=0.186 Acc=0.75 ---184310.65 ms/batch
Step 00022350 L_out=0.312 Acc=0.86 ---216744.82 ms/batch
Step 00022400 L_out=0.203 Acc=0.77 ---248524.95 ms/batch
Step 00022450 L_out=0.132 Acc=0.95 ---279869.29 ms/batch
Step 00022500 L_out=0.302 Acc=0.79 ---311206.24 ms/batch
Step 00022550 L_out=0.253 Acc=0.82 ---342575.23 ms/batch
Step 00022600 L_out=0.515 Acc=0.84 ---374268.50 ms/batch
Step 00022650 L_out=0.251 Acc=0.81 ---406619.20 ms/batch
Round 3 | epoch=3, train costTime=423.52732944488525, | total_activation_sum=12614540
Round 3 | epoch=4, current m_iou=0.5307208542960535
Round 3 | Best m_IoU is: 0.600, OA is: 0.893 | val costTime=235.20603919029236
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.160 Acc=0.81 ---13938.69 ms/batch
Step 00022750 L_out=0.223 Acc=0.63 ---46137.82 ms/batch
Step 00022800 L_out=0.387 Acc=0.81 ---78331.81 ms/batch
Step 00022850 L_out=0.396 Acc=0.81 ---110115.68 ms/batch
Step 00022900 L_out=0.065 Acc=0.89 ---141382.90 ms/batch
Step 00022950 L_out=0.111 Acc=0.81 ---172990.23 ms/batch
Step 00023000 L_out=0.220 Acc=0.57 ---206452.93 ms/batch
Step 00023050 L_out=0.285 Acc=0.77 ---238981.00 ms/batch
Step 00023100 L_out=0.497 Acc=0.82 ---270914.09 ms/batch
Step 00023150 L_out=0.731 Acc=0.79 ---302894.66 ms/batch
Step 00023200 L_out=0.160 Acc=0.74 ---335333.62 ms/batch
Step 00023250 L_out=0.099 Acc=0.86 ---366697.53 ms/batch
Step 00023300 L_out=0.190 Acc=0.82 ---399478.40 ms/batch
Round 3 | epoch=4, train costTime=427.3662118911743, | total_activation_sum=12668235
Round 3 | epoch=5, current m_iou=0.5897711754949976
Round 3 | Best m_IoU is: 0.600, OA is: 0.893 | val costTime=228.25774550437927
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.549 Acc=0.73 --- 2938.12 ms/batch
Step 00023400 L_out=0.275 Acc=0.70 ---34814.36 ms/batch
Step 00023450 L_out=0.103 Acc=0.88 ---67555.69 ms/batch
Step 00023500 L_out=0.066 Acc=0.83 ---99923.81 ms/batch
Step 00023550 L_out=0.216 Acc=0.77 ---132793.32 ms/batch
Step 00023600 L_out=0.255 Acc=0.85 ---163175.61 ms/batch
Step 00023650 L_out=0.200 Acc=0.78 ---194336.96 ms/batch
Step 00023700 L_out=0.447 Acc=0.67 ---226406.49 ms/batch
Step 00023750 L_out=0.194 Acc=0.83 ---259253.22 ms/batch
Step 00023800 L_out=0.279 Acc=0.78 ---291322.82 ms/batch
Step 00023850 L_out=0.315 Acc=0.80 ---323081.10 ms/batch
Step 00023900 L_out=0.076 Acc=0.89 ---355020.28 ms/batch
Step 00023950 L_out=0.133 Acc=0.84 ---386544.31 ms/batch
Step 00024000 L_out=0.138 Acc=0.80 ---418542.17 ms/batch
Round 3 | epoch=5, train costTime=425.81158089637756, | total_activation_sum=12706229
Round 3 | epoch=6, current m_iou=0.6191862181780394
Round 3 | Best m_IoU is: 0.619, OA is: 0.899 | val costTime=229.24577856063843
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.069 Acc=0.67 ---23737.79 ms/batch
Step 00024100 L_out=0.238 Acc=0.84 ---55935.38 ms/batch
Step 00024150 L_out=0.047 Acc=0.88 ---88597.78 ms/batch
Step 00024200 L_out=0.473 Acc=0.77 ---120115.41 ms/batch
Step 00024250 L_out=0.337 Acc=0.93 ---152432.92 ms/batch
Step 00024300 L_out=0.110 Acc=0.79 ---185013.37 ms/batch
Step 00024350 L_out=0.042 Acc=0.87 ---215921.45 ms/batch
Step 00024400 L_out=0.215 Acc=0.76 ---248946.43 ms/batch
Step 00024450 L_out=0.175 Acc=0.84 ---280126.63 ms/batch
Step 00024500 L_out=0.061 Acc=0.91 ---312786.27 ms/batch
Step 00024550 L_out=0.141 Acc=0.87 ---345408.33 ms/batch
Step 00024600 L_out=0.153 Acc=0.86 ---377561.89 ms/batch
Step 00024650 L_out=0.097 Acc=0.89 ---410328.06 ms/batch
Round 3 | epoch=6, train costTime=428.8039903640747, | total_activation_sum=12646528
Round 3 | epoch=7, current m_iou=0.6042330573597187
Round 3 | Best m_IoU is: 0.619, OA is: 0.899 | val costTime=225.44481468200684
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.112 Acc=0.85 ---13050.56 ms/batch
Step 00024750 L_out=0.331 Acc=0.76 ---44117.70 ms/batch
Step 00024800 L_out=0.376 Acc=0.84 ---75418.35 ms/batch
Step 00024850 L_out=0.133 Acc=0.85 ---107615.68 ms/batch
Step 00024900 L_out=0.066 Acc=0.86 ---139167.30 ms/batch
Step 00024950 L_out=0.148 Acc=0.84 ---169998.43 ms/batch
Step 00025000 L_out=0.151 Acc=0.72 ---201273.59 ms/batch
Step 00025050 L_out=0.220 Acc=0.91 ---232723.15 ms/batch
Step 00025100 L_out=0.734 Acc=0.82 ---263391.64 ms/batch
Step 00025150 L_out=0.386 Acc=0.85 ---295055.18 ms/batch
Step 00025200 L_out=0.182 Acc=0.64 ---326583.22 ms/batch
Step 00025250 L_out=0.117 Acc=0.76 ---359152.71 ms/batch
Step 00025300 L_out=0.176 Acc=0.88 ---389963.16 ms/batch
Round 3 | epoch=7, train costTime=419.99795293807983, | total_activation_sum=12707421
Round 3 | epoch=8, current m_iou=0.6021474039416026
Round 3 | Best m_IoU is: 0.619, OA is: 0.899 | val costTime=216.31656122207642
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.134 Acc=0.78 --- 1992.09 ms/batch
Step 00025400 L_out=0.386 Acc=0.76 ---32972.37 ms/batch
Step 00025450 L_out=0.143 Acc=0.91 ---65418.98 ms/batch
Step 00025500 L_out=0.058 Acc=0.89 ---96810.72 ms/batch
Step 00025550 L_out=0.188 Acc=0.89 ---128635.23 ms/batch
Step 00025600 L_out=0.254 Acc=0.85 ---159207.97 ms/batch
Step 00025650 L_out=0.106 Acc=0.89 ---190695.76 ms/batch
Step 00025700 L_out=0.128 Acc=0.83 ---221869.07 ms/batch
Step 00025750 L_out=0.100 Acc=0.80 ---251797.26 ms/batch
Step 00025800 L_out=0.105 Acc=0.94 ---283259.83 ms/batch
Step 00025850 L_out=0.171 Acc=0.86 ---316396.48 ms/batch
Step 00025900 L_out=0.279 Acc=0.70 ---348998.67 ms/batch
Step 00025950 L_out=0.069 Acc=0.89 ---380286.87 ms/batch
Step 00026000 L_out=0.162 Acc=0.88 ---413153.82 ms/batch
Round 3 | epoch=8, train costTime=421.4310612678528, | total_activation_sum=12681240
Round 3 | epoch=9, current m_iou=0.6157680894129294
Round 3 | Best m_IoU is: 0.619, OA is: 0.899 | val costTime=238.40398645401
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.142 Acc=0.75 ---21203.18 ms/batch
Step 00026100 L_out=0.130 Acc=0.87 ---52947.75 ms/batch
Step 00026150 L_out=0.079 Acc=0.82 ---85654.19 ms/batch
Step 00026200 L_out=0.054 Acc=0.89 ---116770.38 ms/batch
Step 00026250 L_out=0.059 Acc=0.90 ---148414.47 ms/batch
Step 00026300 L_out=0.256 Acc=0.83 ---178647.93 ms/batch
Step 00026350 L_out=0.038 Acc=0.85 ---210511.88 ms/batch
Step 00026400 L_out=0.052 Acc=0.90 ---242203.04 ms/batch
Step 00026450 L_out=0.430 Acc=0.79 ---273325.25 ms/batch
Step 00026500 L_out=0.199 Acc=0.84 ---305608.56 ms/batch
Step 00026550 L_out=0.059 Acc=0.79 ---338074.01 ms/batch
Step 00026600 L_out=0.039 Acc=0.89 ---370976.56 ms/batch
Step 00026650 L_out=0.106 Acc=0.89 ---401542.80 ms/batch
Round 3 | epoch=9, train costTime=420.4812123775482, | total_activation_sum=12692436
Round 3 | epoch=10, current m_iou=0.6155860711106925
Round 3 | Best m_IoU is: 0.619, OA is: 0.899 | val costTime=239.2111976146698
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.895 Acc=0.70 ---12849.36 ms/batch
Step 00026750 L_out=0.135 Acc=0.87 ---44198.06 ms/batch
Step 00026800 L_out=1.057 Acc=0.79 ---76405.71 ms/batch
Step 00026850 L_out=0.212 Acc=0.84 ---108541.37 ms/batch
Step 00026900 L_out=0.413 Acc=0.84 ---139582.70 ms/batch
Step 00026950 L_out=0.287 Acc=0.83 ---171465.95 ms/batch
Step 00027000 L_out=0.205 Acc=0.86 ---203347.67 ms/batch
Step 00027050 L_out=0.251 Acc=0.91 ---236025.71 ms/batch
Step 00027100 L_out=0.112 Acc=0.76 ---267931.61 ms/batch
Step 00027150 L_out=0.228 Acc=0.90 ---300464.84 ms/batch
Step 00027200 L_out=0.119 Acc=0.87 ---333013.55 ms/batch
Step 00027250 L_out=0.153 Acc=0.79 ---366222.24 ms/batch
Step 00027300 L_out=0.042 Acc=0.89 ---399638.55 ms/batch
Round 3 | epoch=10, train costTime=430.9309422969818, | total_activation_sum=12689936
Round 3 | epoch=11, current m_iou=0.6202056846652785
Round 3 | Best m_IoU is: 0.620, OA is: 0.906 | val costTime=248.69215989112854
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.341 Acc=0.80 --- 1950.28 ms/batch
Step 00027400 L_out=0.241 Acc=0.82 ---33632.45 ms/batch
Step 00027450 L_out=0.244 Acc=0.88 ---67563.81 ms/batch
Step 00027500 L_out=0.076 Acc=0.91 ---100647.32 ms/batch
Step 00027550 L_out=0.144 Acc=0.90 ---131611.28 ms/batch
Step 00027600 L_out=0.107 Acc=0.93 ---164311.46 ms/batch
Step 00027650 L_out=0.123 Acc=0.86 ---197367.43 ms/batch
Step 00027700 L_out=0.150 Acc=0.70 ---230534.90 ms/batch
Step 00027750 L_out=0.241 Acc=0.82 ---264539.35 ms/batch
Step 00027800 L_out=0.153 Acc=0.84 ---296529.06 ms/batch
Step 00027850 L_out=0.059 Acc=0.88 ---328886.87 ms/batch
Step 00027900 L_out=0.085 Acc=0.91 ---361423.12 ms/batch
Step 00027950 L_out=0.071 Acc=0.91 ---394546.33 ms/batch
Step 00028000 L_out=0.144 Acc=0.84 ---426915.85 ms/batch
Round 3 | epoch=11, train costTime=435.89058899879456, | total_activation_sum=12724240
Round 3 | epoch=12, current m_iou=0.6138554875895196
Round 3 | Best m_IoU is: 0.620, OA is: 0.906 | val costTime=254.95180296897888
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.044 Acc=0.89 ---24568.31 ms/batch
Step 00028100 L_out=0.238 Acc=0.66 ---56513.76 ms/batch
Step 00028150 L_out=0.194 Acc=0.88 ---88025.00 ms/batch
Step 00028200 L_out=0.079 Acc=0.94 ---120922.54 ms/batch
Step 00028250 L_out=0.193 Acc=0.89 ---157652.19 ms/batch
Step 00028300 L_out=0.113 Acc=0.86 ---192007.54 ms/batch
Step 00028350 L_out=0.069 Acc=0.85 ---226665.83 ms/batch
Step 00028400 L_out=0.045 Acc=0.89 ---262239.40 ms/batch
Step 00028450 L_out=0.085 Acc=0.84 ---297253.35 ms/batch
Step 00028500 L_out=0.105 Acc=0.90 ---333407.40 ms/batch
Step 00028550 L_out=0.100 Acc=0.83 ---368005.63 ms/batch
Step 00028600 L_out=0.181 Acc=0.87 ---402180.79 ms/batch
Step 00028650 L_out=0.126 Acc=0.86 ---436161.25 ms/batch
Round 3 | epoch=12, train costTime=456.37895703315735, | total_activation_sum=12617851
Round 3 | epoch=13, current m_iou=0.6181902807589384
Round 3 | Best m_IoU is: 0.620, OA is: 0.906 | val costTime=255.29268741607666
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.178 Acc=0.91 ---12348.54 ms/batch
Step 00028750 L_out=0.185 Acc=0.88 ---43829.86 ms/batch
Step 00028800 L_out=0.119 Acc=0.86 ---75718.53 ms/batch
Step 00028850 L_out=0.069 Acc=0.91 ---107919.75 ms/batch
Step 00028900 L_out=0.043 Acc=0.91 ---139977.09 ms/batch
Step 00028950 L_out=0.012 Acc=0.89 ---173404.74 ms/batch
Step 00029000 L_out=0.198 Acc=0.82 ---206222.26 ms/batch
Step 00029050 L_out=0.154 Acc=0.83 ---238800.94 ms/batch
Step 00029100 L_out=0.187 Acc=0.87 ---271216.82 ms/batch
Step 00029150 L_out=0.168 Acc=0.84 ---303420.82 ms/batch
Step 00029200 L_out=0.055 Acc=0.88 ---336000.92 ms/batch
Step 00029250 L_out=0.085 Acc=0.89 ---368412.26 ms/batch
Step 00029300 L_out=0.202 Acc=0.90 ---402271.37 ms/batch
Round 3 | epoch=13, train costTime=433.64986300468445, | total_activation_sum=12641807
Round 3 | epoch=14, current m_iou=0.626812817209764
Round 3 | Best m_IoU is: 0.627, OA is: 0.906 | val costTime=234.59530067443848
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.117 Acc=0.86 --- 1185.42 ms/batch
Step 00029400 L_out=0.074 Acc=0.87 ---33415.62 ms/batch
Step 00029450 L_out=0.129 Acc=0.86 ---65974.81 ms/batch
Step 00029500 L_out=0.098 Acc=0.81 ---98361.21 ms/batch
Step 00029550 L_out=0.076 Acc=0.88 ---131250.13 ms/batch
Step 00029600 L_out=0.136 Acc=0.88 ---162322.57 ms/batch
Step 00029650 L_out=0.123 Acc=0.80 ---193220.35 ms/batch
Step 00029700 L_out=0.122 Acc=0.81 ---225594.43 ms/batch
Step 00029750 L_out=0.068 Acc=0.88 ---258357.81 ms/batch
Step 00029800 L_out=0.200 Acc=0.81 ---291830.20 ms/batch
Step 00029850 L_out=0.273 Acc=0.84 ---325243.07 ms/batch
Step 00029900 L_out=0.132 Acc=0.86 ---358817.12 ms/batch
Step 00029950 L_out=0.066 Acc=0.96 ---391658.44 ms/batch
Step 00030000 L_out=0.059 Acc=0.94 ---423312.07 ms/batch
Round 3 | epoch=14, train costTime=432.573237657547, | total_activation_sum=12782746
Round 3 | epoch=15, current m_iou=0.6209053362223171
Round 3 | Best m_IoU is: 0.627, OA is: 0.906 | val costTime=237.65728759765625
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.184 Acc=0.84 ---21925.49 ms/batch
Step 00030100 L_out=0.147 Acc=0.93 ---54543.98 ms/batch
Step 00030150 L_out=0.033 Acc=0.86 ---86032.96 ms/batch
Step 00030200 L_out=0.165 Acc=0.88 ---118248.78 ms/batch
Step 00030250 L_out=0.124 Acc=0.88 ---149096.67 ms/batch
Step 00030300 L_out=0.148 Acc=0.89 ---180729.31 ms/batch
Step 00030350 L_out=0.309 Acc=0.84 ---211136.34 ms/batch
Step 00030400 L_out=0.315 Acc=0.73 ---242037.19 ms/batch
Step 00030450 L_out=0.069 Acc=0.95 ---271713.26 ms/batch
Step 00030500 L_out=0.135 Acc=0.78 ---302536.81 ms/batch
Step 00030550 L_out=0.080 Acc=0.87 ---333032.49 ms/batch
Step 00030600 L_out=0.195 Acc=0.73 ---364835.11 ms/batch
Step 00030650 L_out=0.307 Acc=0.87 ---396062.73 ms/batch
Round 3 | epoch=15, train costTime=417.37673020362854, | total_activation_sum=12549890
Round 3 | epoch=16, current m_iou=0.6252194389748609
Round 3 | Best m_IoU is: 0.627, OA is: 0.906 | val costTime=231.25098609924316
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.042 Acc=0.88 ---11597.54 ms/batch
Step 00030750 L_out=0.049 Acc=0.86 ---43187.73 ms/batch
Step 00030800 L_out=0.068 Acc=0.81 ---74990.97 ms/batch
Step 00030850 L_out=0.044 Acc=0.76 ---106462.06 ms/batch
Step 00030900 L_out=0.240 Acc=0.76 ---136448.36 ms/batch
Step 00030950 L_out=0.181 Acc=0.89 ---167933.92 ms/batch
Step 00031000 L_out=0.086 Acc=0.86 ---199443.36 ms/batch
Step 00031050 L_out=0.031 Acc=0.90 ---231239.33 ms/batch
Step 00031100 L_out=0.038 Acc=0.88 ---264399.86 ms/batch
Step 00031150 L_out=0.053 Acc=0.86 ---296373.45 ms/batch
Step 00031200 L_out=0.193 Acc=0.84 ---326746.25 ms/batch
Step 00031250 L_out=0.088 Acc=0.92 ---358089.66 ms/batch
Step 00031300 L_out=0.179 Acc=0.86 ---389976.08 ms/batch
Round 3 | epoch=16, train costTime=421.8359317779541, | total_activation_sum=12748928
Round 3 | epoch=17, current m_iou=0.6359940619785975
Round 3 | Best m_IoU is: 0.636, OA is: 0.908 | val costTime=233.9111611843109
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.173 Acc=0.84 ---  481.95 ms/batch
Step 00031400 L_out=0.168 Acc=0.93 ---31639.78 ms/batch
Step 00031450 L_out=0.097 Acc=0.85 ---63241.89 ms/batch
Step 00031500 L_out=0.095 Acc=0.92 ---96064.46 ms/batch
Step 00031550 L_out=0.103 Acc=0.90 ---126435.10 ms/batch
Step 00031600 L_out=0.072 Acc=0.87 ---157020.46 ms/batch
Step 00031650 L_out=0.075 Acc=0.90 ---188042.32 ms/batch
Step 00031700 L_out=0.197 Acc=0.85 ---221253.95 ms/batch
Step 00031750 L_out=0.152 Acc=0.83 ---252781.08 ms/batch
Step 00031800 L_out=0.113 Acc=0.84 ---285834.28 ms/batch
Step 00031850 L_out=0.149 Acc=0.73 ---317567.02 ms/batch
Step 00031900 L_out=0.113 Acc=0.82 ---349008.57 ms/batch
Step 00031950 L_out=0.080 Acc=0.81 ---380835.73 ms/batch
Step 00032000 L_out=0.032 Acc=0.87 ---412807.06 ms/batch
Round 3 | epoch=17, train costTime=422.66571140289307, | total_activation_sum=12652082
Round 3 | epoch=18, current m_iou=0.6437719541826479
Round 3 | Best m_IoU is: 0.644, OA is: 0.912 | val costTime=230.7839663028717
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.086 Acc=0.89 ---20260.62 ms/batch
Step 00032100 L_out=0.092 Acc=0.93 ---51339.49 ms/batch
Step 00032150 L_out=0.093 Acc=0.85 ---82132.04 ms/batch
Step 00032200 L_out=0.079 Acc=0.84 ---113573.13 ms/batch
Step 00032250 L_out=0.049 Acc=0.94 ---146908.19 ms/batch
Step 00032300 L_out=0.180 Acc=0.88 ---179031.01 ms/batch
Step 00032350 L_out=0.026 Acc=0.86 ---210360.84 ms/batch
Step 00032400 L_out=0.138 Acc=0.90 ---242543.91 ms/batch
Step 00032450 L_out=0.164 Acc=0.84 ---273741.12 ms/batch
Step 00032500 L_out=0.040 Acc=0.86 ---305894.48 ms/batch
Step 00032550 L_out=0.085 Acc=0.88 ---337543.06 ms/batch
Step 00032600 L_out=0.210 Acc=0.75 ---370120.94 ms/batch
Step 00032650 L_out=0.073 Acc=0.88 ---401883.43 ms/batch
Round 3 | epoch=18, train costTime=422.44043946266174, | total_activation_sum=12734974
Round 3 | epoch=19, current m_iou=0.6377479298758824
Round 3 | Best m_IoU is: 0.644, OA is: 0.912 | val costTime=242.30384922027588
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.129 Acc=0.85 ---10591.44 ms/batch
Step 00032750 L_out=0.023 Acc=0.94 ---42370.64 ms/batch
Step 00032800 L_out=0.035 Acc=0.92 ---74008.13 ms/batch
Step 00032850 L_out=0.027 Acc=0.93 ---105839.57 ms/batch
Step 00032900 L_out=0.141 Acc=0.77 ---137592.43 ms/batch
Step 00032950 L_out=0.043 Acc=0.86 ---168479.03 ms/batch
Step 00033000 L_out=0.064 Acc=0.85 ---199684.28 ms/batch
Step 00033050 L_out=0.087 Acc=0.90 ---232456.35 ms/batch
Step 00033100 L_out=0.088 Acc=0.91 ---265407.32 ms/batch
Step 00033150 L_out=0.047 Acc=0.96 ---297138.72 ms/batch
Step 00033200 L_out=0.046 Acc=0.92 ---329033.55 ms/batch
Step 00033250 L_out=0.077 Acc=0.91 ---359296.55 ms/batch
Step 00033300 L_out=0.075 Acc=0.83 ---390709.05 ms/batch
Step 00033350 L_out=0.042 Acc=0.89 ---423090.67 ms/batch
Round 3 | epoch=19, train costTime=423.09078097343445, | total_activation_sum=12687102
Round 3 | epoch=20, current m_iou=0.6409955974145625
Round 3 | Best m_IoU is: 0.644, OA is: 0.912 | val costTime=244.51347255706787
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.109 Acc=0.86 ---32129.67 ms/batch
Step 00033450 L_out=0.159 Acc=0.93 ---64919.81 ms/batch
Step 00033500 L_out=0.108 Acc=0.80 ---97699.25 ms/batch
Step 00033550 L_out=0.121 Acc=0.93 ---129585.90 ms/batch
Step 00033600 L_out=0.080 Acc=0.89 ---162730.83 ms/batch
Step 00033650 L_out=0.036 Acc=0.92 ---194726.83 ms/batch
Step 00033700 L_out=0.138 Acc=0.83 ---226126.34 ms/batch
Step 00033750 L_out=0.311 Acc=0.86 ---257174.48 ms/batch
Step 00033800 L_out=0.044 Acc=0.89 ---288956.67 ms/batch
Step 00033850 L_out=0.098 Acc=0.83 ---321059.23 ms/batch
Step 00033900 L_out=0.122 Acc=0.88 ---352675.15 ms/batch
Step 00033950 L_out=0.015 Acc=0.93 ---383858.25 ms/batch
Step 00034000 L_out=0.092 Acc=0.93 ---416997.01 ms/batch
Round 3 | epoch=20, train costTime=428.5271852016449, | total_activation_sum=12645334
Round 3 | epoch=21, current m_iou=0.6363032394851288
Round 3 | Best m_IoU is: 0.644, OA is: 0.912 | val costTime=231.71707844734192
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.059 Acc=0.88 ---22094.13 ms/batch
Step 00034100 L_out=0.083 Acc=0.87 ---54993.09 ms/batch
Step 00034150 L_out=0.022 Acc=0.83 ---86995.68 ms/batch
Step 00034200 L_out=0.022 Acc=0.92 ---118669.73 ms/batch
Step 00034250 L_out=0.111 Acc=0.92 ---150638.96 ms/batch
Step 00034300 L_out=0.058 Acc=0.87 ---182153.22 ms/batch
Step 00034350 L_out=0.115 Acc=0.90 ---215130.81 ms/batch
Step 00034400 L_out=0.073 Acc=0.94 ---248306.71 ms/batch
Step 00034450 L_out=0.094 Acc=0.90 ---281114.68 ms/batch
Step 00034500 L_out=0.156 Acc=0.90 ---314598.73 ms/batch
