Round 1 | ****EPOCH 0****
Step 00000050 L_out=0.336 Acc=0.32 ---25923.79 ms/batch
Step 00000100 L_out=0.063 Acc=0.23 ---49570.02 ms/batch
Step 00000150 L_out=0.191 Acc=0.13 ---73530.20 ms/batch
Step 00000200 L_out=0.015 Acc=0.44 ---97361.67 ms/batch
Step 00000250 L_out=0.009 Acc=0.32 ---121116.38 ms/batch
Step 00000300 L_out=0.023 Acc=0.24 ---144790.06 ms/batch
Step 00000350 L_out=0.051 Acc=0.22 ---168551.34 ms/batch
Step 00000400 L_out=0.121 Acc=0.01 ---192390.29 ms/batch
Step 00000450 L_out=0.043 Acc=0.42 ---216276.64 ms/batch
Step 00000500 L_out=0.086 Acc=0.40 ---240045.09 ms/batch
Step 00000550 L_out=0.106 Acc=0.39 ---263880.48 ms/batch
Step 00000600 L_out=0.102 Acc=0.41 ---287742.76 ms/batch
Step 00000650 L_out=0.134 Acc=0.34 ---311496.86 ms/batch
Round 1 | epoch=0, train costTime=319.64515471458435, | total_activation_sum=1426148
Round 1 | ****EPOCH 1****
Step 00000700 L_out=0.033 Acc=0.28 ---15626.25 ms/batch
Step 00000750 L_out=0.113 Acc=0.32 ---39142.33 ms/batch
Step 00000800 L_out=0.080 Acc=0.40 ---62786.78 ms/batch
Step 00000850 L_out=0.053 Acc=0.02 ---86477.73 ms/batch
Step 00000900 L_out=0.822 Acc=0.57 ---110086.68 ms/batch
Step 00000950 L_out=0.212 Acc=0.31 ---134021.30 ms/batch
Step 00001000 L_out=0.039 Acc=0.66 ---157754.62 ms/batch
Step 00001050 L_out=0.246 Acc=0.29 ---181483.52 ms/batch
Step 00001100 L_out=0.122 Acc=0.06 ---205191.20 ms/batch
Step 00001150 L_out=0.047 Acc=0.34 ---228964.85 ms/batch
Step 00001200 L_out=0.028 Acc=0.29 ---252611.22 ms/batch
Step 00001250 L_out=0.127 Acc=0.44 ---276346.59 ms/batch
Step 00001300 L_out=0.151 Acc=0.14 ---300006.30 ms/batch
Round 1 | epoch=1, train costTime=316.18207240104675, | total_activation_sum=1322980
Round 1 | ****EPOCH 2****
Step 00001350 L_out=0.016 Acc=0.36 --- 7531.59 ms/batch
Step 00001400 L_out=0.088 Acc=0.48 ---31361.96 ms/batch
Step 00001450 L_out=0.035 Acc=0.27 ---54969.76 ms/batch
Step 00001500 L_out=0.129 Acc=0.41 ---78664.18 ms/batch
Step 00001550 L_out=0.168 Acc=0.14 ---102368.25 ms/batch
Step 00001600 L_out=0.058 Acc=0.28 ---125994.32 ms/batch
Step 00001650 L_out=0.030 Acc=0.58 ---149506.17 ms/batch
Step 00001700 L_out=0.115 Acc=0.12 ---173043.36 ms/batch
Step 00001750 L_out=0.044 Acc=0.53 ---196729.57 ms/batch
Step 00001800 L_out=0.047 Acc=0.32 ---220389.38 ms/batch
Step 00001850 L_out=0.202 Acc=0.24 ---243995.10 ms/batch
Step 00001900 L_out=0.178 Acc=0.55 ---267830.14 ms/batch
Step 00001950 L_out=0.047 Acc=0.18 ---291549.79 ms/batch
Step 00002000 L_out=0.274 Acc=0.54 ---315478.81 ms/batch
Round 1 | epoch=2, train costTime=315.97979950904846, | total_activation_sum=1350612
Round 1 | ****EPOCH 3****
Step 00002050 L_out=0.398 Acc=0.42 ---23246.94 ms/batch
Step 00002100 L_out=0.167 Acc=0.54 ---46882.15 ms/batch
Step 00002150 L_out=0.075 Acc=0.15 ---70568.09 ms/batch
Step 00002200 L_out=0.100 Acc=0.21 ---94412.06 ms/batch
Step 00002250 L_out=0.081 Acc=0.16 ---118024.02 ms/batch
Step 00002300 L_out=0.110 Acc=0.46 ---141797.46 ms/batch
Step 00002350 L_out=0.044 Acc=0.19 ---165562.43 ms/batch
Step 00002400 L_out=0.096 Acc=0.72 ---189158.49 ms/batch
Step 00002450 L_out=0.092 Acc=0.56 ---213104.81 ms/batch
Step 00002500 L_out=0.067 Acc=0.40 ---236904.64 ms/batch
Step 00002550 L_out=0.024 Acc=0.31 ---260689.30 ms/batch
Step 00002600 L_out=0.043 Acc=0.54 ---284512.12 ms/batch
Step 00002650 L_out=0.073 Acc=0.41 ---308276.03 ms/batch
Round 1 | epoch=3, train costTime=316.811053276062, | total_activation_sum=1357485
Round 1 | ****EPOCH 4****
