Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.133 Acc=0.27 ---27141.26 ms/batch
Step 00000100 L_out=0.059 Acc=0.38 ---52436.73 ms/batch
Step 00000150 L_out=0.120 Acc=0.63 ---77033.58 ms/batch
Step 00000200 L_out=0.266 Acc=0.36 ---101715.78 ms/batch
Step 00000250 L_out=0.052 Acc=0.64 ---126459.14 ms/batch
Step 00000300 L_out=0.197 Acc=0.41 ---151483.70 ms/batch
Step 00000350 L_out=0.029 Acc=0.30 ---176797.19 ms/batch
Step 00000400 L_out=0.085 Acc=0.72 ---201464.16 ms/batch
Step 00000450 L_out=0.121 Acc=0.59 ---225954.14 ms/batch
Step 00000500 L_out=0.149 Acc=0.64 ---250486.10 ms/batch
Step 00000550 L_out=0.101 Acc=0.61 ---276326.04 ms/batch
Step 00000600 L_out=0.088 Acc=0.63 ---301006.10 ms/batch
Step 00000650 L_out=0.119 Acc=0.64 ---326013.76 ms/batch
Round 2 | epoch=0, train costTime=334.07197761535645, | total_activation_sum=3933014
Round 2 | epoch=1, current m_iou=0.25902988701449914
Round 2 | Best m_IoU is: 0.259, OA is: 0.654 | val costTime=168.45734977722168
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.119 Acc=0.50 ---16049.49 ms/batch
Step 00000750 L_out=0.241 Acc=0.56 ---39292.34 ms/batch
Step 00000800 L_out=0.070 Acc=0.55 ---62463.96 ms/batch
Step 00000850 L_out=0.526 Acc=0.67 ---85473.50 ms/batch
Step 00000900 L_out=0.051 Acc=0.61 ---108492.39 ms/batch
Step 00000950 L_out=0.297 Acc=0.51 ---131370.94 ms/batch
Step 00001000 L_out=0.112 Acc=0.36 ---154176.01 ms/batch
Step 00001050 L_out=0.163 Acc=0.41 ---177131.58 ms/batch
Step 00001100 L_out=0.082 Acc=0.45 ---199946.48 ms/batch
Step 00001150 L_out=0.126 Acc=0.63 ---222825.02 ms/batch
Step 00001200 L_out=0.117 Acc=0.84 ---245795.36 ms/batch
Step 00001250 L_out=0.601 Acc=0.58 ---268654.14 ms/batch
Step 00001300 L_out=0.165 Acc=0.76 ---291538.65 ms/batch
Round 2 | epoch=1, train costTime=307.1040873527527, | total_activation_sum=3616922
Round 2 | epoch=2, current m_iou=0.3089906258695036
Round 2 | Best m_IoU is: 0.309, OA is: 0.656 | val costTime=176.270085811615
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.065 Acc=0.77 --- 8469.37 ms/batch
Step 00001400 L_out=0.100 Acc=0.61 ---33616.19 ms/batch
Step 00001450 L_out=0.024 Acc=0.52 ---58871.77 ms/batch
Step 00001500 L_out=0.072 Acc=0.59 ---84108.09 ms/batch
Step 00001550 L_out=0.061 Acc=0.59 ---109410.08 ms/batch
Step 00001600 L_out=0.228 Acc=0.76 ---134423.10 ms/batch
Step 00001650 L_out=0.066 Acc=0.75 ---159206.64 ms/batch
Step 00001700 L_out=0.468 Acc=0.48 ---184234.47 ms/batch
Step 00001750 L_out=0.059 Acc=0.38 ---208907.20 ms/batch
Step 00001800 L_out=0.203 Acc=0.67 ---233888.32 ms/batch
Step 00001850 L_out=0.137 Acc=0.66 ---259401.30 ms/batch
Step 00001900 L_out=0.054 Acc=0.72 ---284380.27 ms/batch
Step 00001950 L_out=0.018 Acc=0.71 ---309455.74 ms/batch
Step 00002000 L_out=0.073 Acc=0.78 ---334333.82 ms/batch
Round 2 | epoch=2, train costTime=334.7898006439209, | total_activation_sum=3747467
Round 2 | epoch=3, current m_iou=0.35901524492279985
Round 2 | Best m_IoU is: 0.359, OA is: 0.713 | val costTime=169.8560872077942
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.100 Acc=0.78 ---24208.72 ms/batch
Step 00002100 L_out=0.065 Acc=0.80 ---49174.44 ms/batch
Step 00002150 L_out=0.068 Acc=0.82 ---74170.43 ms/batch
Step 00002200 L_out=0.050 Acc=0.79 ---98726.42 ms/batch
Step 00002250 L_out=0.065 Acc=0.62 ---123889.12 ms/batch
Step 00002300 L_out=0.082 Acc=0.75 ---148545.76 ms/batch
Step 00002350 L_out=0.045 Acc=0.80 ---172995.96 ms/batch
Step 00002400 L_out=0.016 Acc=0.76 ---197299.46 ms/batch
Step 00002450 L_out=0.116 Acc=0.83 ---222295.03 ms/batch
Step 00002500 L_out=0.035 Acc=0.77 ---246933.36 ms/batch
Step 00002550 L_out=0.168 Acc=0.61 ---271343.47 ms/batch
Step 00002600 L_out=0.096 Acc=0.36 ---295505.83 ms/batch
Step 00002650 L_out=0.096 Acc=0.73 ---319836.25 ms/batch
Round 2 | epoch=3, train costTime=328.72417879104614, | total_activation_sum=3713124
Round 2 | epoch=4, current m_iou=0.3986156455310382
Round 2 | Best m_IoU is: 0.399, OA is: 0.750 | val costTime=172.85911989212036
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.049 Acc=0.66 ---15797.19 ms/batch
Step 00002750 L_out=0.093 Acc=0.54 ---40234.88 ms/batch
Step 00002800 L_out=0.081 Acc=0.64 ---64563.09 ms/batch
Step 00002850 L_out=0.058 Acc=0.64 ---89959.38 ms/batch
Step 00002900 L_out=0.018 Acc=0.57 ---114739.73 ms/batch
Step 00002950 L_out=0.082 Acc=0.75 ---140981.50 ms/batch
Step 00003000 L_out=0.325 Acc=0.73 ---165601.27 ms/batch
Step 00003050 L_out=0.197 Acc=0.81 ---190007.72 ms/batch
Step 00003100 L_out=0.059 Acc=0.68 ---214750.62 ms/batch
Step 00003150 L_out=0.208 Acc=0.66 ---239760.15 ms/batch
Step 00003200 L_out=0.065 Acc=0.72 ---264591.86 ms/batch
Step 00003250 L_out=0.323 Acc=0.62 ---289192.98 ms/batch
Step 00003300 L_out=0.059 Acc=0.74 ---313620.95 ms/batch
Round 2 | epoch=4, train costTime=331.06649446487427, | total_activation_sum=3622911
Round 2 | epoch=5, current m_iou=0.4187256645730762
Round 2 | Best m_IoU is: 0.419, OA is: 0.749 | val costTime=154.2378866672516
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.072 Acc=0.82 --- 7125.97 ms/batch
Step 00003400 L_out=0.063 Acc=0.64 ---30780.99 ms/batch
Step 00003450 L_out=0.152 Acc=0.70 ---54277.39 ms/batch
Step 00003500 L_out=0.073 Acc=0.70 ---78113.10 ms/batch
Step 00003550 L_out=0.170 Acc=0.58 ---101812.95 ms/batch
Step 00003600 L_out=0.070 Acc=0.84 ---125614.38 ms/batch
Step 00003650 L_out=0.099 Acc=0.61 ---149341.14 ms/batch
Step 00003700 L_out=0.024 Acc=0.63 ---173241.09 ms/batch
Step 00003750 L_out=0.088 Acc=0.75 ---197444.70 ms/batch
Step 00003800 L_out=0.053 Acc=0.68 ---221430.51 ms/batch
Step 00003850 L_out=0.114 Acc=0.49 ---245372.80 ms/batch
Step 00003900 L_out=0.094 Acc=0.76 ---269107.20 ms/batch
Step 00003950 L_out=0.098 Acc=0.71 ---292939.47 ms/batch
Step 00004000 L_out=0.046 Acc=0.69 ---316548.71 ms/batch
Round 2 | epoch=5, train costTime=317.50213050842285, | total_activation_sum=3646143
Round 2 | epoch=6, current m_iou=0.43226337975474627
Round 2 | Best m_IoU is: 0.432, OA is: 0.755 | val costTime=158.8966248035431
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.094 Acc=0.71 ---24105.63 ms/batch
Step 00004100 L_out=0.112 Acc=0.69 ---50698.82 ms/batch
Step 00004150 L_out=0.181 Acc=0.80 ---75891.15 ms/batch
Step 00004200 L_out=0.145 Acc=0.57 ---101139.02 ms/batch
Step 00004250 L_out=0.032 Acc=0.65 ---126403.80 ms/batch
Step 00004300 L_out=0.070 Acc=0.37 ---151862.68 ms/batch
Step 00004350 L_out=0.199 Acc=0.77 ---177337.35 ms/batch
Step 00004400 L_out=0.091 Acc=0.62 ---202919.81 ms/batch
Step 00004450 L_out=0.082 Acc=0.70 ---228089.34 ms/batch
Step 00004500 L_out=0.074 Acc=0.86 ---252913.87 ms/batch
Step 00004550 L_out=0.098 Acc=0.80 ---277882.41 ms/batch
Step 00004600 L_out=0.097 Acc=0.74 ---303007.86 ms/batch
Step 00004650 L_out=0.349 Acc=0.73 ---328433.77 ms/batch
Round 2 | epoch=6, train costTime=338.0065424442291, | total_activation_sum=3709811
Round 2 | epoch=7, current m_iou=0.4154810089247964
Round 2 | Best m_IoU is: 0.432, OA is: 0.755 | val costTime=166.41175150871277
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.031 Acc=0.70 ---15540.98 ms/batch
Step 00004750 L_out=0.030 Acc=0.52 ---40882.36 ms/batch
Step 00004800 L_out=0.069 Acc=0.83 ---66331.86 ms/batch
Step 00004850 L_out=0.109 Acc=0.66 ---91339.82 ms/batch
Step 00004900 L_out=0.026 Acc=0.77 ---116284.88 ms/batch
Step 00004950 L_out=0.049 Acc=0.74 ---141579.12 ms/batch
Step 00005000 L_out=0.036 Acc=0.80 ---166782.22 ms/batch
Step 00005050 L_out=0.044 Acc=0.64 ---191994.15 ms/batch
Step 00005100 L_out=0.031 Acc=0.92 ---217711.64 ms/batch
Step 00005150 L_out=0.144 Acc=0.76 ---242748.87 ms/batch
Step 00005200 L_out=0.046 Acc=0.80 ---267705.91 ms/batch
Step 00005250 L_out=0.094 Acc=0.67 ---292958.22 ms/batch
Step 00005300 L_out=0.045 Acc=0.79 ---318317.76 ms/batch
Round 2 | epoch=7, train costTime=336.3402690887451, | total_activation_sum=3623348
Round 2 | epoch=8, current m_iou=0.45674994469455993
Round 2 | Best m_IoU is: 0.457, OA is: 0.794 | val costTime=167.35696387290955
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.067 Acc=0.71 --- 7097.67 ms/batch
Step 00005400 L_out=0.014 Acc=0.89 ---32085.11 ms/batch
Step 00005450 L_out=0.109 Acc=0.76 ---57202.55 ms/batch
Step 00005500 L_out=0.054 Acc=0.74 ---82163.95 ms/batch
Step 00005550 L_out=0.087 Acc=0.59 ---107534.86 ms/batch
Step 00005600 L_out=0.037 Acc=0.61 ---132975.24 ms/batch
Step 00005650 L_out=0.072 Acc=0.75 ---158439.02 ms/batch
Step 00005700 L_out=0.077 Acc=0.56 ---183373.68 ms/batch
Step 00005750 L_out=0.046 Acc=0.47 ---208699.70 ms/batch
Step 00005800 L_out=0.085 Acc=0.78 ---235865.33 ms/batch
Step 00005850 L_out=0.055 Acc=0.68 ---264286.57 ms/batch
Step 00005900 L_out=0.174 Acc=0.81 ---292898.75 ms/batch
Step 00005950 L_out=0.044 Acc=0.66 ---320073.80 ms/batch
Step 00006000 L_out=0.113 Acc=0.77 ---346893.29 ms/batch
Round 2 | epoch=8, train costTime=348.5338625907898, | total_activation_sum=3815885
Round 2 | epoch=9, current m_iou=0.4503094881986869
Round 2 | Best m_IoU is: 0.457, OA is: 0.794 | val costTime=170.642986536026
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.081 Acc=0.75 ---23747.28 ms/batch
Step 00006100 L_out=0.026 Acc=0.55 ---48460.70 ms/batch
Step 00006150 L_out=0.131 Acc=0.69 ---73748.92 ms/batch
Step 00006200 L_out=0.043 Acc=0.50 ---99095.79 ms/batch
Step 00006250 L_out=0.059 Acc=0.57 ---124883.04 ms/batch
Step 00006300 L_out=0.152 Acc=0.65 ---150294.81 ms/batch
Step 00006350 L_out=0.017 Acc=0.78 ---175712.72 ms/batch
Step 00006400 L_out=0.064 Acc=0.72 ---200997.69 ms/batch
Step 00006450 L_out=0.040 Acc=0.71 ---226239.74 ms/batch
Step 00006500 L_out=0.039 Acc=0.83 ---251340.19 ms/batch
Step 00006550 L_out=0.054 Acc=0.72 ---275953.95 ms/batch
Step 00006600 L_out=0.044 Acc=0.73 ---300069.06 ms/batch
Step 00006650 L_out=0.050 Acc=0.54 ---324581.37 ms/batch
Round 2 | epoch=9, train costTime=334.3841919898987, | total_activation_sum=3657618
Round 2 | epoch=10, current m_iou=0.4545833589748167
Round 2 | Best m_IoU is: 0.457, OA is: 0.794 | val costTime=166.2883231639862
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.037 Acc=0.77 ---14824.22 ms/batch
Step 00006750 L_out=0.045 Acc=0.84 ---39510.69 ms/batch
Step 00006800 L_out=0.222 Acc=0.76 ---64416.05 ms/batch
Step 00006850 L_out=0.176 Acc=0.83 ---89238.22 ms/batch
Step 00006900 L_out=0.090 Acc=0.82 ---114436.02 ms/batch
Step 00006950 L_out=0.041 Acc=0.77 ---139704.81 ms/batch
Step 00007000 L_out=0.058 Acc=0.66 ---164393.03 ms/batch
Step 00007050 L_out=0.058 Acc=0.76 ---189676.37 ms/batch
Step 00007100 L_out=0.051 Acc=0.83 ---214803.56 ms/batch
Step 00007150 L_out=0.047 Acc=0.75 ---239654.34 ms/batch
Step 00007200 L_out=0.036 Acc=0.92 ---266433.21 ms/batch
Step 00007250 L_out=0.056 Acc=0.68 ---291934.96 ms/batch
Step 00007300 L_out=0.011 Acc=0.86 ---317306.98 ms/batch
Round 2 | epoch=10, train costTime=335.5192906856537, | total_activation_sum=3687671
Round 2 | epoch=11, current m_iou=0.4866513184211144
Round 2 | Best m_IoU is: 0.487, OA is: 0.812 | val costTime=169.7116401195526
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.187 Acc=0.72 --- 6392.48 ms/batch
Step 00007400 L_out=0.105 Acc=0.59 ---31243.04 ms/batch
Step 00007450 L_out=0.041 Acc=0.76 ---55597.41 ms/batch
Step 00007500 L_out=0.035 Acc=0.74 ---79514.54 ms/batch
Step 00007550 L_out=0.020 Acc=0.72 ---103436.60 ms/batch
Step 00007600 L_out=0.060 Acc=0.81 ---127368.91 ms/batch
Step 00007650 L_out=0.029 Acc=0.83 ---151496.70 ms/batch
Step 00007700 L_out=0.021 Acc=0.67 ---175514.81 ms/batch
Step 00007750 L_out=0.031 Acc=0.79 ---199346.26 ms/batch
Step 00007800 L_out=0.009 Acc=0.83 ---223383.18 ms/batch
Step 00007850 L_out=0.020 Acc=0.56 ---247422.50 ms/batch
Step 00007900 L_out=0.017 Acc=0.63 ---271294.20 ms/batch
Step 00007950 L_out=0.152 Acc=0.92 ---295284.78 ms/batch
Step 00008000 L_out=0.032 Acc=0.53 ---319299.76 ms/batch
Round 2 | epoch=11, train costTime=321.21196961402893, | total_activation_sum=3691035
Round 2 | epoch=12, current m_iou=0.4880965499617842
Round 2 | Best m_IoU is: 0.488, OA is: 0.825 | val costTime=167.60845708847046
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.036 Acc=0.68 ---24399.62 ms/batch
Step 00008100 L_out=0.063 Acc=0.78 ---50583.97 ms/batch
Step 00008150 L_out=0.121 Acc=0.73 ---76904.39 ms/batch
Step 00008200 L_out=0.065 Acc=0.80 ---103761.05 ms/batch
Step 00008250 L_out=0.021 Acc=0.67 ---129198.25 ms/batch
Step 00008300 L_out=0.031 Acc=0.76 ---155616.65 ms/batch
Step 00008350 L_out=0.050 Acc=0.83 ---181658.80 ms/batch
Step 00008400 L_out=0.046 Acc=0.72 ---207451.51 ms/batch
Step 00008450 L_out=0.047 Acc=0.69 ---233341.76 ms/batch
Step 00008500 L_out=0.004 Acc=0.72 ---258332.89 ms/batch
Step 00008550 L_out=0.036 Acc=0.88 ---284395.53 ms/batch
Step 00008600 L_out=0.021 Acc=0.73 ---309615.18 ms/batch
Step 00008650 L_out=0.171 Acc=0.70 ---334906.08 ms/batch
Round 2 | epoch=12, train costTime=345.6072688102722, | total_activation_sum=3664315
Round 2 | epoch=13, current m_iou=0.5222013489300278
Round 2 | Best m_IoU is: 0.522, OA is: 0.843 | val costTime=173.9733853340149
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.053 Acc=0.84 ---14425.87 ms/batch
Step 00008750 L_out=0.108 Acc=0.55 ---38969.86 ms/batch
Step 00008800 L_out=0.289 Acc=0.59 ---63375.00 ms/batch
Step 00008850 L_out=0.016 Acc=0.89 ---88323.87 ms/batch
Step 00008900 L_out=0.106 Acc=0.68 ---112884.68 ms/batch
Step 00008950 L_out=0.019 Acc=0.90 ---137445.93 ms/batch
Step 00009000 L_out=0.066 Acc=0.75 ---161891.02 ms/batch
Step 00009050 L_out=0.032 Acc=0.87 ---186431.66 ms/batch
Step 00009100 L_out=0.085 Acc=0.62 ---211782.55 ms/batch
Step 00009150 L_out=0.087 Acc=0.78 ---236193.30 ms/batch
Step 00009200 L_out=0.044 Acc=0.73 ---261198.13 ms/batch
Step 00009250 L_out=0.034 Acc=0.76 ---285676.29 ms/batch
Step 00009300 L_out=0.014 Acc=0.77 ---310378.55 ms/batch
Round 2 | epoch=13, train costTime=328.98762679100037, | total_activation_sum=3725312
Round 2 | epoch=14, current m_iou=0.5412999174006052
Round 2 | Best m_IoU is: 0.541, OA is: 0.861 | val costTime=162.98923754692078
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.020 Acc=0.77 --- 6027.63 ms/batch
Step 00009400 L_out=0.037 Acc=0.79 ---31435.00 ms/batch
Step 00009450 L_out=0.019 Acc=0.91 ---57408.74 ms/batch
Step 00009500 L_out=0.035 Acc=0.80 ---81923.00 ms/batch
Step 00009550 L_out=0.028 Acc=0.74 ---106816.17 ms/batch
Step 00009600 L_out=0.074 Acc=0.87 ---132111.54 ms/batch
Step 00009650 L_out=0.043 Acc=0.77 ---157376.76 ms/batch
Step 00009700 L_out=0.026 Acc=0.80 ---182490.67 ms/batch
Step 00009750 L_out=0.056 Acc=0.83 ---207202.63 ms/batch
Step 00009800 L_out=0.028 Acc=0.83 ---231697.55 ms/batch
Step 00009850 L_out=0.038 Acc=0.70 ---255657.71 ms/batch
Step 00009900 L_out=0.067 Acc=0.79 ---279728.71 ms/batch
Step 00009950 L_out=0.100 Acc=0.78 ---303535.95 ms/batch
Step 00010000 L_out=0.071 Acc=0.75 ---327518.23 ms/batch
Round 2 | epoch=14, train costTime=329.9517228603363, | total_activation_sum=3730219
Round 2 | epoch=15, current m_iou=0.5419838448427031
Round 2 | Best m_IoU is: 0.542, OA is: 0.863 | val costTime=165.62762022018433
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.097 Acc=0.61 ---21574.91 ms/batch
Step 00010100 L_out=0.020 Acc=0.81 ---45751.04 ms/batch
Step 00010150 L_out=0.011 Acc=0.77 ---69417.37 ms/batch
Step 00010200 L_out=0.044 Acc=0.84 ---93837.85 ms/batch
Step 00010250 L_out=0.070 Acc=0.73 ---117855.64 ms/batch
Step 00010300 L_out=0.009 Acc=0.75 ---142954.45 ms/batch
Step 00010350 L_out=0.034 Acc=0.81 ---168008.21 ms/batch
Step 00010400 L_out=0.116 Acc=0.82 ---193125.31 ms/batch
Step 00010450 L_out=0.057 Acc=0.69 ---218335.87 ms/batch
Step 00010500 L_out=0.048 Acc=0.82 ---243225.78 ms/batch
Step 00010550 L_out=0.034 Acc=0.79 ---268561.00 ms/batch
Step 00010600 L_out=0.029 Acc=0.86 ---293456.72 ms/batch
Step 00010650 L_out=0.037 Acc=0.77 ---319135.35 ms/batch
Round 2 | epoch=15, train costTime=330.18997526168823, | total_activation_sum=3700606
Round 2 | epoch=16, current m_iou=0.5452026845031267
Round 2 | Best m_IoU is: 0.545, OA is: 0.850 | val costTime=171.56356739997864
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.015 Acc=0.85 ---14147.66 ms/batch
Step 00010750 L_out=0.043 Acc=0.71 ---38835.08 ms/batch
Step 00010800 L_out=0.021 Acc=0.86 ---63866.90 ms/batch
Step 00010850 L_out=0.096 Acc=0.78 ---88664.06 ms/batch
Step 00010900 L_out=0.093 Acc=0.73 ---113604.29 ms/batch
Step 00010950 L_out=0.053 Acc=0.84 ---138268.23 ms/batch
Step 00011000 L_out=0.031 Acc=0.78 ---163833.93 ms/batch
Step 00011050 L_out=0.077 Acc=0.79 ---189128.98 ms/batch
Step 00011100 L_out=0.017 Acc=0.79 ---214260.10 ms/batch
Step 00011150 L_out=0.052 Acc=0.81 ---239762.78 ms/batch
Step 00011200 L_out=0.011 Acc=0.94 ---265967.72 ms/batch
Step 00011250 L_out=0.015 Acc=0.93 ---291273.68 ms/batch
Step 00011300 L_out=0.154 Acc=0.80 ---316045.83 ms/batch
Round 2 | epoch=16, train costTime=336.0800542831421, | total_activation_sum=3758448
Round 2 | epoch=17, current m_iou=0.541746966439196
Round 2 | Best m_IoU is: 0.545, OA is: 0.850 | val costTime=171.63394808769226
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.050 Acc=0.76 --- 5612.13 ms/batch
Step 00011400 L_out=0.017 Acc=0.87 ---30647.38 ms/batch
Step 00011450 L_out=0.014 Acc=0.82 ---55710.35 ms/batch
Step 00011500 L_out=0.029 Acc=0.83 ---80351.81 ms/batch
Step 00011550 L_out=0.031 Acc=0.81 ---106695.02 ms/batch
Step 00011600 L_out=0.038 Acc=0.86 ---131999.61 ms/batch
Step 00011650 L_out=0.227 Acc=0.81 ---157050.50 ms/batch
Step 00011700 L_out=0.047 Acc=0.84 ---182309.81 ms/batch
Step 00011750 L_out=0.036 Acc=0.81 ---207632.03 ms/batch
Step 00011800 L_out=0.088 Acc=0.83 ---232884.27 ms/batch
Step 00011850 L_out=0.020 Acc=0.76 ---258004.30 ms/batch
Step 00011900 L_out=0.019 Acc=0.81 ---282756.83 ms/batch
Step 00011950 L_out=0.014 Acc=0.84 ---308924.28 ms/batch
Step 00012000 L_out=0.050 Acc=0.74 ---333907.79 ms/batch
Round 2 | epoch=17, train costTime=336.79008650779724, | total_activation_sum=3636834
Round 2 | epoch=18, current m_iou=0.5697969890860249
Round 2 | Best m_IoU is: 0.570, OA is: 0.870 | val costTime=172.44749450683594
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.019 Acc=0.72 ---21232.18 ms/batch
Step 00012100 L_out=0.057 Acc=0.70 ---45252.43 ms/batch
Step 00012150 L_out=0.014 Acc=0.82 ---69324.13 ms/batch
Step 00012200 L_out=0.034 Acc=0.83 ---93928.36 ms/batch
Step 00012250 L_out=0.096 Acc=0.82 ---117985.62 ms/batch
Step 00012300 L_out=0.014 Acc=0.88 ---142135.15 ms/batch
Step 00012350 L_out=0.030 Acc=0.88 ---166205.62 ms/batch
Step 00012400 L_out=0.107 Acc=0.83 ---190265.50 ms/batch
Step 00012450 L_out=0.058 Acc=0.77 ---214438.82 ms/batch
Step 00012500 L_out=0.017 Acc=0.87 ---238661.80 ms/batch
Step 00012550 L_out=0.006 Acc=0.84 ---262642.80 ms/batch
Step 00012600 L_out=0.175 Acc=0.79 ---286816.45 ms/batch
Step 00012650 L_out=0.141 Acc=0.77 ---311017.22 ms/batch
Round 2 | epoch=18, train costTime=322.1831359863281, | total_activation_sum=3656023
Round 2 | epoch=19, current m_iou=0.5550358917284345
Round 2 | Best m_IoU is: 0.570, OA is: 0.870 | val costTime=150.60335993766785
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.030 Acc=0.89 ---12294.94 ms/batch
Step 00012750 L_out=0.075 Acc=0.78 ---35151.33 ms/batch
Step 00012800 L_out=0.045 Acc=0.89 ---58116.31 ms/batch
Step 00012850 L_out=0.069 Acc=0.79 ---81044.00 ms/batch
Step 00012900 L_out=0.020 Acc=0.80 ---103830.01 ms/batch
Step 00012950 L_out=0.047 Acc=0.78 ---126729.76 ms/batch
Step 00013000 L_out=0.072 Acc=0.71 ---149715.74 ms/batch
Step 00013050 L_out=0.017 Acc=0.83 ---172584.55 ms/batch
Step 00013100 L_out=0.045 Acc=0.70 ---195513.26 ms/batch
Step 00013150 L_out=0.020 Acc=0.77 ---218431.96 ms/batch
Step 00013200 L_out=0.015 Acc=0.89 ---241478.23 ms/batch
Step 00013250 L_out=0.133 Acc=0.77 ---264454.31 ms/batch
Step 00013300 L_out=0.044 Acc=0.79 ---287481.45 ms/batch
Round 2 | epoch=19, train costTime=305.97531604766846, | total_activation_sum=3676061
Round 2 | epoch=20, current m_iou=0.5683021603268875
Round 2 | Best m_IoU is: 0.570, OA is: 0.870 | val costTime=163.4871973991394
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.028 Acc=0.74 --- 4616.47 ms/batch
Step 00013400 L_out=0.079 Acc=0.81 ---27587.51 ms/batch
Step 00013450 L_out=0.168 Acc=0.74 ---50578.01 ms/batch
Step 00013500 L_out=0.019 Acc=0.69 ---73513.93 ms/batch
Step 00013550 L_out=0.049 Acc=0.71 ---96503.14 ms/batch
Step 00013600 L_out=0.025 Acc=0.90 ---119488.55 ms/batch
Step 00013650 L_out=0.059 Acc=0.83 ---142509.68 ms/batch
Step 00013700 L_out=0.012 Acc=0.89 ---165585.88 ms/batch
Step 00013750 L_out=0.011 Acc=0.74 ---188684.29 ms/batch
Step 00013800 L_out=0.022 Acc=0.84 ---211502.63 ms/batch
Step 00013850 L_out=0.036 Acc=0.67 ---234545.76 ms/batch
Step 00013900 L_out=0.013 Acc=0.78 ---257502.30 ms/batch
Step 00013950 L_out=0.013 Acc=0.94 ---280484.66 ms/batch
Step 00014000 L_out=0.017 Acc=0.93 ---303740.33 ms/batch
Round 2 | epoch=20, train costTime=306.9789443016052, | total_activation_sum=3653109
Round 2 | epoch=21, current m_iou=0.5718858489576478
Round 2 | Best m_IoU is: 0.572, OA is: 0.879 | val costTime=166.33014130592346
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.035 Acc=0.75 ---19786.40 ms/batch
Step 00014100 L_out=0.095 Acc=0.63 ---42572.36 ms/batch
Step 00014150 L_out=0.031 Acc=0.76 ---65578.18 ms/batch
Step 00014200 L_out=0.052 Acc=0.86 ---88532.75 ms/batch
Step 00014250 L_out=0.020 Acc=0.88 ---111645.24 ms/batch
Step 00014300 L_out=0.038 Acc=0.81 ---134729.09 ms/batch
Step 00014350 L_out=0.005 Acc=0.85 ---157684.00 ms/batch
Step 00014400 L_out=0.019 Acc=0.82 ---180682.07 ms/batch
Step 00014450 L_out=0.081 Acc=0.78 ---203717.40 ms/batch
Step 00014500 L_out=0.021 Acc=0.86 ---226893.63 ms/batch
Step 00014550 L_out=0.031 Acc=0.74 ---250142.42 ms/batch
Step 00014600 L_out=0.015 Acc=0.78 ---273205.62 ms/batch
Step 00014650 L_out=0.047 Acc=0.78 ---296203.49 ms/batch
Round 2 | epoch=21, train costTime=307.1488983631134, | total_activation_sum=3768968
Round 2 | epoch=22, current m_iou=0.5930439051399715
Round 2 | Best m_IoU is: 0.593, OA is: 0.888 | val costTime=171.10091853141785
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.170 Acc=0.83 ---11841.39 ms/batch
Step 00014750 L_out=0.017 Acc=0.81 ---35138.21 ms/batch
Step 00014800 L_out=0.034 Acc=0.89 ---58097.34 ms/batch
Step 00014850 L_out=0.025 Acc=0.89 ---81061.25 ms/batch
Step 00014900 L_out=0.010 Acc=0.69 ---103709.25 ms/batch
Step 00014950 L_out=0.010 Acc=0.87 ---126738.34 ms/batch
Step 00015000 L_out=0.051 Acc=0.71 ---149508.87 ms/batch
Step 00015050 L_out=0.018 Acc=0.72 ---172727.95 ms/batch
Step 00015100 L_out=0.108 Acc=0.83 ---195765.32 ms/batch
Step 00015150 L_out=0.058 Acc=0.80 ---218794.48 ms/batch
Step 00015200 L_out=0.090 Acc=0.86 ---241845.18 ms/batch
Step 00015250 L_out=0.028 Acc=0.85 ---264907.57 ms/batch
Step 00015300 L_out=0.009 Acc=0.91 ---287976.71 ms/batch
Round 2 | epoch=22, train costTime=307.06230998039246, | total_activation_sum=3680310
Round 2 | epoch=23, current m_iou=0.5895459762937385
Round 2 | Best m_IoU is: 0.593, OA is: 0.888 | val costTime=163.8905086517334
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.124 Acc=0.83 --- 4124.29 ms/batch
Step 00015400 L_out=0.030 Acc=0.73 ---27292.96 ms/batch