Step 00034550 L_out=0.108 Acc=0.86 ---346658.07 ms/batch
Step 00034600 L_out=0.081 Acc=0.88 ---377964.45 ms/batch
Step 00034650 L_out=0.026 Acc=0.94 ---410024.47 ms/batch
Round 3 | epoch=21, train costTime=431.3105630874634, | total_activation_sum=12668274
Round 3 | epoch=22, current m_iou=0.6360814950513346
Round 3 | Best m_IoU is: 0.644, OA is: 0.912 | val costTime=243.79417324066162
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.027 Acc=0.88 ---10609.83 ms/batch
Step 00034750 L_out=0.149 Acc=0.81 ---42852.90 ms/batch
Step 00034800 L_out=0.047 Acc=0.97 ---74287.90 ms/batch
Step 00034850 L_out=0.273 Acc=0.83 ---106558.34 ms/batch
Step 00034900 L_out=0.156 Acc=0.92 ---139645.68 ms/batch
Step 00034950 L_out=0.251 Acc=0.88 ---170696.39 ms/batch
Step 00035000 L_out=0.111 Acc=0.80 ---201021.94 ms/batch
Step 00035050 L_out=0.088 Acc=0.80 ---231496.10 ms/batch
Step 00035100 L_out=0.030 Acc=0.90 ---263231.20 ms/batch
Step 00035150 L_out=0.019 Acc=0.91 ---294216.29 ms/batch
Step 00035200 L_out=0.012 Acc=0.91 ---326202.95 ms/batch
Step 00035250 L_out=0.025 Acc=0.89 ---357108.95 ms/batch
Step 00035300 L_out=0.109 Acc=0.88 ---389241.70 ms/batch
Step 00035350 L_out=0.221 Acc=0.84 ---420456.13 ms/batch
Round 3 | epoch=22, train costTime=421.1715576648712, | total_activation_sum=12644495
Round 3 | epoch=23, current m_iou=0.6356624373719278
Round 3 | Best m_IoU is: 0.644, OA is: 0.912 | val costTime=258.3703167438507
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.074 Acc=0.86 ---31578.50 ms/batch
Step 00035450 L_out=0.073 Acc=0.93 ---64375.85 ms/batch
Step 00035500 L_out=0.071 Acc=0.90 ---96758.18 ms/batch
Step 00035550 L_out=0.031 Acc=0.94 ---128980.70 ms/batch
Step 00035600 L_out=0.027 Acc=0.92 ---161734.61 ms/batch
Step 00035650 L_out=0.072 Acc=0.89 ---192593.75 ms/batch
Step 00035700 L_out=0.071 Acc=0.89 ---225619.77 ms/batch
Step 00035750 L_out=0.094 Acc=0.86 ---258566.03 ms/batch
Step 00035800 L_out=0.056 Acc=0.80 ---291691.25 ms/batch
Step 00035850 L_out=0.074 Acc=0.82 ---324418.80 ms/batch
Step 00035900 L_out=0.068 Acc=0.88 ---356950.83 ms/batch
Step 00035950 L_out=0.081 Acc=0.88 ---389965.40 ms/batch
Step 00036000 L_out=0.014 Acc=0.91 ---420572.42 ms/batch
Round 3 | epoch=23, train costTime=431.72370624542236, | total_activation_sum=12688324
Round 3 | epoch=24, current m_iou=0.6370869731330973
Round 3 | Best m_IoU is: 0.644, OA is: 0.912 | val costTime=233.13756918907166
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.079 Acc=0.91 ---18573.56 ms/batch
Step 00036100 L_out=0.060 Acc=0.86 ---49441.17 ms/batch
Step 00036150 L_out=0.043 Acc=0.93 ---81351.20 ms/batch
Step 00036200 L_out=0.066 Acc=0.76 ---113222.16 ms/batch
Step 00036250 L_out=0.243 Acc=0.91 ---145027.27 ms/batch
Step 00036300 L_out=0.055 Acc=0.92 ---176551.08 ms/batch
Step 00036350 L_out=0.185 Acc=0.95 ---207676.77 ms/batch
Step 00036400 L_out=0.174 Acc=0.93 ---239757.18 ms/batch
Step 00036450 L_out=0.071 Acc=0.93 ---271024.25 ms/batch
Step 00036500 L_out=0.102 Acc=0.89 ---302386.72 ms/batch
Step 00036550 L_out=0.143 Acc=0.82 ---334025.23 ms/batch
Step 00036600 L_out=0.063 Acc=0.90 ---364904.50 ms/batch
Step 00036650 L_out=0.116 Acc=0.75 ---397894.61 ms/batch
Round 3 | epoch=24, train costTime=420.0276093482971, | total_activation_sum=12617695
Round 3 | epoch=25, current m_iou=0.641087847772104
Round 3 | Best m_IoU is: 0.644, OA is: 0.912 | val costTime=228.48257160186768
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.065 Acc=0.90 ---10007.07 ms/batch
Step 00036750 L_out=0.058 Acc=0.90 ---42111.54 ms/batch
Step 00036800 L_out=0.090 Acc=0.88 ---73007.47 ms/batch
Step 00036850 L_out=0.217 Acc=0.89 ---104555.01 ms/batch
Step 00036900 L_out=0.016 Acc=0.88 ---136543.98 ms/batch
Step 00036950 L_out=0.094 Acc=0.88 ---168016.55 ms/batch
Step 00037000 L_out=0.158 Acc=0.89 ---200619.06 ms/batch
Step 00037050 L_out=0.072 Acc=0.91 ---232375.60 ms/batch
Step 00037100 L_out=0.104 Acc=0.90 ---264479.71 ms/batch
Step 00037150 L_out=0.061 Acc=0.95 ---295938.38 ms/batch
Step 00037200 L_out=0.057 Acc=0.92 ---327214.68 ms/batch
Step 00037250 L_out=0.153 Acc=0.36 ---357791.26 ms/batch
Step 00037300 L_out=0.132 Acc=0.92 ---389932.38 ms/batch
Step 00037350 L_out=0.052 Acc=0.92 ---421963.17 ms/batch
Round 3 | epoch=25, train costTime=423.02892088890076, | total_activation_sum=12724434
Round 3 | epoch=26, current m_iou=0.6415648767359696
Round 3 | Best m_IoU is: 0.644, OA is: 0.912 | val costTime=211.85536932945251
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.089 Acc=0.90 ---29189.76 ms/batch
Step 00037450 L_out=0.097 Acc=0.86 ---60177.15 ms/batch
Step 00037500 L_out=0.065 Acc=0.94 ---92308.88 ms/batch
Step 00037550 L_out=0.050 Acc=0.92 ---124414.47 ms/batch
Step 00037600 L_out=0.022 Acc=0.93 ---155066.76 ms/batch
Step 00037650 L_out=0.282 Acc=0.86 ---187487.57 ms/batch
Step 00037700 L_out=0.088 Acc=0.87 ---218052.10 ms/batch
Step 00037750 L_out=0.089 Acc=0.92 ---250078.45 ms/batch
Step 00037800 L_out=0.103 Acc=0.86 ---282044.14 ms/batch
Step 00037850 L_out=0.135 Acc=0.92 ---314248.20 ms/batch
Step 00037900 L_out=0.043 Acc=0.79 ---345143.80 ms/batch
Step 00037950 L_out=0.075 Acc=0.92 ---376232.66 ms/batch
Step 00038000 L_out=0.197 Acc=0.76 ---406922.63 ms/batch
Round 3 | epoch=26, train costTime=418.85574984550476, | total_activation_sum=12662742
Round 3 | epoch=27, current m_iou=0.6370254615505122
Round 3 | Best m_IoU is: 0.644, OA is: 0.912 | val costTime=241.52589893341064
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.157 Acc=0.88 ---19664.39 ms/batch
Step 00038100 L_out=0.078 Acc=0.88 ---51084.97 ms/batch
Step 00038150 L_out=0.086 Acc=0.90 ---83029.06 ms/batch
Step 00038200 L_out=0.072 Acc=0.89 ---114223.13 ms/batch
Step 00038250 L_out=0.038 Acc=0.94 ---146368.91 ms/batch
Step 00038300 L_out=0.108 Acc=0.84 ---178420.97 ms/batch
Step 00038350 L_out=0.089 Acc=0.85 ---209927.17 ms/batch
Step 00038400 L_out=0.124 Acc=0.71 ---241645.75 ms/batch
Step 00038450 L_out=0.047 Acc=0.93 ---273674.35 ms/batch
Step 00038500 L_out=0.117 Acc=0.84 ---304993.82 ms/batch
Step 00038550 L_out=0.147 Acc=0.85 ---336059.84 ms/batch
Step 00038600 L_out=0.085 Acc=0.88 ---367293.08 ms/batch
Step 00038650 L_out=0.017 Acc=0.90 ---399689.14 ms/batch
Round 3 | epoch=27, train costTime=422.38243532180786, | total_activation_sum=12746371
Round 3 | epoch=28, current m_iou=0.638591492740579
Round 3 | Best m_IoU is: 0.644, OA is: 0.912 | val costTime=217.91970086097717
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.063 Acc=0.94 --- 7030.30 ms/batch
Step 00038750 L_out=0.057 Acc=0.93 ---37464.70 ms/batch
Step 00038800 L_out=0.141 Acc=0.86 ---69823.11 ms/batch
Step 00038850 L_out=0.030 Acc=0.90 ---102077.40 ms/batch
Step 00038900 L_out=0.066 Acc=0.90 ---133780.69 ms/batch
Step 00038950 L_out=0.072 Acc=0.92 ---165087.18 ms/batch
Step 00039000 L_out=0.067 Acc=0.87 ---198477.16 ms/batch
Step 00039050 L_out=0.058 Acc=0.94 ---232205.19 ms/batch
Step 00039100 L_out=0.027 Acc=0.86 ---264574.84 ms/batch
Step 00039150 L_out=0.075 Acc=0.84 ---297555.20 ms/batch
Step 00039200 L_out=0.021 Acc=0.95 ---330257.28 ms/batch
Step 00039250 L_out=0.033 Acc=0.93 ---362055.39 ms/batch
Step 00039300 L_out=0.071 Acc=0.87 ---393090.19 ms/batch
Step 00039350 L_out=0.138 Acc=0.86 ---425480.14 ms/batch
Round 3 | epoch=28, train costTime=427.3071162700653, | total_activation_sum=12684421
Round 3 | epoch=29, current m_iou=0.6324095019452579
Round 3 | Best m_IoU is: 0.644, OA is: 0.912 | val costTime=232.05051612854004
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.094 Acc=0.94 ---30452.21 ms/batch
Step 00039450 L_out=0.111 Acc=0.90 ---62353.08 ms/batch
Step 00039500 L_out=0.044 Acc=0.88 ---94373.33 ms/batch
Step 00039550 L_out=0.308 Acc=0.92 ---127262.67 ms/batch
Step 00039600 L_out=0.438 Acc=0.85 ---158244.19 ms/batch
Step 00039650 L_out=0.086 Acc=0.91 ---190262.67 ms/batch
Step 00039700 L_out=0.111 Acc=0.89 ---222468.48 ms/batch
Step 00039750 L_out=0.033 Acc=0.88 ---253434.44 ms/batch
Step 00039800 L_out=0.064 Acc=0.93 ---284357.42 ms/batch
Step 00039850 L_out=0.058 Acc=0.88 ---315104.04 ms/batch
Step 00039900 L_out=0.104 Acc=0.91 ---346894.31 ms/batch
Step 00039950 L_out=0.073 Acc=0.80 ---377672.86 ms/batch
Step 00040000 L_out=0.110 Acc=0.91 ---408326.65 ms/batch
Round 3 | epoch=29, train costTime=420.6972198486328, | total_activation_sum=12716076
Round 3 | epoch=30, current m_iou=0.6349866266423638
Round 3 | Best m_IoU is: 0.644, OA is: 0.912 | val costTime=229.45815420150757
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=0.579 Acc=0.30 ---17679.89 ms/batch
Step 00040100 L_out=1.345 Acc=0.18 ---49971.42 ms/batch
Step 00040150 L_out=1.133 Acc=0.54 ---83014.36 ms/batch
Step 00040200 L_out=2.517 Acc=0.71 ---114519.09 ms/batch
Step 00040250 L_out=0.376 Acc=0.58 ---146904.52 ms/batch
Step 00040300 L_out=0.204 Acc=0.66 ---177292.14 ms/batch
Step 00040350 L_out=0.454 Acc=0.78 ---208747.93 ms/batch
Step 00040400 L_out=0.386 Acc=0.77 ---238798.78 ms/batch
Step 00040450 L_out=0.139 Acc=0.83 ---271107.54 ms/batch
Step 00040500 L_out=0.223 Acc=0.85 ---301717.18 ms/batch
Step 00040550 L_out=0.499 Acc=0.83 ---333166.43 ms/batch
Step 00040600 L_out=0.650 Acc=0.86 ---365512.70 ms/batch
Step 00040650 L_out=0.115 Acc=0.76 ---396264.80 ms/batch
Round 4 | epoch=0, train costTime=416.7748589515686, | total_activation_sum=18233257
Round 4 | epoch=1, current m_iou=0.5499855787219176
Round 4 | Best m_IoU is: 0.550, OA is: 0.855 | val costTime=252.61568927764893
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.435 Acc=0.82 --- 8414.58 ms/batch
Step 00040750 L_out=0.410 Acc=0.80 ---39589.42 ms/batch
Step 00040800 L_out=0.232 Acc=0.81 ---72091.86 ms/batch
Step 00040850 L_out=0.071 Acc=0.86 ---102768.06 ms/batch
Step 00040900 L_out=0.332 Acc=0.91 ---134028.08 ms/batch
Step 00040950 L_out=0.472 Acc=0.81 ---165400.37 ms/batch
Step 00041000 L_out=0.137 Acc=0.85 ---196374.77 ms/batch
Step 00041050 L_out=0.181 Acc=0.87 ---226941.14 ms/batch
Step 00041100 L_out=0.414 Acc=0.82 ---258853.96 ms/batch
Step 00041150 L_out=0.390 Acc=0.70 ---291459.56 ms/batch
Step 00041200 L_out=0.256 Acc=0.83 ---323348.48 ms/batch
Step 00041250 L_out=0.302 Acc=0.90 ---355325.47 ms/batch
Step 00041300 L_out=0.281 Acc=0.89 ---387901.24 ms/batch
Step 00041350 L_out=0.149 Acc=0.92 ---418454.63 ms/batch
Round 4 | epoch=1, train costTime=420.85096192359924, | total_activation_sum=18318648
Round 4 | epoch=2, current m_iou=0.6254894573392029
Round 4 | Best m_IoU is: 0.625, OA is: 0.908 | val costTime=213.87043404579163
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.224 Acc=0.81 ---25515.50 ms/batch
Step 00041450 L_out=0.283 Acc=0.89 ---55670.43 ms/batch
Step 00041500 L_out=0.070 Acc=0.94 ---85396.91 ms/batch
Step 00041550 L_out=0.512 Acc=0.88 ---114940.67 ms/batch
Step 00041600 L_out=0.173 Acc=0.94 ---143943.78 ms/batch
Step 00041650 L_out=0.385 Acc=0.93 ---173756.00 ms/batch
Step 00041700 L_out=0.163 Acc=0.89 ---203251.98 ms/batch
Step 00041750 L_out=0.165 Acc=0.89 ---232442.92 ms/batch
Step 00041800 L_out=0.081 Acc=0.87 ---261922.81 ms/batch
Step 00041850 L_out=0.525 Acc=0.73 ---291084.16 ms/batch
Step 00041900 L_out=0.444 Acc=0.89 ---319695.06 ms/batch
Step 00041950 L_out=0.116 Acc=0.91 ---349861.34 ms/batch
Step 00042000 L_out=0.128 Acc=0.84 ---378892.08 ms/batch
Round 4 | epoch=2, train costTime=391.66487526893616, | total_activation_sum=18172121
Round 4 | epoch=3, current m_iou=0.6369053434561321
Round 4 | Best m_IoU is: 0.637, OA is: 0.908 | val costTime=210.8762810230255
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.151 Acc=0.92 ---14375.31 ms/batch
Step 00042100 L_out=1.058 Acc=0.69 ---44369.81 ms/batch
Step 00042150 L_out=0.324 Acc=0.90 ---74365.02 ms/batch
Step 00042200 L_out=0.283 Acc=0.78 ---103237.00 ms/batch
Step 00042250 L_out=0.192 Acc=0.76 ---132755.80 ms/batch
Step 00042300 L_out=0.169 Acc=0.81 ---162725.51 ms/batch
Step 00042350 L_out=0.209 Acc=0.91 ---193423.90 ms/batch
Step 00042400 L_out=0.303 Acc=0.67 ---223563.81 ms/batch
Step 00042450 L_out=0.517 Acc=0.81 ---254411.51 ms/batch
Step 00042500 L_out=0.366 Acc=0.93 ---284615.58 ms/batch
Step 00042550 L_out=0.066 Acc=0.87 ---314758.32 ms/batch
Step 00042600 L_out=0.078 Acc=0.93 ---346253.16 ms/batch
Step 00042650 L_out=0.381 Acc=0.87 ---377009.55 ms/batch
Round 4 | epoch=3, train costTime=399.8116362094879, | total_activation_sum=18310160
Round 4 | epoch=4, current m_iou=0.6252987950931224
Round 4 | Best m_IoU is: 0.637, OA is: 0.908 | val costTime=212.00643801689148
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.397 Acc=0.83 --- 5950.84 ms/batch
Step 00042750 L_out=0.386 Acc=0.74 ---33995.94 ms/batch
Step 00042800 L_out=0.443 Acc=0.80 ---64314.69 ms/batch
Step 00042850 L_out=0.200 Acc=0.79 ---94318.71 ms/batch
Step 00042900 L_out=0.147 Acc=0.87 ---125377.43 ms/batch
Step 00042950 L_out=0.181 Acc=0.86 ---156459.25 ms/batch
Step 00043000 L_out=0.061 Acc=0.90 ---187279.04 ms/batch
Step 00043050 L_out=0.344 Acc=0.89 ---217394.99 ms/batch
Step 00043100 L_out=0.681 Acc=0.82 ---247343.02 ms/batch
Step 00043150 L_out=0.447 Acc=0.85 ---277889.08 ms/batch
Step 00043200 L_out=0.268 Acc=0.82 ---309192.58 ms/batch
Step 00043250 L_out=0.270 Acc=0.91 ---338718.31 ms/batch
Step 00043300 L_out=0.298 Acc=0.87 ---368581.28 ms/batch
Step 00043350 L_out=0.189 Acc=0.86 ---398614.92 ms/batch
Round 4 | epoch=4, train costTime=402.07117915153503, | total_activation_sum=18166317
Round 4 | epoch=5, current m_iou=0.644123809354562
Round 4 | Best m_IoU is: 0.644, OA is: 0.910 | val costTime=229.24732613563538
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.217 Acc=0.84 ---23393.21 ms/batch
Step 00043450 L_out=0.120 Acc=0.91 ---52718.92 ms/batch
Step 00043500 L_out=0.180 Acc=0.87 ---83427.76 ms/batch
Step 00043550 L_out=0.915 Acc=0.57 ---112990.19 ms/batch
Step 00043600 L_out=0.321 Acc=0.86 ---143072.72 ms/batch
Step 00043650 L_out=0.214 Acc=0.88 ---172299.30 ms/batch
Step 00043700 L_out=1.313 Acc=0.56 ---201107.49 ms/batch
Step 00043750 L_out=0.187 Acc=0.83 ---230090.99 ms/batch
Step 00043800 L_out=0.210 Acc=0.82 ---258801.72 ms/batch
Step 00043850 L_out=0.084 Acc=0.85 ---288771.72 ms/batch
Step 00043900 L_out=0.286 Acc=0.86 ---319090.33 ms/batch
Step 00043950 L_out=0.261 Acc=0.90 ---350104.59 ms/batch
Step 00044000 L_out=0.087 Acc=0.93 ---380791.67 ms/batch
Round 4 | epoch=5, train costTime=394.53867506980896, | total_activation_sum=18102256
Round 4 | epoch=6, current m_iou=0.645919313042558
Round 4 | Best m_IoU is: 0.646, OA is: 0.910 | val costTime=208.8678843975067
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.156 Acc=0.90 ---16704.96 ms/batch
Step 00044100 L_out=0.118 Acc=0.84 ---41857.34 ms/batch
Step 00044150 L_out=0.140 Acc=0.90 ---68373.77 ms/batch
Step 00044200 L_out=0.243 Acc=0.86 ---98247.23 ms/batch
Step 00044250 L_out=0.148 Acc=0.83 ---128179.94 ms/batch
Step 00044300 L_out=0.178 Acc=0.91 ---157560.06 ms/batch
Step 00044350 L_out=0.359 Acc=0.83 ---188677.79 ms/batch
Step 00044400 L_out=0.251 Acc=0.85 ---218480.67 ms/batch
Step 00044450 L_out=0.084 Acc=0.82 ---248787.72 ms/batch
Step 00044500 L_out=0.093 Acc=0.90 ---278997.88 ms/batch
Step 00044550 L_out=0.131 Acc=0.90 ---308572.60 ms/batch
Step 00044600 L_out=0.272 Acc=0.79 ---337776.09 ms/batch
Step 00044650 L_out=0.122 Acc=0.92 ---368314.62 ms/batch
Round 4 | epoch=6, train costTime=391.8577561378479, | total_activation_sum=18246486
Round 4 | epoch=7, current m_iou=0.6381857946983966
Round 4 | Best m_IoU is: 0.646, OA is: 0.910 | val costTime=222.882643699646
Round 4 | ****EPOCH 7****
Step 00044700 L_out=0.199 Acc=0.90 --- 6709.69 ms/batch
Step 00044750 L_out=0.140 Acc=0.92 ---36419.27 ms/batch
Step 00044800 L_out=0.363 Acc=0.73 ---61683.76 ms/batch
Step 00044850 L_out=0.177 Acc=0.91 ---90079.61 ms/batch
Step 00044900 L_out=0.395 Acc=0.85 ---119602.09 ms/batch
Step 00044950 L_out=0.033 Acc=0.94 ---149258.73 ms/batch
Step 00045000 L_out=0.172 Acc=0.87 ---179484.28 ms/batch
Step 00045050 L_out=0.273 Acc=0.88 ---210429.90 ms/batch
Step 00045100 L_out=0.067 Acc=0.84 ---239898.52 ms/batch
Step 00045150 L_out=0.516 Acc=0.78 ---270325.17 ms/batch
Step 00045200 L_out=0.070 Acc=0.85 ---301209.57 ms/batch
Step 00045250 L_out=0.252 Acc=0.89 ---331344.36 ms/batch
Step 00045300 L_out=0.219 Acc=0.87 ---361406.06 ms/batch
Step 00045350 L_out=0.155 Acc=0.88 ---392391.97 ms/batch
Round 4 | epoch=7, train costTime=396.3063325881958, | total_activation_sum=18215622
Round 4 | epoch=8, current m_iou=0.6398145718852909
Round 4 | Best m_IoU is: 0.646, OA is: 0.910 | val costTime=208.37386345863342
Round 4 | ****EPOCH 8****
Step 00045400 L_out=0.078 Acc=0.93 ---25696.54 ms/batch
Step 00045450 L_out=0.066 Acc=0.93 ---52770.34 ms/batch
Step 00045500 L_out=0.263 Acc=0.89 ---78304.88 ms/batch
Step 00045550 L_out=0.196 Acc=0.92 ---106953.00 ms/batch
Step 00045600 L_out=0.233 Acc=0.80 ---137486.74 ms/batch
Step 00045650 L_out=0.080 Acc=0.91 ---168230.00 ms/batch
Step 00045700 L_out=0.208 Acc=0.90 ---197633.53 ms/batch
Step 00045750 L_out=0.146 Acc=0.86 ---225927.35 ms/batch
Step 00045800 L_out=0.231 Acc=0.85 ---254491.76 ms/batch
Step 00045850 L_out=0.168 Acc=0.90 ---283357.33 ms/batch
Step 00045900 L_out=0.312 Acc=0.87 ---313741.41 ms/batch
Step 00045950 L_out=0.101 Acc=0.92 ---344180.51 ms/batch
Step 00046000 L_out=0.234 Acc=0.77 ---373147.14 ms/batch
Round 4 | epoch=8, train costTime=387.3139147758484, | total_activation_sum=18158031
Round 4 | epoch=9, current m_iou=0.63126966633159
Round 4 | Best m_IoU is: 0.646, OA is: 0.910 | val costTime=210.62803864479065
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.277 Acc=0.92 ---15954.35 ms/batch
Step 00046100 L_out=0.272 Acc=0.89 ---45765.95 ms/batch
Step 00046150 L_out=0.400 Acc=0.87 ---70713.52 ms/batch
Step 00046200 L_out=0.075 Acc=0.87 ---99251.28 ms/batch
Step 00046250 L_out=0.152 Acc=0.85 ---128686.76 ms/batch
Step 00046300 L_out=0.155 Acc=0.87 ---159272.08 ms/batch
Step 00046350 L_out=0.105 Acc=0.93 ---190094.47 ms/batch
Step 00046400 L_out=0.031 Acc=0.96 ---219823.25 ms/batch
Step 00046450 L_out=0.210 Acc=0.92 ---251041.09 ms/batch
Step 00046500 L_out=0.217 Acc=0.87 ---281557.23 ms/batch
Step 00046550 L_out=0.144 Acc=0.90 ---312576.37 ms/batch
Step 00046600 L_out=0.259 Acc=0.88 ---342522.77 ms/batch
Step 00046650 L_out=0.168 Acc=0.85 ---372108.61 ms/batch
Round 4 | epoch=9, train costTime=396.0254418849945, | total_activation_sum=18206513
Round 4 | epoch=10, current m_iou=0.6371222755261188