Step 00002700 L_out=0.039 Acc=0.27 ---15139.36 ms/batch
Step 00002750 L_out=0.057 Acc=0.37 ---38887.05 ms/batch
Step 00002800 L_out=0.014 Acc=0.25 ---62603.61 ms/batch
Step 00002850 L_out=0.036 Acc=0.74 ---86057.57 ms/batch
Step 00002900 L_out=0.070 Acc=0.71 ---109639.44 ms/batch
Step 00002950 L_out=0.088 Acc=0.24 ---133551.98 ms/batch
Step 00003000 L_out=0.104 Acc=0.49 ---157451.65 ms/batch
Step 00003050 L_out=0.109 Acc=0.52 ---181068.62 ms/batch
Step 00003100 L_out=0.051 Acc=0.43 ---204830.42 ms/batch
Step 00003150 L_out=0.095 Acc=0.42 ---228389.75 ms/batch
Step 00003200 L_out=0.204 Acc=0.43 ---251860.39 ms/batch
Step 00003250 L_out=0.153 Acc=0.50 ---275414.65 ms/batch
Step 00003300 L_out=0.111 Acc=0.43 ---299172.67 ms/batch
Round 1 | epoch=4, train costTime=315.7080912590027, | total_activation_sum=1333806
Round 1 | ****EPOCH 5****
Step 00003350 L_out=0.036 Acc=0.19 --- 7059.00 ms/batch
Step 00003400 L_out=0.028 Acc=0.51 ---30890.29 ms/batch
Step 00003450 L_out=0.043 Acc=0.63 ---54617.61 ms/batch
Step 00003500 L_out=0.235 Acc=0.42 ---78254.31 ms/batch
Step 00003550 L_out=0.167 Acc=0.09 ---102302.78 ms/batch
Step 00003600 L_out=0.048 Acc=0.39 ---126008.92 ms/batch
Step 00003650 L_out=0.077 Acc=0.53 ---149666.17 ms/batch
Step 00003700 L_out=0.022 Acc=0.45 ---173407.57 ms/batch
Step 00003750 L_out=0.031 Acc=0.50 ---197065.79 ms/batch
Step 00003800 L_out=0.046 Acc=0.50 ---220671.96 ms/batch
Step 00003850 L_out=0.067 Acc=0.47 ---244377.61 ms/batch
Step 00003900 L_out=0.068 Acc=0.71 ---268099.91 ms/batch
Step 00003950 L_out=0.056 Acc=0.66 ---291792.18 ms/batch
Step 00004000 L_out=0.358 Acc=0.67 ---315362.63 ms/batch
Round 1 | epoch=5, train costTime=316.274454832077, | total_activation_sum=1339036
Round 1 | ****EPOCH 6****
Step 00004050 L_out=0.033 Acc=0.45 ---22678.29 ms/batch
Step 00004100 L_out=0.242 Acc=0.48 ---46289.14 ms/batch
Step 00004150 L_out=0.034 Acc=0.48 ---70027.09 ms/batch
Step 00004200 L_out=0.036 Acc=0.28 ---93861.24 ms/batch
Step 00004250 L_out=0.152 Acc=0.38 ---117421.49 ms/batch
Step 00004300 L_out=0.173 Acc=0.58 ---140840.64 ms/batch
Step 00004350 L_out=0.639 Acc=0.64 ---164723.14 ms/batch
Step 00004400 L_out=0.045 Acc=0.32 ---188625.89 ms/batch
Step 00004450 L_out=0.157 Acc=0.41 ---212407.10 ms/batch
Step 00004500 L_out=0.059 Acc=0.42 ---236018.52 ms/batch
Step 00004550 L_out=0.047 Acc=0.73 ---259929.99 ms/batch
Step 00004600 L_out=0.027 Acc=0.69 ---283516.70 ms/batch
Step 00004650 L_out=0.062 Acc=0.72 ---307338.39 ms/batch
Round 1 | epoch=6, train costTime=316.284423828125, | total_activation_sum=1323635
Round 1 | ****EPOCH 7****
Step 00004700 L_out=0.158 Acc=0.48 ---14599.76 ms/batch
Step 00004750 L_out=0.137 Acc=0.21 ---38176.63 ms/batch
Step 00004800 L_out=0.075 Acc=0.68 ---61873.31 ms/batch
Step 00004850 L_out=0.083 Acc=0.60 ---85710.50 ms/batch
Step 00004900 L_out=0.017 Acc=0.35 ---109387.41 ms/batch
Step 00004950 L_out=0.111 Acc=0.55 ---133131.31 ms/batch
Step 00005000 L_out=0.051 Acc=0.29 ---156766.55 ms/batch
Step 00005050 L_out=0.021 Acc=0.73 ---180589.74 ms/batch
Step 00005100 L_out=0.026 Acc=0.13 ---204271.26 ms/batch
Step 00005150 L_out=0.029 Acc=0.46 ---228007.42 ms/batch
Step 00005200 L_out=0.087 Acc=0.64 ---251817.03 ms/batch
Step 00005250 L_out=0.053 Acc=0.50 ---275636.80 ms/batch
Step 00005300 L_out=0.051 Acc=0.47 ---299287.65 ms/batch
Round 1 | epoch=7, train costTime=316.27673268318176, | total_activation_sum=1306849
Round 1 | ****EPOCH 8****