Step 00015450 L_out=0.052 Acc=0.83 ---50287.22 ms/batch
Step 00015500 L_out=0.045 Acc=0.78 ---73126.51 ms/batch
Step 00015550 L_out=0.023 Acc=0.72 ---95983.03 ms/batch
Step 00015600 L_out=0.010 Acc=0.90 ---118974.94 ms/batch
Step 00015650 L_out=0.036 Acc=0.87 ---141961.41 ms/batch
Step 00015700 L_out=0.054 Acc=0.88 ---164506.65 ms/batch
Step 00015750 L_out=0.014 Acc=0.82 ---186981.68 ms/batch
Step 00015800 L_out=0.040 Acc=0.74 ---209009.05 ms/batch
Step 00015850 L_out=0.024 Acc=0.83 ---231336.36 ms/batch
Step 00015900 L_out=0.037 Acc=0.87 ---253561.24 ms/batch
Step 00015950 L_out=0.049 Acc=0.85 ---275873.91 ms/batch
Step 00016000 L_out=0.039 Acc=0.79 ---298205.18 ms/batch
Round 2 | epoch=23, train costTime=301.83726930618286, | total_activation_sum=3628741
Round 2 | epoch=24, current m_iou=0.5770059177049416
Round 2 | Best m_IoU is: 0.593, OA is: 0.888 | val costTime=123.8025312423706
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.033 Acc=0.83 ---18895.25 ms/batch
Step 00016100 L_out=0.031 Acc=0.83 ---41346.53 ms/batch
Step 00016150 L_out=0.012 Acc=0.90 ---63539.45 ms/batch
Step 00016200 L_out=0.039 Acc=0.86 ---85776.28 ms/batch
Step 00016250 L_out=0.014 Acc=0.93 ---108060.67 ms/batch
Step 00016300 L_out=0.011 Acc=0.87 ---130315.25 ms/batch
Step 00016350 L_out=0.096 Acc=0.73 ---152556.04 ms/batch
Step 00016400 L_out=0.014 Acc=0.81 ---174881.56 ms/batch
Step 00016450 L_out=0.060 Acc=0.73 ---197225.66 ms/batch
Step 00016500 L_out=0.016 Acc=0.86 ---219301.39 ms/batch
Step 00016550 L_out=0.059 Acc=0.72 ---241713.62 ms/batch
Step 00016600 L_out=0.017 Acc=0.88 ---264014.83 ms/batch
Step 00016650 L_out=0.017 Acc=0.75 ---286164.61 ms/batch
Round 2 | epoch=24, train costTime=297.3553807735443, | total_activation_sum=3652888
Round 2 | epoch=25, current m_iou=0.5851686436105957
Round 2 | Best m_IoU is: 0.593, OA is: 0.888 | val costTime=122.33043456077576
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.030 Acc=0.79 ---11228.28 ms/batch
Step 00016750 L_out=0.049 Acc=0.81 ---33513.68 ms/batch
Step 00016800 L_out=0.173 Acc=0.88 ---55819.88 ms/batch
Step 00016850 L_out=0.043 Acc=0.89 ---78040.91 ms/batch
Step 00016900 L_out=0.007 Acc=0.90 ---100377.22 ms/batch
Step 00016950 L_out=0.010 Acc=0.77 ---122675.14 ms/batch
Step 00017000 L_out=0.016 Acc=0.89 ---144975.41 ms/batch
Step 00017050 L_out=0.054 Acc=0.72 ---167195.40 ms/batch
Step 00017100 L_out=0.044 Acc=0.76 ---189527.05 ms/batch
Step 00017150 L_out=0.034 Acc=0.77 ---211911.30 ms/batch
Step 00017200 L_out=0.047 Acc=0.89 ---234161.13 ms/batch
Step 00017250 L_out=0.059 Acc=0.85 ---256437.89 ms/batch
Step 00017300 L_out=0.192 Acc=0.76 ---278780.68 ms/batch
Round 2 | epoch=25, train costTime=297.78503608703613, | total_activation_sum=3680257
Round 2 | epoch=26, current m_iou=0.5839544791631328
Round 2 | Best m_IoU is: 0.593, OA is: 0.888 | val costTime=128.96107959747314
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.035 Acc=0.87 --- 3574.13 ms/batch
Step 00017400 L_out=0.008 Acc=0.89 ---26081.27 ms/batch
Step 00017450 L_out=0.011 Acc=0.80 ---48413.72 ms/batch
Step 00017500 L_out=0.050 Acc=0.77 ---70682.06 ms/batch
Step 00017550 L_out=0.015 Acc=0.89 ---93035.40 ms/batch
Step 00017600 L_out=0.032 Acc=0.89 ---115525.22 ms/batch
Step 00017650 L_out=0.079 Acc=0.85 ---137799.69 ms/batch
Step 00017700 L_out=0.029 Acc=0.85 ---160015.14 ms/batch
Step 00017750 L_out=0.029 Acc=0.84 ---182523.39 ms/batch
Step 00017800 L_out=0.072 Acc=0.81 ---204981.96 ms/batch
Step 00017850 L_out=0.048 Acc=0.88 ---227275.60 ms/batch
Step 00017900 L_out=0.010 Acc=0.79 ---249692.73 ms/batch
Step 00017950 L_out=0.043 Acc=0.80 ---272078.62 ms/batch
Step 00018000 L_out=0.011 Acc=0.88 ---294360.71 ms/batch
Round 2 | epoch=26, train costTime=298.3820118904114, | total_activation_sum=3761571
Round 2 | epoch=27, current m_iou=0.6026509287922234
Round 2 | Best m_IoU is: 0.603, OA is: 0.892 | val costTime=129.82584142684937
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.045 Acc=0.83 ---18156.30 ms/batch
Step 00018100 L_out=0.046 Acc=0.83 ---40616.57 ms/batch
Step 00018150 L_out=0.057 Acc=0.77 ---62986.98 ms/batch
Step 00018200 L_out=0.015 Acc=0.93 ---85564.65 ms/batch
Step 00018250 L_out=0.003 Acc=0.85 ---107848.05 ms/batch
Step 00018300 L_out=0.011 Acc=0.82 ---129966.07 ms/batch
Step 00018350 L_out=0.002 Acc=0.84 ---152372.10 ms/batch
Step 00018400 L_out=0.029 Acc=0.70 ---174881.98 ms/batch
Step 00018450 L_out=0.050 Acc=0.85 ---197183.30 ms/batch
Step 00018500 L_out=0.148 Acc=0.78 ---219650.50 ms/batch
Step 00018550 L_out=0.007 Acc=0.84 ---241941.45 ms/batch
Step 00018600 L_out=0.041 Acc=0.75 ---264347.61 ms/batch
Step 00018650 L_out=0.027 Acc=0.74 ---286638.55 ms/batch
Round 2 | epoch=27, train costTime=298.187824010849, | total_activation_sum=3660045
Round 2 | epoch=28, current m_iou=0.6048969841214962
Round 2 | Best m_IoU is: 0.605, OA is: 0.893 | val costTime=129.68239426612854
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.028 Acc=0.85 ---10717.42 ms/batch
Step 00018750 L_out=0.105 Acc=0.74 ---33260.88 ms/batch
Step 00018800 L_out=0.018 Acc=0.92 ---55607.52 ms/batch
Step 00018850 L_out=0.055 Acc=0.83 ---78068.18 ms/batch
Step 00018900 L_out=0.051 Acc=0.71 ---100401.32 ms/batch
Step 00018950 L_out=0.040 Acc=0.87 ---122709.89 ms/batch
Step 00019000 L_out=0.037 Acc=0.84 ---144998.28 ms/batch
Step 00019050 L_out=0.036 Acc=0.76 ---167449.46 ms/batch
Step 00019100 L_out=0.035 Acc=0.86 ---189858.71 ms/batch
Step 00019150 L_out=0.051 Acc=0.84 ---212050.66 ms/batch
Step 00019200 L_out=0.020 Acc=0.92 ---234335.96 ms/batch
Step 00019250 L_out=0.025 Acc=0.80 ---256719.05 ms/batch
Step 00019300 L_out=0.036 Acc=0.81 ---278901.42 ms/batch
Round 2 | epoch=28, train costTime=298.14159512519836, | total_activation_sum=3693113
Round 2 | epoch=29, current m_iou=0.605332304376941
Round 2 | Best m_IoU is: 0.605, OA is: 0.893 | val costTime=130.03905749320984
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.014 Acc=0.85 --- 3133.89 ms/batch
Step 00019400 L_out=0.023 Acc=0.87 ---25465.52 ms/batch
Step 00019450 L_out=0.022 Acc=0.87 ---47739.81 ms/batch
Step 00019500 L_out=0.023 Acc=0.87 ---69926.21 ms/batch
Step 00019550 L_out=0.013 Acc=0.81 ---92380.32 ms/batch
Step 00019600 L_out=0.087 Acc=0.86 ---114871.06 ms/batch
Step 00019650 L_out=0.047 Acc=0.71 ---137131.72 ms/batch
Step 00019700 L_out=0.013 Acc=0.92 ---159334.02 ms/batch
Step 00019750 L_out=0.019 Acc=0.75 ---181744.41 ms/batch
Step 00019800 L_out=0.034 Acc=0.91 ---204016.47 ms/batch
Step 00019850 L_out=0.007 Acc=0.91 ---226207.36 ms/batch
Step 00019900 L_out=0.047 Acc=0.95 ---248429.84 ms/batch
Step 00019950 L_out=0.021 Acc=0.71 ---270562.74 ms/batch
Step 00020000 L_out=0.074 Acc=0.83 ---292931.39 ms/batch
Round 2 | epoch=29, train costTime=297.42459750175476, | total_activation_sum=3677872
Round 2 | epoch=30, current m_iou=0.6019696236606285
Round 2 | Best m_IoU is: 0.605, OA is: 0.893 | val costTime=127.75020933151245
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=0.294 Acc=0.32 ---17769.25 ms/batch
Step 00020100 L_out=0.137 Acc=0.70 ---40132.30 ms/batch
Step 00020150 L_out=0.335 Acc=0.28 ---62453.26 ms/batch
Step 00020200 L_out=0.199 Acc=0.75 ---84792.32 ms/batch
Step 00020250 L_out=0.178 Acc=0.39 ---107226.32 ms/batch
Step 00020300 L_out=0.350 Acc=0.86 ---129564.07 ms/batch
Step 00020350 L_out=0.809 Acc=0.19 ---151953.39 ms/batch
Step 00020400 L_out=0.466 Acc=0.35 ---174213.60 ms/batch
Step 00020450 L_out=0.092 Acc=0.62 ---196456.97 ms/batch
Step 00020500 L_out=0.405 Acc=0.69 ---218615.71 ms/batch
Step 00020550 L_out=0.256 Acc=0.66 ---240917.92 ms/batch
Step 00020600 L_out=0.274 Acc=0.48 ---263096.86 ms/batch
Step 00020650 L_out=0.096 Acc=0.60 ---285295.68 ms/batch
Round 3 | epoch=0, train costTime=297.2442753314972, | total_activation_sum=6689962
Round 3 | epoch=1, current m_iou=0.3299574553426521
Round 3 | Best m_IoU is: 0.330, OA is: 0.734 | val costTime=128.17364358901978
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.062 Acc=0.55 ---10346.91 ms/batch
Step 00020750 L_out=0.033 Acc=0.84 ---32719.45 ms/batch
Step 00020800 L_out=0.083 Acc=0.67 ---55098.10 ms/batch
Step 00020850 L_out=0.147 Acc=0.82 ---77568.65 ms/batch
Step 00020900 L_out=0.261 Acc=0.78 ---99946.76 ms/batch
Step 00020950 L_out=0.060 Acc=0.89 ---122305.20 ms/batch
Step 00021000 L_out=0.444 Acc=0.68 ---144544.15 ms/batch
Step 00021050 L_out=0.337 Acc=0.50 ---166662.48 ms/batch
Step 00021100 L_out=0.043 Acc=0.72 ---188985.04 ms/batch
Step 00021150 L_out=0.113 Acc=0.70 ---211577.49 ms/batch
Step 00021200 L_out=0.076 Acc=0.78 ---233801.83 ms/batch
Step 00021250 L_out=0.040 Acc=0.74 ---256065.40 ms/batch
Step 00021300 L_out=0.139 Acc=0.88 ---278338.06 ms/batch
Round 3 | epoch=1, train costTime=297.8270914554596, | total_activation_sum=6508082
Round 3 | epoch=2, current m_iou=0.5442847254089163
Round 3 | Best m_IoU is: 0.544, OA is: 0.871 | val costTime=124.07413911819458
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.073 Acc=0.79 --- 2707.57 ms/batch
Step 00021400 L_out=0.141 Acc=0.71 ---25122.38 ms/batch
Step 00021450 L_out=0.066 Acc=0.80 ---47274.01 ms/batch
Step 00021500 L_out=0.580 Acc=0.72 ---69496.87 ms/batch
Step 00021550 L_out=0.041 Acc=0.90 ---91735.45 ms/batch
Step 00021600 L_out=0.281 Acc=0.70 ---114036.16 ms/batch
Step 00021650 L_out=0.070 Acc=0.85 ---136360.36 ms/batch
Step 00021700 L_out=0.252 Acc=0.81 ---158595.41 ms/batch
Step 00021750 L_out=0.094 Acc=0.83 ---180812.89 ms/batch
Step 00021800 L_out=0.061 Acc=0.85 ---203053.99 ms/batch
Step 00021850 L_out=0.180 Acc=0.76 ---225377.57 ms/batch
Step 00021900 L_out=0.177 Acc=0.79 ---247537.37 ms/batch
Step 00021950 L_out=0.142 Acc=0.77 ---269785.40 ms/batch
Step 00022000 L_out=0.097 Acc=0.73 ---291862.27 ms/batch
Round 3 | epoch=2, train costTime=296.72369623184204, | total_activation_sum=6510575
Round 3 | epoch=3, current m_iou=0.4754022117611365
Round 3 | Best m_IoU is: 0.544, OA is: 0.871 | val costTime=122.58877921104431
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.669 Acc=0.66 ---17175.28 ms/batch
Step 00022100 L_out=0.083 Acc=0.81 ---39522.40 ms/batch
Step 00022150 L_out=0.176 Acc=0.85 ---61755.46 ms/batch
Step 00022200 L_out=0.095 Acc=0.74 ---83979.64 ms/batch
Step 00022250 L_out=0.155 Acc=0.68 ---106141.74 ms/batch
Step 00022300 L_out=0.158 Acc=0.66 ---128344.79 ms/batch
Step 00022350 L_out=0.014 Acc=0.78 ---150433.77 ms/batch
Step 00022400 L_out=0.154 Acc=0.83 ---172730.28 ms/batch
Step 00022450 L_out=0.126 Acc=0.75 ---194943.71 ms/batch
Step 00022500 L_out=0.288 Acc=0.57 ---217217.87 ms/batch
Step 00022550 L_out=0.728 Acc=0.50 ---239524.64 ms/batch
Step 00022600 L_out=0.128 Acc=0.74 ---261867.39 ms/batch
Step 00022650 L_out=0.156 Acc=0.84 ---283968.52 ms/batch
Round 3 | epoch=3, train costTime=296.44339418411255, | total_activation_sum=6498087
Round 3 | epoch=4, current m_iou=0.5029841228719681
Round 3 | Best m_IoU is: 0.544, OA is: 0.871 | val costTime=122.06339383125305
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.021 Acc=0.80 --- 9792.98 ms/batch
Step 00022750 L_out=0.139 Acc=0.73 ---32066.10 ms/batch
Step 00022800 L_out=0.047 Acc=0.89 ---54412.83 ms/batch
Step 00022850 L_out=0.068 Acc=0.84 ---76859.49 ms/batch
Step 00022900 L_out=0.149 Acc=0.66 ---99239.94 ms/batch
Step 00022950 L_out=0.083 Acc=0.53 ---121603.11 ms/batch
Step 00023000 L_out=0.056 Acc=0.79 ---143810.03 ms/batch
Step 00023050 L_out=0.057 Acc=0.78 ---166000.16 ms/batch
Step 00023100 L_out=0.011 Acc=0.45 ---188241.96 ms/batch
Step 00023150 L_out=0.040 Acc=0.94 ---210630.51 ms/batch
Step 00023200 L_out=0.207 Acc=0.75 ---232863.63 ms/batch
Step 00023250 L_out=0.051 Acc=0.83 ---255264.48 ms/batch
Step 00023300 L_out=0.223 Acc=0.80 ---277534.16 ms/batch
Round 3 | epoch=4, train costTime=297.52554392814636, | total_activation_sum=6553663
Round 3 | epoch=5, current m_iou=0.5707417987589845
Round 3 | Best m_IoU is: 0.571, OA is: 0.878 | val costTime=122.31640005111694
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.154 Acc=0.85 --- 2271.63 ms/batch
Step 00023400 L_out=0.112 Acc=0.84 ---24499.74 ms/batch
Step 00023450 L_out=0.031 Acc=0.83 ---46815.59 ms/batch
Step 00023500 L_out=0.043 Acc=0.80 ---68909.03 ms/batch
Step 00023550 L_out=0.059 Acc=0.79 ---91212.77 ms/batch
Step 00023600 L_out=0.045 Acc=0.74 ---113379.13 ms/batch
Step 00023650 L_out=0.085 Acc=0.79 ---135724.99 ms/batch
Step 00023700 L_out=0.057 Acc=0.80 ---157934.52 ms/batch
Step 00023750 L_out=0.091 Acc=0.79 ---180216.63 ms/batch
Step 00023800 L_out=0.031 Acc=0.82 ---202578.01 ms/batch
Step 00023850 L_out=0.419 Acc=0.78 ---224906.54 ms/batch
Step 00023900 L_out=0.042 Acc=0.85 ---247156.23 ms/batch
Step 00023950 L_out=0.031 Acc=0.86 ---269309.66 ms/batch
Step 00024000 L_out=0.054 Acc=0.77 ---291595.09 ms/batch
Round 3 | epoch=5, train costTime=297.0458381175995, | total_activation_sum=6583790
Round 3 | epoch=6, current m_iou=0.5932704658355082
Round 3 | Best m_IoU is: 0.593, OA is: 0.893 | val costTime=122.92721676826477
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.027 Acc=0.86 ---16840.38 ms/batch
Step 00024100 L_out=0.013 Acc=0.95 ---39130.47 ms/batch
Step 00024150 L_out=0.056 Acc=0.89 ---61346.79 ms/batch
Step 00024200 L_out=0.057 Acc=0.81 ---83670.62 ms/batch
Step 00024250 L_out=0.025 Acc=0.86 ---105831.61 ms/batch
Step 00024300 L_out=0.051 Acc=0.80 ---128040.26 ms/batch
Step 00024350 L_out=0.030 Acc=0.83 ---150157.40 ms/batch
Step 00024400 L_out=0.027 Acc=0.89 ---172461.46 ms/batch
Step 00024450 L_out=0.113 Acc=0.83 ---194746.15 ms/batch
Step 00024500 L_out=0.070 Acc=0.86 ---216974.58 ms/batch
Step 00024550 L_out=0.038 Acc=0.81 ---239200.75 ms/batch
Step 00024600 L_out=0.105 Acc=0.82 ---261614.36 ms/batch
Step 00024650 L_out=0.027 Acc=0.86 ---283951.20 ms/batch
Round 3 | epoch=6, train costTime=296.8315405845642, | total_activation_sum=6504691
Round 3 | epoch=7, current m_iou=0.5804334277244986
Round 3 | Best m_IoU is: 0.593, OA is: 0.893 | val costTime=124.24931192398071
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.116 Acc=0.71 --- 9444.94 ms/batch
Step 00024750 L_out=0.042 Acc=0.84 ---31912.24 ms/batch
Step 00024800 L_out=0.016 Acc=0.92 ---54203.70 ms/batch
Step 00024850 L_out=0.090 Acc=0.75 ---76333.21 ms/batch
Step 00024900 L_out=0.158 Acc=0.84 ---98497.08 ms/batch
Step 00024950 L_out=0.015 Acc=0.84 ---120704.24 ms/batch
Step 00025000 L_out=0.062 Acc=0.71 ---143306.22 ms/batch
Step 00025050 L_out=0.023 Acc=0.85 ---165539.29 ms/batch
Step 00025100 L_out=0.027 Acc=0.77 ---187829.01 ms/batch
Step 00025150 L_out=0.063 Acc=0.87 ---209954.42 ms/batch
Step 00025200 L_out=0.131 Acc=0.83 ---232351.62 ms/batch
Step 00025250 L_out=0.074 Acc=0.76 ---254600.79 ms/batch
Step 00025300 L_out=0.052 Acc=0.72 ---276863.21 ms/batch
Round 3 | epoch=7, train costTime=297.2614760398865, | total_activation_sum=6509115
Round 3 | epoch=8, current m_iou=0.5730750508574826
Round 3 | Best m_IoU is: 0.593, OA is: 0.893 | val costTime=125.91110348701477
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.017 Acc=0.92 --- 1786.36 ms/batch
Step 00025400 L_out=0.087 Acc=0.78 ---24221.47 ms/batch
Step 00025450 L_out=0.073 Acc=0.77 ---46520.57 ms/batch
Step 00025500 L_out=0.055 Acc=0.67 ---68815.89 ms/batch
Step 00025550 L_out=0.130 Acc=0.77 ---90966.09 ms/batch
Step 00025600 L_out=0.045 Acc=0.85 ---113430.99 ms/batch
Step 00025650 L_out=0.046 Acc=0.87 ---135743.66 ms/batch
Step 00025700 L_out=0.026 Acc=0.89 ---158106.53 ms/batch
Step 00025750 L_out=0.021 Acc=0.85 ---180342.53 ms/batch
Step 00025800 L_out=0.048 Acc=0.77 ---202604.98 ms/batch
Step 00025850 L_out=0.160 Acc=0.73 ---224933.46 ms/batch
Step 00025900 L_out=0.056 Acc=0.87 ---247146.43 ms/batch
Step 00025950 L_out=0.048 Acc=0.80 ---269396.41 ms/batch
Step 00026000 L_out=0.055 Acc=0.83 ---291710.48 ms/batch
Round 3 | epoch=8, train costTime=297.495228767395, | total_activation_sum=6598513
Round 3 | epoch=9, current m_iou=0.5972077009269396
Round 3 | Best m_IoU is: 0.597, OA is: 0.899 | val costTime=125.0913097858429
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.039 Acc=0.80 ---16394.72 ms/batch
Step 00026100 L_out=0.093 Acc=0.79 ---38744.13 ms/batch
Step 00026150 L_out=0.048 Acc=0.80 ---61048.12 ms/batch
Step 00026200 L_out=0.088 Acc=0.87 ---83246.86 ms/batch
Step 00026250 L_out=0.020 Acc=0.77 ---105487.80 ms/batch
Step 00026300 L_out=0.056 Acc=0.85 ---127772.83 ms/batch
Step 00026350 L_out=0.107 Acc=0.77 ---150044.76 ms/batch
Step 00026400 L_out=0.081 Acc=0.89 ---172417.34 ms/batch
Step 00026450 L_out=0.041 Acc=0.70 ---194770.53 ms/batch
Step 00026500 L_out=0.038 Acc=0.89 ---216847.75 ms/batch
Step 00026550 L_out=0.034 Acc=0.89 ---238945.96 ms/batch
Step 00026600 L_out=0.024 Acc=0.84 ---261186.47 ms/batch
Step 00026650 L_out=0.036 Acc=0.86 ---283578.84 ms/batch
Round 3 | epoch=9, train costTime=296.9404661655426, | total_activation_sum=6555267
Round 3 | epoch=10, current m_iou=0.6082862259241294
Round 3 | Best m_IoU is: 0.608, OA is: 0.901 | val costTime=126.62094688415527
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.101 Acc=0.76 --- 8888.06 ms/batch
Step 00026750 L_out=0.010 Acc=0.85 ---31072.35 ms/batch
Step 00026800 L_out=0.049 Acc=0.78 ---53578.48 ms/batch
Step 00026850 L_out=0.030 Acc=0.79 ---75773.93 ms/batch
Step 00026900 L_out=0.078 Acc=0.83 ---98029.23 ms/batch
Step 00026950 L_out=0.103 Acc=0.91 ---120416.86 ms/batch
Step 00027000 L_out=0.045 Acc=0.80 ---142630.12 ms/batch
Step 00027050 L_out=0.070 Acc=0.87 ---164865.79 ms/batch
Step 00027100 L_out=0.201 Acc=0.85 ---187010.32 ms/batch
Step 00027150 L_out=0.179 Acc=0.87 ---209305.29 ms/batch
Step 00027200 L_out=0.158 Acc=0.81 ---231603.10 ms/batch
Step 00027250 L_out=0.318 Acc=0.72 ---253848.15 ms/batch
Step 00027300 L_out=0.048 Acc=0.91 ---276254.83 ms/batch
Round 3 | epoch=10, train costTime=297.1830711364746, | total_activation_sum=6487696
Round 3 | epoch=11, current m_iou=0.6185410566530776
Round 3 | Best m_IoU is: 0.619, OA is: 0.906 | val costTime=125.3703966140747
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.042 Acc=0.94 --- 1351.05 ms/batch
Step 00027400 L_out=0.125 Acc=0.81 ---23585.54 ms/batch
Step 00027450 L_out=0.024 Acc=0.66 ---45913.68 ms/batch
Step 00027500 L_out=0.127 Acc=0.85 ---68246.20 ms/batch
Step 00027550 L_out=0.094 Acc=0.67 ---90679.98 ms/batch
Step 00027600 L_out=0.112 Acc=0.74 ---112960.54 ms/batch
Step 00027650 L_out=0.101 Acc=0.78 ---135309.53 ms/batch
Step 00027700 L_out=0.155 Acc=0.84 ---157524.00 ms/batch
Step 00027750 L_out=0.091 Acc=0.90 ---179823.91 ms/batch
Step 00027800 L_out=0.029 Acc=0.91 ---201978.14 ms/batch
Step 00027850 L_out=0.097 Acc=0.65 ---224347.52 ms/batch
Step 00027900 L_out=0.033 Acc=0.90 ---246518.54 ms/batch
Step 00027950 L_out=0.020 Acc=0.90 ---268733.95 ms/batch
Step 00028000 L_out=0.079 Acc=0.84 ---290924.35 ms/batch
Round 3 | epoch=11, train costTime=297.1568932533264, | total_activation_sum=6532558
Round 3 | epoch=12, current m_iou=0.6063139327660594
Round 3 | Best m_IoU is: 0.619, OA is: 0.906 | val costTime=123.64134621620178
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.073 Acc=0.81 ---16041.49 ms/batch
Step 00028100 L_out=0.257 Acc=0.83 ---38401.62 ms/batch
Step 00028150 L_out=0.036 Acc=0.92 ---60766.07 ms/batch
Step 00028200 L_out=0.032 Acc=0.85 ---82927.26 ms/batch
Step 00028250 L_out=0.015 Acc=0.90 ---105169.14 ms/batch
Step 00028300 L_out=0.007 Acc=0.85 ---127538.79 ms/batch
Step 00028350 L_out=0.051 Acc=0.81 ---149894.79 ms/batch
Step 00028400 L_out=0.023 Acc=0.91 ---172021.19 ms/batch
Step 00028450 L_out=0.016 Acc=0.93 ---194385.26 ms/batch
Step 00028500 L_out=0.015 Acc=0.86 ---216629.14 ms/batch
Step 00028550 L_out=0.086 Acc=0.93 ---238650.89 ms/batch
Step 00028600 L_out=0.040 Acc=0.84 ---260886.58 ms/batch
Step 00028650 L_out=0.415 Acc=0.69 ---283104.29 ms/batch
Round 3 | epoch=12, train costTime=296.88617634773254, | total_activation_sum=6538382
Round 3 | epoch=13, current m_iou=0.6036760581913322
Round 3 | Best m_IoU is: 0.619, OA is: 0.906 | val costTime=122.3441276550293
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.031 Acc=0.80 --- 8467.48 ms/batch
Step 00028750 L_out=0.055 Acc=0.88 ---30884.62 ms/batch
Step 00028800 L_out=0.200 Acc=0.87 ---52999.61 ms/batch
Step 00028850 L_out=0.022 Acc=0.72 ---75229.29 ms/batch
Step 00028900 L_out=0.029 Acc=0.89 ---97583.00 ms/batch
Step 00028950 L_out=0.055 Acc=0.91 ---119813.75 ms/batch
Step 00029000 L_out=0.019 Acc=0.78 ---142002.66 ms/batch
Step 00029050 L_out=0.074 Acc=0.90 ---164444.05 ms/batch
Step 00029100 L_out=0.070 Acc=0.83 ---186574.43 ms/batch
Step 00029150 L_out=0.069 Acc=0.77 ---208950.40 ms/batch
Step 00029200 L_out=0.057 Acc=0.92 ---231161.96 ms/batch
Step 00029250 L_out=0.033 Acc=0.95 ---253528.67 ms/batch
Step 00029300 L_out=0.041 Acc=0.86 ---275984.51 ms/batch
Round 3 | epoch=13, train costTime=297.31386494636536, | total_activation_sum=6565060
Round 3 | epoch=14, current m_iou=0.6102148738296751
Round 3 | Best m_IoU is: 0.619, OA is: 0.906 | val costTime=120.47487449645996
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.030 Acc=0.83 ---  916.50 ms/batch
Step 00029400 L_out=0.183 Acc=0.68 ---23031.43 ms/batch
Step 00029450 L_out=0.088 Acc=0.95 ---45119.51 ms/batch
Step 00029500 L_out=0.003 Acc=0.89 ---67402.18 ms/batch
Step 00029550 L_out=0.007 Acc=0.93 ---89571.63 ms/batch
Step 00029600 L_out=0.318 Acc=0.73 ---111676.72 ms/batch
Step 00029650 L_out=0.026 Acc=0.75 ---133915.99 ms/batch
Step 00029700 L_out=0.045 Acc=0.94 ---156263.91 ms/batch
Step 00029750 L_out=0.007 Acc=0.90 ---178367.34 ms/batch
Step 00029800 L_out=0.141 Acc=0.89 ---200694.55 ms/batch
Step 00029850 L_out=0.045 Acc=0.82 ---222972.30 ms/batch
Step 00029900 L_out=0.052 Acc=0.89 ---245128.06 ms/batch
Step 00029950 L_out=0.037 Acc=0.91 ---267251.97 ms/batch
Step 00030000 L_out=0.004 Acc=0.91 ---289764.93 ms/batch
Round 3 | epoch=14, train costTime=296.45725107192993, | total_activation_sum=6498449
Round 3 | epoch=15, current m_iou=0.6219437780763399
Round 3 | Best m_IoU is: 0.622, OA is: 0.909 | val costTime=120.7817873954773
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.018 Acc=0.90 ---15455.98 ms/batch
Step 00030100 L_out=0.017 Acc=0.90 ---37639.34 ms/batch
Step 00030150 L_out=0.223 Acc=0.79 ---59934.89 ms/batch
Step 00030200 L_out=0.052 Acc=0.89 ---82172.07 ms/batch
Step 00030250 L_out=0.030 Acc=0.92 ---104548.92 ms/batch
Step 00030300 L_out=0.005 Acc=0.90 ---126795.90 ms/batch
Step 00030350 L_out=0.103 Acc=0.84 ---149158.08 ms/batch
Step 00030400 L_out=0.098 Acc=0.73 ---171435.80 ms/batch
Step 00030450 L_out=0.120 Acc=0.80 ---193715.53 ms/batch
Step 00030500 L_out=0.037 Acc=0.89 ---215940.41 ms/batch
Step 00030550 L_out=0.073 Acc=0.95 ---238217.50 ms/batch
Step 00030600 L_out=0.054 Acc=0.89 ---260493.41 ms/batch
Step 00030650 L_out=0.032 Acc=0.92 ---282715.04 ms/batch
Round 3 | epoch=15, train costTime=297.0020532608032, | total_activation_sum=6573874
Round 3 | epoch=16, current m_iou=0.6256660415520833
Round 3 | Best m_IoU is: 0.626, OA is: 0.911 | val costTime=120.8223729133606
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.025 Acc=0.94 --- 7933.37 ms/batch
Step 00030750 L_out=0.034 Acc=0.90 ---30291.83 ms/batch
Step 00030800 L_out=0.075 Acc=0.84 ---52593.50 ms/batch
Step 00030850 L_out=0.075 Acc=0.80 ---74893.52 ms/batch