Round 4 | Best m_IoU is: 0.646, OA is: 0.910 | val costTime=224.359459400177
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.076 Acc=0.95 --- 6175.03 ms/batch
Step 00046750 L_out=0.199 Acc=0.89 ---36345.90 ms/batch
Step 00046800 L_out=0.229 Acc=0.89 ---63391.35 ms/batch
Step 00046850 L_out=0.138 Acc=0.89 ---90002.33 ms/batch
Step 00046900 L_out=0.417 Acc=0.90 ---120776.28 ms/batch
Step 00046950 L_out=0.195 Acc=0.91 ---150345.44 ms/batch
Step 00047000 L_out=0.117 Acc=0.88 ---180090.80 ms/batch
Step 00047050 L_out=0.256 Acc=0.86 ---210626.17 ms/batch
Step 00047100 L_out=0.155 Acc=0.91 ---243393.33 ms/batch
Step 00047150 L_out=0.154 Acc=0.86 ---273513.44 ms/batch
Step 00047200 L_out=0.286 Acc=0.83 ---304022.12 ms/batch
Step 00047250 L_out=0.104 Acc=0.96 ---334018.77 ms/batch
Step 00047300 L_out=0.107 Acc=0.83 ---363790.03 ms/batch
Step 00047350 L_out=0.365 Acc=0.90 ---393353.17 ms/batch
Round 4 | epoch=10, train costTime=397.6047592163086, | total_activation_sum=18285993
Round 4 | epoch=11, current m_iou=0.6277915755070511
Round 4 | Best m_IoU is: 0.646, OA is: 0.910 | val costTime=235.14604473114014
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.067 Acc=0.86 ---25546.77 ms/batch
Step 00047450 L_out=0.014 Acc=0.90 ---53138.45 ms/batch
Step 00047500 L_out=0.206 Acc=0.86 ---77485.91 ms/batch
Step 00047550 L_out=0.114 Acc=0.93 ---105205.13 ms/batch
Step 00047600 L_out=0.047 Acc=0.92 ---135479.62 ms/batch
Step 00047650 L_out=0.101 Acc=0.91 ---164900.09 ms/batch
Step 00047700 L_out=0.471 Acc=0.79 ---194126.24 ms/batch
Step 00047750 L_out=0.120 Acc=0.84 ---224128.55 ms/batch
Step 00047800 L_out=0.288 Acc=0.86 ---254706.89 ms/batch
Step 00047850 L_out=0.118 Acc=0.88 ---285178.92 ms/batch
Step 00047900 L_out=0.328 Acc=0.85 ---316858.98 ms/batch
Step 00047950 L_out=0.041 Acc=0.93 ---347967.38 ms/batch
Step 00048000 L_out=0.185 Acc=0.85 ---379433.66 ms/batch
Round 4 | epoch=11, train costTime=393.87182426452637, | total_activation_sum=18152980
Round 4 | epoch=12, current m_iou=0.6177430680839757
Round 4 | Best m_IoU is: 0.646, OA is: 0.910 | val costTime=211.72327375411987
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.266 Acc=0.87 ---15919.27 ms/batch
Step 00048100 L_out=0.062 Acc=0.76 ---46323.00 ms/batch
Step 00048150 L_out=0.596 Acc=0.87 ---74813.96 ms/batch
Step 00048200 L_out=0.159 Acc=0.83 ---99674.56 ms/batch
Step 00048250 L_out=0.170 Acc=0.82 ---127800.83 ms/batch
Step 00048300 L_out=0.546 Acc=0.89 ---157766.32 ms/batch
Step 00048350 L_out=0.035 Acc=0.96 ---188061.16 ms/batch
Step 00048400 L_out=0.093 Acc=0.92 ---218814.46 ms/batch
Step 00048450 L_out=0.201 Acc=0.87 ---249027.05 ms/batch
Step 00048500 L_out=0.079 Acc=0.94 ---278958.46 ms/batch
Step 00048550 L_out=0.170 Acc=0.86 ---308069.78 ms/batch
Step 00048600 L_out=0.088 Acc=0.88 ---338279.21 ms/batch
Step 00048650 L_out=0.142 Acc=0.94 ---369322.63 ms/batch
Round 4 | epoch=12, train costTime=394.9786956310272, | total_activation_sum=18219326
Round 4 | epoch=13, current m_iou=0.6296900415375268
Round 4 | Best m_IoU is: 0.646, OA is: 0.910 | val costTime=245.67373490333557
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.094 Acc=0.88 --- 5474.69 ms/batch
Step 00048750 L_out=0.114 Acc=0.94 ---35789.31 ms/batch
Step 00048800 L_out=0.049 Acc=0.95 ---66726.33 ms/batch
Step 00048850 L_out=0.148 Acc=0.93 ---91451.60 ms/batch
Step 00048900 L_out=0.552 Acc=0.76 ---117547.06 ms/batch
Step 00048950 L_out=0.147 Acc=0.94 ---147156.50 ms/batch
Step 00049000 L_out=0.177 Acc=0.97 ---178261.01 ms/batch
Step 00049050 L_out=0.058 Acc=0.82 ---207971.46 ms/batch
Step 00049100 L_out=0.086 Acc=0.90 ---238072.42 ms/batch
Step 00049150 L_out=0.307 Acc=0.93 ---268498.89 ms/batch
Step 00049200 L_out=0.126 Acc=0.92 ---299736.16 ms/batch
Step 00049250 L_out=0.150 Acc=0.87 ---331141.77 ms/batch
Step 00049300 L_out=0.123 Acc=0.91 ---361851.47 ms/batch
Step 00049350 L_out=0.049 Acc=0.93 ---391554.13 ms/batch
Round 4 | epoch=13, train costTime=396.410227060318, | total_activation_sum=18339659
Round 4 | epoch=14, current m_iou=0.6275861228257554
Round 4 | Best m_IoU is: 0.646, OA is: 0.910 | val costTime=204.772367477417
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.073 Acc=0.95 ---25095.38 ms/batch
Step 00049450 L_out=0.056 Acc=0.93 ---54644.19 ms/batch
Step 00049500 L_out=0.136 Acc=0.82 ---83510.61 ms/batch
Step 00049550 L_out=0.089 Acc=0.95 ---108401.95 ms/batch
Step 00049600 L_out=0.097 Acc=0.94 ---133460.49 ms/batch
Step 00049650 L_out=0.082 Acc=0.91 ---162999.78 ms/batch
Step 00049700 L_out=0.166 Acc=0.82 ---193609.01 ms/batch
Step 00049750 L_out=0.206 Acc=0.90 ---222785.99 ms/batch
Step 00049800 L_out=0.138 Acc=0.83 ---253680.19 ms/batch
Step 00049850 L_out=0.129 Acc=0.84 ---282923.66 ms/batch
Step 00049900 L_out=0.246 Acc=0.92 ---311996.21 ms/batch
Step 00049950 L_out=0.049 Acc=0.95 ---341829.09 ms/batch
Step 00050000 L_out=0.141 Acc=0.93 ---371372.42 ms/batch
Round 4 | epoch=14, train costTime=385.9742443561554, | total_activation_sum=18282622
Round 4 | epoch=15, current m_iou=0.6296190377807509
Round 4 | Best m_IoU is: 0.646, OA is: 0.910 | val costTime=205.5324695110321
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.213 Acc=0.88 ---14387.59 ms/batch
Step 00050100 L_out=0.081 Acc=0.94 ---43671.04 ms/batch
Step 00050150 L_out=0.088 Acc=0.93 ---72715.10 ms/batch
Step 00050200 L_out=0.064 Acc=0.92 ---100069.64 ms/batch
Step 00050250 L_out=0.247 Acc=0.80 ---123675.16 ms/batch
Step 00050300 L_out=0.082 Acc=0.87 ---150186.61 ms/batch
Step 00050350 L_out=0.291 Acc=0.84 ---178519.07 ms/batch
Step 00050400 L_out=0.112 Acc=0.89 ---206495.27 ms/batch
Step 00050450 L_out=0.041 Acc=0.91 ---235474.47 ms/batch
Step 00050500 L_out=0.402 Acc=0.80 ---263818.59 ms/batch
Step 00050550 L_out=0.062 Acc=0.89 ---292085.98 ms/batch
Step 00050600 L_out=0.174 Acc=0.85 ---320814.45 ms/batch
Step 00050650 L_out=0.145 Acc=0.82 ---349143.88 ms/batch
Round 4 | epoch=15, train costTime=373.45518708229065, | total_activation_sum=18145057
Round 4 | epoch=16, current m_iou=0.61250037945499
Round 4 | Best m_IoU is: 0.646, OA is: 0.910 | val costTime=197.3885977268219
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.106 Acc=0.83 --- 4527.45 ms/batch
Step 00050750 L_out=0.094 Acc=0.94 ---33168.52 ms/batch
Step 00050800 L_out=0.137 Acc=0.93 ---62043.59 ms/batch
Step 00050850 L_out=0.099 Acc=0.89 ---91260.88 ms/batch
Step 00050900 L_out=0.147 Acc=0.91 ---115999.27 ms/batch
Step 00050950 L_out=0.412 Acc=0.88 ---139297.08 ms/batch
Step 00051000 L_out=0.225 Acc=0.89 ---164828.01 ms/batch
Step 00051050 L_out=0.270 Acc=0.90 ---193741.10 ms/batch
Step 00051100 L_out=0.109 Acc=0.97 ---222235.40 ms/batch
Step 00051150 L_out=0.302 Acc=0.87 ---250785.60 ms/batch
Step 00051200 L_out=0.071 Acc=0.88 ---278882.14 ms/batch
Step 00051250 L_out=0.536 Acc=0.72 ---306916.84 ms/batch
Step 00051300 L_out=0.117 Acc=0.83 ---335225.78 ms/batch
Step 00051350 L_out=0.171 Acc=0.93 ---363076.94 ms/batch
Round 4 | epoch=16, train costTime=368.1348659992218, | total_activation_sum=18184384
Round 4 | epoch=17, current m_iou=0.6275100129921347
Round 4 | Best m_IoU is: 0.646, OA is: 0.910 | val costTime=183.22128582000732
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.174 Acc=0.83 ---23797.44 ms/batch
Step 00051450 L_out=0.199 Acc=0.89 ---51973.61 ms/batch
Step 00051500 L_out=0.047 Acc=0.93 ---80583.41 ms/batch
Step 00051550 L_out=0.028 Acc=0.91 ---108749.07 ms/batch
Step 00051600 L_out=0.069 Acc=0.83 ---134154.67 ms/batch
Step 00051650 L_out=0.031 Acc=0.95 ---157253.00 ms/batch
Step 00051700 L_out=0.051 Acc=0.89 ---182900.01 ms/batch
Step 00051750 L_out=0.146 Acc=0.88 ---211468.07 ms/batch
Step 00051800 L_out=0.064 Acc=0.90 ---240165.84 ms/batch
Step 00051850 L_out=0.067 Acc=0.94 ---268372.59 ms/batch
Step 00051900 L_out=0.037 Acc=0.94 ---296481.57 ms/batch
Step 00051950 L_out=0.136 Acc=0.94 ---325202.18 ms/batch
Step 00052000 L_out=0.071 Acc=0.93 ---354072.17 ms/batch
Round 4 | epoch=17, train costTime=369.03957533836365, | total_activation_sum=18135516
Round 4 | epoch=18, current m_iou=0.6537082911321305
Round 4 | Best m_IoU is: 0.654, OA is: 0.908 | val costTime=181.48985052108765
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.069 Acc=0.91 ---13958.91 ms/batch
Step 00052100 L_out=0.053 Acc=0.88 ---42691.51 ms/batch
Step 00052150 L_out=0.057 Acc=0.94 ---71612.47 ms/batch
Step 00052200 L_out=0.146 Acc=0.93 ---100363.14 ms/batch
Step 00052250 L_out=0.053 Acc=0.94 ---128956.01 ms/batch
Step 00052300 L_out=0.040 Acc=0.89 ---153809.29 ms/batch
Step 00052350 L_out=0.068 Acc=0.90 ---177319.77 ms/batch
Step 00052400 L_out=0.037 Acc=0.83 ---203973.55 ms/batch
Step 00052450 L_out=0.129 Acc=0.92 ---232303.84 ms/batch
Step 00052500 L_out=0.207 Acc=0.85 ---260480.11 ms/batch
Step 00052550 L_out=0.051 Acc=0.90 ---288920.73 ms/batch
Step 00052600 L_out=0.160 Acc=0.89 ---317015.63 ms/batch
Step 00052650 L_out=0.063 Acc=0.95 ---345021.11 ms/batch
Round 4 | epoch=18, train costTime=370.521767616272, | total_activation_sum=18191650
Round 4 | epoch=19, current m_iou=0.6451300831490734
Round 4 | Best m_IoU is: 0.654, OA is: 0.908 | val costTime=184.51484894752502
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.176 Acc=0.88 --- 3921.38 ms/batch
Step 00052750 L_out=0.105 Acc=0.87 ---32737.35 ms/batch
Step 00052800 L_out=0.014 Acc=0.97 ---61457.01 ms/batch
Step 00052850 L_out=0.094 Acc=0.92 ---90189.13 ms/batch
Step 00052900 L_out=0.061 Acc=0.87 ---118239.95 ms/batch
Step 00052950 L_out=0.110 Acc=0.87 ---144627.62 ms/batch
Step 00053000 L_out=0.047 Acc=0.93 ---168339.75 ms/batch
Step 00053050 L_out=0.048 Acc=0.90 ---196519.44 ms/batch
Step 00053100 L_out=0.080 Acc=0.92 ---225512.39 ms/batch
Step 00053150 L_out=0.142 Acc=0.90 ---253630.07 ms/batch
Step 00053200 L_out=0.139 Acc=0.94 ---281150.32 ms/batch
Step 00053250 L_out=0.114 Acc=0.87 ---309411.57 ms/batch
Step 00053300 L_out=0.076 Acc=0.94 ---338104.87 ms/batch
Step 00053350 L_out=0.022 Acc=0.88 ---366080.89 ms/batch
Round 4 | epoch=19, train costTime=371.80649185180664, | total_activation_sum=18145543
Round 4 | epoch=20, current m_iou=0.6425787395455198
Round 4 | Best m_IoU is: 0.654, OA is: 0.908 | val costTime=208.92534947395325
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.100 Acc=0.91 ---23391.11 ms/batch
Step 00053450 L_out=0.123 Acc=0.88 ---52189.20 ms/batch
Step 00053500 L_out=0.102 Acc=0.91 ---81804.42 ms/batch
Step 00053550 L_out=0.136 Acc=0.90 ---110830.48 ms/batch
Step 00053600 L_out=0.074 Acc=0.92 ---136171.40 ms/batch
Step 00053650 L_out=0.075 Acc=0.92 ---159681.10 ms/batch
Step 00053700 L_out=0.040 Acc=0.95 ---185211.34 ms/batch
Step 00053750 L_out=0.191 Acc=0.92 ---213804.40 ms/batch
Step 00053800 L_out=0.075 Acc=0.84 ---242210.03 ms/batch
Step 00053850 L_out=0.117 Acc=0.92 ---270329.49 ms/batch
Step 00053900 L_out=0.082 Acc=0.92 ---298881.05 ms/batch
Step 00053950 L_out=0.088 Acc=0.87 ---326956.92 ms/batch
Step 00054000 L_out=0.019 Acc=0.95 ---355922.46 ms/batch
Round 4 | epoch=20, train costTime=371.55142736434937, | total_activation_sum=18313268
Round 4 | epoch=21, current m_iou=0.6465280221222509
Round 4 | Best m_IoU is: 0.654, OA is: 0.908 | val costTime=184.0483238697052
Round 4 | ****EPOCH 21****
Step 00054050 L_out=0.118 Acc=0.94 ---13638.50 ms/batch
Step 00054100 L_out=0.474 Acc=0.92 ---42634.79 ms/batch
Step 00054150 L_out=0.088 Acc=0.96 ---72088.56 ms/batch
Step 00054200 L_out=0.182 Acc=0.86 ---100914.02 ms/batch
Step 00054250 L_out=0.109 Acc=0.97 ---128479.74 ms/batch
Step 00054300 L_out=0.110 Acc=0.93 ---154858.95 ms/batch
Step 00054350 L_out=0.067 Acc=0.93 ---178299.49 ms/batch
Step 00054400 L_out=0.156 Acc=0.81 ---203735.83 ms/batch
Step 00054450 L_out=0.050 Acc=0.93 ---232157.23 ms/batch
Step 00054500 L_out=0.059 Acc=0.90 ---261018.17 ms/batch
Step 00054550 L_out=0.057 Acc=0.94 ---289665.54 ms/batch
Step 00054600 L_out=0.055 Acc=0.92 ---319177.48 ms/batch
Step 00054650 L_out=0.172 Acc=0.93 ---347753.76 ms/batch
Round 4 | epoch=21, train costTime=372.69410729408264, | total_activation_sum=18262852
Round 4 | epoch=22, current m_iou=0.6428432049675974
Round 4 | Best m_IoU is: 0.654, OA is: 0.908 | val costTime=214.96175122261047
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.016 Acc=0.94 --- 3424.90 ms/batch
Step 00054750 L_out=0.072 Acc=0.86 ---32728.29 ms/batch
Step 00054800 L_out=0.083 Acc=0.89 ---61798.72 ms/batch
Step 00054850 L_out=0.048 Acc=0.76 ---90971.89 ms/batch
Step 00054900 L_out=0.154 Acc=0.85 ---120405.26 ms/batch
Step 00054950 L_out=0.066 Acc=0.90 ---145777.30 ms/batch
Step 00055000 L_out=0.109 Acc=0.92 ---169453.01 ms/batch
Step 00055050 L_out=0.039 Acc=0.89 ---195864.77 ms/batch
Step 00055100 L_out=0.175 Acc=0.89 ---224330.68 ms/batch
Step 00055150 L_out=0.083 Acc=0.90 ---252366.48 ms/batch
Step 00055200 L_out=0.045 Acc=0.92 ---281341.79 ms/batch
Step 00055250 L_out=0.231 Acc=0.90 ---309857.91 ms/batch
Step 00055300 L_out=0.100 Acc=0.95 ---337805.35 ms/batch
Step 00055350 L_out=0.026 Acc=0.93 ---367286.71 ms/batch
Round 4 | epoch=22, train costTime=373.75070452690125, | total_activation_sum=18239777
Round 4 | epoch=23, current m_iou=0.6467261616399476
Round 4 | Best m_IoU is: 0.654, OA is: 0.908 | val costTime=214.12790179252625
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.064 Acc=0.93 ---23135.47 ms/batch
Step 00055450 L_out=1.104 Acc=0.85 ---51674.23 ms/batch
Step 00055500 L_out=0.238 Acc=0.91 ---80588.45 ms/batch
Step 00055550 L_out=0.059 Acc=0.94 ---109780.36 ms/batch
Step 00055600 L_out=1.278 Acc=0.86 ---134308.02 ms/batch
Step 00055650 L_out=0.026 Acc=0.92 ---157589.79 ms/batch
Step 00055700 L_out=0.124 Acc=0.93 ---184715.75 ms/batch
Step 00055750 L_out=0.033 Acc=0.94 ---212534.81 ms/batch
Step 00055800 L_out=0.115 Acc=0.89 ---240332.48 ms/batch
Step 00055850 L_out=0.030 Acc=0.93 ---270492.82 ms/batch
Step 00055900 L_out=0.100 Acc=0.90 ---299697.98 ms/batch
Step 00055950 L_out=0.058 Acc=0.93 ---328303.56 ms/batch
Step 00056000 L_out=0.110 Acc=0.93 ---357015.78 ms/batch
Round 4 | epoch=23, train costTime=372.9339213371277, | total_activation_sum=18187469
Round 4 | epoch=24, current m_iou=0.640131197213147
Round 4 | Best m_IoU is: 0.654, OA is: 0.908 | val costTime=177.54613876342773
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.104 Acc=0.89 ---12597.11 ms/batch
Step 00056100 L_out=0.173 Acc=0.92 ---42151.65 ms/batch
Step 00056150 L_out=0.076 Acc=0.93 ---71092.49 ms/batch
Step 00056200 L_out=0.046 Acc=0.90 ---99276.29 ms/batch
Step 00056250 L_out=0.123 Acc=0.93 ---126755.53 ms/batch
Step 00056300 L_out=0.097 Acc=0.91 ---154499.53 ms/batch
Step 00056350 L_out=0.177 Acc=0.92 ---178276.75 ms/batch
Step 00056400 L_out=0.158 Acc=0.92 ---202926.27 ms/batch
Step 00056450 L_out=0.072 Acc=0.94 ---231567.22 ms/batch
Step 00056500 L_out=0.133 Acc=0.94 ---262420.45 ms/batch
Step 00056550 L_out=0.023 Acc=0.92 ---291176.36 ms/batch
Step 00056600 L_out=0.040 Acc=0.91 ---319644.52 ms/batch
Step 00056650 L_out=0.112 Acc=0.95 ---348980.68 ms/batch
Round 4 | epoch=24, train costTime=374.48269152641296, | total_activation_sum=18281884
Round 4 | epoch=25, current m_iou=0.641750666930688
Round 4 | Best m_IoU is: 0.654, OA is: 0.908 | val costTime=178.4613106250763
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.074 Acc=0.97 --- 2897.82 ms/batch
Step 00056750 L_out=0.074 Acc=0.91 ---31066.40 ms/batch
Step 00056800 L_out=0.101 Acc=0.93 ---57752.96 ms/batch
Step 00056850 L_out=0.116 Acc=0.92 ---83849.89 ms/batch
Step 00056900 L_out=0.072 Acc=0.88 ---109724.04 ms/batch
Step 00056950 L_out=0.120 Acc=0.90 ---136651.91 ms/batch
Step 00057000 L_out=0.066 Acc=0.95 ---163297.19 ms/batch
Step 00057050 L_out=0.051 Acc=0.93 ---191061.28 ms/batch
Step 00057100 L_out=0.121 Acc=0.95 ---218199.81 ms/batch
Step 00057150 L_out=0.071 Acc=0.93 ---245272.58 ms/batch
Step 00057200 L_out=0.195 Acc=0.84 ---270220.44 ms/batch
Step 00057250 L_out=0.101 Acc=0.94 ---294169.59 ms/batch
Step 00057300 L_out=0.035 Acc=0.96 ---317798.81 ms/batch
Step 00057350 L_out=0.071 Acc=0.92 ---345247.95 ms/batch
Round 4 | epoch=25, train costTime=351.9995450973511, | total_activation_sum=18281047
Round 4 | epoch=26, current m_iou=0.6471863603515738
Round 4 | Best m_IoU is: 0.654, OA is: 0.908 | val costTime=185.85124230384827
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.219 Acc=0.90 ---22419.39 ms/batch
Step 00057450 L_out=0.040 Acc=0.94 ---51058.61 ms/batch
Step 00057500 L_out=0.129 Acc=0.94 ---79376.09 ms/batch
Step 00057550 L_out=0.026 Acc=0.93 ---108112.87 ms/batch
Step 00057600 L_out=0.056 Acc=0.89 ---136422.72 ms/batch
Step 00057650 L_out=0.015 Acc=0.96 ---164900.44 ms/batch
Step 00057700 L_out=0.221 Acc=0.85 ---194277.64 ms/batch
Step 00057750 L_out=0.061 Acc=0.93 ---223098.67 ms/batch
Step 00057800 L_out=0.079 Acc=0.90 ---252295.78 ms/batch
Step 00057850 L_out=0.056 Acc=0.93 ---280984.60 ms/batch
Step 00057900 L_out=0.084 Acc=0.90 ---308323.04 ms/batch
Step 00057950 L_out=0.078 Acc=0.82 ---331904.96 ms/batch
Step 00058000 L_out=0.050 Acc=0.92 ---359129.33 ms/batch
Round 4 | epoch=26, train costTime=376.07108426094055, | total_activation_sum=18189482
Round 4 | epoch=27, current m_iou=0.6418768326798634
Round 4 | Best m_IoU is: 0.654, OA is: 0.908 | val costTime=200.79762196540833
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.100 Acc=0.93 ---12299.77 ms/batch
Step 00058100 L_out=0.021 Acc=0.91 ---40232.34 ms/batch
Step 00058150 L_out=0.138 Acc=0.86 ---69235.27 ms/batch
Step 00058200 L_out=0.034 Acc=0.90 ---98694.74 ms/batch
Step 00058250 L_out=0.132 Acc=0.98 ---127297.50 ms/batch
Step 00058300 L_out=0.038 Acc=0.94 ---155801.82 ms/batch
Step 00058350 L_out=0.232 Acc=0.90 ---184462.82 ms/batch
Step 00058400 L_out=0.051 Acc=0.92 ---213183.29 ms/batch
Step 00058450 L_out=0.149 Acc=0.92 ---241695.59 ms/batch
Step 00058500 L_out=0.112 Acc=0.91 ---269463.58 ms/batch
Step 00058550 L_out=0.025 Acc=0.91 ---293902.49 ms/batch
Step 00058600 L_out=0.146 Acc=0.92 ---318603.80 ms/batch
Step 00058650 L_out=0.039 Acc=0.94 ---346614.52 ms/batch
Round 4 | epoch=27, train costTime=373.0026206970215, | total_activation_sum=18255496
Round 4 | epoch=28, current m_iou=0.6472284754439637
Round 4 | Best m_IoU is: 0.654, OA is: 0.908 | val costTime=181.99605631828308
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.178 Acc=0.82 --- 2258.58 ms/batch
Step 00058750 L_out=0.044 Acc=0.93 ---30541.84 ms/batch
Step 00058800 L_out=0.225 Acc=0.91 ---59192.80 ms/batch
Step 00058850 L_out=0.136 Acc=0.88 ---87975.39 ms/batch