Step 00005350 L_out=0.036 Acc=0.46 --- 6734.93 ms/batch
Step 00005400 L_out=0.085 Acc=0.54 ---30435.81 ms/batch
Step 00005450 L_out=0.107 Acc=0.49 ---54121.16 ms/batch
Step 00005500 L_out=0.043 Acc=0.57 ---77908.66 ms/batch
Step 00005550 L_out=0.126 Acc=0.46 ---101652.43 ms/batch
Step 00005600 L_out=0.129 Acc=0.25 ---125471.86 ms/batch
Step 00005650 L_out=0.088 Acc=0.39 ---149095.22 ms/batch
Step 00005700 L_out=0.011 Acc=0.40 ---172778.71 ms/batch
Step 00005750 L_out=0.079 Acc=0.30 ---196425.55 ms/batch
Step 00005800 L_out=0.035 Acc=0.80 ---219982.08 ms/batch
Step 00005850 L_out=0.019 Acc=0.66 ---243631.91 ms/batch
Step 00005900 L_out=0.048 Acc=0.38 ---267223.70 ms/batch
Step 00005950 L_out=0.136 Acc=0.70 ---290949.05 ms/batch
Step 00006000 L_out=0.039 Acc=0.65 ---314670.24 ms/batch
Round 1 | epoch=8, train costTime=316.0756747722626, | total_activation_sum=1366914
Round 1 | ****EPOCH 9****
Step 00006050 L_out=0.041 Acc=0.43 ---22139.63 ms/batch
Step 00006100 L_out=0.073 Acc=0.52 ---45784.90 ms/batch
Step 00006150 L_out=0.191 Acc=0.60 ---69500.24 ms/batch
Step 00006200 L_out=0.034 Acc=0.66 ---93203.90 ms/batch
Step 00006250 L_out=0.057 Acc=0.42 ---116802.95 ms/batch
Step 00006300 L_out=0.028 Acc=0.52 ---140623.82 ms/batch
Step 00006350 L_out=0.047 Acc=0.66 ---164410.47 ms/batch
Step 00006400 L_out=0.043 Acc=0.72 ---188054.30 ms/batch
Step 00006450 L_out=0.054 Acc=0.75 ---211783.23 ms/batch
Step 00006500 L_out=0.097 Acc=0.52 ---235420.29 ms/batch
Step 00006550 L_out=0.114 Acc=0.32 ---259178.66 ms/batch
Step 00006600 L_out=0.057 Acc=0.49 ---282938.54 ms/batch
Step 00006650 L_out=0.101 Acc=0.63 ---306635.35 ms/batch
Round 1 | epoch=9, train costTime=316.0734534263611, | total_activation_sum=1327671
Round 1 | ****EPOCH 10****
Step 00006700 L_out=0.027 Acc=0.51 ---14273.30 ms/batch
Step 00006750 L_out=0.039 Acc=0.53 ---38035.19 ms/batch
Step 00006800 L_out=0.059 Acc=0.81 ---61902.76 ms/batch
Step 00006850 L_out=0.066 Acc=0.19 ---85603.14 ms/batch
Step 00006900 L_out=0.017 Acc=0.31 ---109321.02 ms/batch
Step 00006950 L_out=0.024 Acc=0.60 ---132994.78 ms/batch
Step 00007000 L_out=0.020 Acc=0.29 ---157003.13 ms/batch
Step 00007050 L_out=0.093 Acc=0.55 ---180655.42 ms/batch
Step 00007100 L_out=0.178 Acc=0.59 ---204358.28 ms/batch
Step 00007150 L_out=0.009 Acc=0.66 ---228125.03 ms/batch
Step 00007200 L_out=0.038 Acc=0.54 ---251695.19 ms/batch
Step 00007250 L_out=0.016 Acc=0.35 ---275454.87 ms/batch
Step 00007300 L_out=0.077 Acc=0.69 ---299159.14 ms/batch
Round 1 | epoch=10, train costTime=316.62527871131897, | total_activation_sum=1374779
Round 1 | ****EPOCH 11****
Step 00007350 L_out=0.059 Acc=0.76 --- 6104.04 ms/batch
Step 00007400 L_out=0.042 Acc=0.66 ---29715.37 ms/batch
Step 00007450 L_out=0.113 Acc=0.47 ---53756.66 ms/batch
Step 00007500 L_out=0.053 Acc=0.59 ---77448.24 ms/batch
Step 00007550 L_out=0.086 Acc=0.57 ---101140.76 ms/batch
Step 00007600 L_out=0.058 Acc=0.51 ---124607.86 ms/batch
Step 00007650 L_out=0.011 Acc=0.21 ---148261.78 ms/batch
Step 00007700 L_out=0.069 Acc=0.42 ---172125.30 ms/batch
Step 00007750 L_out=0.108 Acc=0.59 ---195846.02 ms/batch
Step 00007800 L_out=0.012 Acc=0.55 ---219496.62 ms/batch
Step 00007850 L_out=0.055 Acc=0.42 ---243274.78 ms/batch
Step 00007900 L_out=0.039 Acc=0.55 ---267031.61 ms/batch
Step 00007950 L_out=0.027 Acc=0.60 ---290669.08 ms/batch
Step 00008000 L_out=0.073 Acc=0.73 ---314270.72 ms/batch
Round 1 | epoch=11, train costTime=316.23086047172546, | total_activation_sum=1298794