Step 00030900 L_out=0.106 Acc=0.89 ---97082.32 ms/batch
Step 00030950 L_out=0.040 Acc=0.73 ---119259.04 ms/batch
Step 00031000 L_out=0.021 Acc=0.89 ---141333.12 ms/batch
Step 00031050 L_out=0.065 Acc=0.82 ---163556.34 ms/batch
Step 00031100 L_out=0.111 Acc=0.83 ---185860.83 ms/batch
Step 00031150 L_out=0.097 Acc=0.87 ---208015.50 ms/batch
Step 00031200 L_out=0.072 Acc=0.85 ---230210.46 ms/batch
Step 00031250 L_out=0.036 Acc=0.79 ---252685.32 ms/batch
Step 00031300 L_out=0.059 Acc=0.85 ---274880.30 ms/batch
Round 3 | epoch=16, train costTime=296.6396014690399, | total_activation_sum=6566431
Round 3 | epoch=17, current m_iou=0.6167387023690263
Round 3 | Best m_IoU is: 0.626, OA is: 0.911 | val costTime=125.86440134048462
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.056 Acc=0.86 ---  466.84 ms/batch
Step 00031400 L_out=0.053 Acc=0.87 ---22693.48 ms/batch
Step 00031450 L_out=0.100 Acc=0.84 ---45113.69 ms/batch
Step 00031500 L_out=0.014 Acc=0.87 ---67426.26 ms/batch
Step 00031550 L_out=0.038 Acc=0.83 ---89651.77 ms/batch
Step 00031600 L_out=0.043 Acc=0.76 ---111947.25 ms/batch
Step 00031650 L_out=0.030 Acc=0.84 ---134238.82 ms/batch
Step 00031700 L_out=0.012 Acc=0.88 ---156602.26 ms/batch
Step 00031750 L_out=0.011 Acc=0.86 ---178818.57 ms/batch
Step 00031800 L_out=0.016 Acc=0.85 ---200987.86 ms/batch
Step 00031850 L_out=0.574 Acc=0.74 ---223395.06 ms/batch
Step 00031900 L_out=0.062 Acc=0.91 ---245549.95 ms/batch
Step 00031950 L_out=0.036 Acc=0.91 ---267859.28 ms/batch
Step 00032000 L_out=0.062 Acc=0.83 ---290150.47 ms/batch
Round 3 | epoch=17, train costTime=297.2972128391266, | total_activation_sum=6514368
Round 3 | epoch=18, current m_iou=0.6238809767074658
Round 3 | Best m_IoU is: 0.626, OA is: 0.911 | val costTime=126.75012493133545
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.054 Acc=0.88 ---15020.20 ms/batch
Step 00032100 L_out=0.051 Acc=0.75 ---37417.13 ms/batch
Step 00032150 L_out=0.008 Acc=0.88 ---59622.77 ms/batch
Step 00032200 L_out=0.028 Acc=0.88 ---82050.69 ms/batch
Step 00032250 L_out=0.008 Acc=0.80 ---104505.30 ms/batch
Step 00032300 L_out=0.027 Acc=0.90 ---126823.64 ms/batch
Step 00032350 L_out=0.024 Acc=0.96 ---148985.54 ms/batch
Step 00032400 L_out=0.055 Acc=0.81 ---171113.37 ms/batch
Step 00032450 L_out=0.017 Acc=0.94 ---193378.11 ms/batch
Step 00032500 L_out=0.029 Acc=0.82 ---215753.21 ms/batch
Step 00032550 L_out=0.028 Acc=0.89 ---238074.89 ms/batch
Step 00032600 L_out=0.010 Acc=0.90 ---260309.82 ms/batch
Step 00032650 L_out=0.026 Acc=0.89 ---282625.48 ms/batch
Round 3 | epoch=18, train costTime=297.3751423358917, | total_activation_sum=6539631
Round 3 | epoch=19, current m_iou=0.6258752959947511
Round 3 | Best m_IoU is: 0.626, OA is: 0.910 | val costTime=123.17893075942993
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.024 Acc=0.88 --- 7618.72 ms/batch
Step 00032750 L_out=0.042 Acc=0.82 ---29840.51 ms/batch
Step 00032800 L_out=0.080 Acc=0.85 ---52035.88 ms/batch
Step 00032850 L_out=0.033 Acc=0.91 ---74353.22 ms/batch
Step 00032900 L_out=0.027 Acc=0.92 ---96683.17 ms/batch
Step 00032950 L_out=0.009 Acc=0.85 ---119057.73 ms/batch
Step 00033000 L_out=0.402 Acc=0.16 ---141440.02 ms/batch
Step 00033050 L_out=0.039 Acc=0.90 ---163796.11 ms/batch
Step 00033100 L_out=0.055 Acc=0.85 ---186098.26 ms/batch
Step 00033150 L_out=0.011 Acc=0.90 ---208385.09 ms/batch
Step 00033200 L_out=0.017 Acc=0.88 ---230662.64 ms/batch
Step 00033250 L_out=0.029 Acc=0.84 ---252855.63 ms/batch
Step 00033300 L_out=0.027 Acc=0.94 ---275004.46 ms/batch
Step 00033350 L_out=0.010 Acc=0.94 ---297367.43 ms/batch
Round 3 | epoch=19, train costTime=297.367529630661, | total_activation_sum=6489039
Round 3 | epoch=20, current m_iou=0.6266781709383158
Round 3 | Best m_IoU is: 0.627, OA is: 0.907 | val costTime=123.20228910446167
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.045 Acc=0.86 ---22219.73 ms/batch
Step 00033450 L_out=0.051 Acc=0.77 ---44442.89 ms/batch
Step 00033500 L_out=0.448 Acc=0.71 ---66569.35 ms/batch
Step 00033550 L_out=0.037 Acc=0.88 ---88888.96 ms/batch
Step 00033600 L_out=0.008 Acc=0.88 ---111357.83 ms/batch
Step 00033650 L_out=0.024 Acc=0.91 ---133569.39 ms/batch
Step 00033700 L_out=0.019 Acc=0.94 ---155841.86 ms/batch
Step 00033750 L_out=0.014 Acc=0.84 ---178206.92 ms/batch
Step 00033800 L_out=0.202 Acc=0.74 ---200491.29 ms/batch
Step 00033850 L_out=0.018 Acc=0.88 ---222747.29 ms/batch
Step 00033900 L_out=0.130 Acc=0.89 ---245068.30 ms/batch
Step 00033950 L_out=0.007 Acc=0.77 ---267508.71 ms/batch
Step 00034000 L_out=0.027 Acc=0.87 ---289797.93 ms/batch
Round 3 | epoch=20, train costTime=297.33173656463623, | total_activation_sum=6539833
Round 3 | epoch=21, current m_iou=0.6251594707068346
Round 3 | Best m_IoU is: 0.627, OA is: 0.907 | val costTime=122.4899275302887
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.003 Acc=0.88 ---14785.96 ms/batch
Step 00034100 L_out=0.015 Acc=0.88 ---36874.64 ms/batch
Step 00034150 L_out=0.016 Acc=0.93 ---59027.91 ms/batch
Step 00034200 L_out=0.224 Acc=0.81 ---81214.73 ms/batch
Step 00034250 L_out=0.084 Acc=0.87 ---103408.26 ms/batch
Step 00034300 L_out=0.016 Acc=0.94 ---125575.33 ms/batch
Step 00034350 L_out=0.009 Acc=0.83 ---147777.38 ms/batch
Step 00034400 L_out=0.020 Acc=0.94 ---170132.50 ms/batch
Step 00034450 L_out=0.013 Acc=0.89 ---192455.34 ms/batch
Step 00034500 L_out=0.114 Acc=0.88 ---214679.34 ms/batch
Step 00034550 L_out=0.063 Acc=0.88 ---236937.02 ms/batch
Step 00034600 L_out=0.025 Acc=0.91 ---259285.87 ms/batch
Step 00034650 L_out=0.014 Acc=0.97 ---281602.58 ms/batch
Round 3 | epoch=21, train costTime=296.77818298339844, | total_activation_sum=6513186
Round 3 | epoch=22, current m_iou=0.6337723080390472
Round 3 | Best m_IoU is: 0.634, OA is: 0.908 | val costTime=122.53152751922607
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.061 Acc=0.89 --- 7217.09 ms/batch
Step 00034750 L_out=0.013 Acc=0.94 ---29616.48 ms/batch
Step 00034800 L_out=0.011 Acc=0.91 ---51956.45 ms/batch
Step 00034850 L_out=0.070 Acc=0.82 ---74141.74 ms/batch
Step 00034900 L_out=0.018 Acc=0.89 ---96384.06 ms/batch
Step 00034950 L_out=0.015 Acc=0.92 ---118703.62 ms/batch
Step 00035000 L_out=0.038 Acc=0.86 ---140953.92 ms/batch
Step 00035050 L_out=0.009 Acc=0.93 ---163367.51 ms/batch
Step 00035100 L_out=0.037 Acc=0.87 ---185647.27 ms/batch
Step 00035150 L_out=0.022 Acc=0.86 ---208047.55 ms/batch
Step 00035200 L_out=0.050 Acc=0.87 ---230231.38 ms/batch
Step 00035250 L_out=0.014 Acc=0.85 ---252445.38 ms/batch
Step 00035300 L_out=0.072 Acc=0.74 ---274801.09 ms/batch
Step 00035350 L_out=0.020 Acc=0.83 ---297076.95 ms/batch
Round 3 | epoch=22, train costTime=297.528507232666, | total_activation_sum=6514467
Round 3 | epoch=23, current m_iou=0.6303047157623135
Round 3 | Best m_IoU is: 0.634, OA is: 0.908 | val costTime=122.06224417686462
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.029 Acc=0.89 ---21854.18 ms/batch
Step 00035450 L_out=0.031 Acc=0.84 ---44208.99 ms/batch
Step 00035500 L_out=0.037 Acc=0.94 ---66425.30 ms/batch
Step 00035550 L_out=0.020 Acc=0.88 ---88779.71 ms/batch
Step 00035600 L_out=0.039 Acc=0.91 ---111043.98 ms/batch
Step 00035650 L_out=0.021 Acc=0.90 ---133284.96 ms/batch
Step 00035700 L_out=0.050 Acc=0.89 ---155593.61 ms/batch
Step 00035750 L_out=0.010 Acc=0.91 ---177652.95 ms/batch
Step 00035800 L_out=0.071 Acc=0.89 ---199860.44 ms/batch
Step 00035850 L_out=0.021 Acc=0.91 ---222036.79 ms/batch
Step 00035900 L_out=0.063 Acc=0.82 ---244543.99 ms/batch
Step 00035950 L_out=0.024 Acc=0.86 ---266844.04 ms/batch
Step 00036000 L_out=0.015 Acc=0.91 ---288966.83 ms/batch
Round 3 | epoch=23, train costTime=296.91889786720276, | total_activation_sum=6625373
Round 3 | epoch=24, current m_iou=0.63488616298781
Round 3 | Best m_IoU is: 0.635, OA is: 0.910 | val costTime=123.05054330825806
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.032 Acc=0.77 ---14252.58 ms/batch
Step 00036100 L_out=0.037 Acc=0.91 ---36416.63 ms/batch
Step 00036150 L_out=0.097 Acc=0.83 ---58511.60 ms/batch
Step 00036200 L_out=0.201 Acc=0.87 ---80798.58 ms/batch
Step 00036250 L_out=0.063 Acc=0.78 ---103027.90 ms/batch
Step 00036300 L_out=0.050 Acc=0.91 ---125381.54 ms/batch
Step 00036350 L_out=0.074 Acc=0.94 ---147579.34 ms/batch
Step 00036400 L_out=0.011 Acc=0.90 ---169909.11 ms/batch
Step 00036450 L_out=0.011 Acc=0.93 ---192153.47 ms/batch
Step 00036500 L_out=0.066 Acc=0.90 ---214375.33 ms/batch
Step 00036550 L_out=0.047 Acc=0.96 ---236581.52 ms/batch
Step 00036600 L_out=0.019 Acc=0.91 ---258684.80 ms/batch
Step 00036650 L_out=0.009 Acc=0.95 ---280994.31 ms/batch
Round 3 | epoch=24, train costTime=296.6208927631378, | total_activation_sum=6459731
Round 3 | epoch=25, current m_iou=0.6370441366946724
Round 3 | Best m_IoU is: 0.637, OA is: 0.911 | val costTime=122.57994413375854
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.005 Acc=0.91 --- 6768.70 ms/batch
Step 00036750 L_out=0.016 Acc=0.91 ---29004.90 ms/batch
Step 00036800 L_out=0.110 Acc=0.87 ---51173.99 ms/batch
Step 00036850 L_out=0.032 Acc=0.92 ---73477.50 ms/batch
Step 00036900 L_out=0.033 Acc=0.87 ---95860.59 ms/batch
Step 00036950 L_out=0.040 Acc=0.87 ---118072.31 ms/batch
Step 00037000 L_out=0.101 Acc=0.87 ---140176.16 ms/batch
Step 00037050 L_out=0.075 Acc=0.86 ---162267.23 ms/batch
Step 00037100 L_out=0.013 Acc=0.93 ---184620.84 ms/batch
Step 00037150 L_out=0.051 Acc=0.86 ---206830.85 ms/batch
Step 00037200 L_out=0.005 Acc=0.92 ---229103.99 ms/batch
Step 00037250 L_out=0.017 Acc=0.94 ---251483.54 ms/batch
Step 00037300 L_out=0.010 Acc=0.90 ---273745.58 ms/batch
Step 00037350 L_out=0.059 Acc=0.88 ---295932.59 ms/batch
Round 3 | epoch=25, train costTime=296.8350672721863, | total_activation_sum=6585583
Round 3 | epoch=26, current m_iou=0.6317173632810203
Round 3 | Best m_IoU is: 0.637, OA is: 0.911 | val costTime=121.72868180274963
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.020 Acc=0.88 ---21270.58 ms/batch
Step 00037450 L_out=0.025 Acc=0.96 ---43511.68 ms/batch
Step 00037500 L_out=0.018 Acc=0.90 ---65843.99 ms/batch
Step 00037550 L_out=0.053 Acc=0.86 ---88067.58 ms/batch
Step 00037600 L_out=0.021 Acc=0.85 ---110381.45 ms/batch
Step 00037650 L_out=0.055 Acc=0.67 ---132626.60 ms/batch
Step 00037700 L_out=0.014 Acc=0.93 ---154912.16 ms/batch
Step 00037750 L_out=0.076 Acc=0.91 ---177190.98 ms/batch
Step 00037800 L_out=0.031 Acc=0.85 ---199539.41 ms/batch
Step 00037850 L_out=0.015 Acc=0.87 ---222002.83 ms/batch
Step 00037900 L_out=0.005 Acc=0.94 ---244218.88 ms/batch
Step 00037950 L_out=0.005 Acc=0.93 ---266409.07 ms/batch
Step 00038000 L_out=0.018 Acc=0.89 ---288604.71 ms/batch
Round 3 | epoch=26, train costTime=297.1104893684387, | total_activation_sum=6600663
Round 3 | epoch=27, current m_iou=0.634539938911949
Round 3 | Best m_IoU is: 0.637, OA is: 0.911 | val costTime=126.11165452003479
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.033 Acc=0.94 ---13797.30 ms/batch
Step 00038100 L_out=0.033 Acc=0.95 ---36065.06 ms/batch
Step 00038150 L_out=0.012 Acc=0.89 ---58252.25 ms/batch
Step 00038200 L_out=0.112 Acc=0.91 ---80405.09 ms/batch
Step 00038250 L_out=0.049 Acc=0.87 ---102664.89 ms/batch
Step 00038300 L_out=0.007 Acc=0.88 ---124928.66 ms/batch
Step 00038350 L_out=0.059 Acc=0.84 ---147162.97 ms/batch
Step 00038400 L_out=0.076 Acc=0.89 ---169341.09 ms/batch
Step 00038450 L_out=0.021 Acc=0.93 ---191825.44 ms/batch
Step 00038500 L_out=0.020 Acc=0.89 ---214154.02 ms/batch
Step 00038550 L_out=0.008 Acc=0.91 ---236413.29 ms/batch
Step 00038600 L_out=0.047 Acc=0.87 ---258620.37 ms/batch
Step 00038650 L_out=0.016 Acc=0.85 ---280908.13 ms/batch
Round 3 | epoch=27, train costTime=297.06124925613403, | total_activation_sum=6492793
Round 3 | epoch=28, current m_iou=0.6445043456294386
Round 3 | Best m_IoU is: 0.645, OA is: 0.913 | val costTime=125.99287009239197
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.028 Acc=0.83 --- 6315.85 ms/batch
Step 00038750 L_out=0.018 Acc=0.93 ---28523.03 ms/batch
Step 00038800 L_out=0.061 Acc=0.86 ---50917.96 ms/batch
Step 00038850 L_out=0.021 Acc=0.92 ---73259.84 ms/batch
Step 00038900 L_out=0.004 Acc=0.94 ---95430.95 ms/batch
Step 00038950 L_out=0.054 Acc=0.95 ---117643.03 ms/batch
Step 00039000 L_out=0.018 Acc=0.91 ---139926.37 ms/batch
Step 00039050 L_out=0.038 Acc=0.86 ---162121.95 ms/batch
Step 00039100 L_out=0.013 Acc=0.93 ---184401.77 ms/batch
Step 00039150 L_out=0.012 Acc=0.90 ---206780.25 ms/batch
Step 00039200 L_out=0.018 Acc=0.84 ---228972.31 ms/batch
Step 00039250 L_out=0.033 Acc=0.90 ---251113.32 ms/batch
Step 00039300 L_out=0.013 Acc=0.90 ---273360.97 ms/batch
Step 00039350 L_out=0.009 Acc=0.90 ---295738.57 ms/batch
Round 3 | epoch=28, train costTime=297.05063819885254, | total_activation_sum=6512153
Round 3 | epoch=29, current m_iou=0.6287253423376864
Round 3 | Best m_IoU is: 0.645, OA is: 0.913 | val costTime=122.59192824363708
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.003 Acc=0.92 ---20998.58 ms/batch
Step 00039450 L_out=0.054 Acc=0.89 ---43062.34 ms/batch
Step 00039500 L_out=0.038 Acc=0.89 ---65289.33 ms/batch
Step 00039550 L_out=0.016 Acc=0.90 ---87488.83 ms/batch
Step 00039600 L_out=0.020 Acc=0.93 ---109787.37 ms/batch
Step 00039650 L_out=0.020 Acc=0.90 ---131963.80 ms/batch
Step 00039700 L_out=0.022 Acc=0.84 ---154285.17 ms/batch
Step 00039750 L_out=0.013 Acc=0.92 ---176611.19 ms/batch
Step 00039800 L_out=0.018 Acc=0.88 ---199011.55 ms/batch
Step 00039850 L_out=0.016 Acc=0.85 ---221162.09 ms/batch
Step 00039900 L_out=0.010 Acc=0.91 ---243344.37 ms/batch
Step 00039950 L_out=0.069 Acc=0.89 ---265713.49 ms/batch
Step 00040000 L_out=0.054 Acc=0.88 ---288126.98 ms/batch
Round 3 | epoch=29, train costTime=297.04494547843933, | total_activation_sum=6505510
Round 3 | epoch=30, current m_iou=0.6260472632462517
Round 3 | Best m_IoU is: 0.645, OA is: 0.913 | val costTime=120.53578281402588
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=0.400 Acc=0.67 ---13548.54 ms/batch
Step 00040100 L_out=0.303 Acc=0.65 ---36010.66 ms/batch
Step 00040150 L_out=0.500 Acc=0.64 ---58425.97 ms/batch
Step 00040200 L_out=1.089 Acc=0.43 ---80913.45 ms/batch
Step 00040250 L_out=0.074 Acc=0.81 ---103236.85 ms/batch
Step 00040300 L_out=0.347 Acc=0.81 ---125678.51 ms/batch
Step 00040350 L_out=0.156 Acc=0.64 ---148266.88 ms/batch
Step 00040400 L_out=0.191 Acc=0.75 ---170613.73 ms/batch
Step 00040450 L_out=0.709 Acc=0.66 ---193000.61 ms/batch
Step 00040500 L_out=0.336 Acc=0.77 ---215356.24 ms/batch
Step 00040550 L_out=0.198 Acc=0.82 ---237624.69 ms/batch
Step 00040600 L_out=0.296 Acc=0.80 ---260019.03 ms/batch
Step 00040650 L_out=0.344 Acc=0.69 ---282333.09 ms/batch
Round 4 | epoch=0, train costTime=298.92072057724, | total_activation_sum=9364167
Round 4 | epoch=1, current m_iou=0.4331111988655
Round 4 | Best m_IoU is: 0.433, OA is: 0.829 | val costTime=129.75885200500488
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.232 Acc=0.86 --- 5793.97 ms/batch
Step 00040750 L_out=0.302 Acc=0.75 ---28248.89 ms/batch
Step 00040800 L_out=0.131 Acc=0.65 ---50686.14 ms/batch
Step 00040850 L_out=0.240 Acc=0.73 ---73144.76 ms/batch
Step 00040900 L_out=1.325 Acc=0.85 ---95505.08 ms/batch
Step 00040950 L_out=0.533 Acc=0.67 ---117972.39 ms/batch
Step 00041000 L_out=0.194 Acc=0.82 ---140303.85 ms/batch
Step 00041050 L_out=0.033 Acc=0.89 ---162712.40 ms/batch
Step 00041100 L_out=0.253 Acc=0.72 ---185004.48 ms/batch
Step 00041150 L_out=0.132 Acc=0.82 ---207258.33 ms/batch
Step 00041200 L_out=0.392 Acc=0.79 ---229519.43 ms/batch
Step 00041250 L_out=0.615 Acc=0.67 ---251714.88 ms/batch
Step 00041300 L_out=0.055 Acc=0.92 ---274046.26 ms/batch
Step 00041350 L_out=0.123 Acc=0.86 ---296433.01 ms/batch
Round 4 | epoch=1, train costTime=298.22981905937195, | total_activation_sum=9321373
Round 4 | epoch=2, current m_iou=0.5281770536853436
Round 4 | Best m_IoU is: 0.528, OA is: 0.879 | val costTime=121.78297853469849
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.570 Acc=0.63 ---20670.82 ms/batch
Step 00041450 L_out=0.220 Acc=0.75 ---42945.45 ms/batch
Step 00041500 L_out=0.124 Acc=0.59 ---65299.17 ms/batch
Step 00041550 L_out=0.082 Acc=0.85 ---87597.27 ms/batch
Step 00041600 L_out=0.135 Acc=0.89 ---109940.04 ms/batch
Step 00041650 L_out=0.106 Acc=0.85 ---132333.83 ms/batch
Step 00041700 L_out=0.089 Acc=0.69 ---154524.97 ms/batch
Step 00041750 L_out=0.057 Acc=0.83 ---176820.67 ms/batch
Step 00041800 L_out=0.078 Acc=0.78 ---199310.51 ms/batch
Step 00041850 L_out=0.123 Acc=0.91 ---221569.84 ms/batch
Step 00041900 L_out=0.060 Acc=0.81 ---244023.65 ms/batch
Step 00041950 L_out=0.075 Acc=0.82 ---266283.71 ms/batch
Step 00042000 L_out=0.305 Acc=0.83 ---288703.16 ms/batch
Round 4 | epoch=2, train costTime=298.0357356071472, | total_activation_sum=9338188
Round 4 | epoch=3, current m_iou=0.5721413460112749
Round 4 | Best m_IoU is: 0.572, OA is: 0.878 | val costTime=120.80304956436157
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.065 Acc=0.85 ---12960.39 ms/batch
Step 00042100 L_out=0.150 Acc=0.81 ---35424.29 ms/batch
Step 00042150 L_out=0.052 Acc=0.87 ---57790.19 ms/batch
Step 00042200 L_out=0.126 Acc=0.82 ---80203.42 ms/batch
Step 00042250 L_out=0.264 Acc=0.90 ---102506.87 ms/batch
Step 00042300 L_out=0.154 Acc=0.83 ---124690.46 ms/batch
Step 00042350 L_out=0.073 Acc=0.82 ---147201.82 ms/batch
Step 00042400 L_out=0.078 Acc=0.88 ---169433.05 ms/batch
Step 00042450 L_out=0.170 Acc=0.84 ---191773.39 ms/batch
Step 00042500 L_out=0.153 Acc=0.82 ---214103.40 ms/batch
Step 00042550 L_out=0.195 Acc=0.88 ---236524.70 ms/batch
Step 00042600 L_out=0.075 Acc=0.83 ---258755.32 ms/batch
Step 00042650 L_out=0.027 Acc=0.88 ---281073.33 ms/batch
Round 4 | epoch=3, train costTime=298.1482810974121, | total_activation_sum=9223741
Round 4 | epoch=4, current m_iou=0.6046069230049235
Round 4 | Best m_IoU is: 0.605, OA is: 0.892 | val costTime=120.3038980960846
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.083 Acc=0.86 --- 5340.99 ms/batch
Step 00042750 L_out=0.057 Acc=0.79 ---27713.12 ms/batch
Step 00042800 L_out=0.050 Acc=0.89 ---49745.29 ms/batch
Step 00042850 L_out=0.071 Acc=0.87 ---72166.97 ms/batch
Step 00042900 L_out=0.195 Acc=0.70 ---94484.08 ms/batch
Step 00042950 L_out=0.102 Acc=0.79 ---116817.83 ms/batch
Step 00043000 L_out=0.045 Acc=0.86 ---139071.91 ms/batch
Step 00043050 L_out=0.054 Acc=0.89 ---161295.80 ms/batch
Step 00043100 L_out=0.032 Acc=0.90 ---183689.93 ms/batch
Step 00043150 L_out=0.053 Acc=0.84 ---205900.41 ms/batch
Step 00043200 L_out=0.064 Acc=0.77 ---228279.57 ms/batch
Step 00043250 L_out=0.030 Acc=0.88 ---250487.17 ms/batch
Step 00043300 L_out=0.100 Acc=0.90 ---272843.61 ms/batch
Step 00043350 L_out=0.185 Acc=0.68 ---295050.46 ms/batch
Round 4 | epoch=4, train costTime=297.26167464256287, | total_activation_sum=9311766
Round 4 | epoch=5, current m_iou=0.5862504103667616
Round 4 | Best m_IoU is: 0.605, OA is: 0.892 | val costTime=120.10864663124084
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.116 Acc=0.80 ---19866.65 ms/batch
Step 00043450 L_out=0.074 Acc=0.91 ---42191.82 ms/batch
Step 00043500 L_out=0.204 Acc=0.55 ---64448.85 ms/batch
Step 00043550 L_out=0.057 Acc=0.86 ---86711.05 ms/batch
Step 00043600 L_out=0.196 Acc=0.92 ---109087.77 ms/batch
Step 00043650 L_out=0.029 Acc=0.84 ---131310.64 ms/batch
Step 00043700 L_out=0.085 Acc=0.90 ---153571.59 ms/batch
Step 00043750 L_out=0.085 Acc=0.87 ---175852.48 ms/batch
Step 00043800 L_out=0.078 Acc=0.88 ---198079.21 ms/batch
Step 00043850 L_out=0.043 Acc=0.94 ---220495.61 ms/batch
Step 00043900 L_out=0.102 Acc=0.87 ---242671.58 ms/batch
Step 00043950 L_out=0.093 Acc=0.86 ---265191.47 ms/batch
Step 00044000 L_out=0.101 Acc=0.78 ---287630.38 ms/batch
Round 4 | epoch=5, train costTime=297.487886428833, | total_activation_sum=9252814
Round 4 | epoch=6, current m_iou=0.6254269524480377
Round 4 | Best m_IoU is: 0.625, OA is: 0.899 | val costTime=120.21678972244263
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.049 Acc=0.91 ---12443.61 ms/batch
Step 00044100 L_out=0.052 Acc=0.83 ---34770.81 ms/batch
Step 00044150 L_out=0.096 Acc=0.81 ---57097.01 ms/batch
Step 00044200 L_out=0.016 Acc=0.95 ---79591.81 ms/batch
Step 00044250 L_out=0.120 Acc=0.87 ---101821.30 ms/batch
Step 00044300 L_out=0.179 Acc=0.79 ---124157.19 ms/batch
Step 00044350 L_out=0.024 Acc=0.90 ---146628.17 ms/batch
Step 00044400 L_out=0.043 Acc=0.86 ---169087.70 ms/batch
Step 00044450 L_out=0.094 Acc=0.63 ---191262.67 ms/batch
Step 00044500 L_out=0.059 Acc=0.89 ---213516.08 ms/batch
Step 00044550 L_out=0.099 Acc=0.86 ---235719.33 ms/batch
Step 00044600 L_out=0.063 Acc=0.92 ---258185.84 ms/batch
Step 00044650 L_out=0.015 Acc=0.92 ---280440.67 ms/batch
Round 4 | epoch=6, train costTime=297.82080340385437, | total_activation_sum=9426436
Round 4 | epoch=7, current m_iou=0.6358835784186823
Round 4 | Best m_IoU is: 0.636, OA is: 0.905 | val costTime=120.13812565803528
Round 4 | ****EPOCH 7****
Step 00044700 L_out=0.156 Acc=0.77 --- 4896.69 ms/batch
Step 00044750 L_out=0.093 Acc=0.85 ---27328.68 ms/batch
Step 00044800 L_out=0.075 Acc=0.80 ---49622.24 ms/batch
Step 00044850 L_out=0.040 Acc=0.83 ---72155.58 ms/batch
Step 00044900 L_out=0.378 Acc=0.67 ---94530.19 ms/batch
Step 00044950 L_out=0.369 Acc=0.73 ---116990.10 ms/batch
Step 00045000 L_out=0.442 Acc=0.77 ---139271.84 ms/batch
Step 00045050 L_out=0.110 Acc=0.87 ---161809.87 ms/batch
Step 00045100 L_out=0.040 Acc=0.88 ---184248.00 ms/batch
Step 00045150 L_out=0.145 Acc=0.77 ---206438.12 ms/batch
Step 00045200 L_out=0.109 Acc=0.89 ---228703.41 ms/batch
Step 00045250 L_out=0.056 Acc=0.89 ---251032.73 ms/batch
Step 00045300 L_out=0.038 Acc=0.83 ---273563.01 ms/batch
Step 00045350 L_out=0.130 Acc=0.88 ---295968.68 ms/batch
Round 4 | epoch=7, train costTime=298.66015696525574, | total_activation_sum=9376362
Round 4 | epoch=8, current m_iou=0.632708109124654
Round 4 | Best m_IoU is: 0.636, OA is: 0.905 | val costTime=119.85913062095642
Round 4 | ****EPOCH 8****
Step 00045400 L_out=0.324 Acc=0.58 ---19637.93 ms/batch
Step 00045450 L_out=0.214 Acc=0.84 ---41928.98 ms/batch
Step 00045500 L_out=0.034 Acc=0.93 ---64250.65 ms/batch
Step 00045550 L_out=0.028 Acc=0.83 ---86555.09 ms/batch
Step 00045600 L_out=0.150 Acc=0.81 ---108985.33 ms/batch
Step 00045650 L_out=0.136 Acc=0.85 ---131428.41 ms/batch
Step 00045700 L_out=0.131 Acc=0.79 ---153801.27 ms/batch
Step 00045750 L_out=0.028 Acc=0.83 ---176142.10 ms/batch
Step 00045800 L_out=0.077 Acc=0.92 ---198669.79 ms/batch
Step 00045850 L_out=0.159 Acc=0.91 ---220933.71 ms/batch
Step 00045900 L_out=0.183 Acc=0.89 ---243361.25 ms/batch
Step 00045950 L_out=0.065 Acc=0.67 ---265831.29 ms/batch
Step 00046000 L_out=0.113 Acc=0.82 ---288071.05 ms/batch
Round 4 | epoch=8, train costTime=298.3637309074402, | total_activation_sum=9371922
Round 4 | epoch=9, current m_iou=0.6315043670971631
Round 4 | Best m_IoU is: 0.636, OA is: 0.905 | val costTime=119.15148735046387
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.035 Acc=0.91 ---12179.18 ms/batch
Step 00046100 L_out=0.086 Acc=0.77 ---34626.71 ms/batch
Step 00046150 L_out=0.073 Acc=0.85 ---56971.14 ms/batch
Step 00046200 L_out=0.072 Acc=0.90 ---79264.49 ms/batch
Step 00046250 L_out=0.073 Acc=0.82 ---101449.33 ms/batch