Step 00058900 L_out=0.073 Acc=0.92 ---116884.79 ms/batch
Step 00058950 L_out=0.092 Acc=0.91 ---144946.17 ms/batch
Step 00059000 L_out=0.100 Acc=0.90 ---173429.47 ms/batch
Step 00059050 L_out=0.135 Acc=0.93 ---202810.96 ms/batch
Step 00059100 L_out=0.091 Acc=0.95 ---231650.21 ms/batch
Step 00059150 L_out=0.152 Acc=0.95 ---260797.17 ms/batch
Step 00059200 L_out=0.036 Acc=0.91 ---287803.75 ms/batch
Step 00059250 L_out=0.135 Acc=0.92 ---312886.66 ms/batch
Step 00059300 L_out=0.099 Acc=0.89 ---336625.32 ms/batch
Step 00059350 L_out=0.084 Acc=0.94 ---362030.74 ms/batch
Round 4 | epoch=28, train costTime=369.2376072406769, | total_activation_sum=18184832
Round 4 | epoch=29, current m_iou=0.641419456679182
Round 4 | Best m_IoU is: 0.654, OA is: 0.908 | val costTime=178.02620768547058
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.053 Acc=0.90 ---21402.27 ms/batch
Step 00059450 L_out=0.039 Acc=0.96 ---50535.61 ms/batch
Step 00059500 L_out=0.057 Acc=0.93 ---78835.22 ms/batch
Step 00059550 L_out=0.024 Acc=0.96 ---106997.47 ms/batch
Step 00059600 L_out=0.111 Acc=0.97 ---137017.42 ms/batch
Step 00059650 L_out=0.102 Acc=0.92 ---166533.93 ms/batch
Step 00059700 L_out=0.066 Acc=0.93 ---194283.29 ms/batch
Step 00059750 L_out=0.025 Acc=0.93 ---221533.98 ms/batch
Step 00059800 L_out=0.562 Acc=0.84 ---248738.46 ms/batch
Step 00059850 L_out=0.069 Acc=0.92 ---276210.95 ms/batch
Step 00059900 L_out=0.062 Acc=0.91 ---304221.82 ms/batch
Step 00059950 L_out=0.094 Acc=0.85 ---330949.80 ms/batch
Step 00060000 L_out=0.116 Acc=0.85 ---358066.79 ms/batch
Round 4 | epoch=29, train costTime=373.76238989830017, | total_activation_sum=18258702
Round 4 | epoch=30, current m_iou=0.6467264112291923
Round 4 | Best m_IoU is: 0.654, OA is: 0.908 | val costTime=184.32537603378296
Round 4 | ****EPOCH 30****
Round 5 | ****EPOCH 0****
Step 00060050 L_out=0.486 Acc=0.64 --- 9734.24 ms/batch
Step 00060100 L_out=1.464 Acc=0.67 ---34015.64 ms/batch
Step 00060150 L_out=0.963 Acc=0.74 ---58270.99 ms/batch
Step 00060200 L_out=0.499 Acc=0.68 ---82680.13 ms/batch
Step 00060250 L_out=0.786 Acc=0.86 ---107133.01 ms/batch
Step 00060300 L_out=0.448 Acc=0.76 ---131292.61 ms/batch
Step 00060350 L_out=0.260 Acc=0.88 ---155868.16 ms/batch
Step 00060400 L_out=0.492 Acc=0.80 ---180411.87 ms/batch
Step 00060450 L_out=0.403 Acc=0.93 ---207322.43 ms/batch
Step 00060500 L_out=0.193 Acc=0.77 ---234518.15 ms/batch
Step 00060550 L_out=0.132 Acc=0.81 ---263309.84 ms/batch
Step 00060600 L_out=0.216 Acc=0.84 ---291201.76 ms/batch
Step 00060650 L_out=0.240 Acc=0.87 ---320275.84 ms/batch
Round 5 | epoch=0, train costTime=348.4772877693176, | total_activation_sum=21370404
Round 5 | epoch=1, current m_iou=0.5900291996082038
Round 5 | Best m_IoU is: 0.590, OA is: 0.890 | val costTime=250.23465943336487
Round 5 | ****EPOCH 1****
Step 00060700 L_out=0.212 Acc=0.82 --- 1756.05 ms/batch
Step 00060750 L_out=3.553 Acc=0.56 ---31087.40 ms/batch
Step 00060800 L_out=0.258 Acc=0.81 ---60257.49 ms/batch
Step 00060850 L_out=0.205 Acc=0.82 ---89669.36 ms/batch
Step 00060900 L_out=0.249 Acc=0.87 ---119038.61 ms/batch
Step 00060950 L_out=0.390 Acc=0.91 ---144725.04 ms/batch
Step 00061000 L_out=0.277 Acc=0.90 ---168229.87 ms/batch
Step 00061050 L_out=0.635 Acc=0.75 ---193577.89 ms/batch
Step 00061100 L_out=0.483 Acc=0.70 ---222837.09 ms/batch
Step 00061150 L_out=0.103 Acc=0.83 ---251452.29 ms/batch
Step 00061200 L_out=0.286 Acc=0.85 ---280587.26 ms/batch
Step 00061250 L_out=0.209 Acc=0.92 ---309689.98 ms/batch
Step 00061300 L_out=0.301 Acc=0.86 ---338404.65 ms/batch
Step 00061350 L_out=0.234 Acc=0.93 ---367758.36 ms/batch
Round 5 | epoch=1, train costTime=375.59870195388794, | total_activation_sum=21810775
Round 5 | epoch=2, current m_iou=0.6076509980040781
Round 5 | Best m_IoU is: 0.608, OA is: 0.902 | val costTime=204.38618516921997
Round 5 | ****EPOCH 2****
Step 00061400 L_out=0.512 Acc=0.92 ---21540.98 ms/batch
Step 00061450 L_out=0.125 Acc=0.88 ---51291.72 ms/batch
Step 00061500 L_out=0.180 Acc=0.85 ---80435.42 ms/batch
Step 00061550 L_out=0.343 Acc=0.88 ---109587.52 ms/batch
Step 00061600 L_out=0.110 Acc=0.96 ---135332.07 ms/batch
Step 00061650 L_out=0.057 Acc=0.92 ---158883.39 ms/batch
Step 00061700 L_out=0.217 Acc=0.87 ---183724.68 ms/batch
Step 00061750 L_out=0.322 Acc=0.81 ---213252.09 ms/batch
Step 00061800 L_out=0.083 Acc=0.89 ---241733.24 ms/batch
Step 00061850 L_out=0.346 Acc=0.89 ---270652.28 ms/batch
Step 00061900 L_out=0.205 Acc=0.76 ---300090.26 ms/batch
Step 00061950 L_out=0.253 Acc=0.90 ---328980.45 ms/batch
Step 00062000 L_out=0.168 Acc=0.85 ---358063.41 ms/batch
Round 5 | epoch=2, train costTime=375.5717580318451, | total_activation_sum=21501947
Round 5 | epoch=3, current m_iou=0.6263793552180628
Round 5 | Best m_IoU is: 0.626, OA is: 0.909 | val costTime=204.204274892807
Round 5 | ****EPOCH 3****
Step 00062050 L_out=0.130 Acc=0.71 ---10782.94 ms/batch
Step 00062100 L_out=0.289 Acc=0.91 ---39734.13 ms/batch
Step 00062150 L_out=0.104 Acc=0.86 ---68496.72 ms/batch
Step 00062200 L_out=0.315 Acc=0.83 ---97349.53 ms/batch
Step 00062250 L_out=0.168 Acc=0.79 ---124202.82 ms/batch
Step 00062300 L_out=0.268 Acc=0.84 ---147511.95 ms/batch
Step 00062350 L_out=0.182 Acc=0.94 ---173507.36 ms/batch
Step 00062400 L_out=0.083 Acc=0.87 ---201487.49 ms/batch
Step 00062450 L_out=0.701 Acc=0.76 ---229385.20 ms/batch
Step 00062500 L_out=0.240 Acc=0.92 ---257344.77 ms/batch
Step 00062550 L_out=0.101 Acc=0.90 ---285597.26 ms/batch
Step 00062600 L_out=0.290 Acc=0.89 ---313496.24 ms/batch
Step 00062650 L_out=0.288 Acc=0.91 ---343552.35 ms/batch
Round 5 | epoch=3, train costTime=370.41069769859314, | total_activation_sum=21605149
Round 5 | epoch=4, current m_iou=0.6444522717552803
Round 5 | Best m_IoU is: 0.644, OA is: 0.914 | val costTime=224.82237124443054
Round 5 | ****EPOCH 4****
Step 00062700 L_out=0.216 Acc=0.80 --- 1153.29 ms/batch
Step 00062750 L_out=0.320 Acc=0.70 ---30070.97 ms/batch
Step 00062800 L_out=0.217 Acc=0.90 ---58945.44 ms/batch
Step 00062850 L_out=0.193 Acc=0.91 ---87522.93 ms/batch
Step 00062900 L_out=0.514 Acc=0.85 ---111197.08 ms/batch
Step 00062950 L_out=0.298 Acc=0.87 ---139782.17 ms/batch
Step 00063000 L_out=0.109 Acc=0.90 ---167974.42 ms/batch
Step 00063050 L_out=0.720 Acc=0.41 ---195885.47 ms/batch
Step 00063100 L_out=0.544 Acc=0.82 ---223968.61 ms/batch
Step 00063150 L_out=0.389 Acc=0.91 ---251831.85 ms/batch
Step 00063200 L_out=1.150 Acc=0.84 ---279778.67 ms/batch
Step 00063250 L_out=0.070 Acc=0.94 ---308284.18 ms/batch
Step 00063300 L_out=0.181 Acc=0.91 ---336687.37 ms/batch
Step 00063350 L_out=0.230 Acc=0.93 ---364832.59 ms/batch
Round 5 | epoch=4, train costTime=373.0870931148529, | total_activation_sum=21606322
Round 5 | epoch=5, current m_iou=0.6467730111206298
Round 5 | Best m_IoU is: 0.647, OA is: 0.911 | val costTime=221.10687518119812
Round 5 | ****EPOCH 5****
Step 00063400 L_out=0.229 Acc=0.91 ---20528.66 ms/batch
Step 00063450 L_out=0.158 Acc=0.92 ---49833.00 ms/batch
Step 00063500 L_out=0.236 Acc=0.88 ---73784.32 ms/batch
Step 00063550 L_out=0.169 Acc=0.86 ---98003.03 ms/batch
Step 00063600 L_out=0.321 Acc=0.91 ---127559.95 ms/batch
Step 00063650 L_out=0.383 Acc=0.86 ---156178.42 ms/batch
Step 00063700 L_out=0.046 Acc=0.91 ---185441.51 ms/batch
Step 00063750 L_out=0.115 Acc=0.89 ---213808.84 ms/batch
Step 00063800 L_out=0.169 Acc=0.83 ---243152.31 ms/batch
Step 00063850 L_out=0.702 Acc=0.79 ---271626.84 ms/batch
Step 00063900 L_out=0.244 Acc=0.89 ---300360.07 ms/batch
Step 00063950 L_out=0.416 Acc=0.83 ---328798.93 ms/batch
Step 00064000 L_out=0.144 Acc=0.85 ---357223.64 ms/batch
Round 5 | epoch=5, train costTime=375.3266670703888, | total_activation_sum=21587520
Round 5 | epoch=6, current m_iou=0.6532339625863883
Round 5 | Best m_IoU is: 0.653, OA is: 0.912 | val costTime=208.79456520080566
Round 5 | ****EPOCH 6****
Step 00064050 L_out=0.201 Acc=0.94 ---10785.67 ms/batch
Step 00064100 L_out=0.114 Acc=0.94 ---39936.12 ms/batch
Step 00064150 L_out=0.174 Acc=0.81 ---67134.06 ms/batch
Step 00064200 L_out=0.103 Acc=0.94 ---90886.78 ms/batch
Step 00064250 L_out=0.325 Acc=0.90 ---118540.64 ms/batch
Step 00064300 L_out=0.079 Acc=0.94 ---147581.05 ms/batch
Step 00064350 L_out=0.097 Acc=0.95 ---176104.56 ms/batch
Step 00064400 L_out=0.269 Acc=0.88 ---204242.58 ms/batch
Step 00064450 L_out=0.050 Acc=0.96 ---232971.52 ms/batch
Step 00064500 L_out=0.079 Acc=0.92 ---262586.83 ms/batch
Step 00064550 L_out=0.071 Acc=0.95 ---291174.42 ms/batch
Step 00064600 L_out=0.325 Acc=0.90 ---320535.91 ms/batch
Step 00064650 L_out=0.255 Acc=0.90 ---349148.96 ms/batch
Round 5 | epoch=6, train costTime=377.48687982559204, | total_activation_sum=21547015
Round 5 | epoch=7, current m_iou=0.64945161390942
Round 5 | Best m_IoU is: 0.653, OA is: 0.912 | val costTime=199.8282117843628
Round 5 | ****EPOCH 7****
Step 00064700 L_out=0.258 Acc=0.89 ---  607.93 ms/batch
Step 00064750 L_out=0.213 Acc=0.94 ---29823.76 ms/batch
Step 00064800 L_out=0.129 Acc=0.92 ---58995.16 ms/batch
Step 00064850 L_out=0.091 Acc=0.89 ---82856.45 ms/batch
Step 00064900 L_out=0.082 Acc=0.96 ---106667.51 ms/batch
Step 00064950 L_out=0.134 Acc=0.95 ---134942.20 ms/batch
Step 00065000 L_out=0.104 Acc=0.93 ---162855.60 ms/batch
Step 00065050 L_out=0.379 Acc=0.82 ---191806.12 ms/batch
Step 00065100 L_out=0.440 Acc=0.74 ---219907.32 ms/batch
Step 00065150 L_out=0.178 Acc=0.88 ---247903.35 ms/batch
Step 00065200 L_out=0.144 Acc=0.87 ---275610.22 ms/batch
Step 00065250 L_out=0.360 Acc=0.86 ---303987.21 ms/batch
Step 00065300 L_out=0.281 Acc=0.84 ---332391.48 ms/batch
Step 00065350 L_out=0.087 Acc=0.90 ---361263.50 ms/batch
Round 5 | epoch=7, train costTime=370.4456744194031, | total_activation_sum=21585203
Round 5 | epoch=8, current m_iou=0.6581557398152766
Round 5 | Best m_IoU is: 0.658, OA is: 0.914 | val costTime=205.82039260864258
Round 5 | ****EPOCH 8****
Step 00065400 L_out=0.058 Acc=0.93 ---19435.39 ms/batch
Step 00065450 L_out=0.069 Acc=0.86 ---48801.77 ms/batch
Step 00065500 L_out=0.149 Acc=0.93 ---75681.01 ms/batch
Step 00065550 L_out=0.418 Acc=0.86 ---99243.02 ms/batch
Step 00065600 L_out=0.074 Acc=0.92 ---128327.10 ms/batch
Step 00065650 L_out=0.144 Acc=0.81 ---157474.42 ms/batch
Step 00065700 L_out=0.177 Acc=0.88 ---186553.08 ms/batch
Step 00065750 L_out=0.281 Acc=0.87 ---215723.68 ms/batch
Step 00065800 L_out=0.067 Acc=0.98 ---245692.78 ms/batch
Step 00065850 L_out=0.129 Acc=0.79 ---274655.77 ms/batch
Step 00065900 L_out=0.125 Acc=0.91 ---304104.22 ms/batch
Step 00065950 L_out=0.084 Acc=0.91 ---332927.86 ms/batch
Step 00066000 L_out=0.078 Acc=0.88 ---362536.80 ms/batch
Round 5 | epoch=8, train costTime=381.4771809577942, | total_activation_sum=21615449
Round 5 | epoch=9, current m_iou=0.6456640274438405
Round 5 | Best m_IoU is: 0.658, OA is: 0.914 | val costTime=207.01040959358215
Round 5 | ****EPOCH 9****
Step 00066050 L_out=0.433 Acc=0.81 --- 9935.70 ms/batch
Step 00066100 L_out=0.215 Acc=0.86 ---38821.06 ms/batch
Step 00066150 L_out=0.288 Acc=0.87 ---65555.66 ms/batch
Step 00066200 L_out=0.131 Acc=0.93 ---89036.78 ms/batch
Step 00066250 L_out=0.237 Acc=0.87 ---115437.90 ms/batch
Step 00066300 L_out=0.154 Acc=0.83 ---143641.81 ms/batch
Step 00066350 L_out=0.119 Acc=0.90 ---172165.98 ms/batch
Step 00066400 L_out=0.284 Acc=0.93 ---200916.60 ms/batch
Step 00066450 L_out=0.137 Acc=0.93 ---229220.99 ms/batch
Step 00066500 L_out=0.162 Acc=0.94 ---257657.35 ms/batch
Step 00066550 L_out=0.108 Acc=0.89 ---286462.31 ms/batch
Step 00066600 L_out=0.261 Acc=0.83 ---315892.29 ms/batch
Step 00066650 L_out=0.114 Acc=0.95 ---344920.00 ms/batch
Step 00066700 L_out=0.178 Acc=0.93 ---374001.84 ms/batch
Round 5 | epoch=9, train costTime=374.0019669532776, | total_activation_sum=21759743
Round 5 | epoch=10, current m_iou=0.6551387173360782
Round 5 | Best m_IoU is: 0.658, OA is: 0.914 | val costTime=212.15095448493958
Round 5 | ****EPOCH 10****
Step 00066750 L_out=0.187 Acc=0.91 ---29113.12 ms/batch
Step 00066800 L_out=0.508 Acc=0.88 ---58841.40 ms/batch
Step 00066850 L_out=0.081 Acc=0.93 ---83584.01 ms/batch
Step 00066900 L_out=0.154 Acc=0.86 ---107340.46 ms/batch
Step 00066950 L_out=0.174 Acc=0.93 ---136263.69 ms/batch
Step 00067000 L_out=0.180 Acc=0.88 ---164731.18 ms/batch
Step 00067050 L_out=0.140 Acc=0.92 ---192879.15 ms/batch
Step 00067100 L_out=0.091 Acc=0.92 ---222138.87 ms/batch
Step 00067150 L_out=0.271 Acc=0.92 ---250382.37 ms/batch
Step 00067200 L_out=0.161 Acc=0.92 ---279524.35 ms/batch
Step 00067250 L_out=0.118 Acc=0.92 ---308541.10 ms/batch
Step 00067300 L_out=0.147 Acc=0.85 ---336705.25 ms/batch
Step 00067350 L_out=0.583 Acc=0.80 ---364969.62 ms/batch
Round 5 | epoch=10, train costTime=374.6685779094696, | total_activation_sum=21481926
Round 5 | epoch=11, current m_iou=0.6488976417071681
Round 5 | Best m_IoU is: 0.658, OA is: 0.914 | val costTime=195.95090341567993
Round 5 | ****EPOCH 11****
Step 00067400 L_out=0.093 Acc=0.93 ---19051.07 ms/batch
Step 00067450 L_out=0.076 Acc=0.86 ---48022.14 ms/batch
Step 00067500 L_out=0.328 Acc=0.78 ---75634.33 ms/batch
Step 00067550 L_out=0.101 Acc=0.93 ---100902.71 ms/batch
Step 00067600 L_out=0.104 Acc=0.93 ---129094.61 ms/batch
Step 00067650 L_out=0.225 Acc=0.85 ---157479.40 ms/batch
Step 00067700 L_out=0.137 Acc=0.91 ---185780.19 ms/batch
Step 00067750 L_out=0.014 Acc=0.95 ---214288.75 ms/batch
Step 00067800 L_out=0.097 Acc=0.93 ---244013.62 ms/batch
Step 00067850 L_out=0.146 Acc=0.91 ---273915.23 ms/batch
Step 00067900 L_out=0.137 Acc=0.95 ---304599.07 ms/batch
Step 00067950 L_out=0.279 Acc=0.86 ---334200.32 ms/batch
Step 00068000 L_out=0.082 Acc=0.91 ---363114.00 ms/batch
Round 5 | epoch=11, train costTime=382.4314992427826, | total_activation_sum=21572009
Round 5 | epoch=12, current m_iou=0.6508048374818154
Round 5 | Best m_IoU is: 0.658, OA is: 0.914 | val costTime=220.0506250858307
Round 5 | ****EPOCH 12****
Step 00068050 L_out=0.633 Acc=0.70 --- 8939.88 ms/batch
Step 00068100 L_out=0.121 Acc=0.92 ---38403.21 ms/batch
Step 00068150 L_out=0.115 Acc=0.94 ---62626.22 ms/batch
Step 00068200 L_out=0.095 Acc=0.96 ---87425.87 ms/batch
Step 00068250 L_out=0.046 Acc=0.96 ---116813.15 ms/batch
Step 00068300 L_out=0.160 Acc=0.86 ---146264.23 ms/batch
Step 00068350 L_out=0.154 Acc=0.88 ---174880.13 ms/batch
Step 00068400 L_out=0.190 Acc=0.87 ---202947.58 ms/batch
Step 00068450 L_out=0.284 Acc=0.88 ---231228.93 ms/batch
Step 00068500 L_out=0.066 Acc=0.96 ---259776.89 ms/batch
Step 00068550 L_out=0.149 Acc=0.90 ---288239.74 ms/batch
Step 00068600 L_out=0.744 Acc=0.92 ---316739.01 ms/batch
Step 00068650 L_out=0.230 Acc=0.94 ---345241.30 ms/batch
Step 00068700 L_out=0.117 Acc=0.93 ---373430.74 ms/batch
Round 5 | epoch=12, train costTime=374.03394174575806, | total_activation_sum=21511019
Round 5 | epoch=13, current m_iou=0.6455603857496586
Round 5 | Best m_IoU is: 0.658, OA is: 0.914 | val costTime=210.1882221698761
Round 5 | ****EPOCH 13****
Step 00068750 L_out=0.022 Acc=0.95 ---28294.91 ms/batch
Step 00068800 L_out=0.253 Acc=0.91 ---54882.47 ms/batch
Step 00068850 L_out=0.129 Acc=0.90 ---78437.77 ms/batch
Step 00068900 L_out=0.253 Acc=0.92 ---107421.90 ms/batch
Step 00068950 L_out=0.271 Acc=0.92 ---135689.35 ms/batch
Step 00069000 L_out=0.227 Acc=0.90 ---163999.01 ms/batch
Step 00069050 L_out=0.295 Acc=0.85 ---192905.07 ms/batch
Step 00069100 L_out=0.204 Acc=0.92 ---222257.72 ms/batch
Step 00069150 L_out=0.379 Acc=0.90 ---251071.46 ms/batch
Step 00069200 L_out=0.066 Acc=0.83 ---279891.43 ms/batch
Step 00069250 L_out=0.116 Acc=0.94 ---308993.73 ms/batch
Step 00069300 L_out=0.212 Acc=0.93 ---337157.46 ms/batch
Step 00069350 L_out=0.386 Acc=0.91 ---366314.11 ms/batch
Round 5 | epoch=13, train costTime=376.78624176979065, | total_activation_sum=21856499
Round 5 | epoch=14, current m_iou=0.654382218547193
Round 5 | Best m_IoU is: 0.658, OA is: 0.914 | val costTime=220.84100484848022
Round 5 | ****EPOCH 14****
Step 00069400 L_out=0.112 Acc=0.86 ---18397.84 ms/batch
Step 00069450 L_out=0.343 Acc=0.82 ---43237.84 ms/batch
Step 00069500 L_out=0.098 Acc=0.96 ---68495.52 ms/batch
Step 00069550 L_out=0.110 Acc=0.86 ---97431.75 ms/batch
Step 00069600 L_out=0.047 Acc=0.95 ---125585.15 ms/batch
Step 00069650 L_out=0.068 Acc=0.96 ---153680.16 ms/batch
Step 00069700 L_out=0.157 Acc=0.88 ---182255.24 ms/batch
Step 00069750 L_out=0.155 Acc=0.92 ---210723.49 ms/batch
Step 00069800 L_out=0.089 Acc=0.90 ---239440.57 ms/batch
Step 00069850 L_out=0.088 Acc=0.94 ---267700.93 ms/batch
Step 00069900 L_out=0.140 Acc=0.92 ---296430.03 ms/batch
Step 00069950 L_out=0.351 Acc=0.88 ---324635.78 ms/batch
Step 00070000 L_out=0.260 Acc=0.92 ---355709.13 ms/batch
Round 5 | epoch=14, train costTime=375.79083919525146, | total_activation_sum=21497034
Round 5 | epoch=15, current m_iou=0.6553643697986569
Round 5 | Best m_IoU is: 0.658, OA is: 0.914 | val costTime=207.63313460350037
Round 5 | ****EPOCH 15****
Step 00070050 L_out=0.065 Acc=0.90 --- 9007.85 ms/batch
Step 00070100 L_out=0.176 Acc=0.89 ---34510.19 ms/batch
Step 00070150 L_out=0.064 Acc=0.88 ---58582.90 ms/batch
Step 00070200 L_out=0.071 Acc=0.89 ---86875.47 ms/batch
Step 00070250 L_out=0.068 Acc=0.83 ---115636.57 ms/batch
Step 00070300 L_out=0.140 Acc=0.93 ---143515.90 ms/batch
Step 00070350 L_out=0.076 Acc=0.92 ---172215.21 ms/batch
Step 00070400 L_out=0.072 Acc=0.87 ---200699.21 ms/batch
Step 00070450 L_out=0.170 Acc=0.91 ---228756.31 ms/batch
Step 00070500 L_out=0.123 Acc=0.93 ---256791.07 ms/batch
Step 00070550 L_out=0.119 Acc=0.86 ---284607.84 ms/batch
Step 00070600 L_out=0.126 Acc=0.90 ---312868.37 ms/batch
Step 00070650 L_out=0.106 Acc=0.88 ---340742.39 ms/batch
Step 00070700 L_out=0.215 Acc=0.90 ---369472.46 ms/batch
Round 5 | epoch=15, train costTime=370.6350607872009, | total_activation_sum=21514766
Round 5 | epoch=16, current m_iou=0.6481542624366768
Round 5 | Best m_IoU is: 0.658, OA is: 0.914 | val costTime=239.59889149665833
Round 5 | ****EPOCH 16****
Step 00070750 L_out=0.054 Acc=0.79 ---22555.40 ms/batch
Step 00070800 L_out=0.146 Acc=0.92 ---49395.09 ms/batch
Step 00070850 L_out=0.208 Acc=0.91 ---77582.65 ms/batch
Step 00070900 L_out=0.082 Acc=0.95 ---106479.44 ms/batch
Step 00070950 L_out=0.093 Acc=0.97 ---135992.66 ms/batch
Step 00071000 L_out=0.040 Acc=0.94 ---164375.12 ms/batch
Step 00071050 L_out=0.118 Acc=0.93 ---193553.34 ms/batch
Step 00071100 L_out=0.040 Acc=0.94 ---222072.49 ms/batch
Step 00071150 L_out=0.078 Acc=0.94 ---250623.61 ms/batch