Round 1 | ****EPOCH 12****
Step 00008050 L_out=0.030 Acc=0.44 ---21917.70 ms/batch
Step 00008100 L_out=0.046 Acc=0.52 ---45641.24 ms/batch
Step 00008150 L_out=0.089 Acc=0.45 ---69304.27 ms/batch
Step 00008200 L_out=0.057 Acc=0.38 ---92823.31 ms/batch
Step 00008250 L_out=0.095 Acc=0.84 ---116277.10 ms/batch
Step 00008300 L_out=0.198 Acc=0.49 ---140093.17 ms/batch
Step 00008350 L_out=0.013 Acc=0.40 ---163742.83 ms/batch
Step 00008400 L_out=0.031 Acc=0.41 ---187420.06 ms/batch
Step 00008450 L_out=0.047 Acc=0.70 ---211002.95 ms/batch
Step 00008500 L_out=0.093 Acc=0.46 ---234618.69 ms/batch
Step 00008550 L_out=0.062 Acc=0.39 ---258553.02 ms/batch
Step 00008600 L_out=0.037 Acc=0.57 ---282216.18 ms/batch
Step 00008650 L_out=0.074 Acc=0.51 ---305903.76 ms/batch
Round 1 | epoch=12, train costTime=315.85566568374634, | total_activation_sum=1373930
Round 1 | ****EPOCH 13****
Step 00008700 L_out=0.065 Acc=0.65 ---13695.32 ms/batch
Step 00008750 L_out=0.033 Acc=0.42 ---37389.05 ms/batch
Step 00008800 L_out=0.038 Acc=0.55 ---61086.25 ms/batch
Step 00008850 L_out=0.015 Acc=0.66 ---84991.92 ms/batch
Step 00008900 L_out=0.055 Acc=0.43 ---108773.50 ms/batch
Step 00008950 L_out=0.143 Acc=0.55 ---132400.61 ms/batch
Step 00009000 L_out=0.036 Acc=0.55 ---155986.92 ms/batch
Step 00009050 L_out=0.172 Acc=0.53 ---179776.59 ms/batch
Step 00009100 L_out=0.047 Acc=0.57 ---203321.11 ms/batch
Step 00009150 L_out=0.089 Acc=0.41 ---227217.73 ms/batch
Step 00009200 L_out=0.082 Acc=0.56 ---251006.94 ms/batch
Step 00009250 L_out=0.033 Acc=0.72 ---274876.93 ms/batch
Step 00009300 L_out=0.019 Acc=0.40 ---298743.41 ms/batch
Round 1 | epoch=13, train costTime=316.656587600708, | total_activation_sum=1346941
Round 1 | ****EPOCH 14****
Step 00009350 L_out=0.031 Acc=0.71 --- 5740.41 ms/batch
Step 00009400 L_out=0.041 Acc=0.75 ---29622.80 ms/batch
Step 00009450 L_out=0.034 Acc=0.64 ---53307.99 ms/batch
Step 00009500 L_out=0.444 Acc=0.41 ---77215.04 ms/batch
Step 00009550 L_out=0.045 Acc=0.71 ---100842.31 ms/batch
Step 00009600 L_out=0.014 Acc=0.63 ---124384.92 ms/batch
Step 00009650 L_out=0.108 Acc=0.70 ---148090.53 ms/batch
Step 00009700 L_out=0.128 Acc=0.49 ---171595.59 ms/batch
Step 00009750 L_out=0.011 Acc=0.60 ---195159.94 ms/batch
Step 00009800 L_out=0.034 Acc=0.76 ---218689.88 ms/batch
Step 00009850 L_out=0.015 Acc=0.17 ---242502.84 ms/batch
Step 00009900 L_out=0.159 Acc=0.47 ---266097.48 ms/batch
Step 00009950 L_out=0.017 Acc=0.79 ---289901.79 ms/batch
Step 00010000 L_out=0.036 Acc=0.70 ---313431.62 ms/batch
Round 1 | epoch=14, train costTime=315.8708119392395, | total_activation_sum=1331912
Round 1 | ****EPOCH 15****
Step 00010050 L_out=0.037 Acc=0.77 ---21293.34 ms/batch
Step 00010100 L_out=0.024 Acc=0.53 ---44811.07 ms/batch
Step 00010150 L_out=0.059 Acc=0.55 ---68333.78 ms/batch
Step 00010200 L_out=0.067 Acc=0.39 ---91794.14 ms/batch
Step 00010250 L_out=0.038 Acc=0.35 ---115340.31 ms/batch
Step 00010300 L_out=0.041 Acc=0.53 ---138893.49 ms/batch
Step 00010350 L_out=0.072 Acc=0.51 ---162652.11 ms/batch
Step 00010400 L_out=0.032 Acc=0.49 ---186450.93 ms/batch
Step 00010450 L_out=0.163 Acc=0.43 ---210011.26 ms/batch
Step 00010500 L_out=0.014 Acc=0.69 ---233571.32 ms/batch
Step 00010550 L_out=0.084 Acc=0.59 ---257243.00 ms/batch
Step 00010600 L_out=0.039 Acc=0.70 ---280880.86 ms/batch
Step 00010650 L_out=0.016 Acc=0.47 ---304532.57 ms/batch
Round 1 | epoch=15, train costTime=315.081111907959, | total_activation_sum=1317665
Round 1 | ****EPOCH 16****