Step 00046300 L_out=0.073 Acc=0.72 ---123643.57 ms/batch
Step 00046350 L_out=0.091 Acc=0.81 ---146173.68 ms/batch
Step 00046400 L_out=0.073 Acc=0.92 ---168525.78 ms/batch
Step 00046450 L_out=0.371 Acc=0.81 ---190805.67 ms/batch
Step 00046500 L_out=0.017 Acc=0.86 ---213037.85 ms/batch
Step 00046550 L_out=0.066 Acc=0.88 ---235314.20 ms/batch
Step 00046600 L_out=0.118 Acc=0.87 ---257619.00 ms/batch
Step 00046650 L_out=0.055 Acc=0.88 ---280059.04 ms/batch
Round 4 | epoch=9, train costTime=297.9313578605652, | total_activation_sum=9179535
Round 4 | epoch=10, current m_iou=0.6236051057237352
Round 4 | Best m_IoU is: 0.636, OA is: 0.905 | val costTime=118.97288513183594
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.045 Acc=0.94 --- 4502.49 ms/batch
Step 00046750 L_out=0.080 Acc=0.89 ---26766.58 ms/batch
Step 00046800 L_out=0.082 Acc=0.89 ---49024.73 ms/batch
Step 00046850 L_out=0.121 Acc=0.89 ---71276.18 ms/batch
Step 00046900 L_out=0.064 Acc=0.84 ---93799.24 ms/batch
Step 00046950 L_out=0.054 Acc=0.85 ---116046.04 ms/batch
Step 00047000 L_out=0.123 Acc=0.88 ---138284.95 ms/batch
Step 00047050 L_out=0.111 Acc=0.89 ---160671.45 ms/batch
Step 00047100 L_out=0.059 Acc=0.89 ---182999.57 ms/batch
Step 00047150 L_out=0.126 Acc=0.80 ---205462.54 ms/batch
Step 00047200 L_out=0.027 Acc=0.85 ---227713.33 ms/batch
Step 00047250 L_out=0.040 Acc=0.88 ---250122.05 ms/batch
Step 00047300 L_out=0.030 Acc=0.85 ---272334.97 ms/batch
Step 00047350 L_out=0.156 Acc=0.87 ---294639.00 ms/batch
Round 4 | epoch=10, train costTime=297.76056599617004, | total_activation_sum=9283136
Round 4 | epoch=11, current m_iou=0.6334518462700383
Round 4 | Best m_IoU is: 0.636, OA is: 0.905 | val costTime=120.02466082572937
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.039 Acc=0.87 ---19274.46 ms/batch
Step 00047450 L_out=0.066 Acc=0.87 ---41825.95 ms/batch
Step 00047500 L_out=0.067 Acc=0.92 ---64310.52 ms/batch
Step 00047550 L_out=0.015 Acc=0.94 ---86449.70 ms/batch
Step 00047600 L_out=0.048 Acc=0.86 ---108670.74 ms/batch
Step 00047650 L_out=0.054 Acc=0.91 ---130918.67 ms/batch
Step 00047700 L_out=0.027 Acc=0.90 ---153427.26 ms/batch
Step 00047750 L_out=0.025 Acc=0.90 ---175735.62 ms/batch
Step 00047800 L_out=0.038 Acc=0.81 ---198132.87 ms/batch
Step 00047850 L_out=0.117 Acc=0.87 ---220573.46 ms/batch
Step 00047900 L_out=0.048 Acc=0.90 ---242982.61 ms/batch
Step 00047950 L_out=0.076 Acc=0.79 ---265287.71 ms/batch
Step 00048000 L_out=0.067 Acc=0.79 ---287779.30 ms/batch
Round 4 | epoch=11, train costTime=298.5199165344238, | total_activation_sum=9384576
Round 4 | epoch=12, current m_iou=0.6321063384302407
Round 4 | Best m_IoU is: 0.636, OA is: 0.905 | val costTime=119.57606911659241
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.075 Acc=0.94 ---11624.49 ms/batch
Step 00048100 L_out=0.058 Acc=0.95 ---34026.42 ms/batch
Step 00048150 L_out=0.008 Acc=0.89 ---56239.07 ms/batch
Step 00048200 L_out=0.067 Acc=0.89 ---78615.08 ms/batch
Step 00048250 L_out=0.090 Acc=0.79 ---100930.27 ms/batch
Step 00048300 L_out=0.064 Acc=0.86 ---123366.78 ms/batch
Step 00048350 L_out=0.114 Acc=0.88 ---145718.64 ms/batch
Step 00048400 L_out=0.035 Acc=0.90 ---168024.43 ms/batch
Step 00048450 L_out=0.246 Acc=0.85 ---190454.49 ms/batch
Step 00048500 L_out=0.126 Acc=0.88 ---212817.91 ms/batch
Step 00048550 L_out=0.040 Acc=0.94 ---235069.66 ms/batch
Step 00048600 L_out=0.052 Acc=0.88 ---257319.03 ms/batch
Step 00048650 L_out=0.033 Acc=0.91 ---279626.31 ms/batch
Round 4 | epoch=12, train costTime=297.9842617511749, | total_activation_sum=9302930
Round 4 | epoch=13, current m_iou=0.6160342121326721
Round 4 | Best m_IoU is: 0.636, OA is: 0.905 | val costTime=118.666024684906
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.057 Acc=0.87 --- 4044.82 ms/batch
Step 00048750 L_out=0.034 Acc=0.93 ---26273.12 ms/batch
Step 00048800 L_out=0.047 Acc=0.91 ---48694.35 ms/batch
Step 00048850 L_out=0.101 Acc=0.79 ---71118.94 ms/batch
Step 00048900 L_out=0.120 Acc=0.87 ---93442.05 ms/batch
Step 00048950 L_out=0.043 Acc=0.88 ---115646.32 ms/batch
Step 00049000 L_out=0.062 Acc=0.88 ---137868.33 ms/batch
Step 00049050 L_out=0.230 Acc=0.68 ---160355.64 ms/batch
Step 00049100 L_out=0.182 Acc=0.82 ---182631.36 ms/batch
Step 00049150 L_out=0.052 Acc=0.88 ---205027.85 ms/batch
Step 00049200 L_out=0.032 Acc=0.84 ---227412.65 ms/batch
Step 00049250 L_out=0.293 Acc=0.66 ---249683.82 ms/batch
Step 00049300 L_out=0.030 Acc=0.86 ---271975.44 ms/batch
Step 00049350 L_out=0.092 Acc=0.92 ---294116.93 ms/batch
Round 4 | epoch=13, train costTime=297.67133498191833, | total_activation_sum=9369550
Round 4 | epoch=14, current m_iou=0.6269994344552962
Round 4 | Best m_IoU is: 0.636, OA is: 0.905 | val costTime=120.29042482376099
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.178 Acc=0.91 ---18816.44 ms/batch
Step 00049450 L_out=0.082 Acc=0.82 ---41199.12 ms/batch
Step 00049500 L_out=0.020 Acc=0.84 ---63462.93 ms/batch
Step 00049550 L_out=0.028 Acc=0.87 ---85840.97 ms/batch
Step 00049600 L_out=0.041 Acc=0.85 ---108389.34 ms/batch
Step 00049650 L_out=0.048 Acc=0.90 ---130692.45 ms/batch
Step 00049700 L_out=0.081 Acc=0.90 ---152961.31 ms/batch
Step 00049750 L_out=0.042 Acc=0.90 ---175476.62 ms/batch
Step 00049800 L_out=0.048 Acc=0.83 ---197896.47 ms/batch
Step 00049850 L_out=0.118 Acc=0.84 ---220268.58 ms/batch
Step 00049900 L_out=0.020 Acc=0.92 ---242736.07 ms/batch
Step 00049950 L_out=0.015 Acc=0.93 ---264964.00 ms/batch
Step 00050000 L_out=0.035 Acc=0.89 ---287229.87 ms/batch
Round 4 | epoch=14, train costTime=298.3847551345825, | total_activation_sum=9354469
Round 4 | epoch=15, current m_iou=0.6167402372129949
Round 4 | Best m_IoU is: 0.636, OA is: 0.905 | val costTime=119.41459488868713
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.040 Acc=0.82 ---11083.36 ms/batch
Step 00050100 L_out=0.047 Acc=0.94 ---33462.06 ms/batch
Step 00050150 L_out=0.134 Acc=0.90 ---55667.90 ms/batch
Step 00050200 L_out=0.060 Acc=0.84 ---77973.84 ms/batch
Step 00050250 L_out=0.044 Acc=0.91 ---100298.86 ms/batch
Step 00050300 L_out=0.062 Acc=0.89 ---122530.20 ms/batch
Step 00050350 L_out=0.022 Acc=0.79 ---144816.26 ms/batch
Step 00050400 L_out=0.035 Acc=0.89 ---167033.53 ms/batch
Step 00050450 L_out=0.079 Acc=0.85 ---189257.56 ms/batch
Step 00050500 L_out=0.047 Acc=0.84 ---211533.17 ms/batch
Step 00050550 L_out=0.262 Acc=0.69 ---233803.19 ms/batch
Step 00050600 L_out=0.097 Acc=0.86 ---255987.15 ms/batch
Step 00050650 L_out=0.021 Acc=0.83 ---278371.29 ms/batch
Round 4 | epoch=15, train costTime=297.19511914253235, | total_activation_sum=9264501
Round 4 | epoch=16, current m_iou=0.6309828546708874
Round 4 | Best m_IoU is: 0.636, OA is: 0.905 | val costTime=119.15725421905518
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.065 Acc=0.97 --- 3582.25 ms/batch
Step 00050750 L_out=0.030 Acc=0.89 ---25734.94 ms/batch
Step 00050800 L_out=0.048 Acc=0.70 ---48230.62 ms/batch
Step 00050850 L_out=0.134 Acc=0.90 ---70764.83 ms/batch
Step 00050900 L_out=0.036 Acc=0.89 ---93132.77 ms/batch
Step 00050950 L_out=0.039 Acc=0.82 ---115417.44 ms/batch
Step 00051000 L_out=0.013 Acc=0.85 ---137662.80 ms/batch
Step 00051050 L_out=0.038 Acc=0.93 ---159884.72 ms/batch
Step 00051100 L_out=0.140 Acc=0.86 ---182315.47 ms/batch
Step 00051150 L_out=0.047 Acc=0.89 ---204632.18 ms/batch
Step 00051200 L_out=0.765 Acc=0.57 ---227068.58 ms/batch
Step 00051250 L_out=0.017 Acc=0.81 ---249520.60 ms/batch
Step 00051300 L_out=0.023 Acc=0.85 ---271776.32 ms/batch
Step 00051350 L_out=0.096 Acc=0.80 ---294005.23 ms/batch
Round 4 | epoch=16, train costTime=298.0380392074585, | total_activation_sum=9358071
Round 4 | epoch=17, current m_iou=0.6278916150211608
Round 4 | Best m_IoU is: 0.636, OA is: 0.905 | val costTime=118.9969174861908
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.052 Acc=0.88 ---18268.81 ms/batch
Step 00051450 L_out=0.022 Acc=0.94 ---40630.50 ms/batch
Step 00051500 L_out=0.083 Acc=0.91 ---62900.42 ms/batch
Step 00051550 L_out=0.047 Acc=0.91 ---85219.03 ms/batch
Step 00051600 L_out=0.039 Acc=0.90 ---107700.34 ms/batch
Step 00051650 L_out=0.091 Acc=0.88 ---129890.07 ms/batch
Step 00051700 L_out=0.016 Acc=0.92 ---152326.32 ms/batch
Step 00051750 L_out=0.120 Acc=0.90 ---174784.60 ms/batch
Step 00051800 L_out=0.110 Acc=0.84 ---197148.88 ms/batch
Step 00051850 L_out=0.080 Acc=0.86 ---219602.73 ms/batch
Step 00051900 L_out=0.017 Acc=0.91 ---241757.11 ms/batch
Step 00051950 L_out=0.060 Acc=0.86 ---264068.50 ms/batch
Step 00052000 L_out=0.028 Acc=0.89 ---286232.00 ms/batch
Round 4 | epoch=17, train costTime=297.8141815662384, | total_activation_sum=9304178
Round 4 | epoch=18, current m_iou=0.6203371947390197
Round 4 | Best m_IoU is: 0.636, OA is: 0.905 | val costTime=119.37865161895752
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.041 Acc=0.88 ---10623.97 ms/batch
Step 00052100 L_out=0.187 Acc=0.77 ---32849.58 ms/batch
Step 00052150 L_out=0.065 Acc=0.87 ---55262.27 ms/batch
Step 00052200 L_out=0.039 Acc=0.89 ---77548.39 ms/batch
Step 00052250 L_out=0.118 Acc=0.79 ---99914.82 ms/batch
Step 00052300 L_out=0.087 Acc=0.91 ---122217.54 ms/batch
Step 00052350 L_out=0.012 Acc=0.96 ---144649.21 ms/batch
Step 00052400 L_out=0.129 Acc=0.90 ---167221.57 ms/batch
Step 00052450 L_out=0.041 Acc=0.93 ---189569.75 ms/batch
Step 00052500 L_out=0.137 Acc=0.93 ---211754.60 ms/batch
Step 00052550 L_out=0.051 Acc=0.85 ---233947.85 ms/batch
Step 00052600 L_out=0.019 Acc=0.85 ---256269.17 ms/batch
Step 00052650 L_out=0.015 Acc=0.95 ---278630.39 ms/batch
Round 4 | epoch=18, train costTime=297.8915388584137, | total_activation_sum=9290018
Round 4 | epoch=19, current m_iou=0.6354938503464567
Round 4 | Best m_IoU is: 0.636, OA is: 0.905 | val costTime=118.48293352127075
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.091 Acc=0.82 --- 3122.17 ms/batch
Step 00052750 L_out=0.090 Acc=0.92 ---25548.11 ms/batch
Step 00052800 L_out=0.042 Acc=0.86 ---47855.55 ms/batch
Step 00052850 L_out=0.119 Acc=0.90 ---70057.36 ms/batch
Step 00052900 L_out=0.122 Acc=0.93 ---92246.96 ms/batch
Step 00052950 L_out=0.012 Acc=0.92 ---114506.72 ms/batch
Step 00053000 L_out=0.038 Acc=0.90 ---136919.79 ms/batch
Step 00053050 L_out=0.089 Acc=0.90 ---159182.11 ms/batch
Step 00053100 L_out=0.083 Acc=0.85 ---181387.45 ms/batch
Step 00053150 L_out=0.049 Acc=0.93 ---203781.90 ms/batch
Step 00053200 L_out=0.073 Acc=0.90 ---226162.83 ms/batch
Step 00053250 L_out=0.015 Acc=0.94 ---248485.09 ms/batch
Step 00053300 L_out=0.058 Acc=0.89 ---270984.47 ms/batch
Step 00053350 L_out=0.099 Acc=0.86 ---293360.09 ms/batch
Round 4 | epoch=19, train costTime=297.8125696182251, | total_activation_sum=9369370
Round 4 | epoch=20, current m_iou=0.6406951166001967
Round 4 | Best m_IoU is: 0.641, OA is: 0.909 | val costTime=119.53389859199524
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.043 Acc=0.91 ---17896.99 ms/batch
Step 00053450 L_out=0.074 Acc=0.90 ---40280.71 ms/batch
Step 00053500 L_out=0.031 Acc=0.86 ---62624.83 ms/batch
Step 00053550 L_out=0.062 Acc=0.80 ---84867.01 ms/batch
Step 00053600 L_out=0.156 Acc=0.90 ---106992.64 ms/batch
Step 00053650 L_out=0.088 Acc=0.84 ---129336.99 ms/batch
Step 00053700 L_out=0.010 Acc=0.86 ---151659.49 ms/batch
Step 00053750 L_out=0.013 Acc=0.91 ---173735.21 ms/batch
Step 00053800 L_out=0.044 Acc=0.91 ---196057.63 ms/batch
Step 00053850 L_out=0.079 Acc=0.69 ---218374.52 ms/batch
Step 00053900 L_out=0.066 Acc=0.91 ---240691.10 ms/batch
Step 00053950 L_out=0.108 Acc=0.82 ---263194.07 ms/batch
Step 00054000 L_out=0.038 Acc=0.92 ---285493.44 ms/batch
Round 4 | epoch=20, train costTime=297.54853200912476, | total_activation_sum=9271392
Round 4 | epoch=21, current m_iou=0.6348274018252538
Round 4 | Best m_IoU is: 0.641, OA is: 0.909 | val costTime=119.79059362411499
Round 4 | ****EPOCH 21****
Step 00054050 L_out=0.074 Acc=0.80 ---10254.94 ms/batch
Step 00054100 L_out=0.143 Acc=0.86 ---32473.80 ms/batch
Step 00054150 L_out=0.088 Acc=0.86 ---54843.43 ms/batch
Step 00054200 L_out=0.089 Acc=0.84 ---77313.66 ms/batch
Step 00054250 L_out=0.113 Acc=0.88 ---99601.44 ms/batch
Step 00054300 L_out=0.041 Acc=0.95 ---122163.70 ms/batch
Step 00054350 L_out=0.064 Acc=0.86 ---144566.45 ms/batch
Step 00054400 L_out=0.019 Acc=0.88 ---166800.12 ms/batch
Step 00054450 L_out=0.029 Acc=0.88 ---189200.82 ms/batch
Step 00054500 L_out=0.086 Acc=0.83 ---211336.74 ms/batch
Step 00054550 L_out=0.041 Acc=0.88 ---233707.89 ms/batch
Step 00054600 L_out=0.051 Acc=0.93 ---256021.07 ms/batch
Step 00054650 L_out=0.088 Acc=0.88 ---278299.52 ms/batch
Round 4 | epoch=21, train costTime=298.28850173950195, | total_activation_sum=9348479
Round 4 | epoch=22, current m_iou=0.6340261792639945
Round 4 | Best m_IoU is: 0.641, OA is: 0.909 | val costTime=119.81479549407959
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.023 Acc=0.93 --- 2692.16 ms/batch
Step 00054750 L_out=0.052 Acc=0.87 ---25044.85 ms/batch
Step 00054800 L_out=0.069 Acc=0.93 ---47471.90 ms/batch
Step 00054850 L_out=0.051 Acc=0.89 ---69723.12 ms/batch
Step 00054900 L_out=0.109 Acc=0.85 ---92037.43 ms/batch
Step 00054950 L_out=0.020 Acc=0.94 ---114289.55 ms/batch
Step 00055000 L_out=0.034 Acc=0.88 ---136642.98 ms/batch
Step 00055050 L_out=0.137 Acc=0.77 ---158743.65 ms/batch
Step 00055100 L_out=0.078 Acc=0.86 ---181008.34 ms/batch
Step 00055150 L_out=0.039 Acc=0.88 ---203381.00 ms/batch
Step 00055200 L_out=0.018 Acc=0.93 ---225644.74 ms/batch
Step 00055250 L_out=0.027 Acc=0.92 ---247823.56 ms/batch
Step 00055300 L_out=0.059 Acc=0.91 ---270172.90 ms/batch
Step 00055350 L_out=0.017 Acc=0.87 ---303471.21 ms/batch
Round 4 | epoch=22, train costTime=311.62926173210144, | total_activation_sum=9246216
Round 4 | epoch=23, current m_iou=0.6335212151077411
Round 4 | Best m_IoU is: 0.641, OA is: 0.909 | val costTime=160.47645568847656
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.112 Acc=0.78 ---28582.59 ms/batch
Step 00055450 L_out=0.008 Acc=0.94 ---65429.42 ms/batch
Step 00055500 L_out=0.005 Acc=0.87 ---102120.39 ms/batch
Step 00055550 L_out=0.057 Acc=0.89 ---134693.65 ms/batch
Step 00055600 L_out=0.074 Acc=0.90 ---161898.84 ms/batch
Step 00055650 L_out=0.027 Acc=0.88 ---198613.67 ms/batch
Step 00055700 L_out=0.027 Acc=0.94 ---235476.00 ms/batch
Step 00055750 L_out=0.025 Acc=0.92 ---272305.84 ms/batch
Step 00055800 L_out=0.032 Acc=0.91 ---309198.66 ms/batch
Step 00055850 L_out=0.087 Acc=0.90 ---346014.99 ms/batch
Step 00055900 L_out=0.044 Acc=0.95 ---383064.96 ms/batch
Step 00055950 L_out=0.136 Acc=0.88 ---419831.03 ms/batch
Step 00056000 L_out=0.016 Acc=0.97 ---456533.84 ms/batch
Round 4 | epoch=23, train costTime=477.23841166496277, | total_activation_sum=9359876
Round 4 | epoch=24, current m_iou=0.6310039816248253
Round 4 | Best m_IoU is: 0.641, OA is: 0.909 | val costTime=156.96730995178223
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.022 Acc=0.85 ---16214.58 ms/batch
Step 00056100 L_out=0.049 Acc=0.92 ---53122.58 ms/batch
Step 00056150 L_out=0.037 Acc=0.87 ---89741.86 ms/batch
Step 00056200 L_out=0.014 Acc=0.91 ---126463.84 ms/batch
Step 00056250 L_out=0.018 Acc=0.92 ---163368.27 ms/batch
Step 00056300 L_out=0.029 Acc=0.86 ---200411.35 ms/batch
Step 00056350 L_out=0.015 Acc=0.89 ---230092.50 ms/batch
Step 00056400 L_out=0.050 Acc=0.87 ---263124.14 ms/batch
Step 00056450 L_out=0.047 Acc=0.89 ---299723.03 ms/batch
Step 00056500 L_out=0.079 Acc=0.81 ---336333.36 ms/batch
Step 00056550 L_out=0.037 Acc=0.85 ---373172.63 ms/batch
Step 00056600 L_out=0.088 Acc=0.89 ---409755.22 ms/batch
Step 00056650 L_out=0.081 Acc=0.93 ---446600.90 ms/batch
Round 4 | epoch=24, train costTime=479.7312524318695, | total_activation_sum=9277369
Round 4 | epoch=25, current m_iou=0.633117039631661
Round 4 | Best m_IoU is: 0.641, OA is: 0.909 | val costTime=156.33989906311035
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.121 Acc=0.80 --- 3686.84 ms/batch
Step 00056750 L_out=0.182 Acc=0.89 ---40558.51 ms/batch
Step 00056800 L_out=0.031 Acc=0.83 ---77672.16 ms/batch
Step 00056850 L_out=0.031 Acc=0.93 ---114425.01 ms/batch
Step 00056900 L_out=0.146 Acc=0.82 ---151175.04 ms/batch
Step 00056950 L_out=0.135 Acc=0.93 ---187976.12 ms/batch
Step 00057000 L_out=0.425 Acc=0.68 ---224907.61 ms/batch
Step 00057050 L_out=0.024 Acc=0.84 ---261570.10 ms/batch
Step 00057100 L_out=0.044 Acc=0.92 ---295723.98 ms/batch
Step 00057150 L_out=0.020 Acc=0.80 ---324702.25 ms/batch
Step 00057200 L_out=0.034 Acc=0.92 ---361628.34 ms/batch
Step 00057250 L_out=0.038 Acc=0.91 ---398682.73 ms/batch
Step 00057300 L_out=0.026 Acc=0.89 ---435412.87 ms/batch
Step 00057350 L_out=0.051 Acc=0.90 ---472288.83 ms/batch
Round 4 | epoch=25, train costTime=481.19594502449036, | total_activation_sum=9316013
Round 4 | epoch=26, current m_iou=0.635626961502205
Round 4 | Best m_IoU is: 0.641, OA is: 0.909 | val costTime=162.04936385154724
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.026 Acc=0.92 ---20954.92 ms/batch
Step 00057450 L_out=0.035 Acc=0.75 ---55138.43 ms/batch
Step 00057500 L_out=0.068 Acc=0.84 ---93075.35 ms/batch
Step 00057550 L_out=0.045 Acc=0.91 ---130577.77 ms/batch
Step 00057600 L_out=0.071 Acc=0.86 ---168326.12 ms/batch
Step 00057650 L_out=0.029 Acc=0.85 ---206121.67 ms/batch
Step 00057700 L_out=0.006 Acc=0.87 ---243676.97 ms/batch
Step 00057750 L_out=0.009 Acc=0.92 ---281506.95 ms/batch
Step 00057800 L_out=0.274 Acc=0.91 ---319108.82 ms/batch
Step 00057850 L_out=0.027 Acc=0.88 ---356379.33 ms/batch
Step 00057900 L_out=0.038 Acc=0.90 ---384269.62 ms/batch
Step 00057950 L_out=0.033 Acc=0.94 ---419622.53 ms/batch
Step 00058000 L_out=0.073 Acc=0.79 ---457431.45 ms/batch
Round 4 | epoch=26, train costTime=479.5037429332733, | total_activation_sum=9389124
Round 4 | epoch=27, current m_iou=0.636672014365036
Round 4 | Best m_IoU is: 0.641, OA is: 0.909 | val costTime=184.346755027771
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.035 Acc=0.91 ---15914.16 ms/batch
Step 00058100 L_out=0.126 Acc=0.93 ---50160.17 ms/batch
Step 00058150 L_out=0.078 Acc=0.86 ---79540.22 ms/batch
Step 00058200 L_out=0.027 Acc=0.88 ---117371.06 ms/batch
Step 00058250 L_out=0.032 Acc=0.92 ---155364.90 ms/batch
Step 00058300 L_out=0.045 Acc=0.96 ---193022.94 ms/batch
Step 00058350 L_out=0.050 Acc=0.82 ---230940.72 ms/batch
Step 00058400 L_out=0.049 Acc=0.91 ---269175.87 ms/batch
Step 00058450 L_out=0.055 Acc=0.94 ---306984.57 ms/batch
Step 00058500 L_out=0.037 Acc=0.86 ---344669.10 ms/batch
Step 00058550 L_out=0.034 Acc=0.92 ---382304.84 ms/batch
Step 00058600 L_out=0.011 Acc=0.87 ---415158.15 ms/batch
Step 00058650 L_out=0.041 Acc=0.88 ---445984.43 ms/batch
Round 4 | epoch=27, train costTime=480.63470244407654, | total_activation_sum=9300320
Round 4 | epoch=28, current m_iou=0.6354959591869709
Round 4 | Best m_IoU is: 0.641, OA is: 0.909 | val costTime=179.13006591796875
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.050 Acc=0.93 --- 3016.89 ms/batch
Step 00058750 L_out=0.012 Acc=0.94 ---40818.86 ms/batch
Step 00058800 L_out=0.042 Acc=0.91 ---78386.87 ms/batch
Step 00058850 L_out=0.038 Acc=0.86 ---108877.39 ms/batch
Step 00058900 L_out=0.034 Acc=0.90 ---140283.90 ms/batch
Step 00058950 L_out=0.065 Acc=0.83 ---177840.20 ms/batch
Step 00059000 L_out=0.059 Acc=0.86 ---215771.18 ms/batch
Step 00059050 L_out=0.019 Acc=0.92 ---253577.27 ms/batch
Step 00059100 L_out=0.017 Acc=0.94 ---291118.66 ms/batch
Step 00059150 L_out=0.036 Acc=0.87 ---328860.83 ms/batch
Step 00059200 L_out=0.038 Acc=0.91 ---367051.27 ms/batch
Step 00059250 L_out=0.023 Acc=0.92 ---405139.77 ms/batch
Step 00059300 L_out=0.031 Acc=0.94 ---442944.32 ms/batch
Step 00059350 L_out=0.026 Acc=0.90 ---473280.31 ms/batch
Round 4 | epoch=28, train costTime=480.75711607933044, | total_activation_sum=9364895
Round 4 | epoch=29, current m_iou=0.634195230866746
Round 4 | Best m_IoU is: 0.641, OA is: 0.909 | val costTime=180.0685679912567
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.059 Acc=0.88 ---27905.33 ms/batch
Step 00059450 L_out=0.028 Acc=0.95 ---65791.47 ms/batch
Step 00059500 L_out=0.094 Acc=0.94 ---103303.30 ms/batch
Step 00059550 L_out=0.065 Acc=0.85 ---140341.18 ms/batch
Step 00059600 L_out=0.033 Acc=0.94 ---168045.59 ms/batch
Step 00059650 L_out=0.014 Acc=0.91 ---203014.34 ms/batch
Step 00059700 L_out=0.064 Acc=0.87 ---240929.68 ms/batch
Step 00059750 L_out=0.053 Acc=0.88 ---278588.04 ms/batch
Step 00059800 L_out=0.027 Acc=0.90 ---316465.96 ms/batch
Step 00059850 L_out=0.037 Acc=0.93 ---354323.95 ms/batch
Step 00059900 L_out=0.033 Acc=0.87 ---392211.68 ms/batch
Step 00059950 L_out=0.013 Acc=0.87 ---429674.28 ms/batch
Step 00060000 L_out=0.008 Acc=0.92 ---467477.04 ms/batch
Round 4 | epoch=29, train costTime=490.1390755176544, | total_activation_sum=9309231
Round 4 | epoch=30, current m_iou=0.6319298066760748
Round 4 | Best m_IoU is: 0.641, OA is: 0.909 | val costTime=174.70074200630188
Round 4 | ****EPOCH 30****
Round 5 | ****EPOCH 0****
Step 00060050 L_out=0.187 Acc=0.75 ---14909.67 ms/batch
Step 00060100 L_out=0.491 Acc=0.43 ---52531.73 ms/batch
Step 00060150 L_out=0.142 Acc=0.62 ---90374.04 ms/batch
Step 00060200 L_out=0.393 Acc=0.57 ---128409.60 ms/batch
Step 00060250 L_out=0.583 Acc=0.31 ---165929.72 ms/batch
Step 00060300 L_out=0.500 Acc=0.74 ---203793.45 ms/batch
Step 00060350 L_out=0.678 Acc=0.69 ---241952.78 ms/batch
Step 00060400 L_out=0.129 Acc=0.72 ---279825.58 ms/batch
Step 00060450 L_out=0.068 Acc=0.74 ---317559.09 ms/batch
Step 00060500 L_out=0.107 Acc=0.59 ---345396.79 ms/batch
Step 00060550 L_out=0.213 Acc=0.61 ---380869.45 ms/batch
Step 00060600 L_out=0.111 Acc=0.69 ---418461.31 ms/batch
Step 00060650 L_out=0.276 Acc=0.70 ---456226.36 ms/batch
Round 5 | epoch=0, train costTime=491.88423132896423, | total_activation_sum=11702170
Round 5 | epoch=1, current m_iou=0.3925667039737937
Round 5 | Best m_IoU is: 0.393, OA is: 0.784 | val costTime=180.9162721633911
Round 5 | ****EPOCH 1****
Step 00060700 L_out=0.963 Acc=0.46 --- 1717.42 ms/batch
Step 00060750 L_out=0.050 Acc=0.80 ---30254.32 ms/batch
Step 00060800 L_out=0.176 Acc=0.83 ---68091.68 ms/batch
Step 00060850 L_out=0.122 Acc=0.85 ---105405.78 ms/batch
Step 00060900 L_out=0.196 Acc=0.71 ---143139.27 ms/batch
Step 00060950 L_out=0.357 Acc=0.81 ---180465.28 ms/batch
Step 00061000 L_out=0.121 Acc=0.77 ---218521.55 ms/batch
Step 00061050 L_out=0.150 Acc=0.84 ---256091.40 ms/batch
Step 00061100 L_out=0.184 Acc=0.88 ---293810.05 ms/batch
Step 00061150 L_out=0.161 Acc=0.90 ---331603.55 ms/batch
Step 00061200 L_out=0.126 Acc=0.78 ---365241.85 ms/batch
Step 00061250 L_out=0.257 Acc=0.85 ---394386.94 ms/batch
Step 00061300 L_out=0.176 Acc=0.77 ---432202.27 ms/batch
Step 00061350 L_out=0.162 Acc=0.88 ---469881.12 ms/batch
Round 5 | epoch=1, train costTime=480.3749463558197, | total_activation_sum=11728043
Round 5 | epoch=2, current m_iou=0.5879095977360396
Round 5 | Best m_IoU is: 0.588, OA is: 0.885 | val costTime=177.44816970825195
Round 5 | ****EPOCH 2****
Step 00061400 L_out=0.138 Acc=0.86 ---27110.67 ms/batch
Step 00061450 L_out=0.150 Acc=0.91 ---60147.18 ms/batch
Step 00061500 L_out=0.134 Acc=0.88 ---90919.36 ms/batch
Step 00061550 L_out=0.062 Acc=0.85 ---128562.29 ms/batch
Step 00061600 L_out=0.444 Acc=0.85 ---166144.29 ms/batch
Step 00061650 L_out=0.133 Acc=0.81 ---203662.61 ms/batch