Step 00071200 L_out=0.181 Acc=0.94 ---278681.47 ms/batch
Step 00071250 L_out=0.179 Acc=0.90 ---307342.23 ms/batch
Step 00071300 L_out=0.035 Acc=0.98 ---335642.99 ms/batch
Step 00071350 L_out=0.100 Acc=0.91 ---364339.25 ms/batch
Round 5 | epoch=16, train costTime=376.455463886261, | total_activation_sum=21735842
Round 5 | epoch=17, current m_iou=0.6539471989340231
Round 5 | Best m_IoU is: 0.658, OA is: 0.914 | val costTime=216.2113561630249
Round 5 | ****EPOCH 17****
Step 00071400 L_out=0.099 Acc=0.93 ---15098.12 ms/batch
Step 00071450 L_out=0.103 Acc=0.97 ---43644.45 ms/batch
Step 00071500 L_out=0.036 Acc=0.97 ---72875.56 ms/batch
Step 00071550 L_out=0.082 Acc=0.90 ---102608.22 ms/batch
Step 00071600 L_out=0.116 Acc=0.92 ---131192.97 ms/batch
Step 00071650 L_out=0.259 Acc=0.85 ---159137.69 ms/batch
Step 00071700 L_out=0.145 Acc=0.91 ---187590.46 ms/batch
Step 00071750 L_out=0.132 Acc=0.91 ---216229.14 ms/batch
Step 00071800 L_out=0.214 Acc=0.94 ---244485.09 ms/batch
Step 00071850 L_out=0.084 Acc=0.93 ---273140.45 ms/batch
Step 00071900 L_out=0.436 Acc=0.86 ---301385.00 ms/batch
Step 00071950 L_out=0.103 Acc=0.93 ---330024.19 ms/batch
Step 00072000 L_out=0.053 Acc=0.92 ---357978.22 ms/batch
Round 5 | epoch=17, train costTime=379.1634862422943, | total_activation_sum=21472566
Round 5 | epoch=18, current m_iou=0.6516718363496282
Round 5 | Best m_IoU is: 0.658, OA is: 0.914 | val costTime=224.72475147247314
Round 5 | ****EPOCH 18****
Step 00072050 L_out=0.056 Acc=0.87 --- 6530.36 ms/batch
Step 00072100 L_out=0.268 Acc=0.94 ---32717.88 ms/batch
Step 00072150 L_out=0.142 Acc=0.94 ---60902.66 ms/batch
Step 00072200 L_out=0.091 Acc=0.85 ---89140.92 ms/batch
Step 00072250 L_out=0.107 Acc=0.91 ---117139.66 ms/batch
Step 00072300 L_out=0.292 Acc=0.87 ---145447.67 ms/batch
Step 00072350 L_out=0.048 Acc=0.95 ---174057.84 ms/batch
Step 00072400 L_out=0.091 Acc=0.80 ---203111.85 ms/batch
Step 00072450 L_out=0.120 Acc=0.92 ---231699.63 ms/batch
Step 00072500 L_out=0.147 Acc=0.94 ---260285.86 ms/batch
Step 00072550 L_out=0.051 Acc=0.93 ---288837.90 ms/batch
Step 00072600 L_out=0.174 Acc=0.88 ---317356.75 ms/batch
Step 00072650 L_out=0.251 Acc=0.90 ---345889.47 ms/batch
Step 00072700 L_out=0.150 Acc=0.87 ---374971.38 ms/batch
Round 5 | epoch=18, train costTime=376.89561891555786, | total_activation_sum=21674461
Round 5 | epoch=19, current m_iou=0.6529274599214446
Round 5 | Best m_IoU is: 0.658, OA is: 0.914 | val costTime=200.62611746788025
Round 5 | ****EPOCH 19****
Step 00072750 L_out=0.151 Acc=0.89 ---24061.16 ms/batch
Step 00072800 L_out=0.157 Acc=0.91 ---52462.65 ms/batch
Step 00072850 L_out=0.104 Acc=0.96 ---80460.98 ms/batch
Step 00072900 L_out=0.063 Acc=0.90 ---108341.24 ms/batch
Step 00072950 L_out=0.102 Acc=0.92 ---136234.93 ms/batch
Step 00073000 L_out=0.047 Acc=0.91 ---164150.60 ms/batch
Step 00073050 L_out=0.207 Acc=0.90 ---192029.90 ms/batch
Step 00073100 L_out=0.256 Acc=0.92 ---219913.41 ms/batch
Step 00073150 L_out=0.177 Acc=0.87 ---247814.42 ms/batch
Step 00073200 L_out=0.157 Acc=0.93 ---275749.33 ms/batch
Step 00073250 L_out=0.143 Acc=0.90 ---303540.12 ms/batch
Step 00073300 L_out=0.078 Acc=0.96 ---331793.99 ms/batch
Step 00073350 L_out=0.040 Acc=0.96 ---360150.47 ms/batch
Round 5 | epoch=19, train costTime=371.26245379447937, | total_activation_sum=21503792
Round 5 | epoch=20, current m_iou=0.6537225830015165
Round 5 | Best m_IoU is: 0.658, OA is: 0.914 | val costTime=208.5602252483368
Round 5 | ****EPOCH 20****
Step 00073400 L_out=0.135 Acc=0.86 ---16874.43 ms/batch
Step 00073450 L_out=0.011 Acc=0.98 ---45332.13 ms/batch
Step 00073500 L_out=0.065 Acc=0.95 ---74595.09 ms/batch
Step 00073550 L_out=0.257 Acc=0.90 ---103926.56 ms/batch
Step 00073600 L_out=0.164 Acc=0.90 ---132295.28 ms/batch
Step 00073650 L_out=0.077 Acc=0.84 ---161538.19 ms/batch
Step 00073700 L_out=0.156 Acc=0.96 ---190176.14 ms/batch
Step 00073750 L_out=0.064 Acc=0.70 ---219148.51 ms/batch
Step 00073800 L_out=0.128 Acc=0.86 ---247633.64 ms/batch
Step 00073850 L_out=0.225 Acc=0.83 ---277039.20 ms/batch
Step 00073900 L_out=0.047 Acc=0.90 ---305469.78 ms/batch
Step 00073950 L_out=0.053 Acc=0.87 ---333999.07 ms/batch
Step 00074000 L_out=0.072 Acc=0.94 ---361867.58 ms/batch
Round 5 | epoch=20, train costTime=383.2005467414856, | total_activation_sum=21590570
Round 5 | epoch=21, current m_iou=0.6534496455491199
Round 5 | Best m_IoU is: 0.658, OA is: 0.914 | val costTime=214.99444842338562
Round 5 | ****EPOCH 21****
Step 00074050 L_out=0.148 Acc=0.91 --- 7677.75 ms/batch
Step 00074100 L_out=0.120 Acc=0.91 ---37499.83 ms/batch
Step 00074150 L_out=0.124 Acc=0.90 ---66522.72 ms/batch
Step 00074200 L_out=0.188 Acc=0.89 ---94640.01 ms/batch
Step 00074250 L_out=0.141 Acc=0.92 ---122144.08 ms/batch
Step 00074300 L_out=0.033 Acc=0.93 ---150761.96 ms/batch
Step 00074350 L_out=0.073 Acc=0.92 ---179979.59 ms/batch
Step 00074400 L_out=0.138 Acc=0.91 ---208956.47 ms/batch
Step 00074450 L_out=0.130 Acc=0.90 ---238072.13 ms/batch
Step 00074500 L_out=0.039 Acc=0.91 ---267097.73 ms/batch
Step 00074550 L_out=0.060 Acc=0.88 ---295075.43 ms/batch
Step 00074600 L_out=0.097 Acc=0.86 ---323347.01 ms/batch
Step 00074650 L_out=0.155 Acc=0.91 ---352083.44 ms/batch
Step 00074700 L_out=0.156 Acc=0.84 ---380206.25 ms/batch
Round 5 | epoch=21, train costTime=382.86905312538147, | total_activation_sum=21608943
Round 5 | epoch=22, current m_iou=0.6574866612288899
Round 5 | Best m_IoU is: 0.658, OA is: 0.914 | val costTime=215.4952037334442
Round 5 | ****EPOCH 22****
Step 00074750 L_out=0.130 Acc=0.91 ---26279.91 ms/batch
Step 00074800 L_out=0.058 Acc=0.94 ---56349.74 ms/batch
Step 00074850 L_out=0.146 Acc=0.92 ---86147.18 ms/batch
Step 00074900 L_out=0.091 Acc=0.90 ---114629.45 ms/batch
Step 00074950 L_out=0.184 Acc=0.89 ---143550.74 ms/batch
Step 00075000 L_out=0.057 Acc=0.90 ---173109.84 ms/batch
Step 00075050 L_out=0.235 Acc=0.89 ---201139.38 ms/batch
Step 00075100 L_out=0.145 Acc=0.91 ---229280.96 ms/batch
Step 00075150 L_out=0.118 Acc=0.85 ---258147.35 ms/batch
Step 00075200 L_out=0.094 Acc=0.85 ---286535.28 ms/batch
Step 00075250 L_out=0.218 Acc=0.88 ---315109.76 ms/batch
Step 00075300 L_out=0.146 Acc=0.93 ---343514.54 ms/batch
Step 00075350 L_out=0.154 Acc=0.90 ---372733.80 ms/batch
Round 5 | epoch=22, train costTime=384.893917798996, | total_activation_sum=21597795
Round 5 | epoch=23, current m_iou=0.6644885087348062
Round 5 | Best m_IoU is: 0.664, OA is: 0.916 | val costTime=225.63002181053162
Round 5 | ****EPOCH 23****
Step 00075400 L_out=0.065 Acc=0.95 ---16524.16 ms/batch
Step 00075450 L_out=0.175 Acc=0.92 ---44799.74 ms/batch
Step 00075500 L_out=0.021 Acc=0.97 ---72414.92 ms/batch
Step 00075550 L_out=0.059 Acc=0.93 ---100735.11 ms/batch
Step 00075600 L_out=0.118 Acc=0.90 ---129055.84 ms/batch
Step 00075650 L_out=0.142 Acc=0.91 ---157458.69 ms/batch
Step 00075700 L_out=0.069 Acc=0.94 ---186032.25 ms/batch
Step 00075750 L_out=0.089 Acc=0.95 ---213908.41 ms/batch
Step 00075800 L_out=0.091 Acc=0.96 ---242293.28 ms/batch
Step 00075850 L_out=0.150 Acc=0.93 ---270295.68 ms/batch
Step 00075900 L_out=0.048 Acc=0.93 ---297916.09 ms/batch
Step 00075950 L_out=0.175 Acc=0.88 ---326550.26 ms/batch
Step 00076000 L_out=0.300 Acc=0.90 ---356496.81 ms/batch
Round 5 | epoch=23, train costTime=378.3507590293884, | total_activation_sum=21653327
Round 5 | epoch=24, current m_iou=0.66304274785503
Round 5 | Best m_IoU is: 0.664, OA is: 0.916 | val costTime=193.12830424308777
Round 5 | ****EPOCH 24****
Step 00076050 L_out=0.091 Acc=0.90 --- 7335.43 ms/batch
Step 00076100 L_out=0.103 Acc=0.96 ---35630.01 ms/batch
Step 00076150 L_out=0.098 Acc=0.95 ---63917.72 ms/batch
Step 00076200 L_out=0.090 Acc=0.95 ---92565.82 ms/batch
Step 00076250 L_out=0.067 Acc=0.94 ---121837.75 ms/batch
Step 00076300 L_out=0.132 Acc=0.96 ---150256.53 ms/batch
Step 00076350 L_out=0.113 Acc=0.91 ---178718.92 ms/batch
Step 00076400 L_out=0.170 Acc=0.93 ---208887.59 ms/batch
Step 00076450 L_out=0.086 Acc=0.96 ---237775.34 ms/batch
Step 00076500 L_out=0.070 Acc=0.91 ---266284.14 ms/batch
Step 00076550 L_out=0.109 Acc=0.95 ---294988.74 ms/batch
Step 00076600 L_out=0.093 Acc=0.96 ---323380.74 ms/batch
Step 00076650 L_out=0.106 Acc=0.94 ---352439.65 ms/batch
Step 00076700 L_out=0.090 Acc=0.91 ---380494.86 ms/batch
Round 5 | epoch=24, train costTime=383.0305645465851, | total_activation_sum=21537214
Round 5 | epoch=25, current m_iou=0.6565579162418709
Round 5 | Best m_IoU is: 0.664, OA is: 0.916 | val costTime=226.306702375412
Round 5 | ****EPOCH 25****
Step 00076750 L_out=0.117 Acc=0.94 ---25813.58 ms/batch
Step 00076800 L_out=0.030 Acc=0.89 ---54021.01 ms/batch
Step 00076850 L_out=0.147 Acc=0.91 ---82944.95 ms/batch
Step 00076900 L_out=0.100 Acc=0.89 ---111937.76 ms/batch
Step 00076950 L_out=0.093 Acc=0.93 ---140831.51 ms/batch
Step 00077000 L_out=0.133 Acc=0.91 ---169866.69 ms/batch
Step 00077050 L_out=0.075 Acc=0.96 ---198376.77 ms/batch
Step 00077100 L_out=0.100 Acc=0.94 ---227538.74 ms/batch
Step 00077150 L_out=0.179 Acc=0.85 ---257451.78 ms/batch
Step 00077200 L_out=0.110 Acc=0.96 ---285724.46 ms/batch
Step 00077250 L_out=0.092 Acc=0.95 ---314400.93 ms/batch
Step 00077300 L_out=0.035 Acc=0.97 ---342705.98 ms/batch
Step 00077350 L_out=0.152 Acc=0.90 ---370511.05 ms/batch
Round 5 | epoch=25, train costTime=382.95579767227173, | total_activation_sum=21722428
Round 5 | epoch=26, current m_iou=0.6576184710337329
Round 5 | Best m_IoU is: 0.664, OA is: 0.916 | val costTime=196.61439538002014
Round 5 | ****EPOCH 26****
Step 00077400 L_out=0.040 Acc=0.93 ---15993.46 ms/batch
Step 00077450 L_out=0.062 Acc=0.89 ---45416.84 ms/batch
Step 00077500 L_out=0.030 Acc=0.93 ---74771.97 ms/batch
Step 00077550 L_out=0.011 Acc=0.91 ---103299.30 ms/batch
Step 00077600 L_out=0.091 Acc=0.95 ---131982.18 ms/batch
Step 00077650 L_out=0.223 Acc=0.78 ---161157.00 ms/batch
Step 00077700 L_out=0.220 Acc=0.95 ---189925.38 ms/batch
Step 00077750 L_out=0.102 Acc=0.93 ---218496.10 ms/batch
Step 00077800 L_out=0.061 Acc=0.95 ---247215.27 ms/batch
Step 00077850 L_out=0.027 Acc=0.96 ---276228.13 ms/batch
Step 00077900 L_out=0.043 Acc=0.93 ---305429.80 ms/batch
Step 00077950 L_out=0.086 Acc=0.93 ---333671.30 ms/batch
Step 00078000 L_out=0.098 Acc=0.90 ---362042.03 ms/batch
Round 5 | epoch=26, train costTime=383.8534333705902, | total_activation_sum=21542932
Round 5 | epoch=27, current m_iou=0.6584538682511083
Round 5 | Best m_IoU is: 0.664, OA is: 0.916 | val costTime=209.25205755233765
Round 5 | ****EPOCH 27****
Step 00078050 L_out=0.061 Acc=0.95 --- 6346.27 ms/batch
Step 00078100 L_out=0.052 Acc=0.95 ---34714.98 ms/batch
Step 00078150 L_out=0.063 Acc=0.88 ---62536.02 ms/batch
Step 00078200 L_out=0.065 Acc=0.95 ---90600.73 ms/batch
Step 00078250 L_out=0.116 Acc=0.90 ---118773.39 ms/batch
Step 00078300 L_out=0.020 Acc=0.90 ---147047.23 ms/batch
Step 00078350 L_out=0.085 Acc=0.91 ---175187.83 ms/batch
Step 00078400 L_out=0.076 Acc=0.92 ---203098.45 ms/batch
Step 00078450 L_out=0.096 Acc=0.86 ---231644.98 ms/batch
Step 00078500 L_out=0.128 Acc=0.91 ---259783.09 ms/batch
Step 00078550 L_out=0.141 Acc=0.86 ---287527.49 ms/batch
Step 00078600 L_out=0.120 Acc=0.93 ---315993.29 ms/batch
Step 00078650 L_out=0.073 Acc=0.90 ---344511.17 ms/batch
Step 00078700 L_out=0.051 Acc=0.95 ---372998.18 ms/batch
Round 5 | epoch=27, train costTime=376.5839304924011, | total_activation_sum=21513311
Round 5 | epoch=28, current m_iou=0.6628123201207137
Round 5 | Best m_IoU is: 0.664, OA is: 0.916 | val costTime=180.12712788581848
Round 5 | ****EPOCH 28****
Step 00078750 L_out=0.158 Acc=0.95 ---24506.30 ms/batch
Step 00078800 L_out=0.207 Acc=0.76 ---52172.85 ms/batch
Step 00078850 L_out=0.052 Acc=0.94 ---79336.86 ms/batch
Step 00078900 L_out=0.085 Acc=0.96 ---106824.54 ms/batch
Step 00078950 L_out=0.112 Acc=0.87 ---135169.39 ms/batch
Step 00079000 L_out=0.145 Acc=0.89 ---162578.60 ms/batch
Step 00079050 L_out=0.081 Acc=0.94 ---190790.27 ms/batch
Step 00079100 L_out=0.075 Acc=0.96 ---218607.99 ms/batch
Step 00079150 L_out=0.146 Acc=0.95 ---246751.21 ms/batch
Step 00079200 L_out=0.107 Acc=0.91 ---274865.05 ms/batch
Step 00079250 L_out=0.063 Acc=0.81 ---302597.24 ms/batch
Step 00079300 L_out=0.131 Acc=0.91 ---330371.58 ms/batch
Step 00079350 L_out=0.136 Acc=0.92 ---358557.40 ms/batch
Round 5 | epoch=28, train costTime=371.4430468082428, | total_activation_sum=21619419
Round 5 | epoch=29, current m_iou=0.6668809321024163
Round 5 | Best m_IoU is: 0.667, OA is: 0.919 | val costTime=182.47266626358032
Round 5 | ****EPOCH 29****
Step 00079400 L_out=0.086 Acc=0.90 ---14997.65 ms/batch
Step 00079450 L_out=0.161 Acc=0.92 ---42706.74 ms/batch
Step 00079500 L_out=0.280 Acc=0.92 ---70594.93 ms/batch
Step 00079550 L_out=0.041 Acc=0.94 ---97873.21 ms/batch
Step 00079600 L_out=0.178 Acc=0.85 ---125272.33 ms/batch
Step 00079650 L_out=0.080 Acc=0.95 ---153261.54 ms/batch
Step 00079700 L_out=0.182 Acc=0.92 ---180878.91 ms/batch
Step 00079750 L_out=0.043 Acc=0.97 ---208749.49 ms/batch
Step 00079800 L_out=0.075 Acc=0.95 ---236321.41 ms/batch
Step 00079850 L_out=0.064 Acc=0.96 ---264088.34 ms/batch
Step 00079900 L_out=0.052 Acc=0.97 ---292024.46 ms/batch
Step 00079950 L_out=0.028 Acc=0.96 ---319540.99 ms/batch
Step 00080000 L_out=0.087 Acc=0.78 ---348489.22 ms/batch
Round 5 | epoch=29, train costTime=370.2870581150055, | total_activation_sum=21538583
Round 5 | epoch=30, current m_iou=0.6656436718077807
Round 5 | Best m_IoU is: 0.667, OA is: 0.919 | val costTime=175.0623631477356
Round 5 | ****EPOCH 30****
Round 6 | ****EPOCH 0****
Step 00080050 L_out=0.100 Acc=0.95 --- 5743.39 ms/batch
Step 00080100 L_out=1.117 Acc=0.51 ---33724.25 ms/batch
Step 00080150 L_out=0.675 Acc=0.87 ---61349.66 ms/batch
Step 00080200 L_out=0.978 Acc=0.73 ---89773.65 ms/batch
Step 00080250 L_out=0.213 Acc=0.87 ---119018.90 ms/batch
Step 00080300 L_out=0.261 Acc=0.91 ---148281.34 ms/batch
Step 00080350 L_out=0.302 Acc=0.88 ---177191.45 ms/batch
Step 00080400 L_out=0.725 Acc=0.85 ---205917.38 ms/batch
Step 00080450 L_out=0.353 Acc=0.90 ---235518.87 ms/batch
Step 00080500 L_out=0.669 Acc=0.73 ---264673.24 ms/batch
Step 00080550 L_out=0.248 Acc=0.88 ---293356.47 ms/batch
Step 00080600 L_out=0.219 Acc=0.85 ---322010.29 ms/batch
Step 00080650 L_out=0.593 Acc=0.77 ---350387.67 ms/batch
Step 00080700 L_out=0.648 Acc=0.75 ---377642.65 ms/batch
Round 6 | epoch=0, train costTime=381.3535556793213, | total_activation_sum=26347226
Round 6 | epoch=1, current m_iou=0.6151540416634762
Round 6 | Best m_IoU is: 0.615, OA is: 0.914 | val costTime=224.0753436088562
Round 6 | ****EPOCH 1****
Step 00080750 L_out=0.197 Acc=0.89 ---24634.46 ms/batch
Step 00080800 L_out=0.204 Acc=0.91 ---53021.82 ms/batch
Step 00080850 L_out=0.389 Acc=0.86 ---81905.53 ms/batch
Step 00080900 L_out=0.223 Acc=0.82 ---110486.92 ms/batch
Step 00080950 L_out=0.528 Acc=0.77 ---139737.96 ms/batch
Step 00081000 L_out=0.219 Acc=0.89 ---167832.90 ms/batch
Step 00081050 L_out=0.290 Acc=0.89 ---197185.60 ms/batch
Step 00081100 L_out=0.512 Acc=0.79 ---225392.35 ms/batch
Step 00081150 L_out=0.366 Acc=0.90 ---254082.79 ms/batch
Step 00081200 L_out=0.351 Acc=0.91 ---283179.54 ms/batch
Step 00081250 L_out=0.106 Acc=0.94 ---312752.01 ms/batch
Step 00081300 L_out=0.185 Acc=0.95 ---341785.40 ms/batch
Step 00081350 L_out=2.036 Acc=0.77 ---368601.31 ms/batch
Round 6 | epoch=1, train costTime=381.32662177085876, | total_activation_sum=26353326
Round 6 | epoch=2, current m_iou=0.5885855064865245
Round 6 | Best m_IoU is: 0.615, OA is: 0.914 | val costTime=214.9966983795166
Round 6 | ****EPOCH 2****
Step 00081400 L_out=0.454 Acc=0.88 ---15065.92 ms/batch
Step 00081450 L_out=0.421 Acc=0.87 ---43111.00 ms/batch
Step 00081500 L_out=0.346 Acc=0.93 ---71593.67 ms/batch
Step 00081550 L_out=0.567 Acc=0.89 ---99733.21 ms/batch
Step 00081600 L_out=0.409 Acc=0.93 ---127797.81 ms/batch
Step 00081650 L_out=0.425 Acc=0.88 ---155935.61 ms/batch
Step 00081700 L_out=0.414 Acc=0.83 ---184419.63 ms/batch
Step 00081750 L_out=0.111 Acc=0.88 ---212881.20 ms/batch
Step 00081800 L_out=0.598 Acc=0.81 ---241507.37 ms/batch
Step 00081850 L_out=0.082 Acc=0.82 ---269967.66 ms/batch
Step 00081900 L_out=0.253 Acc=0.89 ---299369.34 ms/batch
Step 00081950 L_out=0.237 Acc=0.87 ---328216.20 ms/batch
Step 00082000 L_out=0.078 Acc=0.89 ---354836.06 ms/batch
Round 6 | epoch=2, train costTime=377.61099100112915, | total_activation_sum=26521775
Round 6 | epoch=3, current m_iou=0.6233500438174546
Round 6 | Best m_IoU is: 0.623, OA is: 0.903 | val costTime=220.28625750541687
Round 6 | ****EPOCH 3****
Step 00082050 L_out=0.389 Acc=0.86 --- 5191.21 ms/batch
Step 00082100 L_out=0.415 Acc=0.79 ---33801.26 ms/batch
Step 00082150 L_out=0.144 Acc=0.91 ---63163.23 ms/batch
Step 00082200 L_out=0.102 Acc=0.93 ---91944.82 ms/batch
Step 00082250 L_out=0.446 Acc=0.87 ---120410.95 ms/batch
Step 00082300 L_out=0.181 Acc=0.92 ---149169.85 ms/batch
Step 00082350 L_out=0.891 Acc=0.88 ---177989.90 ms/batch
Step 00082400 L_out=0.172 Acc=0.92 ---206440.73 ms/batch
Step 00082450 L_out=0.505 Acc=0.90 ---234768.44 ms/batch
Step 00082500 L_out=0.283 Acc=0.94 ---262900.29 ms/batch
Step 00082550 L_out=0.082 Acc=0.94 ---291918.65 ms/batch
Step 00082600 L_out=0.453 Acc=0.93 ---320192.99 ms/batch
Step 00082650 L_out=0.198 Acc=0.86 ---347237.95 ms/batch
Step 00082700 L_out=0.204 Acc=0.85 ---374714.80 ms/batch
Round 6 | epoch=3, train costTime=378.7461578845978, | total_activation_sum=26169281
Round 6 | epoch=4, current m_iou=0.6456115437240757
Round 6 | Best m_IoU is: 0.646, OA is: 0.911 | val costTime=213.0561008453369
Round 6 | ****EPOCH 4****
Step 00082750 L_out=0.133 Acc=0.85 ---24333.76 ms/batch
Step 00082800 L_out=0.545 Acc=0.86 ---53236.54 ms/batch
Step 00082850 L_out=0.172 Acc=0.89 ---82046.99 ms/batch
Step 00082900 L_out=0.140 Acc=0.92 ---110387.89 ms/batch
Step 00082950 L_out=0.265 Acc=0.94 ---138652.17 ms/batch
Step 00083000 L_out=0.431 Acc=0.89 ---166888.74 ms/batch
Step 00083050 L_out=0.399 Acc=0.85 ---195117.42 ms/batch
Step 00083100 L_out=0.147 Acc=0.87 ---223317.90 ms/batch
Step 00083150 L_out=0.311 Acc=0.85 ---251310.08 ms/batch
Step 00083200 L_out=0.513 Acc=0.91 ---279695.96 ms/batch
Step 00083250 L_out=0.115 Acc=0.95 ---308398.42 ms/batch
Step 00083300 L_out=0.256 Acc=0.89 ---337156.39 ms/batch
Step 00083350 L_out=0.172 Acc=0.95 ---364090.83 ms/batch
Round 6 | epoch=4, train costTime=378.46194195747375, | total_activation_sum=26340958
Round 6 | epoch=5, current m_iou=0.6515637384266233