Step 00010700 L_out=0.068 Acc=0.59 ---13191.66 ms/batch
Step 00010750 L_out=0.058 Acc=0.55 ---36714.04 ms/batch
Step 00010800 L_out=0.033 Acc=0.48 ---60399.46 ms/batch
Step 00010850 L_out=0.015 Acc=0.55 ---83924.73 ms/batch
Step 00010900 L_out=0.032 Acc=0.75 ---107465.51 ms/batch
Step 00010950 L_out=0.026 Acc=0.74 ---131281.68 ms/batch
Step 00011000 L_out=0.031 Acc=0.63 ---154855.70 ms/batch
Step 00011050 L_out=0.026 Acc=0.69 ---178639.62 ms/batch
Step 00011100 L_out=0.034 Acc=0.80 ---202200.06 ms/batch
Step 00011150 L_out=0.329 Acc=0.56 ---225747.24 ms/batch
Step 00011200 L_out=0.092 Acc=0.65 ---249576.25 ms/batch
Step 00011250 L_out=0.055 Acc=0.68 ---273356.11 ms/batch
Step 00011300 L_out=0.023 Acc=0.58 ---296869.97 ms/batch
Round 1 | epoch=16, train costTime=315.27864813804626, | total_activation_sum=1358268
Round 1 | ****EPOCH 17****
Step 00011350 L_out=0.035 Acc=0.30 --- 5247.22 ms/batch
Step 00011400 L_out=0.053 Acc=0.47 ---28789.36 ms/batch
Step 00011450 L_out=0.056 Acc=0.50 ---52329.70 ms/batch
Step 00011500 L_out=0.042 Acc=0.49 ---76224.18 ms/batch
Step 00011550 L_out=0.011 Acc=0.77 ---99604.36 ms/batch
Step 00011600 L_out=0.021 Acc=0.41 ---123485.81 ms/batch
Step 00011650 L_out=0.011 Acc=0.74 ---147223.02 ms/batch
Step 00011700 L_out=0.019 Acc=0.61 ---170945.92 ms/batch
Step 00011750 L_out=0.021 Acc=0.69 ---194495.63 ms/batch
Step 00011800 L_out=0.078 Acc=0.81 ---218303.71 ms/batch
Step 00011850 L_out=0.049 Acc=0.75 ---242012.21 ms/batch
Step 00011900 L_out=0.044 Acc=0.75 ---265431.05 ms/batch
Step 00011950 L_out=0.036 Acc=0.64 ---289302.55 ms/batch
Step 00012000 L_out=0.069 Acc=0.57 ---313239.39 ms/batch
Round 1 | epoch=17, train costTime=316.01228427886963, | total_activation_sum=1323764
Round 1 | epoch=18, current m_iou=0.3060123523402927
Round 1 | Best m_IoU is: 0.306, OA is: 0.574 | val costTime=117.61483097076416
Round 1 | ****EPOCH 18****
Step 00012050 L_out=0.023 Acc=0.66 ---20813.54 ms/batch
Step 00012100 L_out=0.024 Acc=0.31 ---44536.47 ms/batch
Step 00012150 L_out=0.091 Acc=0.35 ---68223.56 ms/batch
Step 00012200 L_out=0.107 Acc=0.42 ---91829.59 ms/batch
Step 00012250 L_out=0.033 Acc=0.51 ---115672.18 ms/batch
Step 00012300 L_out=0.038 Acc=0.80 ---139435.63 ms/batch
Step 00012350 L_out=0.029 Acc=0.80 ---162896.31 ms/batch
Step 00012400 L_out=0.036 Acc=0.79 ---186486.63 ms/batch
Step 00012450 L_out=0.050 Acc=0.73 ---210121.13 ms/batch
Step 00012500 L_out=0.035 Acc=0.21 ---233740.37 ms/batch
Step 00012550 L_out=0.022 Acc=0.67 ---257459.66 ms/batch
Step 00012600 L_out=0.010 Acc=0.86 ---281113.73 ms/batch
Step 00012650 L_out=0.033 Acc=0.63 ---304819.32 ms/batch
Round 1 | epoch=18, train costTime=315.6836726665497, | total_activation_sum=1338065
Round 1 | epoch=19, current m_iou=0.3140854106139187
Round 1 | Best m_IoU is: 0.314, OA is: 0.550 | val costTime=115.84956526756287
Round 1 | ****EPOCH 19****
Step 00012700 L_out=0.009 Acc=0.71 ---12725.24 ms/batch
Step 00012750 L_out=0.057 Acc=0.64 ---36290.34 ms/batch
Step 00012800 L_out=0.030 Acc=0.67 ---59802.01 ms/batch
Step 00012850 L_out=0.038 Acc=0.67 ---83498.55 ms/batch
Step 00012900 L_out=0.027 Acc=0.76 ---107208.69 ms/batch
Step 00012950 L_out=0.005 Acc=0.68 ---130734.85 ms/batch
Step 00013000 L_out=0.036 Acc=0.69 ---154537.21 ms/batch
Step 00013050 L_out=0.012 Acc=0.74 ---178093.94 ms/batch
Step 00013100 L_out=0.104 Acc=0.37 ---201769.24 ms/batch
Step 00013150 L_out=0.043 Acc=0.59 ---225547.27 ms/batch
Step 00013200 L_out=0.006 Acc=0.75 ---249119.12 ms/batch