Step 00061700 L_out=0.177 Acc=0.83 ---241571.81 ms/batch
Step 00061750 L_out=0.047 Acc=0.86 ---279282.70 ms/batch
Step 00061800 L_out=0.144 Acc=0.88 ---316911.63 ms/batch
Step 00061850 L_out=0.176 Acc=0.93 ---354752.87 ms/batch
Step 00061900 L_out=0.058 Acc=0.81 ---392185.33 ms/batch
Step 00061950 L_out=0.209 Acc=0.80 ---423758.13 ms/batch
Step 00062000 L_out=0.319 Acc=0.86 ---455270.16 ms/batch
Round 5 | epoch=2, train costTime=478.4002876281738, | total_activation_sum=11769850
Round 5 | epoch=3, current m_iou=0.6218148105636532
Round 5 | Best m_IoU is: 0.622, OA is: 0.898 | val costTime=180.08466005325317
Round 5 | ****EPOCH 3****
Step 00062050 L_out=0.591 Acc=0.87 ---14096.07 ms/batch
Step 00062100 L_out=0.101 Acc=0.79 ---51605.42 ms/batch
Step 00062150 L_out=0.016 Acc=0.87 ---89214.17 ms/batch
Step 00062200 L_out=0.207 Acc=0.81 ---119213.71 ms/batch
Step 00062250 L_out=0.199 Acc=0.82 ---152552.79 ms/batch
Step 00062300 L_out=0.175 Acc=0.74 ---190284.82 ms/batch
Step 00062350 L_out=0.243 Acc=0.84 ---228018.78 ms/batch
Step 00062400 L_out=0.060 Acc=0.93 ---265483.89 ms/batch
Step 00062450 L_out=0.100 Acc=0.89 ---303202.36 ms/batch
Step 00062500 L_out=0.097 Acc=0.86 ---340854.88 ms/batch
Step 00062550 L_out=0.025 Acc=0.93 ---378147.73 ms/batch
Step 00062600 L_out=0.063 Acc=0.88 ---415930.54 ms/batch
Step 00062650 L_out=0.046 Acc=0.89 ---453179.24 ms/batch
Round 5 | epoch=3, train costTime=481.28163266181946, | total_activation_sum=11830067
Round 5 | epoch=4, current m_iou=0.643192415052745
Round 5 | Best m_IoU is: 0.643, OA is: 0.906 | val costTime=180.51074957847595
Round 5 | ****EPOCH 4****
Step 00062700 L_out=0.109 Acc=0.91 --- 1522.90 ms/batch
Step 00062750 L_out=0.523 Acc=0.89 ---39215.44 ms/batch
Step 00062800 L_out=0.040 Acc=0.89 ---76363.86 ms/batch
Step 00062850 L_out=0.333 Acc=0.76 ---113915.65 ms/batch
Step 00062900 L_out=0.160 Acc=0.92 ---150076.37 ms/batch
Step 00062950 L_out=0.037 Acc=0.83 ---178295.22 ms/batch
Step 00063000 L_out=0.555 Acc=0.53 ---214411.29 ms/batch
Step 00063050 L_out=0.038 Acc=0.92 ---252329.40 ms/batch
Step 00063100 L_out=0.029 Acc=0.86 ---289964.41 ms/batch
Step 00063150 L_out=0.109 Acc=0.91 ---327835.32 ms/batch
Step 00063200 L_out=0.027 Acc=0.79 ---365853.79 ms/batch
Step 00063250 L_out=0.065 Acc=0.81 ---403208.27 ms/batch
Step 00063300 L_out=0.086 Acc=0.84 ---440978.77 ms/batch
Step 00063350 L_out=0.134 Acc=0.66 ---478697.01 ms/batch
Round 5 | epoch=4, train costTime=490.08609533309937, | total_activation_sum=11849315
Round 5 | epoch=5, current m_iou=0.6527493035411717
Round 5 | Best m_IoU is: 0.653, OA is: 0.910 | val costTime=176.08216214179993
Round 5 | ****EPOCH 5****
Step 00063400 L_out=0.073 Acc=0.90 ---26416.40 ms/batch
Step 00063450 L_out=0.136 Acc=0.84 ---63824.81 ms/batch
Step 00063500 L_out=0.133 Acc=0.90 ---101307.50 ms/batch
Step 00063550 L_out=0.043 Acc=0.88 ---139052.73 ms/batch
Step 00063600 L_out=0.085 Acc=0.93 ---177012.62 ms/batch
Step 00063650 L_out=0.053 Acc=0.92 ---209535.17 ms/batch
Step 00063700 L_out=0.065 Acc=0.88 ---240139.41 ms/batch
Step 00063750 L_out=0.118 Acc=0.85 ---277714.37 ms/batch
Step 00063800 L_out=0.068 Acc=0.92 ---315391.17 ms/batch
Step 00063850 L_out=0.131 Acc=0.79 ---352976.54 ms/batch
Step 00063900 L_out=0.100 Acc=0.86 ---390594.71 ms/batch
Step 00063950 L_out=0.130 Acc=0.87 ---428313.32 ms/batch
Step 00064000 L_out=0.052 Acc=0.81 ---466297.09 ms/batch
Round 5 | epoch=5, train costTime=490.44542932510376, | total_activation_sum=11713323
Round 5 | epoch=6, current m_iou=0.6434855399013851
Round 5 | Best m_IoU is: 0.653, OA is: 0.910 | val costTime=174.53618550300598
Round 5 | ****EPOCH 6****
Step 00064050 L_out=0.237 Acc=0.84 ---13734.79 ms/batch
Step 00064100 L_out=0.050 Acc=0.87 ---51478.09 ms/batch
Step 00064150 L_out=0.344 Acc=0.85 ---88909.54 ms/batch
Step 00064200 L_out=0.057 Acc=0.83 ---126550.15 ms/batch
Step 00064250 L_out=0.076 Acc=0.87 ---164262.72 ms/batch
Step 00064300 L_out=0.079 Acc=0.91 ---202092.82 ms/batch
Step 00064350 L_out=0.287 Acc=0.88 ---239584.91 ms/batch
Step 00064400 L_out=0.234 Acc=0.85 ---268398.28 ms/batch
Step 00064450 L_out=0.087 Acc=0.92 ---302256.52 ms/batch
Step 00064500 L_out=0.069 Acc=0.88 ---339757.13 ms/batch
Step 00064550 L_out=0.034 Acc=0.93 ---377602.32 ms/batch
Step 00064600 L_out=0.157 Acc=0.89 ---415426.14 ms/batch
Step 00064650 L_out=0.212 Acc=0.90 ---452921.91 ms/batch
Round 5 | epoch=6, train costTime=489.71127939224243, | total_activation_sum=11651529
Round 5 | epoch=7, current m_iou=0.6417607401211051
Round 5 | Best m_IoU is: 0.653, OA is: 0.910 | val costTime=175.7003529071808
Round 5 | ****EPOCH 7****
Step 00064700 L_out=0.151 Acc=0.73 ---  753.17 ms/batch
Step 00064750 L_out=0.239 Acc=0.86 ---38224.90 ms/batch
Step 00064800 L_out=0.090 Acc=0.90 ---75840.78 ms/batch
Step 00064850 L_out=0.070 Acc=0.91 ---113316.63 ms/batch
Step 00064900 L_out=0.078 Acc=0.90 ---151038.41 ms/batch
Step 00064950 L_out=0.073 Acc=0.92 ---188799.09 ms/batch
Step 00065000 L_out=0.076 Acc=0.83 ---226559.58 ms/batch
Step 00065050 L_out=0.127 Acc=0.90 ---263879.78 ms/batch
Step 00065100 L_out=0.031 Acc=0.91 ---298432.72 ms/batch
Step 00065150 L_out=0.092 Acc=0.91 ---326867.82 ms/batch
Step 00065200 L_out=0.062 Acc=0.85 ---364443.11 ms/batch
Step 00065250 L_out=0.123 Acc=0.87 ---401970.45 ms/batch
Step 00065300 L_out=0.048 Acc=0.87 ---439658.58 ms/batch
Step 00065350 L_out=0.067 Acc=0.89 ---477056.56 ms/batch
Round 5 | epoch=7, train costTime=489.2193670272827, | total_activation_sum=11798975
Round 5 | epoch=8, current m_iou=0.640174248724819
Round 5 | Best m_IoU is: 0.653, OA is: 0.910 | val costTime=180.10825729370117
Round 5 | ****EPOCH 8****
Step 00065400 L_out=0.083 Acc=0.86 ---22830.70 ms/batch
Step 00065450 L_out=0.048 Acc=0.83 ---60402.09 ms/batch
Step 00065500 L_out=0.086 Acc=0.83 ---98398.26 ms/batch
Step 00065550 L_out=0.121 Acc=0.79 ---136341.98 ms/batch
Step 00065600 L_out=0.089 Acc=0.80 ---173816.91 ms/batch
Step 00065650 L_out=0.109 Acc=0.86 ---211381.30 ms/batch
Step 00065700 L_out=0.182 Acc=0.81 ---249123.84 ms/batch
Step 00065750 L_out=0.161 Acc=0.93 ---286531.52 ms/batch
Step 00065800 L_out=0.143 Acc=0.86 ---324162.12 ms/batch
Step 00065850 L_out=0.324 Acc=0.79 ---354923.69 ms/batch
Step 00065900 L_out=0.016 Acc=0.81 ---387456.17 ms/batch
Step 00065950 L_out=0.209 Acc=0.88 ---424894.71 ms/batch
Step 00066000 L_out=0.229 Acc=0.82 ---462649.90 ms/batch
Round 5 | epoch=8, train costTime=487.81398940086365, | total_activation_sum=11755090
Round 5 | epoch=9, current m_iou=0.6310525753400604
Round 5 | Best m_IoU is: 0.653, OA is: 0.910 | val costTime=179.58297276496887
Round 5 | ****EPOCH 9****
Step 00066050 L_out=0.038 Acc=0.86 ---12924.23 ms/batch
Step 00066100 L_out=0.146 Acc=0.76 ---41477.43 ms/batch
Step 00066150 L_out=0.085 Acc=0.88 ---75777.87 ms/batch
Step 00066200 L_out=0.026 Acc=0.85 ---113379.44 ms/batch
Step 00066250 L_out=0.346 Acc=0.89 ---151009.93 ms/batch
Step 00066300 L_out=0.183 Acc=0.92 ---188515.82 ms/batch
Step 00066350 L_out=0.055 Acc=0.96 ---226337.16 ms/batch
Step 00066400 L_out=0.034 Acc=0.90 ---263762.98 ms/batch
Step 00066450 L_out=0.049 Acc=0.90 ---301517.88 ms/batch
Step 00066500 L_out=0.005 Acc=0.88 ---339353.87 ms/batch
Step 00066550 L_out=0.034 Acc=0.89 ---377079.06 ms/batch
Step 00066600 L_out=0.081 Acc=0.92 ---405374.69 ms/batch
Step 00066650 L_out=0.094 Acc=0.85 ---440932.32 ms/batch
Step 00066700 L_out=0.132 Acc=0.90 ---478641.03 ms/batch
Round 5 | epoch=9, train costTime=478.6411032676697, | total_activation_sum=11919501
Round 5 | epoch=10, current m_iou=0.6041780873450802
Round 5 | Best m_IoU is: 0.653, OA is: 0.910 | val costTime=179.33097767829895
Round 5 | ****EPOCH 10****
Step 00066750 L_out=0.149 Acc=0.82 ---37689.20 ms/batch
Step 00066800 L_out=0.054 Acc=0.87 ---73525.69 ms/batch
Step 00066850 L_out=0.130 Acc=0.87 ---101355.08 ms/batch
Step 00066900 L_out=0.024 Acc=0.91 ---138455.93 ms/batch
Step 00066950 L_out=0.145 Acc=0.78 ---176124.26 ms/batch
Step 00067000 L_out=0.029 Acc=0.93 ---214036.25 ms/batch
Step 00067050 L_out=0.165 Acc=0.92 ---251783.74 ms/batch
Step 00067100 L_out=0.388 Acc=0.87 ---289384.40 ms/batch
Step 00067150 L_out=0.034 Acc=0.90 ---327059.13 ms/batch
Step 00067200 L_out=0.185 Acc=0.81 ---364764.07 ms/batch
Step 00067250 L_out=0.117 Acc=0.89 ---402490.31 ms/batch
Step 00067300 L_out=0.072 Acc=0.83 ---437180.26 ms/batch
Step 00067350 L_out=0.092 Acc=0.91 ---466192.89 ms/batch
Round 5 | epoch=10, train costTime=479.2114758491516, | total_activation_sum=11780374
Round 5 | epoch=11, current m_iou=0.6070762864786684
Round 5 | Best m_IoU is: 0.653, OA is: 0.910 | val costTime=178.70511651039124
Round 5 | ****EPOCH 11****
Step 00067400 L_out=0.076 Acc=0.87 ---24864.98 ms/batch
Step 00067450 L_out=0.076 Acc=0.84 ---62626.99 ms/batch
Step 00067500 L_out=0.047 Acc=0.90 ---99945.06 ms/batch
Step 00067550 L_out=0.160 Acc=0.88 ---132763.09 ms/batch
Step 00067600 L_out=0.035 Acc=0.94 ---162671.42 ms/batch
Step 00067650 L_out=0.051 Acc=0.93 ---200060.73 ms/batch
Step 00067700 L_out=0.173 Acc=0.91 ---237660.00 ms/batch
Step 00067750 L_out=0.059 Acc=0.92 ---275288.37 ms/batch
Step 00067800 L_out=0.045 Acc=0.89 ---312940.58 ms/batch
Step 00067850 L_out=0.212 Acc=0.70 ---351047.34 ms/batch
Step 00067900 L_out=0.056 Acc=0.84 ---388585.13 ms/batch
Step 00067950 L_out=0.041 Acc=0.92 ---426408.24 ms/batch
Step 00068000 L_out=0.058 Acc=0.92 ---464171.78 ms/batch
Round 5 | epoch=11, train costTime=487.520122051239, | total_activation_sum=11803409
Round 5 | epoch=12, current m_iou=0.6123556343225791
Round 5 | Best m_IoU is: 0.653, OA is: 0.910 | val costTime=175.94148516654968
Round 5 | ****EPOCH 12****
Step 00068050 L_out=0.091 Acc=0.87 ---12054.89 ms/batch
Step 00068100 L_out=0.088 Acc=0.89 ---49557.00 ms/batch
Step 00068150 L_out=0.065 Acc=0.91 ---87406.18 ms/batch
Step 00068200 L_out=0.147 Acc=0.91 ---124965.44 ms/batch
Step 00068250 L_out=0.045 Acc=0.94 ---162815.55 ms/batch
Step 00068300 L_out=0.054 Acc=0.95 ---192278.34 ms/batch
Step 00068350 L_out=0.159 Acc=0.87 ---226093.21 ms/batch
Step 00068400 L_out=0.057 Acc=0.95 ---263693.27 ms/batch
Step 00068450 L_out=0.217 Acc=0.94 ---300937.25 ms/batch
Step 00068500 L_out=0.035 Acc=0.95 ---338459.79 ms/batch
Step 00068550 L_out=0.203 Acc=0.77 ---376445.63 ms/batch
Step 00068600 L_out=0.079 Acc=0.89 ---414351.94 ms/batch
Step 00068650 L_out=0.084 Acc=0.90 ---451674.76 ms/batch
Step 00068700 L_out=0.143 Acc=0.89 ---489548.30 ms/batch
Round 5 | epoch=12, train costTime=490.28719568252563, | total_activation_sum=11721258
Round 5 | epoch=13, current m_iou=0.6120474127458991
Round 5 | Best m_IoU is: 0.653, OA is: 0.910 | val costTime=175.56058812141418
Round 5 | ****EPOCH 13****
Step 00068750 L_out=0.028 Acc=0.91 ---37105.00 ms/batch
Step 00068800 L_out=0.025 Acc=0.89 ---74290.25 ms/batch
Step 00068850 L_out=0.010 Acc=0.79 ---111760.60 ms/batch
Step 00068900 L_out=0.096 Acc=0.85 ---149275.60 ms/batch
Step 00068950 L_out=0.041 Acc=0.97 ---186705.28 ms/batch
Step 00069000 L_out=0.145 Acc=0.91 ---222241.36 ms/batch
Step 00069050 L_out=0.118 Acc=0.85 ---249834.21 ms/batch
Step 00069100 L_out=0.061 Acc=0.85 ---286711.10 ms/batch
Step 00069150 L_out=0.035 Acc=0.83 ---324364.87 ms/batch
Step 00069200 L_out=0.011 Acc=0.93 ---362254.46 ms/batch
Step 00069250 L_out=0.460 Acc=0.92 ---399930.19 ms/batch
Step 00069300 L_out=0.107 Acc=0.88 ---437597.45 ms/batch
Step 00069350 L_out=0.059 Acc=0.89 ---475069.75 ms/batch
Round 5 | epoch=13, train costTime=488.6070806980133, | total_activation_sum=11836274
Round 5 | epoch=14, current m_iou=0.6471830155236225
Round 5 | Best m_IoU is: 0.653, OA is: 0.910 | val costTime=175.99017572402954
Round 5 | ****EPOCH 14****
Step 00069400 L_out=0.040 Acc=0.88 ---24225.68 ms/batch
Step 00069450 L_out=0.115 Acc=0.87 ---61512.49 ms/batch
Step 00069500 L_out=0.069 Acc=0.95 ---99649.95 ms/batch
Step 00069550 L_out=0.083 Acc=0.76 ---138029.52 ms/batch
Step 00069600 L_out=0.043 Acc=0.86 ---176072.80 ms/batch
Step 00069650 L_out=0.154 Acc=0.95 ---213713.44 ms/batch
Step 00069700 L_out=0.065 Acc=0.90 ---251554.64 ms/batch
Step 00069750 L_out=0.028 Acc=0.79 ---283212.58 ms/batch
Step 00069800 L_out=0.024 Acc=0.87 ---315250.18 ms/batch
Step 00069850 L_out=0.067 Acc=0.90 ---352879.55 ms/batch
Step 00069900 L_out=0.066 Acc=0.85 ---390707.71 ms/batch
Step 00069950 L_out=0.054 Acc=0.89 ---428156.17 ms/batch
Step 00070000 L_out=0.197 Acc=0.80 ---465612.73 ms/batch
Round 5 | epoch=14, train costTime=491.9184057712555, | total_activation_sum=11775338
Round 5 | epoch=15, current m_iou=0.6432521059901561
Round 5 | Best m_IoU is: 0.653, OA is: 0.910 | val costTime=175.28691744804382
Round 5 | ****EPOCH 15****
Step 00070050 L_out=0.045 Acc=0.89 ---11282.83 ms/batch
Step 00070100 L_out=0.047 Acc=0.93 ---48942.17 ms/batch
Step 00070150 L_out=0.097 Acc=0.88 ---86737.27 ms/batch
Step 00070200 L_out=0.026 Acc=0.92 ---124194.18 ms/batch
Step 00070250 L_out=0.063 Acc=0.92 ---161783.53 ms/batch
Step 00070300 L_out=0.040 Acc=0.93 ---199685.03 ms/batch
Step 00070350 L_out=0.096 Acc=0.90 ---237491.94 ms/batch
Step 00070400 L_out=0.105 Acc=0.84 ---274997.64 ms/batch
Step 00070450 L_out=0.015 Acc=0.91 ---312366.11 ms/batch
Step 00070500 L_out=0.033 Acc=0.94 ---340101.44 ms/batch
Step 00070550 L_out=0.023 Acc=0.93 ---375270.83 ms/batch
Step 00070600 L_out=0.043 Acc=0.89 ---412722.07 ms/batch
Step 00070650 L_out=0.021 Acc=0.89 ---450647.77 ms/batch
Step 00070700 L_out=0.202 Acc=0.86 ---488093.51 ms/batch
Round 5 | epoch=15, train costTime=489.59487533569336, | total_activation_sum=11875930
Round 5 | epoch=16, current m_iou=0.6379010601587091
Round 5 | Best m_IoU is: 0.653, OA is: 0.910 | val costTime=176.8433554172516
Round 5 | ****EPOCH 16****
Step 00070750 L_out=0.074 Acc=0.83 ---26754.15 ms/batch
Step 00070800 L_out=0.109 Acc=0.88 ---62766.01 ms/batch
Step 00070850 L_out=0.126 Acc=0.88 ---100137.88 ms/batch
Step 00070900 L_out=0.033 Acc=0.88 ---137754.76 ms/batch
Step 00070950 L_out=0.119 Acc=0.89 ---175110.07 ms/batch
Step 00071000 L_out=0.022 Acc=0.92 ---212536.60 ms/batch
Step 00071050 L_out=0.079 Acc=0.86 ---249899.85 ms/batch
Step 00071100 L_out=0.185 Acc=0.93 ---287643.05 ms/batch
Step 00071150 L_out=0.041 Acc=0.95 ---325121.80 ms/batch
Step 00071200 L_out=0.088 Acc=0.86 ---361595.66 ms/batch
Step 00071250 L_out=0.049 Acc=0.91 ---389549.26 ms/batch
Step 00071300 L_out=0.022 Acc=0.92 ---426267.48 ms/batch
Step 00071350 L_out=0.038 Acc=0.89 ---463882.66 ms/batch
Round 5 | epoch=16, train costTime=478.2193298339844, | total_activation_sum=11721177
Round 5 | epoch=17, current m_iou=0.638527970658776
Round 5 | Best m_IoU is: 0.653, OA is: 0.910 | val costTime=179.15059876441956
Round 5 | ****EPOCH 17****
Step 00071400 L_out=0.087 Acc=0.94 ---23293.52 ms/batch
Step 00071450 L_out=0.022 Acc=0.91 ---57508.54 ms/batch
Step 00071500 L_out=0.058 Acc=0.84 ---85979.25 ms/batch
Step 00071550 L_out=0.045 Acc=0.90 ---123506.54 ms/batch
Step 00071600 L_out=0.046 Acc=0.89 ---161170.82 ms/batch
Step 00071650 L_out=0.100 Acc=0.93 ---198766.13 ms/batch
Step 00071700 L_out=0.073 Acc=0.91 ---236240.49 ms/batch
Step 00071750 L_out=0.088 Acc=0.90 ---273922.94 ms/batch
Step 00071800 L_out=0.031 Acc=0.89 ---311556.23 ms/batch
Step 00071850 L_out=0.201 Acc=0.90 ---349078.23 ms/batch
Step 00071900 L_out=0.046 Acc=0.88 ---386613.79 ms/batch
Step 00071950 L_out=0.033 Acc=0.88 ---420462.08 ms/batch
Step 00072000 L_out=0.042 Acc=0.93 ---449759.48 ms/batch
Round 5 | epoch=17, train costTime=477.14500069618225, | total_activation_sum=11646696
Round 5 | epoch=18, current m_iou=0.6351473046528076
Round 5 | Best m_IoU is: 0.653, OA is: 0.910 | val costTime=180.4135777950287
Round 5 | ****EPOCH 18****
Step 00072050 L_out=0.033 Acc=0.91 ---10389.06 ms/batch
Step 00072100 L_out=0.098 Acc=0.81 ---48044.18 ms/batch
Step 00072150 L_out=0.070 Acc=0.91 ---85321.24 ms/batch
Step 00072200 L_out=0.079 Acc=0.87 ---117366.35 ms/batch
Step 00072250 L_out=0.063 Acc=0.86 ---148964.99 ms/batch
Step 00072300 L_out=0.072 Acc=0.85 ---186540.81 ms/batch
Step 00072350 L_out=0.070 Acc=0.88 ---223776.02 ms/batch
Step 00072400 L_out=0.184 Acc=0.85 ---261161.11 ms/batch
Step 00072450 L_out=0.020 Acc=0.83 ---298685.33 ms/batch
Step 00072500 L_out=0.102 Acc=0.88 ---336460.40 ms/batch
Step 00072550 L_out=0.040 Acc=0.91 ---373538.44 ms/batch
Step 00072600 L_out=0.032 Acc=0.87 ---410917.27 ms/batch
Step 00072650 L_out=0.027 Acc=0.81 ---448355.84 ms/batch
Step 00072700 L_out=0.055 Acc=0.88 ---479903.74 ms/batch
Round 5 | epoch=18, train costTime=481.62470030784607, | total_activation_sum=11857396
Round 5 | epoch=19, current m_iou=0.6297156524430968
Round 5 | Best m_IoU is: 0.653, OA is: 0.910 | val costTime=174.69318389892578
Round 5 | ****EPOCH 19****
Step 00072750 L_out=0.020 Acc=0.92 ---35460.36 ms/batch
Step 00072800 L_out=0.071 Acc=0.88 ---72995.16 ms/batch
Step 00072850 L_out=0.082 Acc=0.93 ---110485.71 ms/batch
Step 00072900 L_out=0.203 Acc=0.84 ---148512.94 ms/batch
Step 00072950 L_out=0.125 Acc=0.89 ---179151.60 ms/batch
Step 00073000 L_out=0.066 Acc=0.89 ---211905.40 ms/batch
Step 00073050 L_out=0.052 Acc=0.95 ---249123.28 ms/batch
Step 00073100 L_out=0.063 Acc=0.91 ---286567.67 ms/batch
Step 00073150 L_out=0.019 Acc=0.90 ---323943.95 ms/batch
Step 00073200 L_out=0.018 Acc=0.87 ---361437.23 ms/batch
Step 00073250 L_out=0.038 Acc=0.80 ---398646.79 ms/batch
Step 00073300 L_out=0.034 Acc=0.90 ---436711.14 ms/batch
Step 00073350 L_out=0.023 Acc=0.92 ---474046.78 ms/batch
Round 5 | epoch=19, train costTime=489.1274218559265, | total_activation_sum=11728262
Round 5 | epoch=20, current m_iou=0.6313862377886315
Round 5 | Best m_IoU is: 0.653, OA is: 0.910 | val costTime=180.78905940055847
Round 5 | ****EPOCH 20****
Step 00073400 L_out=0.045 Acc=0.88 ---22427.36 ms/batch
Step 00073450 L_out=0.041 Acc=0.92 ---60314.75 ms/batch
Step 00073500 L_out=0.090 Acc=0.76 ---97721.24 ms/batch
Step 00073550 L_out=0.040 Acc=0.90 ---135564.80 ms/batch
Step 00073600 L_out=0.022 Acc=0.82 ---172931.38 ms/batch
Step 00073650 L_out=0.060 Acc=0.86 ---207645.25 ms/batch
Step 00073700 L_out=0.037 Acc=0.96 ---235969.48 ms/batch
Step 00073750 L_out=0.057 Acc=0.87 ---273879.19 ms/batch
Step 00073800 L_out=0.087 Acc=0.94 ---310979.67 ms/batch
Step 00073850 L_out=0.194 Acc=0.88 ---348386.47 ms/batch
Step 00073900 L_out=0.042 Acc=0.91 ---386550.87 ms/batch
Step 00073950 L_out=0.042 Acc=0.90 ---423907.18 ms/batch
Step 00074000 L_out=0.061 Acc=0.81 ---461107.74 ms/batch
Round 5 | epoch=20, train costTime=488.8585457801819, | total_activation_sum=11787369
Round 5 | epoch=21, current m_iou=0.6328347569950046
Round 5 | Best m_IoU is: 0.653, OA is: 0.910 | val costTime=179.89997386932373
Round 5 | ****EPOCH 21****
Step 00074050 L_out=0.021 Acc=0.92 --- 9772.45 ms/batch
Step 00074100 L_out=0.044 Acc=0.86 ---47142.83 ms/batch
Step 00074150 L_out=0.030 Acc=0.93 ---84564.75 ms/batch
Step 00074200 L_out=0.062 Acc=0.96 ---122065.87 ms/batch
Step 00074250 L_out=0.070 Acc=0.92 ---159414.04 ms/batch
Step 00074300 L_out=0.087 Acc=0.85 ---197025.85 ms/batch
Step 00074350 L_out=0.031 Acc=0.92 ---234572.42 ms/batch
Step 00074400 L_out=0.044 Acc=0.90 ---264786.27 ms/batch
Step 00074450 L_out=0.589 Acc=0.78 ---296268.92 ms/batch
Step 00074500 L_out=0.054 Acc=0.87 ---333321.06 ms/batch
Step 00074550 L_out=0.031 Acc=0.92 ---370575.54 ms/batch
Step 00074600 L_out=0.069 Acc=0.92 ---407916.44 ms/batch
Step 00074650 L_out=0.020 Acc=0.84 ---445680.01 ms/batch
Step 00074700 L_out=0.074 Acc=0.89 ---483086.51 ms/batch
Round 5 | epoch=21, train costTime=486.12099981307983, | total_activation_sum=11826291
Round 5 | epoch=22, current m_iou=0.6349810011791691
Round 5 | Best m_IoU is: 0.653, OA is: 0.910 | val costTime=177.14934945106506
Round 5 | ****EPOCH 22****
Step 00074750 L_out=0.107 Acc=0.80 ---34295.32 ms/batch
Step 00074800 L_out=0.131 Acc=0.91 ---71473.96 ms/batch
Step 00074850 L_out=0.007 Acc=0.91 ---108577.36 ms/batch
Step 00074900 L_out=0.058 Acc=0.83 ---145941.88 ms/batch
Step 00074950 L_out=0.019 Acc=0.91 ---183084.52 ms/batch
Step 00075000 L_out=0.075 Acc=0.89 ---220531.73 ms/batch
Step 00075050 L_out=0.036 Acc=0.93 ---258268.55 ms/batch
Step 00075100 L_out=0.011 Acc=0.90 ---296262.19 ms/batch
Step 00075150 L_out=0.026 Acc=0.94 ---323632.09 ms/batch
Step 00075200 L_out=0.035 Acc=0.94 ---358306.36 ms/batch
Step 00075250 L_out=0.073 Acc=0.89 ---395707.15 ms/batch
Step 00075300 L_out=0.015 Acc=0.88 ---432963.61 ms/batch
Step 00075350 L_out=0.024 Acc=0.93 ---470121.20 ms/batch
Round 5 | epoch=22, train costTime=485.81856775283813, | total_activation_sum=11833989
Round 5 | epoch=23, current m_iou=0.6277827184158175
Round 5 | Best m_IoU is: 0.653, OA is: 0.910 | val costTime=177.87591528892517
Round 5 | ****EPOCH 23****
Step 00075400 L_out=0.044 Acc=0.95 ---15928.26 ms/batch
Step 00075450 L_out=0.126 Acc=0.91 ---51443.00 ms/batch
Step 00075500 L_out=0.035 Acc=0.93 ---88809.36 ms/batch
Step 00075550 L_out=0.010 Acc=0.93 ---126115.99 ms/batch
Step 00075600 L_out=0.028 Acc=0.91 ---164027.05 ms/batch
Step 00075650 L_out=0.041 Acc=0.88 ---201607.45 ms/batch
Step 00075700 L_out=0.031 Acc=0.87 ---238569.87 ms/batch
Step 00075750 L_out=0.051 Acc=0.93 ---275852.76 ms/batch
Step 00075800 L_out=0.013 Acc=0.92 ---313326.13 ms/batch
Step 00075850 L_out=0.243 Acc=0.75 ---349949.29 ms/batch
Step 00075900 L_out=0.014 Acc=0.91 ---377894.86 ms/batch
Step 00075950 L_out=0.012 Acc=0.94 ---413190.30 ms/batch
Step 00076000 L_out=0.054 Acc=0.87 ---450733.46 ms/batch
Round 5 | epoch=23, train costTime=479.0365147590637, | total_activation_sum=11779978
Round 5 | epoch=24, current m_iou=0.6263540836424244
Round 5 | Best m_IoU is: 0.653, OA is: 0.910 | val costTime=180.10729360580444
Round 5 | ****EPOCH 24****
Step 00076050 L_out=0.051 Acc=0.93 --- 8972.07 ms/batch
Step 00076100 L_out=0.056 Acc=0.95 ---44058.35 ms/batch
Step 00076150 L_out=0.085 Acc=0.82 ---71571.01 ms/batch
Step 00076200 L_out=0.138 Acc=0.91 ---108256.43 ms/batch
Step 00076250 L_out=0.057 Acc=0.91 ---145523.93 ms/batch
Step 00076300 L_out=0.055 Acc=0.91 ---182865.22 ms/batch
Step 00076350 L_out=0.054 Acc=0.91 ---220334.79 ms/batch
Step 00076400 L_out=0.044 Acc=0.92 ---257753.11 ms/batch
Step 00076450 L_out=0.064 Acc=0.84 ---295075.93 ms/batch
Step 00076500 L_out=0.056 Acc=0.89 ---332405.54 ms/batch
Step 00076550 L_out=0.021 Acc=0.91 ---369685.06 ms/batch
Step 00076600 L_out=0.067 Acc=0.93 ---405324.29 ms/batch
Step 00076650 L_out=0.105 Acc=0.89 ---432656.11 ms/batch
Step 00076700 L_out=0.032 Acc=0.90 ---468679.70 ms/batch
Round 5 | epoch=24, train costTime=472.4098529815674, | total_activation_sum=11800057
Round 5 | epoch=25, current m_iou=0.6161749928106378
Round 5 | Best m_IoU is: 0.653, OA is: 0.910 | val costTime=181.84302830696106
Round 5 | ****EPOCH 25****
Step 00076750 L_out=0.106 Acc=0.90 ---33552.33 ms/batch
Step 00076800 L_out=0.052 Acc=0.93 ---70507.15 ms/batch
Step 00076850 L_out=0.039 Acc=0.91 ---104467.69 ms/batch
Step 00076900 L_out=0.023 Acc=0.96 ---132073.47 ms/batch
Step 00076950 L_out=0.051 Acc=0.87 ---169589.80 ms/batch
Step 00077000 L_out=0.082 Acc=0.88 ---207201.79 ms/batch
Step 00077050 L_out=0.044 Acc=0.92 ---244440.69 ms/batch
Step 00077100 L_out=0.032 Acc=0.95 ---281521.94 ms/batch
Step 00077150 L_out=0.043 Acc=0.89 ---318871.63 ms/batch