Round 6 | Best m_IoU is: 0.652, OA is: 0.914 | val costTime=225.9262773990631
Round 6 | ****EPOCH 5****
Step 00083400 L_out=0.058 Acc=0.93 ---14367.54 ms/batch
Step 00083450 L_out=0.305 Acc=0.91 ---42111.36 ms/batch
Step 00083500 L_out=0.107 Acc=0.89 ---71024.71 ms/batch
Step 00083550 L_out=0.242 Acc=0.82 ---100178.30 ms/batch
Step 00083600 L_out=0.085 Acc=0.94 ---128391.92 ms/batch
Step 00083650 L_out=0.070 Acc=0.96 ---156662.10 ms/batch
Step 00083700 L_out=0.442 Acc=0.92 ---184560.77 ms/batch
Step 00083750 L_out=0.295 Acc=0.91 ---212762.16 ms/batch
Step 00083800 L_out=0.182 Acc=0.95 ---241224.88 ms/batch
Step 00083850 L_out=0.223 Acc=0.90 ---269885.04 ms/batch
Step 00083900 L_out=0.046 Acc=0.91 ---298843.90 ms/batch
Step 00083950 L_out=0.047 Acc=0.93 ---327024.25 ms/batch
Step 00084000 L_out=0.153 Acc=0.95 ---355415.04 ms/batch
Round 6 | epoch=5, train costTime=378.26148653030396, | total_activation_sum=26316361
Round 6 | epoch=6, current m_iou=0.6463329410967295
Round 6 | Best m_IoU is: 0.652, OA is: 0.914 | val costTime=211.5317575931549
Round 6 | ****EPOCH 6****
Step 00084050 L_out=0.381 Acc=0.91 --- 4780.39 ms/batch
Step 00084100 L_out=0.369 Acc=0.89 ---33505.08 ms/batch
Step 00084150 L_out=0.324 Acc=0.86 ---62125.98 ms/batch
Step 00084200 L_out=0.126 Acc=0.91 ---90363.42 ms/batch
Step 00084250 L_out=0.298 Acc=0.69 ---118791.02 ms/batch
Step 00084300 L_out=0.078 Acc=0.91 ---147133.04 ms/batch
Step 00084350 L_out=0.179 Acc=0.91 ---175394.57 ms/batch
Step 00084400 L_out=0.171 Acc=0.92 ---203885.35 ms/batch
Step 00084450 L_out=0.320 Acc=0.92 ---231850.12 ms/batch
Step 00084500 L_out=0.412 Acc=0.84 ---260216.72 ms/batch
Step 00084550 L_out=0.234 Acc=0.92 ---291248.18 ms/batch
Step 00084600 L_out=0.193 Acc=0.91 ---321339.22 ms/batch
Step 00084650 L_out=0.255 Acc=0.91 ---350311.05 ms/batch
Step 00084700 L_out=0.112 Acc=0.92 ---377823.97 ms/batch
Round 6 | epoch=6, train costTime=382.9597234725952, | total_activation_sum=26491722
Round 6 | epoch=7, current m_iou=0.6401567346024946
Round 6 | Best m_IoU is: 0.652, OA is: 0.914 | val costTime=208.67919754981995
Round 6 | ****EPOCH 7****
Step 00084750 L_out=0.127 Acc=0.94 ---23849.19 ms/batch
Step 00084800 L_out=0.098 Acc=0.95 ---53069.70 ms/batch
Step 00084850 L_out=0.258 Acc=0.88 ---80981.91 ms/batch
Step 00084900 L_out=0.242 Acc=0.86 ---109298.82 ms/batch
Step 00084950 L_out=0.433 Acc=0.87 ---137745.20 ms/batch
Step 00085000 L_out=0.108 Acc=0.93 ---165831.43 ms/batch
Step 00085050 L_out=0.021 Acc=0.95 ---194602.48 ms/batch
Step 00085100 L_out=0.057 Acc=0.95 ---223240.99 ms/batch
Step 00085150 L_out=0.107 Acc=0.96 ---252154.32 ms/batch
Step 00085200 L_out=0.091 Acc=0.89 ---281266.41 ms/batch
Step 00085250 L_out=0.213 Acc=0.89 ---309914.49 ms/batch
Step 00085300 L_out=0.105 Acc=0.92 ---338428.59 ms/batch
Step 00085350 L_out=0.145 Acc=0.96 ---368029.23 ms/batch
Round 6 | epoch=7, train costTime=382.1426386833191, | total_activation_sum=26521306
Round 6 | epoch=8, current m_iou=0.6349527119767618
Round 6 | Best m_IoU is: 0.652, OA is: 0.914 | val costTime=219.22853207588196
Round 6 | ****EPOCH 8****
Step 00085400 L_out=0.265 Acc=0.87 ---13497.14 ms/batch
Step 00085450 L_out=0.248 Acc=0.88 ---41927.80 ms/batch
Step 00085500 L_out=0.142 Acc=0.93 ---70461.58 ms/batch
Step 00085550 L_out=0.460 Acc=0.84 ---99058.73 ms/batch
Step 00085600 L_out=0.086 Acc=0.92 ---127205.30 ms/batch
Step 00085650 L_out=0.285 Acc=0.92 ---154997.93 ms/batch
Step 00085700 L_out=0.286 Acc=0.89 ---183435.16 ms/batch
Step 00085750 L_out=0.090 Acc=0.94 ---212247.88 ms/batch
Step 00085800 L_out=0.246 Acc=0.88 ---240933.71 ms/batch
Step 00085850 L_out=0.456 Acc=0.74 ---269028.58 ms/batch
Step 00085900 L_out=0.148 Acc=0.92 ---297913.10 ms/batch
Step 00085950 L_out=0.064 Acc=0.92 ---326792.12 ms/batch
Step 00086000 L_out=0.154 Acc=0.89 ---356555.23 ms/batch
Round 6 | epoch=8, train costTime=380.51798272132874, | total_activation_sum=26351168
Round 6 | epoch=9, current m_iou=0.6424537877171941
Round 6 | Best m_IoU is: 0.652, OA is: 0.914 | val costTime=227.95078563690186
Round 6 | ****EPOCH 9****
Step 00086050 L_out=0.208 Acc=0.90 --- 3756.01 ms/batch
Step 00086100 L_out=0.207 Acc=0.87 ---31944.29 ms/batch
Step 00086150 L_out=0.214 Acc=0.96 ---61598.03 ms/batch
Step 00086200 L_out=0.758 Acc=0.74 ---90670.13 ms/batch
Step 00086250 L_out=0.044 Acc=0.95 ---119186.64 ms/batch
Step 00086300 L_out=0.503 Acc=0.87 ---147651.54 ms/batch
Step 00086350 L_out=0.313 Acc=0.87 ---176659.17 ms/batch
Step 00086400 L_out=0.119 Acc=0.86 ---205483.38 ms/batch
Step 00086450 L_out=0.295 Acc=0.86 ---234166.03 ms/batch
Step 00086500 L_out=0.139 Acc=0.94 ---263232.37 ms/batch
Step 00086550 L_out=0.586 Acc=0.83 ---291589.33 ms/batch
Step 00086600 L_out=0.177 Acc=0.94 ---319945.33 ms/batch
Step 00086650 L_out=0.247 Acc=0.87 ---349309.93 ms/batch
Step 00086700 L_out=0.121 Acc=0.95 ---377281.43 ms/batch
Round 6 | epoch=9, train costTime=383.1024842262268, | total_activation_sum=26413961
Round 6 | epoch=10, current m_iou=0.6432398637892982
Round 6 | Best m_IoU is: 0.652, OA is: 0.914 | val costTime=214.29810738563538
Round 6 | ****EPOCH 10****
Step 00086750 L_out=0.145 Acc=0.92 ---23955.91 ms/batch
Step 00086800 L_out=0.071 Acc=0.94 ---54225.41 ms/batch
Step 00086850 L_out=0.330 Acc=0.91 ---83694.47 ms/batch
Step 00086900 L_out=0.087 Acc=0.97 ---112368.65 ms/batch
Step 00086950 L_out=0.194 Acc=0.91 ---140993.29 ms/batch
Step 00087000 L_out=0.097 Acc=0.92 ---169896.58 ms/batch
Step 00087050 L_out=0.122 Acc=0.83 ---198620.39 ms/batch
Step 00087100 L_out=0.183 Acc=0.92 ---228005.71 ms/batch
Step 00087150 L_out=0.277 Acc=0.90 ---256614.00 ms/batch
Step 00087200 L_out=0.067 Acc=0.88 ---285643.82 ms/batch
Step 00087250 L_out=0.158 Acc=0.93 ---313764.86 ms/batch
Step 00087300 L_out=0.154 Acc=0.92 ---342061.31 ms/batch
Step 00087350 L_out=0.291 Acc=0.91 ---370558.88 ms/batch
Round 6 | epoch=10, train costTime=384.95144510269165, | total_activation_sum=26418835
Round 6 | epoch=11, current m_iou=0.6598779056725872
Round 6 | Best m_IoU is: 0.660, OA is: 0.911 | val costTime=227.1267547607422
Round 6 | ****EPOCH 11****
Step 00087400 L_out=0.163 Acc=0.91 ---13931.51 ms/batch
Step 00087450 L_out=0.674 Acc=0.74 ---42144.93 ms/batch
Step 00087500 L_out=0.142 Acc=0.93 ---70430.63 ms/batch
Step 00087550 L_out=0.125 Acc=0.94 ---98447.86 ms/batch
Step 00087600 L_out=0.147 Acc=0.91 ---126564.91 ms/batch
Step 00087650 L_out=0.137 Acc=0.95 ---155219.09 ms/batch
Step 00087700 L_out=0.273 Acc=0.91 ---183788.34 ms/batch
Step 00087750 L_out=0.124 Acc=0.92 ---213202.49 ms/batch
Step 00087800 L_out=1.022 Acc=0.76 ---241614.32 ms/batch
Step 00087850 L_out=0.119 Acc=0.93 ---270351.92 ms/batch
Step 00087900 L_out=0.145 Acc=0.91 ---299302.06 ms/batch
Step 00087950 L_out=0.205 Acc=0.89 ---328217.26 ms/batch
Step 00088000 L_out=0.137 Acc=0.96 ---357248.76 ms/batch
Round 6 | epoch=11, train costTime=380.9210271835327, | total_activation_sum=26309315
Round 6 | epoch=12, current m_iou=0.6554950398786525
Round 6 | Best m_IoU is: 0.660, OA is: 0.911 | val costTime=220.50432181358337
Round 6 | ****EPOCH 12****
Step 00088050 L_out=0.212 Acc=0.82 --- 3462.02 ms/batch
Step 00088100 L_out=0.119 Acc=0.90 ---31888.09 ms/batch
Step 00088150 L_out=0.200 Acc=0.87 ---60182.66 ms/batch
Step 00088200 L_out=0.095 Acc=0.80 ---89276.37 ms/batch
Step 00088250 L_out=0.092 Acc=0.92 ---118058.49 ms/batch
Step 00088300 L_out=0.260 Acc=0.94 ---146403.88 ms/batch
Step 00088350 L_out=0.157 Acc=0.92 ---175295.08 ms/batch
Step 00088400 L_out=0.066 Acc=0.94 ---203860.00 ms/batch
Step 00088450 L_out=0.197 Acc=0.97 ---232880.12 ms/batch
Step 00088500 L_out=0.207 Acc=0.85 ---261983.78 ms/batch
Step 00088550 L_out=0.129 Acc=0.94 ---291409.18 ms/batch
Step 00088600 L_out=0.188 Acc=0.92 ---320330.06 ms/batch
Step 00088650 L_out=0.227 Acc=0.90 ---349142.82 ms/batch
Step 00088700 L_out=0.081 Acc=0.91 ---377768.97 ms/batch
Round 6 | epoch=12, train costTime=383.57664942741394, | total_activation_sum=26413776
Round 6 | epoch=13, current m_iou=0.6578605467115017
Round 6 | Best m_IoU is: 0.660, OA is: 0.911 | val costTime=229.06006407737732
Round 6 | ****EPOCH 13****
Step 00088750 L_out=0.039 Acc=0.94 ---21862.60 ms/batch
Step 00088800 L_out=0.140 Acc=0.96 ---50350.11 ms/batch
Step 00088850 L_out=0.203 Acc=0.90 ---78663.15 ms/batch
Step 00088900 L_out=0.079 Acc=0.95 ---107617.96 ms/batch
Step 00088950 L_out=0.188 Acc=0.93 ---135868.59 ms/batch
Step 00089000 L_out=0.211 Acc=0.90 ---164580.89 ms/batch
Step 00089050 L_out=0.128 Acc=0.95 ---194010.79 ms/batch
Step 00089100 L_out=0.178 Acc=0.93 ---222097.17 ms/batch
Step 00089150 L_out=0.152 Acc=0.92 ---251113.74 ms/batch
Step 00089200 L_out=0.190 Acc=0.95 ---279432.79 ms/batch
Step 00089250 L_out=0.106 Acc=0.87 ---307834.88 ms/batch
Step 00089300 L_out=0.169 Acc=0.85 ---336684.78 ms/batch
Step 00089350 L_out=0.291 Acc=0.92 ---364181.60 ms/batch
Round 6 | epoch=13, train costTime=379.61467480659485, | total_activation_sum=26665416
Round 6 | epoch=14, current m_iou=0.6575259199841874
Round 6 | Best m_IoU is: 0.660, OA is: 0.911 | val costTime=215.18441796302795
Round 6 | ****EPOCH 14****
Step 00089400 L_out=0.178 Acc=0.81 ---12522.76 ms/batch
Step 00089450 L_out=0.242 Acc=0.89 ---41290.98 ms/batch
Step 00089500 L_out=0.114 Acc=0.97 ---70737.10 ms/batch
Step 00089550 L_out=0.281 Acc=0.94 ---99494.38 ms/batch
Step 00089600 L_out=0.116 Acc=0.93 ---128069.43 ms/batch
Step 00089650 L_out=0.308 Acc=0.93 ---156722.34 ms/batch
Step 00089700 L_out=0.205 Acc=0.93 ---185887.23 ms/batch
Step 00089750 L_out=0.260 Acc=0.87 ---214761.00 ms/batch
Step 00089800 L_out=0.185 Acc=0.94 ---242769.62 ms/batch
Step 00089850 L_out=0.096 Acc=0.92 ---271959.07 ms/batch
Step 00089900 L_out=0.129 Acc=0.94 ---300750.09 ms/batch
Step 00089950 L_out=0.135 Acc=0.93 ---329640.83 ms/batch
Step 00090000 L_out=0.179 Acc=0.96 ---357204.00 ms/batch
Round 6 | epoch=14, train costTime=382.1999373435974, | total_activation_sum=26128853
Round 6 | epoch=15, current m_iou=0.6620574451212564
Round 6 | Best m_IoU is: 0.662, OA is: 0.912 | val costTime=217.3015365600586
Round 6 | ****EPOCH 15****
Step 00090050 L_out=0.286 Acc=0.95 --- 2842.13 ms/batch
Step 00090100 L_out=0.101 Acc=0.92 ---31225.02 ms/batch
Step 00090150 L_out=0.130 Acc=0.94 ---59388.40 ms/batch
Step 00090200 L_out=0.168 Acc=0.94 ---88606.73 ms/batch
Step 00090250 L_out=0.092 Acc=0.91 ---116889.54 ms/batch
Step 00090300 L_out=0.248 Acc=0.93 ---145119.42 ms/batch
Step 00090350 L_out=0.119 Acc=0.97 ---173376.21 ms/batch
Step 00090400 L_out=0.126 Acc=0.96 ---201282.96 ms/batch
Step 00090450 L_out=0.026 Acc=0.97 ---230318.53 ms/batch
Step 00090500 L_out=0.171 Acc=0.94 ---258606.69 ms/batch
Step 00090550 L_out=0.252 Acc=0.89 ---287014.45 ms/batch
Step 00090600 L_out=0.280 Acc=0.96 ---315240.81 ms/batch
Step 00090650 L_out=0.311 Acc=0.94 ---344148.32 ms/batch
Step 00090700 L_out=0.207 Acc=0.91 ---370775.08 ms/batch
Round 6 | epoch=15, train costTime=377.1106286048889, | total_activation_sum=26467082
Round 6 | epoch=16, current m_iou=0.6641563883787334
Round 6 | Best m_IoU is: 0.664, OA is: 0.915 | val costTime=197.60307621955872
Round 6 | ****EPOCH 16****
Step 00090750 L_out=0.068 Acc=0.93 ---20992.40 ms/batch
Step 00090800 L_out=0.035 Acc=0.96 ---48936.88 ms/batch
Step 00090850 L_out=0.141 Acc=0.92 ---77232.62 ms/batch
Step 00090900 L_out=0.172 Acc=0.90 ---105988.65 ms/batch
Step 00090950 L_out=0.170 Acc=0.91 ---134546.47 ms/batch
Step 00091000 L_out=0.201 Acc=0.89 ---163059.70 ms/batch
Step 00091050 L_out=0.138 Acc=0.94 ---191070.50 ms/batch
Step 00091100 L_out=0.191 Acc=0.91 ---219699.20 ms/batch
Step 00091150 L_out=0.148 Acc=0.93 ---248169.67 ms/batch
Step 00091200 L_out=0.121 Acc=0.96 ---276937.76 ms/batch
Step 00091250 L_out=0.094 Acc=0.97 ---306213.10 ms/batch
Step 00091300 L_out=0.115 Acc=0.92 ---334526.95 ms/batch
Step 00091350 L_out=0.195 Acc=0.87 ---362488.32 ms/batch
Round 6 | epoch=16, train costTime=378.42706322669983, | total_activation_sum=26310200
Round 6 | epoch=17, current m_iou=0.6634859607713681
Round 6 | Best m_IoU is: 0.664, OA is: 0.915 | val costTime=219.43133306503296
Round 6 | ****EPOCH 17****
Step 00091400 L_out=0.109 Acc=0.92 ---11568.52 ms/batch
Step 00091450 L_out=0.124 Acc=0.94 ---39885.79 ms/batch
Step 00091500 L_out=0.178 Acc=0.92 ---69454.94 ms/batch
Step 00091550 L_out=0.209 Acc=0.91 ---97337.22 ms/batch
Step 00091600 L_out=0.114 Acc=0.94 ---125326.40 ms/batch
Step 00091650 L_out=0.094 Acc=0.91 ---153615.92 ms/batch
Step 00091700 L_out=0.089 Acc=0.92 ---182178.88 ms/batch
Step 00091750 L_out=0.154 Acc=0.96 ---210922.38 ms/batch
Step 00091800 L_out=0.716 Acc=0.86 ---239976.13 ms/batch
Step 00091850 L_out=0.140 Acc=0.91 ---268474.93 ms/batch
Step 00091900 L_out=0.209 Acc=0.86 ---297461.67 ms/batch
Step 00091950 L_out=0.377 Acc=0.92 ---326234.87 ms/batch
Step 00092000 L_out=0.197 Acc=0.94 ---355609.49 ms/batch
Round 6 | epoch=17, train costTime=381.4681029319763, | total_activation_sum=26620342
Round 6 | epoch=18, current m_iou=0.6627093319312887
Round 6 | Best m_IoU is: 0.664, OA is: 0.915 | val costTime=221.76196455955505
Round 6 | ****EPOCH 18****
Step 00092050 L_out=0.107 Acc=0.96 --- 2253.10 ms/batch
Step 00092100 L_out=0.106 Acc=0.92 ---31369.76 ms/batch
Step 00092150 L_out=0.055 Acc=0.95 ---58980.50 ms/batch
Step 00092200 L_out=0.105 Acc=0.98 ---87331.71 ms/batch
Step 00092250 L_out=0.168 Acc=0.94 ---115907.26 ms/batch
Step 00092300 L_out=0.178 Acc=0.90 ---144974.61 ms/batch
Step 00092350 L_out=0.173 Acc=0.92 ---173563.25 ms/batch
Step 00092400 L_out=0.332 Acc=0.90 ---201998.80 ms/batch
Step 00092450 L_out=0.070 Acc=0.91 ---230877.33 ms/batch
Step 00092500 L_out=0.255 Acc=0.92 ---259491.70 ms/batch
Step 00092550 L_out=0.060 Acc=0.96 ---288216.11 ms/batch
Step 00092600 L_out=0.055 Acc=0.96 ---317583.42 ms/batch
Step 00092650 L_out=0.136 Acc=0.91 ---346649.75 ms/batch
Step 00092700 L_out=0.057 Acc=0.95 ---374845.69 ms/batch
Round 6 | epoch=18, train costTime=381.9497880935669, | total_activation_sum=26250954
Round 6 | epoch=19, current m_iou=0.6642806106714171
Round 6 | Best m_IoU is: 0.664, OA is: 0.916 | val costTime=225.38364434242249
Round 6 | ****EPOCH 19****
Step 00092750 L_out=0.098 Acc=0.85 ---21373.69 ms/batch
Step 00092800 L_out=0.071 Acc=0.94 ---49603.68 ms/batch
Step 00092850 L_out=0.183 Acc=0.88 ---78415.74 ms/batch
Step 00092900 L_out=0.352 Acc=0.84 ---106652.20 ms/batch
Step 00092950 L_out=0.097 Acc=0.95 ---134705.62 ms/batch
Step 00093000 L_out=0.061 Acc=0.93 ---162867.57 ms/batch
Step 00093050 L_out=0.532 Acc=0.88 ---192252.88 ms/batch
Step 00093100 L_out=0.173 Acc=0.95 ---220858.69 ms/batch
Step 00093150 L_out=0.092 Acc=0.93 ---248860.87 ms/batch
Step 00093200 L_out=0.349 Acc=0.92 ---277018.84 ms/batch
Step 00093250 L_out=0.021 Acc=0.91 ---304988.82 ms/batch
Step 00093300 L_out=0.140 Acc=0.91 ---333210.17 ms/batch
Step 00093350 L_out=0.107 Acc=0.94 ---361608.06 ms/batch
Round 6 | epoch=19, train costTime=378.54584097862244, | total_activation_sum=26427622
Round 6 | epoch=20, current m_iou=0.6660967328893754
Round 6 | Best m_IoU is: 0.666, OA is: 0.916 | val costTime=213.53631162643433
Round 6 | ****EPOCH 20****
Step 00093400 L_out=0.042 Acc=0.93 ---10080.37 ms/batch
Step 00093450 L_out=0.104 Acc=0.93 ---38502.06 ms/batch
Step 00093500 L_out=0.160 Acc=0.91 ---66946.13 ms/batch
Step 00093550 L_out=0.095 Acc=0.95 ---95798.03 ms/batch
Step 00093600 L_out=0.112 Acc=0.94 ---123941.00 ms/batch
Step 00093650 L_out=0.113 Acc=0.93 ---153360.70 ms/batch
Step 00093700 L_out=0.104 Acc=0.86 ---181655.80 ms/batch
Step 00093750 L_out=0.189 Acc=0.93 ---211618.68 ms/batch
Step 00093800 L_out=0.278 Acc=0.91 ---239953.79 ms/batch
Step 00093850 L_out=0.238 Acc=0.94 ---268387.51 ms/batch
Step 00093900 L_out=0.117 Acc=0.89 ---296502.51 ms/batch
Step 00093950 L_out=0.103 Acc=0.90 ---325188.03 ms/batch
Step 00094000 L_out=0.189 Acc=0.95 ---354420.26 ms/batch
Round 6 | epoch=20, train costTime=381.22612857818604, | total_activation_sum=26336719
Round 6 | epoch=21, current m_iou=0.6664800655369575
Round 6 | Best m_IoU is: 0.666, OA is: 0.917 | val costTime=234.25016498565674
Round 6 | ****EPOCH 21****
Step 00094050 L_out=0.272 Acc=0.95 --- 1631.69 ms/batch
Step 00094100 L_out=0.373 Acc=0.83 ---30027.85 ms/batch
Step 00094150 L_out=0.146 Acc=0.92 ---58206.09 ms/batch
Step 00094200 L_out=0.210 Acc=0.91 ---87057.81 ms/batch
Step 00094250 L_out=0.105 Acc=0.96 ---115110.38 ms/batch
Step 00094300 L_out=0.269 Acc=0.94 ---143344.92 ms/batch
Step 00094350 L_out=0.161 Acc=0.89 ---172738.46 ms/batch
Step 00094400 L_out=0.040 Acc=0.95 ---201240.51 ms/batch
Step 00094450 L_out=0.300 Acc=0.96 ---229677.28 ms/batch
Step 00094500 L_out=0.200 Acc=0.90 ---258133.23 ms/batch
Step 00094550 L_out=0.062 Acc=0.92 ---286639.87 ms/batch
Step 00094600 L_out=0.113 Acc=0.96 ---314774.75 ms/batch
Step 00094650 L_out=0.763 Acc=0.93 ---343194.81 ms/batch
Step 00094700 L_out=0.142 Acc=0.91 ---371824.31 ms/batch
Round 6 | epoch=21, train costTime=379.61006784439087, | total_activation_sum=26629401
Round 6 | epoch=22, current m_iou=0.6637577950264251
Round 6 | Best m_IoU is: 0.666, OA is: 0.917 | val costTime=219.65917301177979
Round 6 | ****EPOCH 22****
Step 00094750 L_out=0.067 Acc=0.92 ---21244.44 ms/batch
Step 00094800 L_out=0.178 Acc=0.91 ---49670.55 ms/batch
Step 00094850 L_out=0.146 Acc=0.89 ---78650.65 ms/batch
Step 00094900 L_out=0.163 Acc=0.96 ---107721.83 ms/batch
Step 00094950 L_out=0.270 Acc=0.89 ---136163.31 ms/batch
Step 00095000 L_out=0.097 Acc=0.95 ---164228.49 ms/batch
Step 00095050 L_out=0.091 Acc=0.91 ---192990.36 ms/batch
Step 00095100 L_out=0.057 Acc=0.91 ---221817.27 ms/batch
Step 00095150 L_out=0.110 Acc=0.94 ---251259.93 ms/batch
Step 00095200 L_out=0.175 Acc=0.87 ---279433.47 ms/batch
Step 00095250 L_out=0.283 Acc=0.90 ---308026.79 ms/batch
Step 00095300 L_out=0.114 Acc=0.88 ---337006.61 ms/batch
Step 00095350 L_out=0.223 Acc=0.92 ---366061.45 ms/batch
Round 6 | epoch=22, train costTime=384.0555865764618, | total_activation_sum=26394790
Round 6 | epoch=23, current m_iou=0.6672784412800135
Round 6 | Best m_IoU is: 0.667, OA is: 0.917 | val costTime=212.46314144134521
Round 6 | ****EPOCH 23****
Step 00095400 L_out=0.173 Acc=0.93 ---10358.89 ms/batch
Step 00095450 L_out=0.174 Acc=0.94 ---38360.62 ms/batch
Step 00095500 L_out=0.221 Acc=0.93 ---67263.23 ms/batch
Step 00095550 L_out=0.183 Acc=0.90 ---95901.12 ms/batch
Step 00095600 L_out=0.272 Acc=0.90 ---124808.27 ms/batch