Step 00013250 L_out=0.273 Acc=0.67 ---272920.79 ms/batch
Step 00013300 L_out=0.017 Acc=0.62 ---296748.62 ms/batch
Round 1 | epoch=19, train costTime=315.80856013298035, | total_activation_sum=1354495
Round 1 | epoch=20, current m_iou=0.3063472282398
Round 1 | Best m_IoU is: 0.314, OA is: 0.550 | val costTime=115.5682635307312
Round 1 | ****EPOCH 20****
Step 00013350 L_out=0.068 Acc=0.59 --- 4674.66 ms/batch
Step 00013400 L_out=0.018 Acc=0.67 ---28300.46 ms/batch
Step 00013450 L_out=0.017 Acc=0.70 ---52042.33 ms/batch
Step 00013500 L_out=0.029 Acc=0.75 ---75812.06 ms/batch
Step 00013550 L_out=0.093 Acc=0.63 ---99460.25 ms/batch
Step 00013600 L_out=0.029 Acc=0.48 ---123119.78 ms/batch
Step 00013650 L_out=0.015 Acc=0.64 ---146794.39 ms/batch
Step 00013700 L_out=0.008 Acc=0.77 ---170418.40 ms/batch
Step 00013750 L_out=0.008 Acc=0.60 ---194255.30 ms/batch
Step 00013800 L_out=0.255 Acc=0.61 ---217839.03 ms/batch
Step 00013850 L_out=0.020 Acc=0.63 ---241560.95 ms/batch
Step 00013900 L_out=0.148 Acc=0.64 ---265347.75 ms/batch
Step 00013950 L_out=0.024 Acc=0.47 ---288982.19 ms/batch
Step 00014000 L_out=0.031 Acc=0.83 ---312725.87 ms/batch
Round 1 | epoch=20, train costTime=316.06645107269287, | total_activation_sum=1359589
Round 1 | epoch=21, current m_iou=0.34166692425348194
Round 1 | Best m_IoU is: 0.342, OA is: 0.607 | val costTime=115.50930595397949
Round 1 | ****EPOCH 21****
Step 00014050 L_out=0.030 Acc=0.45 ---20229.81 ms/batch
Step 00014100 L_out=0.009 Acc=0.78 ---43996.28 ms/batch
Step 00014150 L_out=0.022 Acc=0.64 ---67456.44 ms/batch
Step 00014200 L_out=0.038 Acc=0.77 ---91082.45 ms/batch
Step 00014250 L_out=0.020 Acc=0.56 ---114750.61 ms/batch
Step 00014300 L_out=0.021 Acc=0.73 ---138528.80 ms/batch
Step 00014350 L_out=0.032 Acc=0.73 ---162241.53 ms/batch
Step 00014400 L_out=0.029 Acc=0.78 ---185870.16 ms/batch
Step 00014450 L_out=0.018 Acc=0.56 ---209483.99 ms/batch
Step 00014500 L_out=0.015 Acc=0.73 ---233363.13 ms/batch
Step 00014550 L_out=0.019 Acc=0.54 ---257215.49 ms/batch
Step 00014600 L_out=0.030 Acc=0.68 ---280923.43 ms/batch
Step 00014650 L_out=0.041 Acc=0.80 ---304559.09 ms/batch
Round 1 | epoch=21, train costTime=315.9601140022278, | total_activation_sum=1305509
Round 1 | epoch=22, current m_iou=0.3233280753315537
Round 1 | Best m_IoU is: 0.342, OA is: 0.607 | val costTime=115.124272108078
Round 1 | ****EPOCH 22****
Step 00014700 L_out=0.019 Acc=0.69 ---12387.55 ms/batch
Step 00014750 L_out=0.028 Acc=0.57 ---36241.33 ms/batch
Step 00014800 L_out=0.049 Acc=0.45 ---59859.38 ms/batch
Step 00014850 L_out=0.013 Acc=0.64 ---83636.76 ms/batch
Step 00014900 L_out=0.063 Acc=0.58 ---107249.26 ms/batch
Step 00014950 L_out=0.006 Acc=0.72 ---130963.95 ms/batch
Step 00015000 L_out=0.022 Acc=0.75 ---154549.44 ms/batch
Step 00015050 L_out=0.022 Acc=0.76 ---178417.24 ms/batch
Step 00015100 L_out=0.011 Acc=0.72 ---202309.23 ms/batch
Step 00015150 L_out=0.036 Acc=0.70 ---225917.43 ms/batch
Step 00015200 L_out=0.092 Acc=0.84 ---249764.48 ms/batch
Step 00015250 L_out=0.042 Acc=0.60 ---273199.79 ms/batch
Step 00015300 L_out=0.028 Acc=0.74 ---296890.35 ms/batch
Round 1 | epoch=22, train costTime=316.33251953125, | total_activation_sum=1358809
Round 1 | epoch=23, current m_iou=0.33627914010944526
Round 1 | Best m_IoU is: 0.342, OA is: 0.607 | val costTime=114.72489190101624
Round 1 | ****EPOCH 23****
Step 00015350 L_out=0.043 Acc=0.70 --- 4191.75 ms/batch
Step 00015400 L_out=0.019 Acc=0.56 ---27758.74 ms/batch