Step 00077200 L_out=0.167 Acc=0.90 ---356002.47 ms/batch
Step 00077250 L_out=0.038 Acc=0.90 ---393382.29 ms/batch
Step 00077300 L_out=0.066 Acc=0.74 ---430345.97 ms/batch
Step 00077350 L_out=0.012 Acc=0.91 ---465352.36 ms/batch
Round 5 | epoch=25, train costTime=477.4789297580719, | total_activation_sum=11761073
Round 5 | epoch=26, current m_iou=0.624050743649338
Round 5 | Best m_IoU is: 0.653, OA is: 0.910 | val costTime=176.56985688209534
Round 5 | ****EPOCH 26****
Step 00077400 L_out=0.018 Acc=0.94 ---20728.33 ms/batch
Step 00077450 L_out=0.068 Acc=0.91 ---57936.56 ms/batch
Step 00077500 L_out=0.160 Acc=0.84 ---95199.53 ms/batch
Step 00077550 L_out=0.078 Acc=0.88 ---132234.41 ms/batch
Step 00077600 L_out=0.018 Acc=0.92 ---165706.26 ms/batch
Step 00077650 L_out=0.017 Acc=0.94 ---194078.74 ms/batch
Step 00077700 L_out=0.242 Acc=0.80 ---231379.89 ms/batch
Step 00077750 L_out=0.030 Acc=0.92 ---268699.14 ms/batch
Step 00077800 L_out=0.036 Acc=0.92 ---306197.57 ms/batch
Step 00077850 L_out=0.027 Acc=0.89 ---344143.46 ms/batch
Step 00077900 L_out=0.047 Acc=0.85 ---381822.32 ms/batch
Step 00077950 L_out=0.171 Acc=0.89 ---418991.26 ms/batch
Step 00078000 L_out=0.026 Acc=0.90 ---456527.36 ms/batch
Round 5 | epoch=26, train costTime=485.34414935112, | total_activation_sum=11725951
Round 5 | epoch=27, current m_iou=0.6237735988213375
Round 5 | Best m_IoU is: 0.653, OA is: 0.910 | val costTime=171.27351236343384
Round 5 | ****EPOCH 27****
Step 00078050 L_out=0.019 Acc=0.79 --- 8182.25 ms/batch
Step 00078100 L_out=0.041 Acc=0.82 ---45399.82 ms/batch
Step 00078150 L_out=0.020 Acc=0.90 ---82653.82 ms/batch
Step 00078200 L_out=0.013 Acc=0.94 ---119966.31 ms/batch
Step 00078250 L_out=0.033 Acc=0.87 ---157214.91 ms/batch
Step 00078300 L_out=0.084 Acc=0.89 ---194792.05 ms/batch
Step 00078350 L_out=0.015 Acc=0.96 ---227608.54 ms/batch
Step 00078400 L_out=0.033 Acc=0.91 ---256882.98 ms/batch
Step 00078450 L_out=0.034 Acc=0.90 ---294363.57 ms/batch
Step 00078500 L_out=0.093 Acc=0.82 ---331737.96 ms/batch
Step 00078550 L_out=0.048 Acc=0.86 ---369072.24 ms/batch
Step 00078600 L_out=0.016 Acc=0.94 ---406463.52 ms/batch
Step 00078650 L_out=0.046 Acc=0.90 ---443390.07 ms/batch
Step 00078700 L_out=0.043 Acc=0.80 ---480878.79 ms/batch
Round 5 | epoch=27, train costTime=485.3630404472351, | total_activation_sum=11906630
Round 5 | epoch=28, current m_iou=0.6264765554138318
Round 5 | Best m_IoU is: 0.653, OA is: 0.910 | val costTime=171.79693722724915
Round 5 | ****EPOCH 28****
Step 00078750 L_out=0.008 Acc=0.89 ---32995.12 ms/batch
Step 00078800 L_out=0.021 Acc=0.92 ---70595.65 ms/batch
Step 00078850 L_out=0.027 Acc=0.92 ---108186.31 ms/batch
Step 00078900 L_out=0.041 Acc=0.96 ---145326.10 ms/batch
Step 00078950 L_out=0.060 Acc=0.92 ---182539.41 ms/batch
Step 00079000 L_out=0.268 Acc=0.85 ---219736.19 ms/batch
Step 00079050 L_out=0.075 Acc=0.90 ---256968.73 ms/batch
Step 00079100 L_out=0.017 Acc=0.89 ---288891.91 ms/batch
Step 00079150 L_out=0.028 Acc=0.91 ---319172.94 ms/batch
Step 00079200 L_out=0.043 Acc=0.94 ---356894.77 ms/batch
Step 00079250 L_out=0.034 Acc=0.94 ---394413.27 ms/batch
Step 00079300 L_out=0.041 Acc=0.94 ---431814.20 ms/batch
Step 00079350 L_out=0.005 Acc=0.91 ---469159.97 ms/batch
Round 5 | epoch=28, train costTime=486.8403055667877, | total_activation_sum=11737144
Round 5 | epoch=29, current m_iou=0.6253151915109887
Round 5 | Best m_IoU is: 0.653, OA is: 0.910 | val costTime=175.5106647014618
Round 5 | ****EPOCH 29****
Step 00079400 L_out=0.050 Acc=0.90 ---20089.48 ms/batch
Step 00079450 L_out=0.120 Acc=0.86 ---57438.50 ms/batch
Step 00079500 L_out=0.021 Acc=0.94 ---94861.36 ms/batch
Step 00079550 L_out=0.030 Acc=0.92 ---132396.13 ms/batch
Step 00079600 L_out=0.061 Acc=0.81 ---169614.83 ms/batch
Step 00079650 L_out=0.040 Acc=0.94 ---206747.27 ms/batch
Step 00079700 L_out=0.092 Acc=0.88 ---243959.63 ms/batch
Step 00079750 L_out=0.056 Acc=0.89 ---281384.19 ms/batch
Step 00079800 L_out=0.075 Acc=0.95 ---318796.06 ms/batch
Step 00079850 L_out=0.173 Acc=0.85 ---348206.79 ms/batch
Step 00079900 L_out=0.085 Acc=0.92 ---380601.56 ms/batch
Step 00079950 L_out=0.040 Acc=0.92 ---418119.62 ms/batch
Step 00080000 L_out=0.020 Acc=0.91 ---455523.94 ms/batch
Round 5 | epoch=29, train costTime=485.2057921886444, | total_activation_sum=11839778
Round 5 | epoch=30, current m_iou=0.6292266828873143
Round 5 | Best m_IoU is: 0.653, OA is: 0.910 | val costTime=175.20563554763794
Round 5 | ****EPOCH 30****
Round 6 | ****EPOCH 0****
Step 00080050 L_out=0.262 Acc=0.88 --- 7606.86 ms/batch
Step 00080100 L_out=0.328 Acc=0.81 ---45192.10 ms/batch
Step 00080150 L_out=0.206 Acc=0.72 ---80355.07 ms/batch
Step 00080200 L_out=0.177 Acc=0.88 ---109178.05 ms/batch
Step 00080250 L_out=0.378 Acc=0.69 ---146921.55 ms/batch
Step 00080300 L_out=0.451 Acc=0.71 ---184965.63 ms/batch
Step 00080350 L_out=0.193 Acc=0.79 ---222774.37 ms/batch
Step 00080400 L_out=0.092 Acc=0.86 ---260417.68 ms/batch
Step 00080450 L_out=0.994 Acc=0.83 ---297958.12 ms/batch
Step 00080500 L_out=0.156 Acc=0.87 ---335653.08 ms/batch
Step 00080550 L_out=0.111 Acc=0.86 ---373182.83 ms/batch
Step 00080600 L_out=0.930 Acc=0.84 ---410677.89 ms/batch
Step 00080650 L_out=0.229 Acc=0.82 ---444592.94 ms/batch
Step 00080700 L_out=0.198 Acc=0.83 ---473863.20 ms/batch
Round 6 | epoch=0, train costTime=479.1297996044159, | total_activation_sum=13880757
Round 6 | epoch=1, current m_iou=0.5791770245348686
Round 6 | Best m_IoU is: 0.579, OA is: 0.829 | val costTime=177.11900067329407
Round 6 | ****EPOCH 1****
Step 00080750 L_out=0.279 Acc=0.86 ---32247.47 ms/batch
Step 00080800 L_out=0.112 Acc=0.86 ---69732.35 ms/batch
Step 00080850 L_out=0.050 Acc=0.93 ---107455.80 ms/batch
Step 00080900 L_out=0.099 Acc=0.92 ---140432.31 ms/batch
Step 00080950 L_out=0.026 Acc=0.89 ---171227.92 ms/batch
Step 00081000 L_out=0.202 Acc=0.80 ---208812.84 ms/batch
Step 00081050 L_out=0.134 Acc=0.75 ---246315.34 ms/batch
Step 00081100 L_out=0.210 Acc=0.87 ---283816.57 ms/batch
Step 00081150 L_out=0.109 Acc=0.86 ---321438.92 ms/batch
Step 00081200 L_out=0.113 Acc=0.90 ---359096.06 ms/batch
Step 00081250 L_out=0.040 Acc=0.91 ---396520.05 ms/batch
Step 00081300 L_out=0.041 Acc=0.89 ---434277.37 ms/batch
Step 00081350 L_out=0.046 Acc=0.82 ---471899.01 ms/batch
Round 6 | epoch=1, train costTime=489.1438663005829, | total_activation_sum=13922947
Round 6 | epoch=2, current m_iou=0.6361055282777717
Round 6 | Best m_IoU is: 0.636, OA is: 0.894 | val costTime=173.26805329322815
Round 6 | ****EPOCH 2****
Step 00081400 L_out=0.415 Acc=0.88 ---19545.78 ms/batch
Step 00081450 L_out=0.137 Acc=0.89 ---57064.56 ms/batch
Step 00081500 L_out=0.105 Acc=0.84 ---94928.96 ms/batch
Step 00081550 L_out=0.128 Acc=0.83 ---132714.02 ms/batch
Step 00081600 L_out=0.041 Acc=0.95 ---170392.16 ms/batch
Step 00081650 L_out=0.626 Acc=0.81 ---199691.14 ms/batch
Step 00081700 L_out=1.342 Acc=0.79 ---233810.92 ms/batch
Step 00081750 L_out=0.123 Acc=0.86 ---271634.91 ms/batch
Step 00081800 L_out=0.169 Acc=0.89 ---309031.93 ms/batch
Step 00081850 L_out=0.066 Acc=0.90 ---346715.17 ms/batch
Step 00081900 L_out=0.103 Acc=0.82 ---384193.25 ms/batch
Step 00081950 L_out=0.057 Acc=0.87 ---421471.03 ms/batch
Step 00082000 L_out=0.172 Acc=0.90 ---458957.90 ms/batch
Round 6 | epoch=2, train costTime=489.6827039718628, | total_activation_sum=13941039
Round 6 | epoch=3, current m_iou=0.6559383565466592
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=173.36308574676514
Round 6 | ****EPOCH 3****
Step 00082050 L_out=0.072 Acc=0.96 --- 6735.62 ms/batch
Step 00082100 L_out=0.313 Acc=0.89 ---44283.66 ms/batch
Step 00082150 L_out=0.074 Acc=0.95 ---81685.54 ms/batch
Step 00082200 L_out=0.011 Acc=0.90 ---119399.66 ms/batch
Step 00082250 L_out=0.070 Acc=0.79 ---157140.42 ms/batch
Step 00082300 L_out=0.102 Acc=0.87 ---194940.09 ms/batch
Step 00082350 L_out=0.159 Acc=0.89 ---230257.52 ms/batch
Step 00082400 L_out=0.059 Acc=0.91 ---258134.13 ms/batch
Step 00082450 L_out=0.130 Acc=0.92 ---295957.70 ms/batch
Step 00082500 L_out=0.157 Acc=0.73 ---334165.49 ms/batch
Step 00082550 L_out=0.100 Acc=0.83 ---371898.12 ms/batch
Step 00082600 L_out=0.298 Acc=0.89 ---409180.79 ms/batch
Step 00082650 L_out=0.078 Acc=0.91 ---446869.12 ms/batch
Step 00082700 L_out=0.056 Acc=0.90 ---484476.60 ms/batch
Round 6 | epoch=3, train costTime=490.56440448760986, | total_activation_sum=13992997
Round 6 | epoch=4, current m_iou=0.6496538807304657
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=176.04863739013672
Round 6 | ****EPOCH 4****
Step 00082750 L_out=0.044 Acc=0.96 ---31510.58 ms/batch
Step 00082800 L_out=0.091 Acc=0.94 ---69114.16 ms/batch
Step 00082850 L_out=0.056 Acc=0.92 ---106625.32 ms/batch
Step 00082900 L_out=0.043 Acc=0.88 ---144041.23 ms/batch
Step 00082950 L_out=0.085 Acc=0.80 ---181784.16 ms/batch
Step 00083000 L_out=0.248 Acc=0.87 ---219074.15 ms/batch
Step 00083050 L_out=0.087 Acc=0.94 ---256835.16 ms/batch
Step 00083100 L_out=0.147 Acc=0.90 ---287685.81 ms/batch
Step 00083150 L_out=0.100 Acc=0.92 ---320295.14 ms/batch
Step 00083200 L_out=0.129 Acc=0.91 ---357643.95 ms/batch
Step 00083250 L_out=0.242 Acc=0.87 ---395295.60 ms/batch
Step 00083300 L_out=0.029 Acc=0.91 ---432737.42 ms/batch
Step 00083350 L_out=0.031 Acc=0.89 ---470118.14 ms/batch
Round 6 | epoch=4, train costTime=488.87045788764954, | total_activation_sum=13938223
Round 6 | epoch=5, current m_iou=0.6520727947217602
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=174.89359879493713
Round 6 | ****EPOCH 5****
Step 00083400 L_out=0.127 Acc=0.80 ---18601.76 ms/batch
Step 00083450 L_out=0.263 Acc=0.88 ---56184.87 ms/batch
Step 00083500 L_out=0.125 Acc=0.88 ---93464.07 ms/batch
Step 00083550 L_out=0.051 Acc=0.90 ---130775.41 ms/batch
Step 00083600 L_out=0.226 Acc=0.95 ---168246.50 ms/batch
Step 00083650 L_out=0.083 Acc=0.91 ---205772.53 ms/batch
Step 00083700 L_out=0.270 Acc=0.88 ---243601.37 ms/batch
Step 00083750 L_out=0.067 Acc=0.90 ---281148.55 ms/batch
Step 00083800 L_out=0.069 Acc=0.90 ---318563.73 ms/batch
Step 00083850 L_out=0.089 Acc=0.86 ---346351.65 ms/batch
Step 00083900 L_out=0.246 Acc=0.86 ---382041.46 ms/batch
Step 00083950 L_out=0.209 Acc=0.82 ---419508.77 ms/batch
Step 00084000 L_out=0.107 Acc=0.90 ---457072.46 ms/batch
Round 6 | epoch=5, train costTime=488.6158354282379, | total_activation_sum=14061275
Round 6 | epoch=6, current m_iou=0.6381825613531634
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=176.27055740356445
Round 6 | ****EPOCH 6****
Step 00084050 L_out=0.167 Acc=0.91 --- 4733.54 ms/batch
Step 00084100 L_out=0.065 Acc=0.89 ---32547.10 ms/batch
Step 00084150 L_out=0.073 Acc=0.92 ---68482.18 ms/batch
Step 00084200 L_out=0.194 Acc=0.83 ---105924.91 ms/batch
Step 00084250 L_out=0.078 Acc=0.87 ---143365.63 ms/batch
Step 00084300 L_out=0.181 Acc=0.91 ---180571.82 ms/batch
Step 00084350 L_out=0.103 Acc=0.88 ---218020.52 ms/batch
Step 00084400 L_out=0.084 Acc=0.90 ---255403.55 ms/batch
Step 00084450 L_out=0.150 Acc=0.89 ---292745.53 ms/batch
Step 00084500 L_out=0.176 Acc=0.74 ---330186.74 ms/batch
Step 00084550 L_out=0.096 Acc=0.84 ---366326.20 ms/batch
Step 00084600 L_out=0.082 Acc=0.92 ---394068.41 ms/batch
Step 00084650 L_out=0.180 Acc=0.90 ---430322.38 ms/batch
Step 00084700 L_out=0.073 Acc=0.85 ---468007.31 ms/batch
Round 6 | epoch=6, train costTime=474.74207377433777, | total_activation_sum=13774490
Round 6 | epoch=7, current m_iou=0.6434370478356322
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=178.91159892082214
Round 6 | ****EPOCH 7****
Step 00084750 L_out=0.152 Acc=0.73 ---30824.56 ms/batch
Step 00084800 L_out=0.043 Acc=0.93 ---65630.22 ms/batch
Step 00084850 L_out=0.107 Acc=0.89 ---93327.85 ms/batch
Step 00084900 L_out=0.094 Acc=0.79 ---116499.02 ms/batch
Step 00084950 L_out=0.058 Acc=0.92 ---139408.61 ms/batch
Step 00085000 L_out=0.108 Acc=0.80 ---162287.27 ms/batch
Step 00085050 L_out=0.071 Acc=0.81 ---185495.31 ms/batch
Step 00085100 L_out=0.034 Acc=0.89 ---208549.12 ms/batch
Step 00085150 L_out=0.131 Acc=0.92 ---231594.51 ms/batch
Step 00085200 L_out=0.202 Acc=0.90 ---254757.17 ms/batch
Step 00085250 L_out=0.085 Acc=0.86 ---277847.32 ms/batch
Step 00085300 L_out=0.033 Acc=0.90 ---301046.61 ms/batch
Step 00085350 L_out=0.128 Acc=0.90 ---323997.46 ms/batch
Round 6 | epoch=7, train costTime=335.9206576347351, | total_activation_sum=14010452
Round 6 | epoch=8, current m_iou=0.6475386424256911
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=170.17363381385803
Round 6 | ****EPOCH 8****
Step 00085400 L_out=0.085 Acc=0.89 ---11402.68 ms/batch
Step 00085450 L_out=0.061 Acc=0.92 ---34673.80 ms/batch
Step 00085500 L_out=0.053 Acc=0.92 ---57831.76 ms/batch
Step 00085550 L_out=0.021 Acc=0.87 ---81031.82 ms/batch
Step 00085600 L_out=0.056 Acc=0.94 ---104250.99 ms/batch
Step 00085650 L_out=0.049 Acc=0.90 ---127425.48 ms/batch
Step 00085700 L_out=0.023 Acc=0.82 ---150727.39 ms/batch
Step 00085750 L_out=0.374 Acc=0.86 ---173851.29 ms/batch
Step 00085800 L_out=0.076 Acc=0.93 ---196913.83 ms/batch
Step 00085850 L_out=0.379 Acc=0.80 ---220089.45 ms/batch
Step 00085900 L_out=0.200 Acc=0.88 ---243279.94 ms/batch
Step 00085950 L_out=0.218 Acc=0.85 ---266483.37 ms/batch
Step 00086000 L_out=0.079 Acc=0.85 ---289644.72 ms/batch
Round 6 | epoch=8, train costTime=309.7457673549652, | total_activation_sum=14023629
Round 6 | epoch=9, current m_iou=0.6479713300627845
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=169.14461302757263
Round 6 | ****EPOCH 9****
Step 00086050 L_out=0.066 Acc=0.85 --- 3263.86 ms/batch
Step 00086100 L_out=0.042 Acc=0.90 ---26402.97 ms/batch
Step 00086150 L_out=0.039 Acc=0.87 ---49771.25 ms/batch
Step 00086200 L_out=0.144 Acc=0.87 ---73159.25 ms/batch
Step 00086250 L_out=0.051 Acc=0.89 ---96329.03 ms/batch
Step 00086300 L_out=0.092 Acc=0.84 ---119534.40 ms/batch
Step 00086350 L_out=0.061 Acc=0.92 ---142699.59 ms/batch
Step 00086400 L_out=0.067 Acc=0.86 ---165752.59 ms/batch
Step 00086450 L_out=0.021 Acc=0.88 ---189098.79 ms/batch
Step 00086500 L_out=0.075 Acc=0.81 ---212368.90 ms/batch
Step 00086550 L_out=0.028 Acc=0.88 ---235639.52 ms/batch
Step 00086600 L_out=0.065 Acc=0.91 ---258805.93 ms/batch
Step 00086650 L_out=0.114 Acc=0.78 ---281688.25 ms/batch
Step 00086700 L_out=0.136 Acc=0.83 ---304915.70 ms/batch
Round 6 | epoch=9, train costTime=309.5326716899872, | total_activation_sum=14017606
Round 6 | epoch=10, current m_iou=0.6360138877141104
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=157.40338468551636
Round 6 | ****EPOCH 10****
Step 00086750 L_out=0.184 Acc=0.84 ---18643.12 ms/batch
Step 00086800 L_out=0.148 Acc=0.93 ---41836.29 ms/batch
Step 00086850 L_out=0.127 Acc=0.80 ---64866.12 ms/batch
Step 00086900 L_out=0.070 Acc=0.72 ---88007.85 ms/batch
Step 00086950 L_out=0.021 Acc=0.90 ---111326.13 ms/batch
Step 00087000 L_out=0.227 Acc=0.84 ---134514.58 ms/batch
Step 00087050 L_out=0.071 Acc=0.92 ---157859.38 ms/batch
Step 00087100 L_out=0.067 Acc=0.89 ---181147.21 ms/batch
Step 00087150 L_out=0.068 Acc=0.89 ---204317.50 ms/batch
Step 00087200 L_out=0.113 Acc=0.93 ---227287.98 ms/batch
Step 00087250 L_out=0.025 Acc=0.88 ---250264.20 ms/batch
Step 00087300 L_out=0.030 Acc=0.88 ---273488.41 ms/batch
Step 00087350 L_out=0.052 Acc=0.94 ---296726.65 ms/batch
Round 6 | epoch=10, train costTime=309.251291513443, | total_activation_sum=13846059
Round 6 | epoch=11, current m_iou=0.6432119112294196
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=150.92019891738892
Round 6 | ****EPOCH 11****
Step 00087400 L_out=0.041 Acc=0.90 ---10509.66 ms/batch
Step 00087450 L_out=0.053 Acc=0.89 ---33844.26 ms/batch
Step 00087500 L_out=0.096 Acc=0.93 ---57287.82 ms/batch
Step 00087550 L_out=0.281 Acc=0.87 ---80669.91 ms/batch
Step 00087600 L_out=0.047 Acc=0.76 ---103736.26 ms/batch
Step 00087650 L_out=0.165 Acc=0.94 ---126962.13 ms/batch
Step 00087700 L_out=0.076 Acc=0.92 ---150168.33 ms/batch
Step 00087750 L_out=0.019 Acc=0.87 ---173509.88 ms/batch
Step 00087800 L_out=0.153 Acc=0.93 ---196702.27 ms/batch
Step 00087850 L_out=0.021 Acc=0.91 ---219908.83 ms/batch
Step 00087900 L_out=0.070 Acc=0.92 ---243044.77 ms/batch
Step 00087950 L_out=0.009 Acc=0.91 ---266258.16 ms/batch
Step 00088000 L_out=0.023 Acc=0.92 ---289335.27 ms/batch
Round 6 | epoch=11, train costTime=309.5996832847595, | total_activation_sum=14053495
Round 6 | epoch=12, current m_iou=0.6310021315999644
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=175.02076125144958
Round 6 | ****EPOCH 12****
Step 00088050 L_out=0.148 Acc=0.87 --- 2796.34 ms/batch
Step 00088100 L_out=0.097 Acc=0.95 ---26221.29 ms/batch
Step 00088150 L_out=0.136 Acc=0.91 ---49326.10 ms/batch
Step 00088200 L_out=0.027 Acc=0.92 ---72531.75 ms/batch
Step 00088250 L_out=0.068 Acc=0.93 ---95626.45 ms/batch
Step 00088300 L_out=0.098 Acc=0.87 ---118867.04 ms/batch
Step 00088350 L_out=0.159 Acc=0.93 ---142235.08 ms/batch
Step 00088400 L_out=0.410 Acc=0.69 ---165467.04 ms/batch
Step 00088450 L_out=0.045 Acc=0.90 ---188726.87 ms/batch
Step 00088500 L_out=0.105 Acc=0.92 ---211985.90 ms/batch
Step 00088550 L_out=0.071 Acc=0.93 ---235004.03 ms/batch
Step 00088600 L_out=0.057 Acc=0.87 ---258363.15 ms/batch
Step 00088650 L_out=0.038 Acc=0.89 ---281581.73 ms/batch
Step 00088700 L_out=0.207 Acc=0.93 ---304929.09 ms/batch
Round 6 | epoch=12, train costTime=310.0134983062744, | total_activation_sum=13885718
Round 6 | epoch=13, current m_iou=0.6352220495541515
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=188.91478180885315
Round 6 | ****EPOCH 13****
Step 00088750 L_out=0.105 Acc=0.83 ---17921.36 ms/batch
Step 00088800 L_out=0.197 Acc=0.87 ---41135.45 ms/batch
Step 00088850 L_out=0.059 Acc=0.93 ---64419.32 ms/batch
Step 00088900 L_out=0.030 Acc=0.89 ---87528.49 ms/batch
Step 00088950 L_out=0.112 Acc=0.95 ---110693.40 ms/batch
Step 00089000 L_out=0.111 Acc=0.84 ---133850.02 ms/batch
Step 00089050 L_out=0.038 Acc=0.93 ---157023.25 ms/batch
Step 00089100 L_out=0.044 Acc=0.90 ---180143.57 ms/batch
Step 00089150 L_out=0.140 Acc=0.89 ---203223.18 ms/batch
Step 00089200 L_out=0.042 Acc=0.93 ---226281.31 ms/batch
Step 00089250 L_out=0.051 Acc=0.93 ---249607.58 ms/batch
Step 00089300 L_out=0.182 Acc=0.88 ---272799.26 ms/batch
Step 00089350 L_out=0.118 Acc=0.90 ---296125.83 ms/batch
Round 6 | epoch=13, train costTime=309.01852226257324, | total_activation_sum=13979868
Round 6 | epoch=14, current m_iou=0.6440946143599229
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=165.73525428771973
Round 6 | ****EPOCH 14****
Step 00089400 L_out=0.039 Acc=0.98 ---10196.14 ms/batch
Step 00089450 L_out=0.015 Acc=0.95 ---33669.41 ms/batch
Step 00089500 L_out=0.036 Acc=0.91 ---56918.41 ms/batch
Step 00089550 L_out=0.027 Acc=0.84 ---80074.62 ms/batch
Step 00089600 L_out=0.077 Acc=0.89 ---103322.65 ms/batch
Step 00089650 L_out=0.028 Acc=0.94 ---126897.15 ms/batch
Step 00089700 L_out=0.084 Acc=0.88 ---150352.51 ms/batch
Step 00089750 L_out=0.008 Acc=0.94 ---174065.71 ms/batch
Step 00089800 L_out=0.032 Acc=0.88 ---197771.00 ms/batch
Step 00089850 L_out=0.137 Acc=0.81 ---220992.25 ms/batch
Step 00089900 L_out=0.112 Acc=0.89 ---244305.75 ms/batch
Step 00089950 L_out=0.032 Acc=0.89 ---267464.84 ms/batch
Step 00090000 L_out=0.024 Acc=0.86 ---290702.41 ms/batch
Round 6 | epoch=14, train costTime=311.7780485153198, | total_activation_sum=13946363
Round 6 | epoch=15, current m_iou=0.6367335552073334
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=157.15135526657104
Round 6 | ****EPOCH 15****
Step 00090050 L_out=0.140 Acc=0.78 --- 2311.44 ms/batch
Step 00090100 L_out=0.072 Acc=0.90 ---25444.79 ms/batch
Step 00090150 L_out=0.031 Acc=0.90 ---48607.29 ms/batch
Step 00090200 L_out=0.045 Acc=0.90 ---71776.20 ms/batch
Step 00090250 L_out=0.020 Acc=0.97 ---94910.18 ms/batch
Step 00090300 L_out=0.049 Acc=0.89 ---118077.47 ms/batch
Step 00090350 L_out=0.094 Acc=0.94 ---141300.57 ms/batch
Step 00090400 L_out=0.045 Acc=0.88 ---164454.69 ms/batch
Step 00090450 L_out=0.150 Acc=0.88 ---187712.37 ms/batch
Step 00090500 L_out=0.009 Acc=0.94 ---210940.82 ms/batch
Step 00090550 L_out=0.064 Acc=0.94 ---233952.14 ms/batch
Step 00090600 L_out=0.015 Acc=0.94 ---257164.29 ms/batch
Step 00090650 L_out=0.080 Acc=0.92 ---280302.56 ms/batch
Step 00090700 L_out=0.090 Acc=0.84 ---303357.54 ms/batch
Round 6 | epoch=15, train costTime=308.9259216785431, | total_activation_sum=13988195
Round 6 | epoch=16, current m_iou=0.6392570325356093
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=136.23956990242004
Round 6 | ****EPOCH 16****
Step 00090750 L_out=0.094 Acc=0.92 ---17842.19 ms/batch
Step 00090800 L_out=0.028 Acc=0.92 ---40936.67 ms/batch
Step 00090850 L_out=0.026 Acc=0.86 ---64199.33 ms/batch
Step 00090900 L_out=0.024 Acc=0.92 ---87255.51 ms/batch
Step 00090950 L_out=0.187 Acc=0.90 ---110579.80 ms/batch
Step 00091000 L_out=0.057 Acc=0.94 ---133674.37 ms/batch
Step 00091050 L_out=0.043 Acc=0.90 ---157048.72 ms/batch
Step 00091100 L_out=0.015 Acc=0.95 ---180217.31 ms/batch
Step 00091150 L_out=0.074 Acc=0.92 ---203163.79 ms/batch
Step 00091200 L_out=0.044 Acc=0.92 ---226281.34 ms/batch
Step 00091250 L_out=0.037 Acc=0.90 ---249438.88 ms/batch
Step 00091300 L_out=0.033 Acc=0.88 ---272688.69 ms/batch
Step 00091350 L_out=0.073 Acc=0.88 ---295832.09 ms/batch
Round 6 | epoch=16, train costTime=309.21516036987305, | total_activation_sum=13944782
Round 6 | epoch=17, current m_iou=0.6540667090128836
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=139.70183277130127
Round 6 | ****EPOCH 17****
Step 00091400 L_out=0.125 Acc=0.91 --- 9816.24 ms/batch
Step 00091450 L_out=0.074 Acc=0.89 ---32958.49 ms/batch
Step 00091500 L_out=0.039 Acc=0.84 ---56234.16 ms/batch
Step 00091550 L_out=0.082 Acc=0.85 ---79236.12 ms/batch
Step 00091600 L_out=0.091 Acc=0.96 ---102523.85 ms/batch
Step 00091650 L_out=0.035 Acc=0.91 ---125477.56 ms/batch
Step 00091700 L_out=0.150 Acc=0.93 ---148623.49 ms/batch
Step 00091750 L_out=0.071 Acc=0.89 ---171798.56 ms/batch
Step 00091800 L_out=0.118 Acc=0.92 ---195017.06 ms/batch
Step 00091850 L_out=0.071 Acc=0.95 ---218328.37 ms/batch
Step 00091900 L_out=0.015 Acc=0.95 ---241515.84 ms/batch
Step 00091950 L_out=0.040 Acc=0.95 ---264663.53 ms/batch
Step 00092000 L_out=0.031 Acc=0.92 ---287883.77 ms/batch
Round 6 | epoch=17, train costTime=309.0354824066162, | total_activation_sum=14029022
Round 6 | epoch=18, current m_iou=0.6536700885919591
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=129.5520806312561
Round 6 | ****EPOCH 18****
Step 00092050 L_out=0.065 Acc=0.92 --- 1816.29 ms/batch
Step 00092100 L_out=0.046 Acc=0.89 ---24999.46 ms/batch
Step 00092150 L_out=0.052 Acc=0.90 ---48503.20 ms/batch
Step 00092200 L_out=0.028 Acc=0.91 ---71786.74 ms/batch
Step 00092250 L_out=0.057 Acc=0.91 ---94847.02 ms/batch
Step 00092300 L_out=0.037 Acc=0.85 ---117903.75 ms/batch
Step 00092350 L_out=0.033 Acc=0.91 ---140917.38 ms/batch
Step 00092400 L_out=0.033 Acc=0.83 ---164138.96 ms/batch
Step 00092450 L_out=0.092 Acc=0.92 ---187223.26 ms/batch
Step 00092500 L_out=0.094 Acc=0.89 ---210269.67 ms/batch
Step 00092550 L_out=0.071 Acc=0.91 ---233325.64 ms/batch
Step 00092600 L_out=0.031 Acc=0.88 ---256534.15 ms/batch
Step 00092650 L_out=0.021 Acc=0.92 ---279496.77 ms/batch
Step 00092700 L_out=0.127 Acc=0.92 ---302819.06 ms/batch