Step 00095650 L_out=0.115 Acc=0.94 ---155206.48 ms/batch
Step 00095700 L_out=0.193 Acc=0.89 ---183639.91 ms/batch
Step 00095750 L_out=0.095 Acc=0.93 ---212351.04 ms/batch
Step 00095800 L_out=0.284 Acc=0.92 ---240914.32 ms/batch
Step 00095850 L_out=0.200 Acc=0.91 ---269600.73 ms/batch
Step 00095900 L_out=0.245 Acc=0.88 ---298808.76 ms/batch
Step 00095950 L_out=0.158 Acc=0.97 ---328900.48 ms/batch
Step 00096000 L_out=0.224 Acc=0.95 ---357511.61 ms/batch
Round 6 | epoch=23, train costTime=385.05386424064636, | total_activation_sum=26449675
Round 6 | epoch=24, current m_iou=0.6669283538971518
Round 6 | Best m_IoU is: 0.667, OA is: 0.917 | val costTime=238.76603531837463
Round 6 | ****EPOCH 24****
Step 00096050 L_out=0.113 Acc=0.95 ---  960.77 ms/batch
Step 00096100 L_out=0.056 Acc=0.97 ---29241.92 ms/batch
Step 00096150 L_out=0.046 Acc=0.84 ---57833.32 ms/batch
Step 00096200 L_out=0.161 Acc=0.94 ---86556.97 ms/batch
Step 00096250 L_out=0.046 Acc=0.85 ---115205.51 ms/batch
Step 00096300 L_out=0.138 Acc=0.93 ---143440.50 ms/batch
Step 00096350 L_out=0.064 Acc=0.96 ---171244.52 ms/batch
Step 00096400 L_out=0.244 Acc=0.92 ---200484.70 ms/batch
Step 00096450 L_out=0.282 Acc=0.92 ---228200.87 ms/batch
Step 00096500 L_out=0.142 Acc=0.93 ---256680.35 ms/batch
Step 00096550 L_out=0.077 Acc=0.95 ---285176.80 ms/batch
Step 00096600 L_out=0.130 Acc=0.95 ---314284.10 ms/batch
Step 00096650 L_out=0.157 Acc=0.92 ---343368.38 ms/batch
Step 00096700 L_out=0.105 Acc=0.95 ---372112.25 ms/batch
Round 6 | epoch=24, train costTime=380.455100774765, | total_activation_sum=26273799
Round 6 | epoch=25, current m_iou=0.6612555265115769
Round 6 | Best m_IoU is: 0.667, OA is: 0.917 | val costTime=232.46116662025452
Round 6 | ****EPOCH 25****
Step 00096750 L_out=0.095 Acc=0.89 ---20263.07 ms/batch
Step 00096800 L_out=0.052 Acc=0.96 ---49430.68 ms/batch
Step 00096850 L_out=0.140 Acc=0.90 ---77538.55 ms/batch
Step 00096900 L_out=0.075 Acc=0.95 ---105804.84 ms/batch
Step 00096950 L_out=0.072 Acc=0.95 ---135206.28 ms/batch
Step 00097000 L_out=0.227 Acc=0.90 ---163593.52 ms/batch
Step 00097050 L_out=0.123 Acc=0.95 ---191980.75 ms/batch
Step 00097100 L_out=0.122 Acc=0.93 ---219873.16 ms/batch
Step 00097150 L_out=0.137 Acc=0.92 ---248529.38 ms/batch
Step 00097200 L_out=0.039 Acc=0.93 ---276279.98 ms/batch
Step 00097250 L_out=0.040 Acc=0.96 ---305150.44 ms/batch
Step 00097300 L_out=0.125 Acc=0.92 ---334263.05 ms/batch
Step 00097350 L_out=0.124 Acc=0.91 ---362999.94 ms/batch
Round 6 | epoch=25, train costTime=381.3094415664673, | total_activation_sum=26390085
Round 6 | epoch=26, current m_iou=0.6627932737205924
Round 6 | Best m_IoU is: 0.667, OA is: 0.917 | val costTime=220.12801265716553
Round 6 | ****EPOCH 26****
Step 00097400 L_out=0.068 Acc=0.94 ---10364.51 ms/batch
Step 00097450 L_out=0.250 Acc=0.91 ---39035.85 ms/batch
Step 00097500 L_out=0.200 Acc=0.96 ---67438.80 ms/batch
Step 00097550 L_out=0.028 Acc=0.94 ---95410.34 ms/batch
Step 00097600 L_out=0.110 Acc=0.87 ---123804.33 ms/batch
Step 00097650 L_out=0.148 Acc=0.92 ---151717.58 ms/batch
Step 00097700 L_out=0.375 Acc=0.89 ---179888.08 ms/batch
Step 00097750 L_out=0.163 Acc=0.92 ---208424.09 ms/batch
Step 00097800 L_out=0.148 Acc=0.91 ---237177.10 ms/batch
Step 00097850 L_out=0.067 Acc=0.96 ---265703.01 ms/batch
Step 00097900 L_out=0.292 Acc=0.93 ---295176.13 ms/batch
Step 00097950 L_out=0.262 Acc=0.96 ---324240.28 ms/batch
Step 00098000 L_out=0.118 Acc=0.91 ---352565.45 ms/batch
Round 6 | epoch=26, train costTime=381.7572965621948, | total_activation_sum=26479299
Round 6 | epoch=27, current m_iou=0.6629485999864455
Round 6 | Best m_IoU is: 0.667, OA is: 0.917 | val costTime=227.56860637664795
Round 6 | ****EPOCH 27****
Step 00098050 L_out=0.083 Acc=0.92 ---  520.28 ms/batch
Step 00098100 L_out=0.077 Acc=0.95 ---30074.82 ms/batch
Step 00098150 L_out=0.234 Acc=0.93 ---58548.05 ms/batch
Step 00098200 L_out=0.100 Acc=0.95 ---89098.42 ms/batch
Step 00098250 L_out=0.107 Acc=0.94 ---117929.30 ms/batch
Step 00098300 L_out=0.208 Acc=0.92 ---147301.51 ms/batch
Step 00098350 L_out=0.131 Acc=0.92 ---175387.65 ms/batch
Step 00098400 L_out=0.057 Acc=0.96 ---203685.21 ms/batch
Step 00098450 L_out=0.097 Acc=0.93 ---232202.33 ms/batch
Step 00098500 L_out=0.115 Acc=0.92 ---261605.90 ms/batch
Step 00098550 L_out=0.117 Acc=0.96 ---290934.88 ms/batch
Step 00098600 L_out=0.134 Acc=0.95 ---319064.61 ms/batch
Step 00098650 L_out=0.168 Acc=0.90 ---347406.56 ms/batch
Step 00098700 L_out=0.176 Acc=0.92 ---375982.44 ms/batch
Round 6 | epoch=27, train costTime=384.72812724113464, | total_activation_sum=26485212
Round 6 | epoch=28, current m_iou=0.6635973816688698
Round 6 | Best m_IoU is: 0.667, OA is: 0.917 | val costTime=251.21291708946228
Round 6 | ****EPOCH 28****
Step 00098750 L_out=0.190 Acc=0.86 ---19151.22 ms/batch
Step 00098800 L_out=0.096 Acc=0.95 ---48603.52 ms/batch
Step 00098850 L_out=0.305 Acc=0.90 ---77171.79 ms/batch
Step 00098900 L_out=0.046 Acc=0.97 ---105872.39 ms/batch
Step 00098950 L_out=0.222 Acc=0.95 ---134604.75 ms/batch
Step 00099000 L_out=0.070 Acc=0.92 ---162749.50 ms/batch
Step 00099050 L_out=0.100 Acc=0.96 ---191368.69 ms/batch
Step 00099100 L_out=0.087 Acc=0.96 ---219659.11 ms/batch
Step 00099150 L_out=0.113 Acc=0.90 ---248040.73 ms/batch
Step 00099200 L_out=0.083 Acc=0.90 ---277177.09 ms/batch
Step 00099250 L_out=0.083 Acc=0.96 ---305848.67 ms/batch
Step 00099300 L_out=0.105 Acc=0.92 ---334697.34 ms/batch
Step 00099350 L_out=0.083 Acc=0.92 ---363283.28 ms/batch
Round 6 | epoch=28, train costTime=383.48426365852356, | total_activation_sum=26268083
Round 6 | epoch=29, current m_iou=0.6613287421208334
Round 6 | Best m_IoU is: 0.667, OA is: 0.917 | val costTime=237.32962012290955
Round 6 | ****EPOCH 29****
Step 00099400 L_out=0.142 Acc=0.96 --- 9246.60 ms/batch
Step 00099450 L_out=0.194 Acc=0.90 ---38423.79 ms/batch
Step 00099500 L_out=0.204 Acc=0.90 ---67260.05 ms/batch
Step 00099550 L_out=0.152 Acc=0.90 ---96250.52 ms/batch
Step 00099600 L_out=0.066 Acc=0.89 ---126168.30 ms/batch
Step 00099650 L_out=0.038 Acc=0.87 ---154971.52 ms/batch
Step 00099700 L_out=0.169 Acc=0.91 ---184660.99 ms/batch
Step 00099750 L_out=0.063 Acc=0.95 ---214337.57 ms/batch
Step 00099800 L_out=0.077 Acc=0.97 ---242633.01 ms/batch
Step 00099850 L_out=0.045 Acc=0.92 ---272352.44 ms/batch
Step 00099900 L_out=0.297 Acc=0.88 ---301135.46 ms/batch
Step 00099950 L_out=0.160 Acc=0.89 ---331051.18 ms/batch
Step 00100000 L_out=0.097 Acc=0.94 ---359998.00 ms/batch
Step 00100050 L_out=0.244 Acc=0.82 ---388938.77 ms/batch
Round 6 | epoch=29, train costTime=388.93884658813477, | total_activation_sum=26392823
Round 6 | epoch=30, current m_iou=0.6579632045270033
Round 6 | Best m_IoU is: 0.667, OA is: 0.917 | val costTime=238.0089328289032
Round 6 | ****EPOCH 30****
Round 7 | ****EPOCH 0****
Step 00100100 L_out=0.647 Acc=0.87 ---28966.79 ms/batch
Step 00100150 L_out=0.179 Acc=0.78 ---57804.06 ms/batch
Step 00100200 L_out=0.605 Acc=0.82 ---86766.21 ms/batch
Step 00100250 L_out=0.572 Acc=0.85 ---116142.20 ms/batch
Step 00100300 L_out=0.331 Acc=0.86 ---144397.10 ms/batch
Step 00100350 L_out=0.485 Acc=0.84 ---173215.86 ms/batch
Step 00100400 L_out=0.537 Acc=0.70 ---201533.04 ms/batch
Step 00100450 L_out=0.615 Acc=0.88 ---229873.01 ms/batch
Step 00100500 L_out=0.595 Acc=0.79 ---258108.88 ms/batch
Step 00100550 L_out=0.343 Acc=0.88 ---286760.02 ms/batch
Step 00100600 L_out=0.339 Acc=0.91 ---315063.24 ms/batch
Step 00100650 L_out=0.152 Acc=0.93 ---343243.39 ms/batch
Step 00100700 L_out=0.291 Acc=0.94 ---372247.51 ms/batch
Round 7 | epoch=0, train costTime=381.98006558418274, | total_activation_sum=29048236
Round 7 | epoch=1, current m_iou=0.6182662227860674
Round 7 | Best m_IoU is: 0.618, OA is: 0.891 | val costTime=239.43636965751648
Round 7 | ****EPOCH 1****
Step 00100750 L_out=0.364 Acc=0.90 ---18679.64 ms/batch
Step 00100800 L_out=0.358 Acc=0.85 ---46938.26 ms/batch
Step 00100850 L_out=0.176 Acc=0.89 ---75521.86 ms/batch
Step 00100900 L_out=0.147 Acc=0.80 ---104946.30 ms/batch
Step 00100950 L_out=0.148 Acc=0.93 ---133621.80 ms/batch
Step 00101000 L_out=0.359 Acc=0.87 ---162213.91 ms/batch
Step 00101050 L_out=0.316 Acc=0.92 ---190295.97 ms/batch
Step 00101100 L_out=0.177 Acc=0.94 ---219204.68 ms/batch
Step 00101150 L_out=0.205 Acc=0.95 ---247664.10 ms/batch
Step 00101200 L_out=0.086 Acc=0.93 ---276170.49 ms/batch
Step 00101250 L_out=0.233 Acc=0.90 ---304190.54 ms/batch
Step 00101300 L_out=0.492 Acc=0.88 ---332240.21 ms/batch
Step 00101350 L_out=1.304 Acc=0.81 ---360872.14 ms/batch
Round 7 | epoch=1, train costTime=379.84751439094543, | total_activation_sum=29195118
Round 7 | epoch=2, current m_iou=0.6563832536985963
Round 7 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=218.09512329101562
Round 7 | ****EPOCH 2****
Step 00101400 L_out=0.735 Acc=0.85 --- 9091.25 ms/batch
Step 00101450 L_out=0.111 Acc=0.85 ---37888.57 ms/batch
Step 00101500 L_out=0.474 Acc=0.79 ---66185.27 ms/batch
Step 00101550 L_out=0.247 Acc=0.93 ---94807.00 ms/batch
Step 00101600 L_out=0.144 Acc=0.91 ---123637.19 ms/batch
Step 00101650 L_out=0.314 Acc=0.93 ---151553.66 ms/batch
Step 00101700 L_out=0.164 Acc=0.91 ---179988.79 ms/batch
Step 00101750 L_out=0.171 Acc=0.87 ---208150.66 ms/batch
Step 00101800 L_out=1.170 Acc=0.84 ---236861.98 ms/batch
Step 00101850 L_out=0.332 Acc=0.91 ---266196.20 ms/batch
Step 00101900 L_out=0.286 Acc=0.83 ---296189.77 ms/batch
Step 00101950 L_out=0.287 Acc=0.95 ---325521.56 ms/batch
Step 00102000 L_out=0.355 Acc=0.86 ---354219.92 ms/batch
Step 00102050 L_out=0.161 Acc=0.88 ---382072.70 ms/batch
Round 7 | epoch=2, train costTime=382.54218649864197, | total_activation_sum=28973761
Round 7 | epoch=3, current m_iou=0.6722906065829599
Round 7 | Best m_IoU is: 0.672, OA is: 0.915 | val costTime=249.2126612663269
Round 7 | ****EPOCH 3****
Step 00102100 L_out=0.302 Acc=0.91 ---27785.15 ms/batch
Step 00102150 L_out=0.152 Acc=0.91 ---55768.09 ms/batch
Step 00102200 L_out=0.224 Acc=0.89 ---83777.14 ms/batch
Step 00102250 L_out=0.150 Acc=0.94 ---111692.81 ms/batch
Step 00102300 L_out=0.115 Acc=0.93 ---139677.20 ms/batch
Step 00102350 L_out=0.166 Acc=0.92 ---168005.90 ms/batch
Step 00102400 L_out=0.332 Acc=0.94 ---195943.31 ms/batch
Step 00102450 L_out=1.274 Acc=0.87 ---224426.36 ms/batch
Step 00102500 L_out=0.208 Acc=0.89 ---252470.33 ms/batch
Step 00102550 L_out=0.184 Acc=0.82 ---280139.35 ms/batch
Step 00102600 L_out=0.093 Acc=0.92 ---308346.56 ms/batch
Step 00102650 L_out=0.049 Acc=0.91 ---337506.12 ms/batch
Step 00102700 L_out=0.304 Acc=0.88 ---366065.95 ms/batch
Round 7 | epoch=3, train costTime=376.3717749118805, | total_activation_sum=29026726
Round 7 | epoch=4, current m_iou=0.6700517194846505
Round 7 | Best m_IoU is: 0.672, OA is: 0.915 | val costTime=239.19294023513794
Round 7 | ****EPOCH 4****
Step 00102750 L_out=0.357 Acc=0.84 ---17415.24 ms/batch
Step 00102800 L_out=0.197 Acc=0.93 ---45831.77 ms/batch
Step 00102850 L_out=0.277 Acc=0.88 ---75162.13 ms/batch
Step 00102900 L_out=0.226 Acc=0.92 ---104273.13 ms/batch
Step 00102950 L_out=0.258 Acc=0.90 ---134259.71 ms/batch
Step 00103000 L_out=0.244 Acc=0.87 ---163428.97 ms/batch
Step 00103050 L_out=0.090 Acc=0.97 ---191929.27 ms/batch
Step 00103100 L_out=0.279 Acc=0.94 ---221034.20 ms/batch
Step 00103150 L_out=0.189 Acc=0.84 ---249235.56 ms/batch
Step 00103200 L_out=0.139 Acc=0.91 ---278057.18 ms/batch
Step 00103250 L_out=0.077 Acc=0.95 ---307044.72 ms/batch
Step 00103300 L_out=0.397 Acc=0.85 ---336122.18 ms/batch
Step 00103350 L_out=0.451 Acc=0.90 ---365434.45 ms/batch
Round 7 | epoch=4, train costTime=386.58733010292053, | total_activation_sum=29003682
Round 7 | epoch=5, current m_iou=0.6591400316233593
Round 7 | Best m_IoU is: 0.672, OA is: 0.915 | val costTime=226.86511969566345
Round 7 | ****EPOCH 5****
Step 00103400 L_out=0.580 Acc=0.90 --- 8201.48 ms/batch
Step 00103450 L_out=0.606 Acc=0.74 ---36185.54 ms/batch
Step 00103500 L_out=0.305 Acc=0.89 ---64875.52 ms/batch
Step 00103550 L_out=0.197 Acc=0.92 ---93000.52 ms/batch
Step 00103600 L_out=0.211 Acc=0.94 ---121435.61 ms/batch
Step 00103650 L_out=0.288 Acc=0.87 ---149400.18 ms/batch
Step 00103700 L_out=0.213 Acc=0.90 ---177760.04 ms/batch
Step 00103750 L_out=0.213 Acc=0.93 ---205805.19 ms/batch
Step 00103800 L_out=0.150 Acc=0.92 ---234380.86 ms/batch
Step 00103850 L_out=0.243 Acc=0.86 ---263293.76 ms/batch
Step 00103900 L_out=0.152 Acc=0.83 ---294006.05 ms/batch
Step 00103950 L_out=0.050 Acc=0.97 ---324469.22 ms/batch
Step 00104000 L_out=0.069 Acc=0.96 ---353962.98 ms/batch
Step 00104050 L_out=0.147 Acc=0.90 ---382528.32 ms/batch
Round 7 | epoch=5, train costTime=383.75221848487854, | total_activation_sum=29113615
Round 7 | epoch=6, current m_iou=0.6534619461119181
Round 7 | Best m_IoU is: 0.672, OA is: 0.915 | val costTime=257.99208521842957
Round 7 | ****EPOCH 6****
Step 00104100 L_out=0.265 Acc=0.94 ---27468.20 ms/batch
Step 00104150 L_out=0.147 Acc=0.92 ---55867.84 ms/batch
Step 00104200 L_out=0.232 Acc=0.89 ---85504.61 ms/batch
Step 00104250 L_out=0.125 Acc=0.94 ---114521.81 ms/batch
Step 00104300 L_out=0.313 Acc=0.93 ---143219.20 ms/batch
Step 00104350 L_out=0.105 Acc=0.93 ---173362.68 ms/batch
Step 00104400 L_out=0.081 Acc=0.93 ---203562.27 ms/batch
Step 00104450 L_out=0.121 Acc=0.92 ---233997.01 ms/batch
Step 00104500 L_out=0.433 Acc=0.94 ---264225.31 ms/batch
Step 00104550 L_out=0.159 Acc=0.93 ---294118.97 ms/batch
Step 00104600 L_out=0.233 Acc=0.92 ---324508.99 ms/batch
Step 00104650 L_out=0.120 Acc=0.94 ---354665.71 ms/batch
Step 00104700 L_out=0.065 Acc=0.92 ---385936.95 ms/batch
Round 7 | epoch=6, train costTime=397.70187044143677, | total_activation_sum=29213126
Round 7 | epoch=7, current m_iou=0.657338686777525
Round 7 | Best m_IoU is: 0.672, OA is: 0.915 | val costTime=272.298779964447
Round 7 | ****EPOCH 7****
Step 00104750 L_out=0.291 Acc=0.91 ---18353.39 ms/batch
Step 00104800 L_out=0.230 Acc=0.84 ---48557.75 ms/batch
Step 00104850 L_out=0.156 Acc=0.91 ---78297.35 ms/batch
Step 00104900 L_out=0.106 Acc=0.90 ---108469.63 ms/batch
Step 00104950 L_out=0.147 Acc=0.97 ---139124.10 ms/batch
Step 00105000 L_out=0.102 Acc=0.93 ---170064.89 ms/batch
Step 00105050 L_out=0.139 Acc=0.94 ---200515.87 ms/batch
Step 00105100 L_out=0.196 Acc=0.92 ---229570.71 ms/batch
Step 00105150 L_out=0.241 Acc=0.92 ---260055.64 ms/batch
Step 00105200 L_out=0.193 Acc=0.90 ---289581.73 ms/batch
Step 00105250 L_out=0.133 Acc=0.93 ---319656.65 ms/batch
Step 00105300 L_out=0.115 Acc=0.95 ---350602.36 ms/batch
Step 00105350 L_out=0.111 Acc=0.94 ---381788.99 ms/batch
Round 7 | epoch=7, train costTime=402.86346435546875, | total_activation_sum=29066010
Round 7 | epoch=8, current m_iou=0.6629863207222113
Round 7 | Best m_IoU is: 0.672, OA is: 0.915 | val costTime=259.92673993110657
Round 7 | ****EPOCH 8****
Step 00105400 L_out=0.192 Acc=0.89 --- 8590.58 ms/batch
Step 00105450 L_out=0.166 Acc=0.91 ---39116.25 ms/batch
Step 00105500 L_out=0.172 Acc=0.91 ---69526.53 ms/batch
Step 00105550 L_out=0.299 Acc=0.88 ---99796.15 ms/batch
Step 00105600 L_out=0.514 Acc=0.89 ---129146.26 ms/batch
Step 00105650 L_out=0.210 Acc=0.88 ---159858.09 ms/batch
Step 00105700 L_out=0.235 Acc=0.93 ---189092.02 ms/batch
Step 00105750 L_out=0.129 Acc=0.93 ---218541.90 ms/batch
Step 00105800 L_out=0.361 Acc=0.88 ---248805.34 ms/batch
Step 00105850 L_out=0.168 Acc=0.91 ---278325.85 ms/batch
Step 00105900 L_out=0.144 Acc=0.91 ---307907.02 ms/batch
Step 00105950 L_out=0.194 Acc=0.97 ---337071.64 ms/batch
Step 00106000 L_out=0.365 Acc=0.95 ---367788.70 ms/batch
Step 00106050 L_out=0.203 Acc=0.92 ---398900.63 ms/batch
Round 7 | epoch=8, train costTime=400.99982714653015, | total_activation_sum=29104980
Round 7 | epoch=9, current m_iou=0.6665520157750175
Round 7 | Best m_IoU is: 0.672, OA is: 0.915 | val costTime=245.78866958618164
Round 7 | ****EPOCH 9****
Step 00106100 L_out=0.036 Acc=0.91 ---26179.59 ms/batch
Step 00106150 L_out=0.132 Acc=0.92 ---58053.19 ms/batch
Step 00106200 L_out=0.129 Acc=0.93 ---89110.36 ms/batch
Step 00106250 L_out=0.110 Acc=0.96 ---119414.24 ms/batch
Step 00106300 L_out=0.184 Acc=0.93 ---150536.12 ms/batch
Step 00106350 L_out=0.109 Acc=0.94 ---180476.13 ms/batch
Step 00106400 L_out=0.106 Acc=0.91 ---211966.98 ms/batch
Step 00106450 L_out=0.156 Acc=0.93 ---243302.10 ms/batch
Step 00106500 L_out=0.167 Acc=0.94 ---275560.31 ms/batch
Step 00106550 L_out=0.249 Acc=0.92 ---306441.95 ms/batch
Step 00106600 L_out=0.228 Acc=0.84 ---338042.86 ms/batch
Step 00106650 L_out=0.169 Acc=0.89 ---368950.21 ms/batch
Step 00106700 L_out=0.169 Acc=0.90 ---400228.84 ms/batch
Round 7 | epoch=9, train costTime=412.9706521034241, | total_activation_sum=29027544
Round 7 | epoch=10, current m_iou=0.6546862746455806
Round 7 | Best m_IoU is: 0.672, OA is: 0.915 | val costTime=268.49661087989807
Round 7 | ****EPOCH 10****
Step 00106750 L_out=0.197 Acc=0.94 ---16335.81 ms/batch
Step 00106800 L_out=0.184 Acc=0.91 ---47634.89 ms/batch
Step 00106850 L_out=0.132 Acc=0.91 ---78236.60 ms/batch
Step 00106900 L_out=0.235 Acc=0.91 ---109035.08 ms/batch
Step 00106950 L_out=0.192 Acc=0.90 ---138883.82 ms/batch
Step 00107000 L_out=0.142 Acc=0.92 ---169330.40 ms/batch
Step 00107050 L_out=0.159 Acc=0.80 ---200386.65 ms/batch
Step 00107100 L_out=0.152 Acc=0.94 ---231804.09 ms/batch
Step 00107150 L_out=0.104 Acc=0.96 ---262821.55 ms/batch
Step 00107200 L_out=0.154 Acc=0.87 ---292744.56 ms/batch
Step 00107250 L_out=0.083 Acc=0.91 ---323662.06 ms/batch
Step 00107300 L_out=0.125 Acc=0.88 ---354867.87 ms/batch
Step 00107350 L_out=0.230 Acc=0.88 ---385273.90 ms/batch
Round 7 | epoch=10, train costTime=407.51245951652527, | total_activation_sum=29029533
Round 7 | epoch=11, current m_iou=0.6546206390980376
Round 7 | Best m_IoU is: 0.672, OA is: 0.915 | val costTime=234.49748301506042
Round 7 | ****EPOCH 11****
Step 00107400 L_out=0.099 Acc=0.94 --- 6391.92 ms/batch
Step 00107450 L_out=0.115 Acc=0.94 ---35698.50 ms/batch
Step 00107500 L_out=0.121 Acc=0.93 ---65595.80 ms/batch
Step 00107550 L_out=0.349 Acc=0.91 ---97083.62 ms/batch
Step 00107600 L_out=0.704 Acc=0.86 ---128036.99 ms/batch
Step 00107650 L_out=0.169 Acc=0.92 ---158308.99 ms/batch
Step 00107700 L_out=0.083 Acc=0.96 ---189365.81 ms/batch
Step 00107750 L_out=0.255 Acc=0.88 ---220108.58 ms/batch
Step 00107800 L_out=0.089 Acc=0.92 ---251551.90 ms/batch
Step 00107850 L_out=0.092 Acc=0.94 ---282350.48 ms/batch
Step 00107900 L_out=0.030 Acc=0.95 ---314329.53 ms/batch
Step 00107950 L_out=0.093 Acc=0.92 ---345664.29 ms/batch