Step 00015450 L_out=0.018 Acc=0.83 ---51691.57 ms/batch
Step 00015500 L_out=0.009 Acc=0.80 ---75312.20 ms/batch
Step 00015550 L_out=0.020 Acc=0.73 ---98837.02 ms/batch
Step 00015600 L_out=0.030 Acc=0.67 ---122605.91 ms/batch
Step 00015650 L_out=0.004 Acc=0.75 ---146319.14 ms/batch
Step 00015700 L_out=0.053 Acc=0.81 ---170074.51 ms/batch
Step 00015750 L_out=0.009 Acc=0.64 ---193616.69 ms/batch
Step 00015800 L_out=0.032 Acc=0.76 ---217390.82 ms/batch
Step 00015850 L_out=0.069 Acc=0.67 ---241015.10 ms/batch
Step 00015900 L_out=0.040 Acc=0.75 ---264782.06 ms/batch
Step 00015950 L_out=0.054 Acc=0.61 ---288574.41 ms/batch
Step 00016000 L_out=0.020 Acc=0.57 ---312070.09 ms/batch
Round 1 | epoch=23, train costTime=315.90649700164795, | total_activation_sum=1354718
Round 1 | epoch=24, current m_iou=0.3071944872326171
Round 1 | Best m_IoU is: 0.342, OA is: 0.607 | val costTime=115.76447367668152
Round 1 | ****EPOCH 24****
Step 00016050 L_out=0.031 Acc=0.72 ---19900.65 ms/batch
Step 00016100 L_out=0.315 Acc=0.64 ---43589.10 ms/batch
Step 00016150 L_out=0.061 Acc=0.81 ---67284.97 ms/batch
Step 00016200 L_out=0.013 Acc=0.76 ---91078.76 ms/batch
Step 00016250 L_out=0.058 Acc=0.65 ---114625.29 ms/batch
Step 00016300 L_out=0.009 Acc=0.71 ---138326.08 ms/batch
Step 00016350 L_out=0.030 Acc=0.67 ---162138.40 ms/batch
Step 00016400 L_out=0.064 Acc=0.64 ---185837.11 ms/batch
Step 00016450 L_out=0.009 Acc=0.40 ---209409.89 ms/batch
Step 00016500 L_out=0.017 Acc=0.43 ---233049.38 ms/batch
Step 00016550 L_out=0.057 Acc=0.79 ---256648.99 ms/batch
Step 00016600 L_out=0.016 Acc=0.68 ---280256.48 ms/batch
Step 00016650 L_out=0.004 Acc=0.77 ---304008.44 ms/batch
Round 1 | epoch=24, train costTime=315.95183205604553, | total_activation_sum=1321598
Round 1 | epoch=25, current m_iou=0.3292167943331464
Round 1 | Best m_IoU is: 0.342, OA is: 0.607 | val costTime=116.03235101699829
Round 1 | ****EPOCH 25****
Step 00016700 L_out=0.038 Acc=0.65 ---11964.36 ms/batch
Step 00016750 L_out=0.028 Acc=0.36 ---35547.73 ms/batch
Step 00016800 L_out=0.045 Acc=0.76 ---59342.64 ms/batch
Step 00016850 L_out=0.021 Acc=0.76 ---83104.82 ms/batch
Step 00016900 L_out=0.020 Acc=0.71 ---106515.40 ms/batch
Step 00016950 L_out=0.032 Acc=0.76 ---130129.80 ms/batch
Step 00017000 L_out=0.013 Acc=0.72 ---153778.80 ms/batch
Step 00017050 L_out=0.033 Acc=0.68 ---177341.96 ms/batch
Step 00017100 L_out=0.019 Acc=0.60 ---200968.69 ms/batch
Step 00017150 L_out=0.011 Acc=0.73 ---224400.60 ms/batch
Step 00017200 L_out=0.007 Acc=0.84 ---248103.97 ms/batch
Step 00017250 L_out=0.007 Acc=0.81 ---271676.73 ms/batch
Step 00017300 L_out=0.136 Acc=0.85 ---295474.23 ms/batch
Round 1 | epoch=25, train costTime=315.3981144428253, | total_activation_sum=1339777
Round 1 | epoch=26, current m_iou=0.358284304880397
Round 1 | Best m_IoU is: 0.358, OA is: 0.659 | val costTime=116.06053280830383
Round 1 | ****EPOCH 26****
Step 00017350 L_out=0.072 Acc=0.25 --- 3773.20 ms/batch
Step 00017400 L_out=0.024 Acc=0.29 ---27341.77 ms/batch
Step 00017450 L_out=0.018 Acc=0.49 ---51069.10 ms/batch
Step 00017500 L_out=0.047 Acc=0.77 ---74708.86 ms/batch
Step 00017550 L_out=0.015 Acc=0.81 ---98311.89 ms/batch
Step 00017600 L_out=0.020 Acc=0.68 ---122131.45 ms/batch
Step 00017650 L_out=0.052 Acc=0.77 ---145796.10 ms/batch
Step 00017700 L_out=0.028 Acc=0.81 ---169380.49 ms/batch
Step 00017750 L_out=0.055 Acc=0.75 ---193138.19 ms/batch
Step 00017800 L_out=0.055 Acc=0.75 ---216617.06 ms/batch