Round 6 | epoch=18, train costTime=308.8711585998535, | total_activation_sum=13993073
Round 6 | epoch=19, current m_iou=0.649933174886764
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=128.43060779571533
Round 6 | ****EPOCH 19****
Step 00092750 L_out=0.051 Acc=0.92 ---17149.44 ms/batch
Step 00092800 L_out=0.161 Acc=0.89 ---40324.95 ms/batch
Step 00092850 L_out=0.093 Acc=0.82 ---63655.54 ms/batch
Step 00092900 L_out=0.064 Acc=0.94 ---86654.56 ms/batch
Step 00092950 L_out=0.039 Acc=0.91 ---109731.89 ms/batch
Step 00093000 L_out=0.057 Acc=0.90 ---132795.40 ms/batch
Step 00093050 L_out=0.028 Acc=0.92 ---156007.79 ms/batch
Step 00093100 L_out=0.097 Acc=0.82 ---179141.03 ms/batch
Step 00093150 L_out=0.028 Acc=0.89 ---202329.06 ms/batch
Step 00093200 L_out=0.088 Acc=0.92 ---225593.78 ms/batch
Step 00093250 L_out=0.193 Acc=0.87 ---248689.88 ms/batch
Step 00093300 L_out=0.074 Acc=0.84 ---271760.30 ms/batch
Step 00093350 L_out=0.036 Acc=0.93 ---294995.09 ms/batch
Round 6 | epoch=19, train costTime=308.9081358909607, | total_activation_sum=13930138
Round 6 | epoch=20, current m_iou=0.6405917610528626
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=128.96756672859192
Round 6 | ****EPOCH 20****
Step 00093400 L_out=0.037 Acc=0.91 --- 9185.21 ms/batch
Step 00093450 L_out=0.173 Acc=0.89 ---32272.49 ms/batch
Step 00093500 L_out=0.044 Acc=0.91 ---55654.95 ms/batch
Step 00093550 L_out=0.039 Acc=0.88 ---78738.95 ms/batch
Step 00093600 L_out=0.118 Acc=0.89 ---101824.27 ms/batch
Step 00093650 L_out=0.012 Acc=0.94 ---124955.75 ms/batch
Step 00093700 L_out=0.026 Acc=0.88 ---148024.81 ms/batch
Step 00093750 L_out=0.014 Acc=0.89 ---171169.67 ms/batch
Step 00093800 L_out=0.045 Acc=0.91 ---194183.78 ms/batch
Step 00093850 L_out=0.006 Acc=0.94 ---217355.01 ms/batch
Step 00093900 L_out=0.106 Acc=0.91 ---240459.11 ms/batch
Step 00093950 L_out=0.229 Acc=0.94 ---263621.78 ms/batch
Step 00094000 L_out=0.054 Acc=0.91 ---286778.09 ms/batch
Round 6 | epoch=20, train costTime=308.553671836853, | total_activation_sum=13976472
Round 6 | epoch=21, current m_iou=0.63398612383558
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=129.51979327201843
Round 6 | ****EPOCH 21****
Step 00094050 L_out=0.026 Acc=0.94 --- 1414.10 ms/batch
Step 00094100 L_out=0.053 Acc=0.90 ---24586.99 ms/batch
Step 00094150 L_out=0.009 Acc=0.94 ---47736.37 ms/batch
Step 00094200 L_out=0.083 Acc=0.91 ---70926.56 ms/batch
Step 00094250 L_out=0.026 Acc=0.90 ---94253.49 ms/batch
Step 00094300 L_out=0.027 Acc=0.89 ---117374.62 ms/batch
Step 00094350 L_out=0.049 Acc=0.94 ---140420.38 ms/batch
Step 00094400 L_out=0.109 Acc=0.90 ---163833.85 ms/batch
Step 00094450 L_out=0.019 Acc=0.91 ---187024.63 ms/batch
Step 00094500 L_out=0.076 Acc=0.91 ---210116.62 ms/batch
Step 00094550 L_out=0.043 Acc=0.77 ---233344.09 ms/batch
Step 00094600 L_out=0.049 Acc=0.93 ---256308.09 ms/batch
Step 00094650 L_out=0.095 Acc=0.88 ---279535.72 ms/batch
Step 00094700 L_out=0.013 Acc=0.88 ---302671.80 ms/batch
Round 6 | epoch=21, train costTime=309.2749514579773, | total_activation_sum=13970173
Round 6 | epoch=22, current m_iou=0.6417851779107782
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=129.85904455184937
Round 6 | ****EPOCH 22****
Step 00094750 L_out=0.140 Acc=0.88 ---16857.42 ms/batch
Step 00094800 L_out=0.012 Acc=0.96 ---39933.16 ms/batch
Step 00094850 L_out=0.010 Acc=0.91 ---63242.39 ms/batch
Step 00094900 L_out=0.033 Acc=0.92 ---86498.99 ms/batch
Step 00094950 L_out=0.021 Acc=0.92 ---109817.86 ms/batch
Step 00095000 L_out=0.125 Acc=0.88 ---132968.44 ms/batch
Step 00095050 L_out=0.019 Acc=0.96 ---155982.98 ms/batch
Step 00095100 L_out=0.032 Acc=0.94 ---179177.92 ms/batch
Step 00095150 L_out=0.090 Acc=0.90 ---202283.74 ms/batch
Step 00095200 L_out=0.039 Acc=0.91 ---225367.42 ms/batch
Step 00095250 L_out=0.061 Acc=0.90 ---248421.94 ms/batch
Step 00095300 L_out=0.074 Acc=0.87 ---271531.89 ms/batch
Step 00095350 L_out=0.121 Acc=0.86 ---294733.97 ms/batch
Round 6 | epoch=22, train costTime=309.1761882305145, | total_activation_sum=13933883
Round 6 | epoch=23, current m_iou=0.6397108891672542
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=129.37437272071838
Round 6 | ****EPOCH 23****
Step 00095400 L_out=0.061 Acc=0.89 --- 8758.22 ms/batch
Step 00095450 L_out=0.085 Acc=0.89 ---31862.78 ms/batch
Step 00095500 L_out=0.073 Acc=0.87 ---55073.30 ms/batch
Step 00095550 L_out=0.081 Acc=0.89 ---78114.21 ms/batch
Step 00095600 L_out=0.053 Acc=0.85 ---101196.59 ms/batch
Step 00095650 L_out=0.160 Acc=0.77 ---124223.79 ms/batch
Step 00095700 L_out=0.132 Acc=0.84 ---147333.72 ms/batch
Step 00095750 L_out=0.032 Acc=0.92 ---170368.59 ms/batch
Step 00095800 L_out=0.055 Acc=0.85 ---193577.40 ms/batch
Step 00095850 L_out=0.040 Acc=0.94 ---216801.40 ms/batch
Step 00095900 L_out=0.109 Acc=0.87 ---239741.64 ms/batch
Step 00095950 L_out=0.112 Acc=0.88 ---262771.81 ms/batch
Step 00096000 L_out=0.044 Acc=0.92 ---286133.49 ms/batch
Round 6 | epoch=23, train costTime=308.38971519470215, | total_activation_sum=14016605
Round 6 | epoch=24, current m_iou=0.6416504789803266
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=130.2942545413971
Round 6 | ****EPOCH 24****
Step 00096050 L_out=0.035 Acc=0.91 ---  901.84 ms/batch
Step 00096100 L_out=0.070 Acc=0.89 ---24005.43 ms/batch
Step 00096150 L_out=0.044 Acc=0.95 ---47252.39 ms/batch
Step 00096200 L_out=0.064 Acc=0.89 ---70303.53 ms/batch
Step 00096250 L_out=0.016 Acc=0.93 ---93426.65 ms/batch
Step 00096300 L_out=0.075 Acc=0.90 ---116779.60 ms/batch
Step 00096350 L_out=0.027 Acc=0.94 ---139921.80 ms/batch
Step 00096400 L_out=0.037 Acc=0.93 ---163132.45 ms/batch
Step 00096450 L_out=0.037 Acc=0.90 ---186497.28 ms/batch
Step 00096500 L_out=0.087 Acc=0.88 ---209891.74 ms/batch
Step 00096550 L_out=0.026 Acc=0.80 ---232905.68 ms/batch
Step 00096600 L_out=0.053 Acc=0.85 ---256233.33 ms/batch
Step 00096650 L_out=0.152 Acc=0.92 ---279427.93 ms/batch
Step 00096700 L_out=0.060 Acc=0.91 ---302493.58 ms/batch
Round 6 | epoch=24, train costTime=309.4022397994995, | total_activation_sum=14048900
Round 6 | epoch=25, current m_iou=0.6392599953423164
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=129.98684287071228
Round 6 | ****EPOCH 25****
Step 00096750 L_out=0.017 Acc=0.90 ---16032.79 ms/batch
Step 00096800 L_out=0.076 Acc=0.76 ---38709.19 ms/batch
Step 00096850 L_out=0.028 Acc=0.93 ---61279.53 ms/batch
Step 00096900 L_out=0.050 Acc=0.91 ---83937.73 ms/batch
Step 00096950 L_out=0.031 Acc=0.97 ---106383.61 ms/batch
Step 00097000 L_out=0.016 Acc=0.89 ---129031.77 ms/batch
Step 00097050 L_out=0.066 Acc=0.88 ---151659.15 ms/batch
Step 00097100 L_out=0.101 Acc=0.94 ---174276.04 ms/batch
Step 00097150 L_out=0.084 Acc=0.94 ---196902.14 ms/batch
Step 00097200 L_out=0.077 Acc=0.91 ---219559.39 ms/batch
Step 00097250 L_out=0.085 Acc=0.89 ---242290.46 ms/batch
Step 00097300 L_out=0.150 Acc=0.89 ---264935.48 ms/batch
Step 00097350 L_out=0.075 Acc=0.85 ---287505.33 ms/batch
Round 6 | epoch=25, train costTime=302.1610550880432, | total_activation_sum=13993890
Round 6 | epoch=26, current m_iou=0.6372371486349823
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=133.89237236976624
Round 6 | ****EPOCH 26****
Step 00097400 L_out=0.062 Acc=0.93 --- 8169.54 ms/batch
Step 00097450 L_out=0.005 Acc=0.87 ---30862.23 ms/batch
Step 00097500 L_out=0.065 Acc=0.93 ---53272.21 ms/batch
Step 00097550 L_out=0.041 Acc=0.91 ---75828.09 ms/batch
Step 00097600 L_out=0.066 Acc=0.92 ---98379.29 ms/batch
Step 00097650 L_out=0.024 Acc=0.93 ---120976.82 ms/batch
Step 00097700 L_out=0.047 Acc=0.89 ---143534.68 ms/batch
Step 00097750 L_out=0.052 Acc=0.89 ---166041.74 ms/batch
Step 00097800 L_out=0.213 Acc=0.79 ---188762.32 ms/batch
Step 00097850 L_out=0.039 Acc=0.90 ---211242.25 ms/batch
Step 00097900 L_out=0.079 Acc=0.92 ---233917.33 ms/batch
Step 00097950 L_out=0.012 Acc=0.91 ---256490.07 ms/batch
Step 00098000 L_out=0.056 Acc=0.91 ---281148.19 ms/batch
Round 6 | epoch=26, train costTime=307.78656029701233, | total_activation_sum=14002325
Round 6 | epoch=27, current m_iou=0.638737615181757
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=177.67722487449646
Round 6 | ****EPOCH 27****
Step 00098050 L_out=0.067 Acc=0.90 ---  566.05 ms/batch
Step 00098100 L_out=0.015 Acc=0.91 ---28406.83 ms/batch
Step 00098150 L_out=0.056 Acc=0.90 ---55505.21 ms/batch
Step 00098200 L_out=0.106 Acc=0.87 ---83173.17 ms/batch
Step 00098250 L_out=0.016 Acc=0.92 ---110573.43 ms/batch
Step 00098300 L_out=0.038 Acc=0.84 ---138015.97 ms/batch
Step 00098350 L_out=0.027 Acc=0.94 ---165259.34 ms/batch
Step 00098400 L_out=0.082 Acc=0.93 ---192870.55 ms/batch
Step 00098450 L_out=0.068 Acc=0.92 ---220239.74 ms/batch
Step 00098500 L_out=0.034 Acc=0.91 ---247818.80 ms/batch
Step 00098550 L_out=0.026 Acc=0.93 ---275562.02 ms/batch
Step 00098600 L_out=0.034 Acc=0.86 ---302647.34 ms/batch
Step 00098650 L_out=0.019 Acc=0.94 ---330365.15 ms/batch
Step 00098700 L_out=0.093 Acc=0.86 ---358029.20 ms/batch
Round 6 | epoch=27, train costTime=366.79425263404846, | total_activation_sum=13918884
Round 6 | epoch=28, current m_iou=0.6381057178460994
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=176.3997986316681
Round 6 | ****EPOCH 28****
Step 00098750 L_out=0.013 Acc=0.93 ---16610.67 ms/batch
Step 00098800 L_out=0.055 Acc=0.79 ---41141.03 ms/batch
Step 00098850 L_out=0.027 Acc=0.91 ---65921.04 ms/batch
Step 00098900 L_out=0.026 Acc=0.89 ---90664.19 ms/batch
Step 00098950 L_out=0.151 Acc=0.84 ---115059.20 ms/batch
Step 00099000 L_out=0.109 Acc=0.87 ---139656.35 ms/batch
Step 00099050 L_out=0.090 Acc=0.90 ---164100.44 ms/batch
Step 00099100 L_out=0.064 Acc=0.90 ---190989.25 ms/batch
Step 00099150 L_out=0.013 Acc=0.93 ---217921.22 ms/batch
Step 00099200 L_out=0.025 Acc=0.90 ---244087.46 ms/batch
Step 00099250 L_out=0.031 Acc=0.90 ---268884.59 ms/batch
Step 00099300 L_out=0.016 Acc=0.89 ---297616.95 ms/batch
Step 00099350 L_out=0.010 Acc=0.90 ---326810.07 ms/batch
Round 6 | epoch=28, train costTime=345.9642026424408, | total_activation_sum=13939810
Round 6 | epoch=29, current m_iou=0.6418227491519723
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=162.9141981601715
Round 6 | ****EPOCH 29****
Step 00099400 L_out=0.049 Acc=0.96 --- 9764.39 ms/batch
Step 00099450 L_out=0.074 Acc=0.92 ---38543.53 ms/batch
Step 00099500 L_out=0.037 Acc=0.89 ---67368.24 ms/batch
Step 00099550 L_out=0.035 Acc=0.90 ---96033.70 ms/batch
Step 00099600 L_out=0.052 Acc=0.92 ---124908.36 ms/batch
Step 00099650 L_out=0.068 Acc=0.94 ---153805.35 ms/batch
Step 00099700 L_out=0.048 Acc=0.89 ---182957.85 ms/batch
Step 00099750 L_out=0.035 Acc=0.96 ---211988.36 ms/batch
Step 00099800 L_out=0.057 Acc=0.94 ---241195.82 ms/batch
Step 00099850 L_out=0.020 Acc=0.88 ---269695.61 ms/batch
Step 00099900 L_out=0.051 Acc=0.94 ---298742.49 ms/batch
Step 00099950 L_out=0.011 Acc=0.95 ---327370.54 ms/batch
Step 00100000 L_out=0.039 Acc=0.92 ---355630.13 ms/batch
Step 00100050 L_out=0.042 Acc=0.93 ---383756.73 ms/batch
Round 6 | epoch=29, train costTime=383.75684452056885, | total_activation_sum=13986634
Round 6 | epoch=30, current m_iou=0.6385325561804984
Round 6 | Best m_IoU is: 0.656, OA is: 0.907 | val costTime=184.05073428153992
Round 6 | ****EPOCH 30****
Round 7 | ****EPOCH 0****
Step 00100100 L_out=1.634 Acc=0.47 ---23163.67 ms/batch
Step 00100150 L_out=0.302 Acc=0.92 ---46220.24 ms/batch
Step 00100200 L_out=0.942 Acc=0.81 ---73010.26 ms/batch
Step 00100250 L_out=0.094 Acc=0.59 ---99651.04 ms/batch
Step 00100300 L_out=0.205 Acc=0.85 ---127581.68 ms/batch
Step 00100350 L_out=0.196 Acc=0.84 ---154708.33 ms/batch
Step 00100400 L_out=0.099 Acc=0.85 ---183511.24 ms/batch
Step 00100450 L_out=0.156 Acc=0.91 ---206673.06 ms/batch
Step 00100500 L_out=0.126 Acc=0.90 ---230017.48 ms/batch
Step 00100550 L_out=0.216 Acc=0.83 ---256968.22 ms/batch
Step 00100600 L_out=0.130 Acc=0.82 ---283129.83 ms/batch
Step 00100650 L_out=0.378 Acc=0.91 ---310171.74 ms/batch
Step 00100700 L_out=0.128 Acc=0.88 ---336737.50 ms/batch
Round 7 | epoch=0, train costTime=345.53435587882996, | total_activation_sum=15882047
Round 7 | epoch=1, current m_iou=0.6491451322951146
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=182.90572428703308
Round 7 | ****EPOCH 1****
Step 00100750 L_out=0.057 Acc=0.86 ---17451.61 ms/batch
Step 00100800 L_out=1.489 Acc=0.69 ---43948.95 ms/batch
Step 00100850 L_out=0.099 Acc=0.89 ---70767.15 ms/batch
Step 00100900 L_out=0.044 Acc=0.87 ---97321.70 ms/batch
Step 00100950 L_out=1.828 Acc=0.71 ---123393.69 ms/batch
Step 00101000 L_out=0.903 Acc=0.82 ---150396.20 ms/batch
Step 00101050 L_out=0.415 Acc=0.75 ---176964.19 ms/batch
Step 00101100 L_out=0.110 Acc=0.95 ---203573.50 ms/batch
Step 00101150 L_out=0.289 Acc=0.87 ---230134.29 ms/batch
Step 00101200 L_out=0.054 Acc=0.83 ---256038.61 ms/batch
Step 00101250 L_out=0.240 Acc=0.90 ---281886.45 ms/batch
Step 00101300 L_out=0.347 Acc=0.64 ---307917.04 ms/batch
Step 00101350 L_out=0.287 Acc=0.90 ---333650.16 ms/batch
Round 7 | epoch=1, train costTime=351.14527559280396, | total_activation_sum=15940848
Round 7 | epoch=2, current m_iou=0.6414257680245322
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=165.76541018486023
Round 7 | ****EPOCH 2****
Step 00101400 L_out=0.086 Acc=0.90 --- 7346.82 ms/batch
Step 00101450 L_out=0.083 Acc=0.89 ---30408.48 ms/batch
Step 00101500 L_out=0.193 Acc=0.85 ---53506.32 ms/batch
Step 00101550 L_out=0.045 Acc=0.89 ---76680.08 ms/batch
Step 00101600 L_out=0.031 Acc=0.86 ---99635.21 ms/batch
Step 00101650 L_out=0.137 Acc=0.85 ---122775.61 ms/batch
Step 00101700 L_out=0.033 Acc=0.94 ---145852.93 ms/batch
Step 00101750 L_out=0.141 Acc=0.88 ---169004.69 ms/batch
Step 00101800 L_out=0.045 Acc=0.90 ---192225.11 ms/batch
Step 00101850 L_out=0.117 Acc=0.89 ---215215.41 ms/batch
Step 00101900 L_out=0.097 Acc=0.91 ---238316.40 ms/batch
Step 00101950 L_out=0.077 Acc=0.85 ---261340.70 ms/batch
Step 00102000 L_out=0.156 Acc=0.93 ---284394.12 ms/batch
Step 00102050 L_out=0.108 Acc=0.82 ---307711.53 ms/batch
Round 7 | epoch=2, train costTime=308.16799664497375, | total_activation_sum=16197789
Round 7 | epoch=3, current m_iou=0.6327736530497461
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=166.30648469924927
Round 7 | ****EPOCH 3****
Step 00102100 L_out=0.180 Acc=0.90 ---23048.84 ms/batch
Step 00102150 L_out=0.185 Acc=0.80 ---46369.25 ms/batch
Step 00102200 L_out=0.053 Acc=0.80 ---68969.22 ms/batch
Step 00102250 L_out=0.095 Acc=0.91 ---91527.73 ms/batch
Step 00102300 L_out=0.103 Acc=0.93 ---114098.39 ms/batch
Step 00102350 L_out=0.113 Acc=0.88 ---136658.52 ms/batch
Step 00102400 L_out=0.296 Acc=0.85 ---159264.84 ms/batch
Step 00102450 L_out=0.099 Acc=0.88 ---181781.17 ms/batch
Step 00102500 L_out=0.270 Acc=0.89 ---204185.81 ms/batch
Step 00102550 L_out=0.354 Acc=0.90 ---226840.74 ms/batch
Step 00102600 L_out=0.227 Acc=0.87 ---249311.40 ms/batch
Step 00102650 L_out=0.461 Acc=0.69 ---272038.09 ms/batch
Step 00102700 L_out=0.141 Acc=0.84 ---294501.27 ms/batch
Round 7 | epoch=3, train costTime=302.54824781417847, | total_activation_sum=15974965
Round 7 | epoch=4, current m_iou=0.6311819859050518
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=141.64160704612732
Round 7 | ****EPOCH 4****
Step 00102750 L_out=0.148 Acc=0.85 ---14581.35 ms/batch
Step 00102800 L_out=0.348 Acc=0.77 ---37275.78 ms/batch
Step 00102850 L_out=0.351 Acc=0.83 ---59957.37 ms/batch
Step 00102900 L_out=0.128 Acc=0.92 ---82671.83 ms/batch
Step 00102950 L_out=0.043 Acc=0.78 ---105139.50 ms/batch
Step 00103000 L_out=0.082 Acc=0.90 ---127708.78 ms/batch
Step 00103050 L_out=0.079 Acc=0.77 ---150312.86 ms/batch
Step 00103100 L_out=0.098 Acc=0.90 ---172922.95 ms/batch
Step 00103150 L_out=0.140 Acc=0.90 ---195575.12 ms/batch
Step 00103200 L_out=0.088 Acc=0.84 ---218381.92 ms/batch
Step 00103250 L_out=0.143 Acc=0.89 ---241017.88 ms/batch
Step 00103300 L_out=0.090 Acc=0.81 ---263619.02 ms/batch
Step 00103350 L_out=0.115 Acc=0.91 ---286245.61 ms/batch
Round 7 | epoch=4, train costTime=302.02864027023315, | total_activation_sum=16190290
Round 7 | epoch=5, current m_iou=0.6254710579576355
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=152.95884323120117
Round 7 | ****EPOCH 5****
Step 00103400 L_out=0.170 Acc=0.86 --- 6881.13 ms/batch
Step 00103450 L_out=0.155 Acc=0.86 ---29564.43 ms/batch
Step 00103500 L_out=0.055 Acc=0.88 ---52173.63 ms/batch
Step 00103550 L_out=0.181 Acc=0.82 ---74740.28 ms/batch
Step 00103600 L_out=0.094 Acc=0.90 ---97463.33 ms/batch
Step 00103650 L_out=0.077 Acc=0.96 ---119998.82 ms/batch
Step 00103700 L_out=0.055 Acc=0.90 ---142477.86 ms/batch
Step 00103750 L_out=0.202 Acc=0.89 ---165055.03 ms/batch
Step 00103800 L_out=0.069 Acc=0.83 ---187741.03 ms/batch
Step 00103850 L_out=0.058 Acc=0.89 ---210494.18 ms/batch
Step 00103900 L_out=0.077 Acc=0.91 ---233065.54 ms/batch
Step 00103950 L_out=0.129 Acc=0.89 ---255539.51 ms/batch
Step 00104000 L_out=0.115 Acc=0.85 ---278109.28 ms/batch
Step 00104050 L_out=0.041 Acc=0.92 ---300767.77 ms/batch
Round 7 | epoch=5, train costTime=301.6476662158966, | total_activation_sum=15913669
Round 7 | epoch=6, current m_iou=0.6331128004597786
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=147.07072520256042
Round 7 | ****EPOCH 6****
Step 00104100 L_out=0.184 Acc=0.94 ---21594.31 ms/batch
Step 00104150 L_out=0.046 Acc=0.84 ---44185.69 ms/batch
Step 00104200 L_out=0.066 Acc=0.91 ---66816.97 ms/batch
Step 00104250 L_out=0.305 Acc=0.87 ---89443.78 ms/batch
Step 00104300 L_out=0.862 Acc=0.79 ---111911.95 ms/batch
Step 00104350 L_out=0.057 Acc=0.91 ---134482.33 ms/batch
Step 00104400 L_out=0.075 Acc=0.78 ---157227.64 ms/batch
Step 00104450 L_out=0.028 Acc=0.94 ---179670.38 ms/batch
Step 00104500 L_out=0.100 Acc=0.92 ---202351.11 ms/batch
Step 00104550 L_out=0.103 Acc=0.78 ---224862.40 ms/batch
Step 00104600 L_out=0.186 Acc=0.81 ---247336.00 ms/batch
Step 00104650 L_out=0.132 Acc=0.86 ---270102.63 ms/batch
Step 00104700 L_out=0.142 Acc=0.76 ---292730.99 ms/batch
Round 7 | epoch=6, train costTime=301.43436217308044, | total_activation_sum=16108930
Round 7 | epoch=7, current m_iou=0.6305826578995495
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=146.13568568229675
Round 7 | ****EPOCH 7****
Step 00104750 L_out=0.044 Acc=0.91 ---13990.41 ms/batch
Step 00104800 L_out=0.080 Acc=0.93 ---36518.15 ms/batch
Step 00104850 L_out=0.103 Acc=0.81 ---59108.01 ms/batch
Step 00104900 L_out=0.169 Acc=0.89 ---81600.26 ms/batch
Step 00104950 L_out=0.108 Acc=0.89 ---104107.78 ms/batch
Step 00105000 L_out=0.623 Acc=0.86 ---126714.33 ms/batch
Step 00105050 L_out=0.118 Acc=0.87 ---149271.96 ms/batch
Step 00105100 L_out=0.181 Acc=0.88 ---171978.83 ms/batch
Step 00105150 L_out=0.271 Acc=0.76 ---194506.80 ms/batch
Step 00105200 L_out=0.344 Acc=0.92 ---217163.85 ms/batch
Step 00105250 L_out=0.100 Acc=0.87 ---240100.56 ms/batch
Step 00105300 L_out=0.090 Acc=0.87 ---262582.99 ms/batch
Step 00105350 L_out=0.121 Acc=0.92 ---285142.81 ms/batch
Round 7 | epoch=7, train costTime=301.3251392841339, | total_activation_sum=16052245
Round 7 | epoch=8, current m_iou=0.6327703978957514
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=141.03628396987915
Round 7 | ****EPOCH 8****
Step 00105400 L_out=0.035 Acc=0.92 --- 6405.92 ms/batch
Step 00105450 L_out=0.117 Acc=0.92 ---28978.69 ms/batch
Step 00105500 L_out=0.110 Acc=0.89 ---51624.66 ms/batch
Step 00105550 L_out=0.062 Acc=0.80 ---74367.63 ms/batch
Step 00105600 L_out=0.078 Acc=0.86 ---96952.32 ms/batch
Step 00105650 L_out=0.066 Acc=0.87 ---119478.00 ms/batch
Step 00105700 L_out=0.049 Acc=0.89 ---142056.98 ms/batch
Step 00105750 L_out=0.098 Acc=0.91 ---164566.74 ms/batch
Step 00105800 L_out=0.051 Acc=0.87 ---187227.40 ms/batch
Step 00105850 L_out=0.026 Acc=0.84 ---209720.87 ms/batch
Step 00105900 L_out=0.108 Acc=0.90 ---232234.96 ms/batch
Step 00105950 L_out=0.123 Acc=0.91 ---254637.79 ms/batch
Step 00106000 L_out=0.424 Acc=0.67 ---277318.03 ms/batch
Step 00106050 L_out=0.060 Acc=0.91 ---299803.93 ms/batch
Round 7 | epoch=8, train costTime=301.153272151947, | total_activation_sum=15956762
Round 7 | epoch=9, current m_iou=0.6291157658088428
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=165.12462973594666
Round 7 | ****EPOCH 9****
Step 00106100 L_out=0.069 Acc=0.82 ---21100.69 ms/batch
Step 00106150 L_out=0.116 Acc=0.87 ---43640.03 ms/batch
Step 00106200 L_out=0.077 Acc=0.94 ---66231.77 ms/batch
Step 00106250 L_out=0.036 Acc=0.96 ---88817.96 ms/batch
Step 00106300 L_out=0.052 Acc=0.89 ---111419.49 ms/batch
Step 00106350 L_out=0.065 Acc=0.93 ---134015.82 ms/batch
Step 00106400 L_out=0.119 Acc=0.88 ---156586.48 ms/batch
Step 00106450 L_out=0.159 Acc=0.81 ---179142.03 ms/batch
Step 00106500 L_out=0.060 Acc=0.93 ---201695.28 ms/batch
Step 00106550 L_out=0.046 Acc=0.95 ---224483.49 ms/batch
Step 00106600 L_out=0.055 Acc=0.88 ---247119.96 ms/batch
Step 00106650 L_out=0.245 Acc=0.88 ---269686.72 ms/batch
Step 00106700 L_out=0.036 Acc=0.89 ---292313.27 ms/batch
Round 7 | epoch=9, train costTime=301.35971307754517, | total_activation_sum=16170245
Round 7 | epoch=10, current m_iou=0.6286480177548585
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=122.72287797927856
Round 7 | ****EPOCH 10****
Step 00106750 L_out=0.083 Acc=0.81 ---13913.62 ms/batch
Step 00106800 L_out=0.075 Acc=0.90 ---37259.36 ms/batch
Step 00106850 L_out=0.030 Acc=0.93 ---60537.57 ms/batch
Step 00106900 L_out=0.053 Acc=0.87 ---83802.86 ms/batch
Step 00106950 L_out=0.014 Acc=0.92 ---107212.48 ms/batch
Step 00107000 L_out=0.083 Acc=0.90 ---130621.87 ms/batch
Step 00107050 L_out=0.174 Acc=0.85 ---154028.65 ms/batch
Step 00107100 L_out=0.068 Acc=0.84 ---177314.07 ms/batch
Step 00107150 L_out=0.027 Acc=0.89 ---200674.64 ms/batch
Step 00107200 L_out=1.046 Acc=0.88 ---223848.51 ms/batch
Step 00107250 L_out=0.151 Acc=0.88 ---246905.21 ms/batch
Step 00107300 L_out=0.029 Acc=0.87 ---269686.77 ms/batch
Step 00107350 L_out=0.074 Acc=0.91 ---292537.02 ms/batch
Round 7 | epoch=10, train costTime=309.54845333099365, | total_activation_sum=16055675
Round 7 | epoch=11, current m_iou=0.6292982587001238
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=158.62493348121643
Round 7 | ****EPOCH 11****
Step 00107400 L_out=0.172 Acc=0.84 --- 5966.04 ms/batch
Step 00107450 L_out=0.071 Acc=0.94 ---28949.62 ms/batch
Step 00107500 L_out=0.102 Acc=0.90 ---51844.48 ms/batch
Step 00107550 L_out=0.050 Acc=0.88 ---74904.27 ms/batch
Step 00107600 L_out=0.089 Acc=0.89 ---97785.35 ms/batch
Step 00107650 L_out=0.209 Acc=0.97 ---120961.01 ms/batch
Step 00107700 L_out=0.070 Acc=0.92 ---143892.28 ms/batch
Step 00107750 L_out=0.034 Acc=0.94 ---166910.35 ms/batch
Step 00107800 L_out=0.044 Acc=0.91 ---189913.96 ms/batch
Step 00107850 L_out=0.116 Acc=0.89 ---212924.76 ms/batch
Step 00107900 L_out=0.020 Acc=0.89 ---235933.47 ms/batch
Step 00107950 L_out=0.048 Acc=0.91 ---258944.23 ms/batch
Step 00108000 L_out=0.054 Acc=0.93 ---281807.42 ms/batch
Step 00108050 L_out=0.028 Acc=0.86 ---304819.30 ms/batch
Round 7 | epoch=11, train costTime=306.7400050163269, | total_activation_sum=15949945
Round 7 | epoch=12, current m_iou=0.6180730737698356
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=166.35878729820251
Round 7 | ****EPOCH 12****
Step 00108100 L_out=0.040 Acc=0.91 ---21200.01 ms/batch