Step 00108000 L_out=0.053 Acc=0.89 ---376024.39 ms/batch
Step 00108050 L_out=0.194 Acc=0.91 ---405813.28 ms/batch
Round 7 | epoch=11, train costTime=408.29704189300537, | total_activation_sum=29119407
Round 7 | epoch=12, current m_iou=0.6612478816024486
Round 7 | Best m_IoU is: 0.672, OA is: 0.915 | val costTime=257.6591784954071
Round 7 | ****EPOCH 12****
Step 00108100 L_out=0.165 Acc=0.93 ---24689.85 ms/batch
Step 00108150 L_out=0.164 Acc=0.93 ---55223.90 ms/batch
Step 00108200 L_out=0.384 Acc=0.86 ---85621.94 ms/batch
Step 00108250 L_out=0.211 Acc=0.92 ---117305.46 ms/batch
Step 00108300 L_out=0.335 Acc=0.93 ---147569.26 ms/batch
Step 00108350 L_out=0.163 Acc=0.90 ---178726.04 ms/batch
Step 00108400 L_out=0.134 Acc=0.94 ---209779.12 ms/batch
Step 00108450 L_out=0.216 Acc=0.92 ---242566.13 ms/batch
Step 00108500 L_out=0.133 Acc=0.94 ---273050.01 ms/batch
Step 00108550 L_out=0.216 Acc=0.90 ---302796.98 ms/batch
Step 00108600 L_out=0.122 Acc=0.94 ---331656.31 ms/batch
Step 00108650 L_out=0.163 Acc=0.94 ---360849.68 ms/batch
Step 00108700 L_out=0.225 Acc=0.94 ---389971.23 ms/batch
Round 7 | epoch=12, train costTime=403.40933299064636, | total_activation_sum=29069869
Round 7 | epoch=13, current m_iou=0.6730389933116387
Round 7 | Best m_IoU is: 0.673, OA is: 0.919 | val costTime=213.85542845726013
Round 7 | ****EPOCH 13****
Step 00108750 L_out=0.231 Acc=0.92 ---13833.36 ms/batch
Step 00108800 L_out=0.315 Acc=0.89 ---40862.36 ms/batch
Step 00108850 L_out=0.158 Acc=0.93 ---68850.99 ms/batch
Step 00108900 L_out=0.107 Acc=0.93 ---97385.17 ms/batch
Step 00108950 L_out=0.052 Acc=0.94 ---126095.08 ms/batch
Step 00109000 L_out=0.158 Acc=0.94 ---154527.19 ms/batch
Step 00109050 L_out=0.045 Acc=0.90 ---182667.71 ms/batch
Step 00109100 L_out=0.279 Acc=0.92 ---211191.00 ms/batch
Step 00109150 L_out=0.173 Acc=0.91 ---239111.41 ms/batch
Step 00109200 L_out=0.180 Acc=0.95 ---267773.46 ms/batch
Step 00109250 L_out=0.125 Acc=0.91 ---296526.32 ms/batch
Step 00109300 L_out=0.047 Acc=0.93 ---325117.69 ms/batch
Step 00109350 L_out=0.994 Acc=0.89 ---353715.35 ms/batch
Round 7 | epoch=13, train costTime=376.0609040260315, | total_activation_sum=29061213
Round 7 | epoch=14, current m_iou=0.6727966363907644
Round 7 | Best m_IoU is: 0.673, OA is: 0.919 | val costTime=243.1782627105713
Round 7 | ****EPOCH 14****
Step 00109400 L_out=0.107 Acc=0.96 --- 6063.35 ms/batch
Step 00109450 L_out=0.228 Acc=0.93 ---34697.85 ms/batch
Step 00109500 L_out=0.254 Acc=0.87 ---62917.84 ms/batch
Step 00109550 L_out=0.135 Acc=0.93 ---91750.15 ms/batch
Step 00109600 L_out=0.252 Acc=0.93 ---120298.41 ms/batch
Step 00109650 L_out=0.089 Acc=0.92 ---148956.53 ms/batch
Step 00109700 L_out=0.118 Acc=0.85 ---179136.08 ms/batch
Step 00109750 L_out=0.248 Acc=0.90 ---208015.76 ms/batch
Step 00109800 L_out=0.021 Acc=0.94 ---236764.06 ms/batch
Step 00109850 L_out=0.086 Acc=0.96 ---265622.83 ms/batch
Step 00109900 L_out=0.079 Acc=0.92 ---294642.08 ms/batch
Step 00109950 L_out=0.144 Acc=0.92 ---323465.88 ms/batch
Step 00110000 L_out=0.054 Acc=0.95 ---352342.72 ms/batch
Step 00110050 L_out=0.257 Acc=0.87 ---381291.78 ms/batch
Round 7 | epoch=14, train costTime=384.3420879840851, | total_activation_sum=29008486
Round 7 | epoch=15, current m_iou=0.6698346347746402
Round 7 | Best m_IoU is: 0.673, OA is: 0.919 | val costTime=244.11782455444336
Round 7 | ****EPOCH 15****
Step 00110100 L_out=0.055 Acc=0.91 ---24129.59 ms/batch
Step 00110150 L_out=0.131 Acc=0.95 ---52812.31 ms/batch
Step 00110200 L_out=0.163 Acc=0.88 ---82362.47 ms/batch
Step 00110250 L_out=0.203 Acc=0.91 ---110884.25 ms/batch
Step 00110300 L_out=0.036 Acc=0.97 ---140301.36 ms/batch
Step 00110350 L_out=0.207 Acc=0.94 ---169077.42 ms/batch
Step 00110400 L_out=0.098 Acc=0.98 ---197310.61 ms/batch
Step 00110450 L_out=0.087 Acc=0.94 ---226207.46 ms/batch
Step 00110500 L_out=0.181 Acc=0.91 ---254784.51 ms/batch
Step 00110550 L_out=0.085 Acc=0.96 ---283899.55 ms/batch
Step 00110600 L_out=0.158 Acc=0.93 ---312648.20 ms/batch
Step 00110650 L_out=0.261 Acc=0.91 ---341317.29 ms/batch
Step 00110700 L_out=0.095 Acc=0.90 ---370180.54 ms/batch
Round 7 | epoch=15, train costTime=383.00542402267456, | total_activation_sum=29089476
Round 7 | epoch=16, current m_iou=0.6670704844684692
Round 7 | Best m_IoU is: 0.673, OA is: 0.919 | val costTime=233.13910794258118
Round 7 | ****EPOCH 16****
Step 00110750 L_out=0.184 Acc=0.88 ---13274.96 ms/batch
Step 00110800 L_out=0.078 Acc=0.95 ---40737.49 ms/batch
Step 00110850 L_out=0.177 Acc=0.95 ---69213.42 ms/batch
Step 00110900 L_out=0.154 Acc=0.96 ---97576.65 ms/batch
Step 00110950 L_out=0.055 Acc=0.90 ---125496.16 ms/batch
Step 00111000 L_out=0.068 Acc=0.96 ---153285.27 ms/batch
Step 00111050 L_out=0.331 Acc=0.90 ---181381.23 ms/batch
Step 00111100 L_out=0.223 Acc=0.94 ---210603.55 ms/batch
Step 00111150 L_out=0.129 Acc=0.89 ---239063.93 ms/batch
Step 00111200 L_out=0.107 Acc=0.96 ---267722.65 ms/batch
Step 00111250 L_out=0.083 Acc=0.95 ---296052.41 ms/batch
Step 00111300 L_out=0.108 Acc=0.89 ---325436.12 ms/batch
Step 00111350 L_out=0.348 Acc=0.93 ---353748.08 ms/batch
Round 7 | epoch=16, train costTime=375.9102895259857, | total_activation_sum=29141215
Round 7 | epoch=17, current m_iou=0.663504319550183
Round 7 | Best m_IoU is: 0.673, OA is: 0.919 | val costTime=258.98429322242737
Round 7 | ****EPOCH 17****
Step 00111400 L_out=0.206 Acc=0.95 --- 5152.77 ms/batch
Step 00111450 L_out=0.107 Acc=0.87 ---28907.99 ms/batch
Step 00111500 L_out=0.131 Acc=0.92 ---58019.52 ms/batch
Step 00111550 L_out=0.233 Acc=0.90 ---86793.75 ms/batch
Step 00111600 L_out=0.275 Acc=0.90 ---115271.52 ms/batch
Step 00111650 L_out=0.065 Acc=0.95 ---144123.14 ms/batch
Step 00111700 L_out=0.145 Acc=0.96 ---172729.34 ms/batch
Step 00111750 L_out=0.196 Acc=0.94 ---202827.02 ms/batch
Step 00111800 L_out=0.069 Acc=0.95 ---232189.30 ms/batch
Step 00111850 L_out=0.089 Acc=0.93 ---261121.56 ms/batch
Step 00111900 L_out=0.239 Acc=0.96 ---289672.49 ms/batch
Step 00111950 L_out=0.085 Acc=0.96 ---318175.58 ms/batch
Step 00112000 L_out=0.200 Acc=0.96 ---346767.41 ms/batch
Step 00112050 L_out=0.252 Acc=0.90 ---375106.50 ms/batch
Round 7 | epoch=17, train costTime=378.56370735168457, | total_activation_sum=29162098
Round 7 | epoch=18, current m_iou=0.6674746220321106
Round 7 | Best m_IoU is: 0.673, OA is: 0.919 | val costTime=245.31032180786133
Round 7 | ****EPOCH 18****
Step 00112100 L_out=0.074 Acc=0.95 ---22206.85 ms/batch
Step 00112150 L_out=0.146 Acc=0.95 ---46098.83 ms/batch
Step 00112200 L_out=0.180 Acc=0.81 ---75287.02 ms/batch
Step 00112250 L_out=0.201 Acc=0.86 ---103634.47 ms/batch
Step 00112300 L_out=0.065 Acc=0.87 ---132647.35 ms/batch
Step 00112350 L_out=0.137 Acc=0.90 ---162112.74 ms/batch
Step 00112400 L_out=0.170 Acc=0.92 ---190420.32 ms/batch
Step 00112450 L_out=0.094 Acc=0.94 ---218524.78 ms/batch
Step 00112500 L_out=0.233 Acc=0.94 ---247207.64 ms/batch
Step 00112550 L_out=0.129 Acc=0.92 ---275484.49 ms/batch
Step 00112600 L_out=0.344 Acc=0.91 ---303731.41 ms/batch
Step 00112650 L_out=0.230 Acc=0.85 ---332862.33 ms/batch
Step 00112700 L_out=0.051 Acc=0.95 ---361291.65 ms/batch
Round 7 | epoch=18, train costTime=374.58076453208923, | total_activation_sum=29010628
Round 7 | epoch=19, current m_iou=0.6678516176159857
Round 7 | Best m_IoU is: 0.673, OA is: 0.919 | val costTime=234.38100504875183
Round 7 | ****EPOCH 19****
Step 00112750 L_out=0.081 Acc=0.96 ---14912.21 ms/batch
Step 00112800 L_out=0.120 Acc=0.95 ---38612.29 ms/batch
Step 00112850 L_out=0.112 Acc=0.97 ---63351.89 ms/batch
Step 00112900 L_out=0.038 Acc=0.93 ---92528.82 ms/batch
Step 00112950 L_out=0.116 Acc=0.83 ---121781.01 ms/batch
Step 00113000 L_out=0.069 Acc=0.96 ---150267.95 ms/batch
Step 00113050 L_out=0.075 Acc=0.95 ---178610.63 ms/batch
Step 00113100 L_out=0.109 Acc=0.92 ---207638.77 ms/batch
Step 00113150 L_out=0.116 Acc=0.94 ---236479.35 ms/batch
Step 00113200 L_out=0.091 Acc=0.95 ---265131.35 ms/batch
Step 00113250 L_out=0.157 Acc=0.96 ---294023.41 ms/batch
Step 00113300 L_out=0.143 Acc=0.96 ---322342.88 ms/batch
Step 00113350 L_out=0.173 Acc=0.94 ---351393.07 ms/batch
Round 7 | epoch=19, train costTime=373.9489076137543, | total_activation_sum=29151267
Round 7 | epoch=20, current m_iou=0.667544001616525
Round 7 | Best m_IoU is: 0.673, OA is: 0.919 | val costTime=260.9062361717224
Round 7 | ****EPOCH 20****
Step 00113400 L_out=0.113 Acc=0.95 --- 5973.43 ms/batch
Step 00113450 L_out=0.117 Acc=0.94 ---30023.75 ms/batch
Step 00113500 L_out=0.095 Acc=0.96 ---56174.83 ms/batch
Step 00113550 L_out=0.074 Acc=0.89 ---85334.91 ms/batch
Step 00113600 L_out=0.041 Acc=0.93 ---114076.33 ms/batch
Step 00113650 L_out=0.094 Acc=0.95 ---142217.86 ms/batch
Step 00113700 L_out=0.256 Acc=0.81 ---170611.94 ms/batch
Step 00113750 L_out=0.121 Acc=0.92 ---199286.54 ms/batch
Step 00113800 L_out=0.165 Acc=0.91 ---227997.48 ms/batch
Step 00113850 L_out=0.143 Acc=0.96 ---256268.27 ms/batch
Step 00113900 L_out=0.098 Acc=0.90 ---285129.23 ms/batch
Step 00113950 L_out=0.074 Acc=0.96 ---313860.31 ms/batch
Step 00114000 L_out=0.068 Acc=0.95 ---343558.51 ms/batch
Step 00114050 L_out=0.050 Acc=0.92 ---372383.90 ms/batch
Round 7 | epoch=20, train costTime=376.18339467048645, | total_activation_sum=29031980
Round 7 | epoch=21, current m_iou=0.6715687960690219
Round 7 | Best m_IoU is: 0.673, OA is: 0.919 | val costTime=263.149231672287
Round 7 | ****EPOCH 21****
Step 00114100 L_out=0.072 Acc=0.92 ---20607.63 ms/batch
Step 00114150 L_out=0.277 Acc=0.94 ---49215.08 ms/batch
Step 00114200 L_out=0.044 Acc=0.91 ---77194.21 ms/batch
Step 00114250 L_out=0.079 Acc=0.94 ---105570.20 ms/batch
Step 00114300 L_out=0.191 Acc=0.96 ---133786.17 ms/batch
Step 00114350 L_out=0.179 Acc=0.94 ---161815.83 ms/batch
Step 00114400 L_out=0.056 Acc=0.95 ---190388.45 ms/batch
Step 00114450 L_out=0.098 Acc=0.91 ---218844.36 ms/batch
Step 00114500 L_out=0.199 Acc=0.89 ---247500.45 ms/batch
Step 00114550 L_out=0.077 Acc=0.93 ---275991.50 ms/batch
Step 00114600 L_out=0.172 Acc=0.94 ---305039.14 ms/batch
Step 00114650 L_out=0.191 Acc=0.90 ---334186.22 ms/batch
Step 00114700 L_out=0.127 Acc=0.95 ---364186.46 ms/batch
Round 7 | epoch=21, train costTime=378.5039427280426, | total_activation_sum=28994894
Round 7 | epoch=22, current m_iou=0.6707795453726411
Round 7 | Best m_IoU is: 0.673, OA is: 0.919 | val costTime=237.95483875274658
Round 7 | ****EPOCH 22****
Step 00114750 L_out=0.163 Acc=0.91 ---12909.52 ms/batch
Step 00114800 L_out=0.048 Acc=0.99 ---40346.59 ms/batch
Step 00114850 L_out=0.041 Acc=0.96 ---68818.33 ms/batch
Step 00114900 L_out=0.092 Acc=0.95 ---97163.60 ms/batch
Step 00114950 L_out=0.044 Acc=0.95 ---125622.29 ms/batch
Step 00115000 L_out=0.137 Acc=0.95 ---154515.81 ms/batch
Step 00115050 L_out=0.148 Acc=0.92 ---183080.83 ms/batch
Step 00115100 L_out=0.183 Acc=0.90 ---211563.44 ms/batch
Step 00115150 L_out=0.173 Acc=0.94 ---240690.31 ms/batch
Step 00115200 L_out=0.141 Acc=0.93 ---270196.55 ms/batch
Step 00115250 L_out=0.120 Acc=0.94 ---298869.16 ms/batch
Step 00115300 L_out=0.093 Acc=0.96 ---327836.67 ms/batch
Step 00115350 L_out=0.113 Acc=0.90 ---356903.08 ms/batch
Round 7 | epoch=22, train costTime=380.2678236961365, | total_activation_sum=28975440
Round 7 | epoch=23, current m_iou=0.6671076514753624
Round 7 | Best m_IoU is: 0.673, OA is: 0.919 | val costTime=243.05718755722046
Round 7 | ****EPOCH 23****
Step 00115400 L_out=0.072 Acc=0.92 --- 4731.02 ms/batch
Step 00115450 L_out=0.087 Acc=0.94 ---33908.67 ms/batch
Step 00115500 L_out=0.081 Acc=0.92 ---62211.23 ms/batch
Step 00115550 L_out=0.098 Acc=0.94 ---91720.36 ms/batch
Step 00115600 L_out=0.161 Acc=0.89 ---119685.63 ms/batch
Step 00115650 L_out=0.192 Acc=0.94 ---148866.01 ms/batch
Step 00115700 L_out=0.034 Acc=0.92 ---177498.36 ms/batch
Step 00115750 L_out=0.084 Acc=0.96 ---205796.21 ms/batch
Step 00115800 L_out=0.074 Acc=0.92 ---233943.95 ms/batch
Step 00115850 L_out=0.090 Acc=0.95 ---263407.35 ms/batch
Step 00115900 L_out=0.212 Acc=0.89 ---293212.52 ms/batch
Step 00115950 L_out=0.075 Acc=0.94 ---322418.27 ms/batch
Step 00116000 L_out=0.061 Acc=0.93 ---351624.29 ms/batch
Step 00116050 L_out=0.390 Acc=0.93 ---380100.51 ms/batch
Round 7 | epoch=23, train costTime=384.76848554611206, | total_activation_sum=29191386
Round 7 | epoch=24, current m_iou=0.6685909915582611
Round 7 | Best m_IoU is: 0.673, OA is: 0.919 | val costTime=256.24745082855225
Round 7 | ****EPOCH 24****
Step 00116100 L_out=0.404 Acc=0.90 ---23844.15 ms/batch
Step 00116150 L_out=0.190 Acc=0.92 ---53059.20 ms/batch
Step 00116200 L_out=0.089 Acc=0.95 ---82132.01 ms/batch
Step 00116250 L_out=0.123 Acc=0.92 ---110795.76 ms/batch
Step 00116300 L_out=0.149 Acc=0.97 ---139578.10 ms/batch
Step 00116350 L_out=0.094 Acc=0.94 ---167832.32 ms/batch
Step 00116400 L_out=0.045 Acc=0.94 ---196223.85 ms/batch
Step 00116450 L_out=0.115 Acc=0.92 ---225005.03 ms/batch
Step 00116500 L_out=0.154 Acc=0.93 ---253745.38 ms/batch
Step 00116550 L_out=0.156 Acc=0.92 ---282981.33 ms/batch
Step 00116600 L_out=0.120 Acc=0.92 ---311968.40 ms/batch
Step 00116650 L_out=0.122 Acc=0.90 ---341370.04 ms/batch
Step 00116700 L_out=0.108 Acc=0.95 ---370203.91 ms/batch
Round 7 | epoch=24, train costTime=384.3605921268463, | total_activation_sum=29027369
Round 7 | epoch=25, current m_iou=0.6696820293486122
Round 7 | Best m_IoU is: 0.673, OA is: 0.919 | val costTime=257.0487174987793
Round 7 | ****EPOCH 25****
Step 00116750 L_out=0.127 Acc=0.93 ---12223.76 ms/batch
Step 00116800 L_out=0.141 Acc=0.94 ---40709.28 ms/batch
Step 00116850 L_out=0.063 Acc=0.95 ---70091.70 ms/batch
Step 00116900 L_out=0.186 Acc=0.92 ---98523.60 ms/batch
Step 00116950 L_out=0.121 Acc=0.93 ---127335.46 ms/batch
Step 00117000 L_out=0.191 Acc=0.89 ---155728.98 ms/batch
Step 00117050 L_out=0.182 Acc=0.93 ---184357.89 ms/batch
Step 00117100 L_out=0.106 Acc=0.92 ---213681.55 ms/batch
Step 00117150 L_out=0.184 Acc=0.96 ---241784.56 ms/batch
Step 00117200 L_out=0.084 Acc=0.96 ---270542.60 ms/batch
Step 00117250 L_out=0.120 Acc=0.96 ---299184.39 ms/batch
Step 00117300 L_out=0.104 Acc=0.94 ---328460.52 ms/batch
Step 00117350 L_out=0.096 Acc=0.97 ---357476.20 ms/batch
Round 7 | epoch=25, train costTime=381.7618148326874, | total_activation_sum=29086377
Round 7 | epoch=26, current m_iou=0.6714500417064594
Round 7 | Best m_IoU is: 0.673, OA is: 0.919 | val costTime=275.03640627861023
Round 7 | ****EPOCH 26****
Step 00117400 L_out=0.087 Acc=0.93 --- 3913.95 ms/batch
Step 00117450 L_out=0.099 Acc=0.92 ---31418.85 ms/batch
Step 00117500 L_out=0.087 Acc=0.93 ---60104.20 ms/batch
Step 00117550 L_out=0.026 Acc=0.97 ---90116.97 ms/batch
Step 00117600 L_out=0.137 Acc=0.97 ---119021.39 ms/batch
Step 00117650 L_out=0.233 Acc=0.90 ---146990.08 ms/batch
Step 00117700 L_out=0.135 Acc=0.95 ---175806.53 ms/batch
Step 00117750 L_out=0.075 Acc=0.93 ---204674.11 ms/batch
Step 00117800 L_out=0.078 Acc=0.92 ---233183.09 ms/batch
Step 00117850 L_out=0.136 Acc=0.93 ---262273.36 ms/batch
Step 00117900 L_out=0.123 Acc=0.91 ---291000.54 ms/batch
Step 00117950 L_out=0.107 Acc=0.93 ---319769.75 ms/batch
Step 00118000 L_out=0.085 Acc=0.90 ---348809.22 ms/batch
Step 00118050 L_out=0.118 Acc=0.88 ---378596.59 ms/batch
Round 7 | epoch=26, train costTime=383.80289340019226, | total_activation_sum=29117684
Round 7 | epoch=27, current m_iou=0.6658693522172476
Round 7 | Best m_IoU is: 0.673, OA is: 0.919 | val costTime=221.5790195465088
Round 7 | ****EPOCH 27****
Step 00118100 L_out=0.167 Acc=0.94 ---23539.86 ms/batch
Step 00118150 L_out=0.037 Acc=0.95 ---53133.30 ms/batch
Step 00118200 L_out=0.055 Acc=0.91 ---82068.83 ms/batch
Step 00118250 L_out=0.050 Acc=0.95 ---111177.89 ms/batch
Step 00118300 L_out=0.108 Acc=0.96 ---140033.32 ms/batch
Step 00118350 L_out=0.168 Acc=0.95 ---169424.28 ms/batch
Step 00118400 L_out=0.087 Acc=0.95 ---198291.26 ms/batch
Step 00118450 L_out=0.140 Acc=0.95 ---227501.61 ms/batch
Step 00118500 L_out=0.427 Acc=0.87 ---256376.91 ms/batch
Step 00118550 L_out=0.096 Acc=0.94 ---285107.02 ms/batch
Step 00118600 L_out=0.165 Acc=0.95 ---312993.33 ms/batch
Step 00118650 L_out=0.116 Acc=0.90 ---341365.39 ms/batch
Step 00118700 L_out=0.073 Acc=0.96 ---369344.42 ms/batch
Round 7 | epoch=27, train costTime=384.2232837677002, | total_activation_sum=29061863
Round 7 | epoch=28, current m_iou=0.668934911488608
Round 7 | Best m_IoU is: 0.673, OA is: 0.919 | val costTime=196.526917219162
Round 7 | ****EPOCH 28****
Step 00118750 L_out=0.329 Acc=0.90 ---14158.15 ms/batch
Step 00118800 L_out=0.089 Acc=0.95 ---42715.84 ms/batch
Step 00118850 L_out=0.151 Acc=0.93 ---71723.07 ms/batch
Step 00118900 L_out=0.053 Acc=0.90 ---100387.87 ms/batch
Step 00118950 L_out=0.099 Acc=0.91 ---129424.49 ms/batch
Step 00119000 L_out=0.111 Acc=0.93 ---157755.98 ms/batch
Step 00119050 L_out=0.082 Acc=0.90 ---186546.38 ms/batch
Step 00119100 L_out=0.091 Acc=0.97 ---214367.33 ms/batch
Step 00119150 L_out=0.239 Acc=0.95 ---243522.89 ms/batch
Step 00119200 L_out=0.111 Acc=0.92 ---272286.41 ms/batch
Step 00119250 L_out=0.245 Acc=0.90 ---300835.69 ms/batch
Step 00119300 L_out=0.153 Acc=0.95 ---329575.57 ms/batch
Step 00119350 L_out=0.263 Acc=0.92 ---359789.81 ms/batch
Round 7 | epoch=28, train costTime=384.277854681015, | total_activation_sum=29117073
Round 7 | epoch=29, current m_iou=0.6700721783123179
Round 7 | Best m_IoU is: 0.673, OA is: 0.919 | val costTime=228.5125012397766
Round 7 | ****EPOCH 29****
Step 00119400 L_out=0.430 Acc=0.93 --- 3788.03 ms/batch
Step 00119450 L_out=0.682 Acc=0.82 ---32055.10 ms/batch
Step 00119500 L_out=0.175 Acc=0.92 ---60484.19 ms/batch
Step 00119550 L_out=0.192 Acc=0.89 ---89914.57 ms/batch
Step 00119600 L_out=0.179 Acc=0.95 ---118298.39 ms/batch
Step 00119650 L_out=0.140 Acc=0.92 ---146545.20 ms/batch
Step 00119700 L_out=0.071 Acc=0.95 ---175125.49 ms/batch
Step 00119750 L_out=0.054 Acc=0.94 ---203921.84 ms/batch
Step 00119800 L_out=0.125 Acc=0.92 ---232445.64 ms/batch
Step 00119850 L_out=0.072 Acc=0.96 ---260338.72 ms/batch
Step 00119900 L_out=0.088 Acc=0.93 ---288405.59 ms/batch
Step 00119950 L_out=0.062 Acc=0.93 ---316588.63 ms/batch
Step 00120000 L_out=0.155 Acc=0.90 ---345263.27 ms/batch
Step 00120050 L_out=0.065 Acc=0.95 ---374483.58 ms/batch
Round 7 | epoch=29, train costTime=379.95691657066345, | total_activation_sum=29072118
Round 7 | epoch=30, current m_iou=0.6696280468810998
Round 7 | Best m_IoU is: 0.673, OA is: 0.919 | val costTime=216.86644792556763
Round 7 | ****EPOCH 30****