Step 00017850 L_out=0.002 Acc=0.74 ---240507.79 ms/batch
Step 00017900 L_out=0.166 Acc=0.85 ---264136.44 ms/batch
Step 00017950 L_out=0.015 Acc=0.67 ---287884.71 ms/batch
Step 00018000 L_out=0.019 Acc=0.47 ---311859.16 ms/batch
Round 1 | epoch=26, train costTime=316.10612654685974, | total_activation_sum=1330730
Round 1 | epoch=27, current m_iou=0.3822455970696632
Round 1 | Best m_IoU is: 0.382, OA is: 0.682 | val costTime=115.60419392585754
Round 1 | ****EPOCH 27****
Step 00018050 L_out=0.040 Acc=0.61 ---19429.48 ms/batch
Step 00018100 L_out=0.081 Acc=0.80 ---43224.16 ms/batch
Step 00018150 L_out=0.054 Acc=0.57 ---66797.05 ms/batch
Step 00018200 L_out=0.057 Acc=0.27 ---90477.89 ms/batch
Step 00018250 L_out=0.025 Acc=0.83 ---113902.12 ms/batch
Step 00018300 L_out=0.009 Acc=0.79 ---137537.24 ms/batch
Step 00018350 L_out=0.011 Acc=0.67 ---161127.78 ms/batch
Step 00018400 L_out=0.043 Acc=0.66 ---184788.65 ms/batch
Step 00018450 L_out=0.056 Acc=0.60 ---208409.95 ms/batch
Step 00018500 L_out=0.018 Acc=0.87 ---231917.68 ms/batch
Step 00018550 L_out=0.015 Acc=0.69 ---255584.66 ms/batch
Step 00018600 L_out=0.038 Acc=0.75 ---279304.88 ms/batch
Step 00018650 L_out=0.017 Acc=0.67 ---302775.85 ms/batch
Round 1 | epoch=27, train costTime=315.1638693809509, | total_activation_sum=1343946
Round 1 | epoch=28, current m_iou=0.39733834540816115
Round 1 | Best m_IoU is: 0.397, OA is: 0.708 | val costTime=116.1876437664032
Round 1 | ****EPOCH 28****
Step 00018700 L_out=0.032 Acc=0.59 ---11510.22 ms/batch
Step 00018750 L_out=0.051 Acc=0.59 ---35112.50 ms/batch
Step 00018800 L_out=0.034 Acc=0.58 ---58976.11 ms/batch
Step 00018850 L_out=0.017 Acc=0.63 ---82928.32 ms/batch
Step 00018900 L_out=0.082 Acc=0.74 ---106501.45 ms/batch
Step 00018950 L_out=0.022 Acc=0.76 ---130264.10 ms/batch
Step 00019000 L_out=0.011 Acc=0.73 ---153790.97 ms/batch
Step 00019050 L_out=0.063 Acc=0.64 ---177528.52 ms/batch
Step 00019100 L_out=0.032 Acc=0.64 ---201203.05 ms/batch
Step 00019150 L_out=0.067 Acc=0.59 ---225012.12 ms/batch
Step 00019200 L_out=0.019 Acc=0.81 ---248555.87 ms/batch
Step 00019250 L_out=0.025 Acc=0.63 ---272262.76 ms/batch
Step 00019300 L_out=0.012 Acc=0.68 ---295870.63 ms/batch
Round 1 | epoch=28, train costTime=316.02030515670776, | total_activation_sum=1364533
Round 1 | epoch=29, current m_iou=0.3963859337846689
Round 1 | Best m_IoU is: 0.397, OA is: 0.708 | val costTime=115.62685561180115
Round 1 | ****EPOCH 29****
Step 00019350 L_out=0.004 Acc=0.69 --- 3336.09 ms/batch
Step 00019400 L_out=0.014 Acc=0.75 ---27060.81 ms/batch
Step 00019450 L_out=0.033 Acc=0.69 ---50656.07 ms/batch
Step 00019500 L_out=0.014 Acc=0.67 ---74537.06 ms/batch
Step 00019550 L_out=0.033 Acc=0.73 ---98290.05 ms/batch
Step 00019600 L_out=0.019 Acc=0.84 ---122159.04 ms/batch
Step 00019650 L_out=0.024 Acc=0.86 ---145820.06 ms/batch
Step 00019700 L_out=0.029 Acc=0.62 ---169639.90 ms/batch
Step 00019750 L_out=0.030 Acc=0.70 ---193479.07 ms/batch
Step 00019800 L_out=0.021 Acc=0.76 ---216997.33 ms/batch
Step 00019850 L_out=0.040 Acc=0.78 ---240442.48 ms/batch
Step 00019900 L_out=0.011 Acc=0.72 ---264367.67 ms/batch
Step 00019950 L_out=0.007 Acc=0.76 ---287889.13 ms/batch
Step 00020000 L_out=0.047 Acc=0.72 ---311472.47 ms/batch
Round 1 | epoch=29, train costTime=316.13500595092773, | total_activation_sum=1321660
Round 1 | epoch=30, current m_iou=0.41050264362634126
Round 1 | Best m_IoU is: 0.411, OA is: 0.692 | val costTime=116.41150522232056
Round 1 | ****EPOCH 30****