Step 00108150 L_out=0.036 Acc=0.94 ---44220.67 ms/batch
Step 00108200 L_out=0.043 Acc=0.90 ---67195.94 ms/batch
Step 00108250 L_out=0.139 Acc=0.92 ---90065.76 ms/batch
Step 00108300 L_out=0.030 Acc=0.91 ---112748.30 ms/batch
Step 00108350 L_out=0.199 Acc=0.91 ---135701.23 ms/batch
Step 00108400 L_out=0.420 Acc=0.77 ---158652.75 ms/batch
Step 00108450 L_out=0.037 Acc=0.90 ---181540.89 ms/batch
Step 00108500 L_out=0.039 Acc=0.89 ---204534.39 ms/batch
Step 00108550 L_out=0.196 Acc=0.85 ---227406.70 ms/batch
Step 00108600 L_out=0.061 Acc=0.89 ---250257.52 ms/batch
Step 00108650 L_out=0.014 Acc=0.86 ---273216.04 ms/batch
Step 00108700 L_out=0.025 Acc=0.95 ---296099.87 ms/batch
Round 7 | epoch=12, train costTime=305.68228220939636, | total_activation_sum=16099623
Round 7 | epoch=13, current m_iou=0.619314924024662
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=164.715092420578
Round 7 | ****EPOCH 13****
Step 00108750 L_out=0.114 Acc=0.91 ---13618.54 ms/batch
Step 00108800 L_out=0.056 Acc=0.94 ---36792.01 ms/batch
Step 00108850 L_out=0.084 Acc=0.85 ---60044.23 ms/batch
Step 00108900 L_out=0.024 Acc=0.95 ---83310.16 ms/batch
Step 00108950 L_out=0.114 Acc=0.82 ---106613.99 ms/batch
Step 00109000 L_out=0.115 Acc=0.89 ---129722.07 ms/batch
Step 00109050 L_out=0.017 Acc=0.86 ---152893.01 ms/batch
Step 00109100 L_out=0.041 Acc=0.95 ---176165.85 ms/batch
Step 00109150 L_out=0.186 Acc=0.87 ---199223.75 ms/batch
Step 00109200 L_out=0.189 Acc=0.86 ---222161.31 ms/batch
Step 00109250 L_out=0.173 Acc=0.78 ---245040.87 ms/batch
Step 00109300 L_out=0.173 Acc=0.92 ---268047.00 ms/batch
Step 00109350 L_out=0.022 Acc=0.93 ---290804.71 ms/batch
Round 7 | epoch=13, train costTime=308.3029637336731, | total_activation_sum=16019457
Round 7 | epoch=14, current m_iou=0.6239451493878048
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=165.7563054561615
Round 7 | ****EPOCH 14****
Step 00109400 L_out=0.071 Acc=0.87 --- 5498.36 ms/batch
Step 00109450 L_out=0.304 Acc=0.80 ---28513.40 ms/batch
Step 00109500 L_out=0.017 Acc=0.84 ---51602.87 ms/batch
Step 00109550 L_out=0.033 Acc=0.91 ---74621.04 ms/batch
Step 00109600 L_out=0.050 Acc=0.90 ---97800.19 ms/batch
Step 00109650 L_out=0.047 Acc=0.92 ---120794.70 ms/batch
Step 00109700 L_out=0.113 Acc=0.91 ---143828.75 ms/batch
Step 00109750 L_out=0.126 Acc=0.93 ---166568.16 ms/batch
Step 00109800 L_out=0.217 Acc=0.77 ---189392.78 ms/batch
Step 00109850 L_out=0.052 Acc=0.90 ---212283.45 ms/batch
Step 00109900 L_out=0.032 Acc=0.95 ---235303.12 ms/batch
Step 00109950 L_out=0.205 Acc=0.87 ---258239.04 ms/batch
Step 00110000 L_out=0.066 Acc=0.91 ---281351.16 ms/batch
Step 00110050 L_out=0.112 Acc=0.93 ---304469.70 ms/batch
Round 7 | epoch=14, train costTime=306.8027501106262, | total_activation_sum=15981738
Round 7 | epoch=15, current m_iou=0.6235047925772678
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=177.71827054023743
Round 7 | ****EPOCH 15****
Step 00110100 L_out=0.126 Acc=0.88 ---20714.80 ms/batch
Step 00110150 L_out=0.034 Acc=0.89 ---43536.37 ms/batch
Step 00110200 L_out=0.086 Acc=0.88 ---66466.52 ms/batch
Step 00110250 L_out=0.017 Acc=0.93 ---89305.58 ms/batch
Step 00110300 L_out=0.061 Acc=0.85 ---112235.45 ms/batch
Step 00110350 L_out=0.127 Acc=0.78 ---135092.51 ms/batch
Step 00110400 L_out=0.063 Acc=0.92 ---158212.27 ms/batch
Step 00110450 L_out=0.084 Acc=0.89 ---181013.20 ms/batch
Step 00110500 L_out=0.134 Acc=0.93 ---203799.06 ms/batch
Step 00110550 L_out=0.154 Acc=0.93 ---226785.67 ms/batch
Step 00110600 L_out=0.031 Acc=0.97 ---249627.79 ms/batch
Step 00110650 L_out=0.173 Acc=0.92 ---272639.65 ms/batch
Step 00110700 L_out=0.111 Acc=0.90 ---295561.89 ms/batch
Round 7 | epoch=15, train costTime=305.60724234580994, | total_activation_sum=16117621
Round 7 | epoch=16, current m_iou=0.6169009039925681
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=162.92952275276184
Round 7 | ****EPOCH 16****
Step 00110750 L_out=0.037 Acc=0.94 ---13106.77 ms/batch
Step 00110800 L_out=0.062 Acc=0.93 ---36362.14 ms/batch
Step 00110850 L_out=0.058 Acc=0.91 ---59728.47 ms/batch
Step 00110900 L_out=0.087 Acc=0.91 ---83050.78 ms/batch
Step 00110950 L_out=0.033 Acc=0.89 ---106386.77 ms/batch
Step 00111000 L_out=0.035 Acc=0.96 ---129610.12 ms/batch
Step 00111050 L_out=0.054 Acc=0.94 ---152733.60 ms/batch
Step 00111100 L_out=0.100 Acc=0.86 ---175432.96 ms/batch
Step 00111150 L_out=0.051 Acc=0.92 ---197958.25 ms/batch
Step 00111200 L_out=0.079 Acc=0.91 ---220504.98 ms/batch
Step 00111250 L_out=0.156 Acc=0.94 ---242982.14 ms/batch
Step 00111300 L_out=0.586 Acc=0.64 ---265459.62 ms/batch
Step 00111350 L_out=0.092 Acc=0.88 ---288237.98 ms/batch
Round 7 | epoch=16, train costTime=305.7966365814209, | total_activation_sum=16102944
Round 7 | epoch=17, current m_iou=0.6218650886294627
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=155.36946773529053
Round 7 | ****EPOCH 17****
Step 00111400 L_out=0.040 Acc=0.91 --- 4957.25 ms/batch
Step 00111450 L_out=0.061 Acc=0.84 ---27508.42 ms/batch
Step 00111500 L_out=0.171 Acc=0.94 ---50184.79 ms/batch
Step 00111550 L_out=0.122 Acc=0.85 ---72778.55 ms/batch
Step 00111600 L_out=0.080 Acc=0.81 ---95530.70 ms/batch
Step 00111650 L_out=0.190 Acc=0.76 ---118445.32 ms/batch
Step 00111700 L_out=0.027 Acc=0.94 ---141857.55 ms/batch
Step 00111750 L_out=0.034 Acc=0.91 ---164935.51 ms/batch
Step 00111800 L_out=0.038 Acc=0.94 ---188230.78 ms/batch
Step 00111850 L_out=0.063 Acc=0.92 ---211075.99 ms/batch
Step 00111900 L_out=0.076 Acc=0.91 ---234130.23 ms/batch
Step 00111950 L_out=0.020 Acc=0.94 ---256890.41 ms/batch
Step 00112000 L_out=0.018 Acc=0.96 ---279962.62 ms/batch
Step 00112050 L_out=0.151 Acc=0.93 ---303780.01 ms/batch
Round 7 | epoch=17, train costTime=306.50540232658386, | total_activation_sum=15962527
Round 7 | epoch=18, current m_iou=0.6255641390628616
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=162.69621562957764
Round 7 | ****EPOCH 18****
Step 00112100 L_out=0.073 Acc=0.94 ---19913.88 ms/batch
Step 00112150 L_out=0.025 Acc=0.90 ---42681.59 ms/batch
Step 00112200 L_out=0.038 Acc=0.84 ---65224.36 ms/batch
Step 00112250 L_out=0.049 Acc=0.81 ---87966.26 ms/batch
Step 00112300 L_out=0.055 Acc=0.85 ---110713.82 ms/batch
Step 00112350 L_out=0.049 Acc=0.87 ---133478.22 ms/batch
Step 00112400 L_out=0.062 Acc=0.93 ---156130.84 ms/batch
Step 00112450 L_out=0.103 Acc=0.93 ---178871.47 ms/batch
Step 00112500 L_out=0.020 Acc=0.97 ---201459.91 ms/batch
Step 00112550 L_out=0.039 Acc=0.92 ---225055.94 ms/batch
Step 00112600 L_out=0.035 Acc=0.94 ---247903.83 ms/batch
Step 00112650 L_out=0.081 Acc=0.93 ---270498.78 ms/batch
Step 00112700 L_out=0.060 Acc=0.93 ---293360.60 ms/batch
Round 7 | epoch=18, train costTime=303.9599812030792, | total_activation_sum=16126224
Round 7 | epoch=19, current m_iou=0.6280951952577223
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=145.396977186203
Round 7 | ****EPOCH 19****
Step 00112750 L_out=0.081 Acc=0.91 ---12386.81 ms/batch
Step 00112800 L_out=0.011 Acc=0.90 ---35783.72 ms/batch
Step 00112850 L_out=0.238 Acc=0.81 ---59304.59 ms/batch
Step 00112900 L_out=0.097 Acc=0.85 ---82939.48 ms/batch
Step 00112950 L_out=0.071 Acc=0.92 ---106779.25 ms/batch
Step 00113000 L_out=0.047 Acc=0.89 ---130629.62 ms/batch
Step 00113050 L_out=0.070 Acc=0.90 ---154371.88 ms/batch
Step 00113100 L_out=0.057 Acc=0.92 ---178132.39 ms/batch
Step 00113150 L_out=0.082 Acc=0.92 ---201941.09 ms/batch
Step 00113200 L_out=0.071 Acc=0.91 ---225466.18 ms/batch
Step 00113250 L_out=0.170 Acc=0.85 ---249358.43 ms/batch
Step 00113300 L_out=0.074 Acc=0.94 ---272936.37 ms/batch
Step 00113350 L_out=0.061 Acc=0.90 ---296456.56 ms/batch
Round 7 | epoch=19, train costTime=315.53334951400757, | total_activation_sum=15979674
Round 7 | epoch=20, current m_iou=0.6227929881424207
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=193.48151993751526
Round 7 | ****EPOCH 20****
Step 00113400 L_out=0.007 Acc=0.86 --- 4809.87 ms/batch
Step 00113450 L_out=0.068 Acc=0.94 ---28509.85 ms/batch
Step 00113500 L_out=0.025 Acc=0.96 ---52254.58 ms/batch
Step 00113550 L_out=0.013 Acc=0.89 ---75840.70 ms/batch
Step 00113600 L_out=0.039 Acc=0.87 ---99570.20 ms/batch
Step 00113650 L_out=0.010 Acc=0.97 ---123323.35 ms/batch
Step 00113700 L_out=0.034 Acc=0.93 ---147061.31 ms/batch
Step 00113750 L_out=0.177 Acc=0.90 ---170699.90 ms/batch
Step 00113800 L_out=0.055 Acc=0.94 ---194261.30 ms/batch
Step 00113850 L_out=0.045 Acc=0.94 ---217874.96 ms/batch
Step 00113900 L_out=0.005 Acc=0.86 ---241653.16 ms/batch
Step 00113950 L_out=0.042 Acc=0.88 ---265290.41 ms/batch
Step 00114000 L_out=0.061 Acc=0.83 ---289169.06 ms/batch
Step 00114050 L_out=0.154 Acc=0.91 ---312777.59 ms/batch
Round 7 | epoch=20, train costTime=316.1350808143616, | total_activation_sum=16058896
Round 7 | epoch=21, current m_iou=0.6211487256908409
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=171.0639293193817
Round 7 | ****EPOCH 21****
Step 00114100 L_out=0.024 Acc=0.89 ---20370.49 ms/batch
Step 00114150 L_out=0.053 Acc=0.93 ---44008.55 ms/batch
Step 00114200 L_out=0.066 Acc=0.86 ---67605.49 ms/batch
Step 00114250 L_out=0.224 Acc=0.90 ---91240.91 ms/batch
Step 00114300 L_out=0.088 Acc=0.91 ---114881.52 ms/batch
Step 00114350 L_out=0.043 Acc=0.90 ---138460.63 ms/batch
Step 00114400 L_out=0.046 Acc=0.91 ---162081.01 ms/batch
Step 00114450 L_out=0.051 Acc=0.91 ---185903.08 ms/batch
Step 00114500 L_out=0.263 Acc=0.89 ---209534.53 ms/batch
Step 00114550 L_out=0.046 Acc=0.93 ---233221.93 ms/batch
Step 00114600 L_out=0.087 Acc=0.88 ---256862.00 ms/batch
Step 00114650 L_out=0.057 Acc=0.97 ---280461.70 ms/batch
Step 00114700 L_out=0.054 Acc=0.91 ---304042.65 ms/batch
Round 7 | epoch=21, train costTime=315.42994594573975, | total_activation_sum=16162322
Round 7 | epoch=22, current m_iou=0.6234718814814647
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=167.5506796836853
Round 7 | ****EPOCH 22****
Step 00114750 L_out=1.152 Acc=0.55 ---12442.22 ms/batch
Step 00114800 L_out=0.047 Acc=0.89 ---35919.43 ms/batch
Step 00114850 L_out=0.181 Acc=0.95 ---59692.78 ms/batch
Step 00114900 L_out=0.059 Acc=0.84 ---83322.91 ms/batch
Step 00114950 L_out=0.154 Acc=0.91 ---106970.45 ms/batch
Step 00115000 L_out=0.033 Acc=0.87 ---130627.40 ms/batch
Step 00115050 L_out=0.155 Acc=0.88 ---154270.53 ms/batch
Step 00115100 L_out=0.075 Acc=0.94 ---177955.26 ms/batch
Step 00115150 L_out=0.024 Acc=0.86 ---201545.84 ms/batch
Step 00115200 L_out=0.045 Acc=0.92 ---225438.59 ms/batch
Step 00115250 L_out=0.033 Acc=0.95 ---249016.40 ms/batch
Step 00115300 L_out=0.045 Acc=0.95 ---272751.64 ms/batch
Step 00115350 L_out=0.083 Acc=0.90 ---296394.68 ms/batch
Round 7 | epoch=22, train costTime=315.7060034275055, | total_activation_sum=15931890
Round 7 | epoch=23, current m_iou=0.6296030203799843
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=136.01421570777893
Round 7 | ****EPOCH 23****
Step 00115400 L_out=0.092 Acc=0.86 --- 4277.32 ms/batch
Step 00115450 L_out=0.048 Acc=0.90 ---28103.75 ms/batch
Step 00115500 L_out=0.107 Acc=0.90 ---51988.96 ms/batch
Step 00115550 L_out=0.067 Acc=0.92 ---75692.38 ms/batch
Step 00115600 L_out=0.073 Acc=0.90 ---99550.95 ms/batch
Step 00115650 L_out=0.089 Acc=0.84 ---123259.27 ms/batch
Step 00115700 L_out=0.034 Acc=0.96 ---147044.52 ms/batch
Step 00115750 L_out=0.051 Acc=0.90 ---170896.33 ms/batch
Step 00115800 L_out=0.108 Acc=0.85 ---194751.11 ms/batch
Step 00115850 L_out=0.069 Acc=0.92 ---218543.13 ms/batch
Step 00115900 L_out=0.019 Acc=0.93 ---242346.62 ms/batch
Step 00115950 L_out=0.062 Acc=0.92 ---266238.39 ms/batch
Step 00116000 L_out=0.082 Acc=0.92 ---290001.53 ms/batch
Step 00116050 L_out=0.040 Acc=0.96 ---313749.37 ms/batch
Round 7 | epoch=23, train costTime=317.536682844162, | total_activation_sum=16074120
Round 7 | epoch=24, current m_iou=0.6238178923501534
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=158.46822142601013
Round 7 | ****EPOCH 24****
Step 00116100 L_out=0.276 Acc=0.75 ---19981.94 ms/batch
Step 00116150 L_out=0.015 Acc=0.93 ---43676.92 ms/batch
Step 00116200 L_out=0.018 Acc=0.88 ---67348.08 ms/batch
Step 00116250 L_out=0.030 Acc=0.91 ---91214.19 ms/batch
Step 00116300 L_out=0.041 Acc=0.89 ---115095.57 ms/batch
Step 00116350 L_out=0.069 Acc=0.90 ---138940.47 ms/batch
Step 00116400 L_out=0.099 Acc=0.89 ---162698.66 ms/batch
Step 00116450 L_out=0.019 Acc=0.96 ---186326.11 ms/batch
Step 00116500 L_out=0.052 Acc=0.97 ---210076.57 ms/batch
Step 00116550 L_out=0.065 Acc=0.93 ---233798.17 ms/batch
Step 00116600 L_out=0.152 Acc=0.94 ---257728.14 ms/batch
Step 00116650 L_out=0.029 Acc=0.87 ---281609.06 ms/batch
Step 00116700 L_out=0.100 Acc=0.87 ---305328.87 ms/batch
Round 7 | epoch=24, train costTime=317.1187903881073, | total_activation_sum=16091082
Round 7 | epoch=25, current m_iou=0.6278527001881999
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=174.64144802093506
Round 7 | ****EPOCH 25****
Step 00116750 L_out=0.186 Acc=0.90 ---11801.37 ms/batch
Step 00116800 L_out=0.037 Acc=0.88 ---35572.32 ms/batch
Step 00116850 L_out=0.048 Acc=0.93 ---59287.32 ms/batch
Step 00116900 L_out=0.006 Acc=0.94 ---83161.83 ms/batch
Step 00116950 L_out=0.046 Acc=0.94 ---106977.13 ms/batch
Step 00117000 L_out=0.071 Acc=0.88 ---130792.81 ms/batch
Step 00117050 L_out=0.037 Acc=0.92 ---154414.17 ms/batch
Step 00117100 L_out=0.058 Acc=0.92 ---177958.24 ms/batch
Step 00117150 L_out=0.027 Acc=0.95 ---201648.24 ms/batch
Step 00117200 L_out=0.131 Acc=0.89 ---225414.51 ms/batch
Step 00117250 L_out=0.065 Acc=0.96 ---249205.20 ms/batch
Step 00117300 L_out=0.045 Acc=0.87 ---273012.08 ms/batch
Step 00117350 L_out=0.052 Acc=0.90 ---296743.11 ms/batch
Round 7 | epoch=25, train costTime=316.5789155960083, | total_activation_sum=16150687
Round 7 | epoch=26, current m_iou=0.6306966222356567
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=176.21805667877197
Round 7 | ****EPOCH 26****
Step 00117400 L_out=0.039 Acc=0.95 --- 3872.61 ms/batch
Step 00117450 L_out=0.033 Acc=0.95 ---27868.36 ms/batch
Step 00117500 L_out=0.018 Acc=0.95 ---51588.02 ms/batch
Step 00117550 L_out=0.015 Acc=0.94 ---75638.70 ms/batch
Step 00117600 L_out=0.062 Acc=0.93 ---99610.85 ms/batch
Step 00117650 L_out=0.048 Acc=0.94 ---123399.76 ms/batch
Step 00117700 L_out=0.022 Acc=0.94 ---147287.20 ms/batch
Step 00117750 L_out=0.099 Acc=0.85 ---171023.17 ms/batch
Step 00117800 L_out=0.024 Acc=0.94 ---194938.49 ms/batch
Step 00117850 L_out=0.011 Acc=0.96 ---218787.76 ms/batch
Step 00117900 L_out=0.101 Acc=0.93 ---242543.75 ms/batch
Step 00117950 L_out=0.137 Acc=0.90 ---266281.85 ms/batch
Step 00118000 L_out=0.027 Acc=0.97 ---290120.47 ms/batch
Step 00118050 L_out=0.067 Acc=0.92 ---313837.31 ms/batch
Round 7 | epoch=26, train costTime=318.22194051742554, | total_activation_sum=15970537
Round 7 | epoch=27, current m_iou=0.6253074533635132
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=189.22909355163574
Round 7 | ****EPOCH 27****
Step 00118100 L_out=0.035 Acc=0.92 ---19483.34 ms/batch
Step 00118150 L_out=0.062 Acc=0.90 ---43470.59 ms/batch
Step 00118200 L_out=0.036 Acc=0.94 ---67255.16 ms/batch
Step 00118250 L_out=0.032 Acc=0.96 ---91046.13 ms/batch
Step 00118300 L_out=0.041 Acc=0.93 ---114825.48 ms/batch
Step 00118350 L_out=0.021 Acc=0.80 ---138662.37 ms/batch
Step 00118400 L_out=0.088 Acc=0.90 ---162375.88 ms/batch
Step 00118450 L_out=0.073 Acc=0.91 ---185944.49 ms/batch
Step 00118500 L_out=0.036 Acc=0.97 ---209739.99 ms/batch
Step 00118550 L_out=0.047 Acc=0.90 ---233714.68 ms/batch
Step 00118600 L_out=0.053 Acc=0.93 ---257573.41 ms/batch
Step 00118650 L_out=0.031 Acc=0.93 ---281536.82 ms/batch
Step 00118700 L_out=0.018 Acc=0.93 ---305449.59 ms/batch
Round 7 | epoch=27, train costTime=317.7364158630371, | total_activation_sum=15983084
Round 7 | epoch=28, current m_iou=0.6289556342134184
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=155.67268085479736
Round 7 | ****EPOCH 28****
Step 00118750 L_out=0.176 Acc=0.84 ---11408.75 ms/batch
Step 00118800 L_out=0.031 Acc=0.92 ---35127.41 ms/batch
Step 00118850 L_out=0.056 Acc=0.89 ---58921.85 ms/batch
Step 00118900 L_out=0.270 Acc=0.88 ---82696.99 ms/batch
Step 00118950 L_out=0.032 Acc=0.95 ---106414.47 ms/batch
Step 00119000 L_out=0.017 Acc=0.89 ---130253.72 ms/batch
Step 00119050 L_out=0.201 Acc=0.82 ---154064.71 ms/batch
Step 00119100 L_out=0.061 Acc=0.94 ---177900.14 ms/batch
Step 00119150 L_out=0.013 Acc=0.76 ---201589.34 ms/batch
Step 00119200 L_out=0.012 Acc=0.92 ---225394.07 ms/batch
Step 00119250 L_out=0.047 Acc=0.97 ---249115.31 ms/batch
Step 00119300 L_out=0.085 Acc=0.84 ---272929.75 ms/batch
Step 00119350 L_out=0.062 Acc=0.90 ---296676.34 ms/batch
Round 7 | epoch=28, train costTime=316.99340629577637, | total_activation_sum=16127211
Round 7 | epoch=29, current m_iou=0.6245040370035564
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=190.62548303604126
Round 7 | ****EPOCH 29****
Step 00119400 L_out=0.056 Acc=0.87 --- 3437.38 ms/batch
Step 00119450 L_out=0.126 Acc=0.94 ---27230.52 ms/batch
Step 00119500 L_out=0.058 Acc=0.95 ---51141.41 ms/batch
Step 00119550 L_out=0.086 Acc=0.91 ---74640.73 ms/batch
Step 00119600 L_out=0.025 Acc=0.94 ---98208.28 ms/batch
Step 00119650 L_out=0.021 Acc=0.92 ---121752.44 ms/batch
Step 00119700 L_out=0.126 Acc=0.91 ---145400.20 ms/batch
Step 00119750 L_out=0.043 Acc=0.86 ---168797.31 ms/batch
Step 00119800 L_out=0.079 Acc=0.91 ---192430.19 ms/batch
Step 00119850 L_out=0.032 Acc=0.92 ---216009.98 ms/batch
Step 00119900 L_out=0.010 Acc=0.97 ---239733.46 ms/batch
Step 00119950 L_out=0.044 Acc=0.93 ---263338.10 ms/batch
Step 00120000 L_out=0.018 Acc=0.91 ---286772.22 ms/batch
Step 00120050 L_out=0.067 Acc=0.86 ---332398.94 ms/batch
Round 7 | epoch=29, train costTime=342.7512948513031, | total_activation_sum=16160064
Round 7 | epoch=30, current m_iou=0.626576234525626
Round 7 | Best m_IoU is: 0.649, OA is: 0.914 | val costTime=168.0866367816925
Round 7 | ****EPOCH 30****
Round 8 | ****EPOCH 0****
Step 00120100 L_out=0.079 Acc=0.88 ---21699.61 ms/batch
Step 00120150 L_out=0.161 Acc=0.91 ---48267.98 ms/batch
Step 00120200 L_out=0.495 Acc=0.88 ---74995.25 ms/batch
Step 00120250 L_out=0.603 Acc=0.65 ---101418.05 ms/batch
Step 00120300 L_out=0.259 Acc=0.85 ---128310.29 ms/batch
Step 00120350 L_out=0.119 Acc=0.83 ---155176.20 ms/batch
Step 00120400 L_out=0.725 Acc=0.60 ---183529.74 ms/batch
Step 00120450 L_out=0.145 Acc=0.80 ---212244.17 ms/batch
Step 00120500 L_out=0.421 Acc=0.84 ---240154.60 ms/batch
Step 00120550 L_out=0.495 Acc=0.88 ---267518.53 ms/batch
Step 00120600 L_out=0.095 Acc=0.87 ---292784.88 ms/batch
Step 00120650 L_out=0.644 Acc=0.80 ---316467.95 ms/batch
Step 00120700 L_out=0.187 Acc=0.89 ---343819.60 ms/batch
Round 8 | epoch=0, train costTime=358.59071707725525, | total_activation_sum=17848714
Round 8 | epoch=1, current m_iou=0.5897602974834644
Round 8 | Best m_IoU is: 0.590, OA is: 0.898 | val costTime=165.01548600196838
Round 8 | ****EPOCH 1****
Step 00120750 L_out=0.166 Acc=0.89 ---12479.30 ms/batch
Step 00120800 L_out=0.231 Acc=0.81 ---40284.23 ms/batch
Step 00120850 L_out=0.121 Acc=0.84 ---67871.67 ms/batch
Step 00120900 L_out=0.024 Acc=0.93 ---95078.14 ms/batch
Step 00120950 L_out=0.101 Acc=0.89 ---122239.11 ms/batch
Step 00121000 L_out=0.375 Acc=0.67 ---149486.45 ms/batch
Step 00121050 L_out=0.174 Acc=0.84 ---177582.55 ms/batch
Step 00121100 L_out=0.208 Acc=0.89 ---205935.19 ms/batch
Step 00121150 L_out=0.046 Acc=0.94 ---234189.40 ms/batch
Step 00121200 L_out=0.082 Acc=0.83 ---262098.06 ms/batch
Step 00121250 L_out=0.120 Acc=0.85 ---288880.58 ms/batch
Step 00121300 L_out=0.179 Acc=0.91 ---311960.39 ms/batch
Step 00121350 L_out=0.200 Acc=0.83 ---339022.56 ms/batch
Round 8 | epoch=1, train costTime=362.8545320034027, | total_activation_sum=18404797
Round 8 | epoch=2, current m_iou=0.6418244340499708
Round 8 | Best m_IoU is: 0.642, OA is: 0.904 | val costTime=165.79207682609558
Round 8 | ****EPOCH 2****
Step 00121400 L_out=0.053 Acc=0.90 --- 3378.47 ms/batch
Step 00121450 L_out=0.070 Acc=0.87 ---30118.59 ms/batch
Step 00121500 L_out=0.287 Acc=0.84 ---57335.62 ms/batch
Step 00121550 L_out=0.151 Acc=0.91 ---84219.53 ms/batch
Step 00121600 L_out=0.068 Acc=0.84 ---111011.74 ms/batch
Step 00121650 L_out=0.064 Acc=0.91 ---137577.03 ms/batch
Step 00121700 L_out=0.112 Acc=0.91 ---165622.32 ms/batch
Step 00121750 L_out=0.102 Acc=0.81 ---194131.30 ms/batch
Step 00121800 L_out=0.202 Acc=0.82 ---221751.02 ms/batch
Step 00121850 L_out=0.352 Acc=0.91 ---249519.88 ms/batch
Step 00121900 L_out=0.321 Acc=0.89 ---277084.11 ms/batch
Step 00121950 L_out=0.066 Acc=0.90 ---303221.08 ms/batch
Step 00122000 L_out=0.350 Acc=0.80 ---330537.41 ms/batch
Step 00122050 L_out=0.530 Acc=0.89 ---358247.46 ms/batch
Round 8 | epoch=2, train costTime=364.3352224826813, | total_activation_sum=18257272
Round 8 | epoch=3, current m_iou=0.6424468541685115
Round 8 | Best m_IoU is: 0.642, OA is: 0.908 | val costTime=183.8249101638794
Round 8 | ****EPOCH 3****
Step 00122100 L_out=0.148 Acc=0.87 ---20959.51 ms/batch
Step 00122150 L_out=0.050 Acc=0.88 ---48343.01 ms/batch
Step 00122200 L_out=0.112 Acc=0.91 ---75669.01 ms/batch
Step 00122250 L_out=0.044 Acc=0.95 ---103009.94 ms/batch
Step 00122300 L_out=0.025 Acc=0.92 ---131612.68 ms/batch
Step 00122350 L_out=0.161 Acc=0.91 ---159690.55 ms/batch
Step 00122400 L_out=0.158 Acc=0.93 ---186733.62 ms/batch
Step 00122450 L_out=0.112 Acc=0.92 ---213957.84 ms/batch
Step 00122500 L_out=0.156 Acc=0.88 ---240900.26 ms/batch
Step 00122550 L_out=0.236 Acc=0.89 ---264245.72 ms/batch
Step 00122600 L_out=0.084 Acc=0.90 ---291225.78 ms/batch
Step 00122650 L_out=0.080 Acc=0.93 ---318289.06 ms/batch
Step 00122700 L_out=0.318 Acc=0.82 ---345551.48 ms/batch
Round 8 | epoch=3, train costTime=360.7728364467621, | total_activation_sum=18329970
Round 8 | epoch=4, current m_iou=0.6379768353535125
Round 8 | Best m_IoU is: 0.642, OA is: 0.908 | val costTime=172.80928254127502
Round 8 | ****EPOCH 4****
Step 00122750 L_out=0.740 Acc=0.89 ---12315.99 ms/batch
Step 00122800 L_out=0.232 Acc=0.74 ---39580.56 ms/batch
Step 00122850 L_out=0.063 Acc=0.90 ---67328.32 ms/batch
Step 00122900 L_out=0.197 Acc=0.88 ---94827.29 ms/batch
Step 00122950 L_out=0.087 Acc=0.94 ---123131.27 ms/batch
Step 00123000 L_out=0.109 Acc=0.84 ---151735.79 ms/batch
Step 00123050 L_out=0.380 Acc=0.69 ---179078.96 ms/batch
Step 00123100 L_out=0.128 Acc=0.89 ---207102.48 ms/batch
Step 00123150 L_out=0.045 Acc=0.87 ---233871.93 ms/batch
Step 00123200 L_out=0.039 Acc=0.86 ---257261.45 ms/batch
Step 00123250 L_out=0.122 Acc=0.91 ---282619.50 ms/batch
Step 00123300 L_out=0.114 Acc=0.74 ---310481.10 ms/batch
Step 00123350 L_out=0.075 Acc=0.88 ---338132.08 ms/batch
Round 8 | epoch=4, train costTime=362.6590006351471, | total_activation_sum=18332837
Round 8 | epoch=5, current m_iou=0.6429187974160901
Round 8 | Best m_IoU is: 0.643, OA is: 0.907 | val costTime=177.80629777908325
Round 8 | ****EPOCH 5****
Step 00123400 L_out=0.089 Acc=0.93 --- 3117.04 ms/batch
Step 00123450 L_out=0.020 Acc=0.94 ---30164.62 ms/batch
Step 00123500 L_out=0.049 Acc=0.91 ---57441.40 ms/batch
Step 00123550 L_out=0.035 Acc=0.89 ---85020.40 ms/batch
Step 00123600 L_out=0.105 Acc=0.92 ---112803.48 ms/batch
Step 00123650 L_out=0.140 Acc=0.79 ---140912.37 ms/batch
Step 00123700 L_out=0.063 Acc=0.89 ---168677.66 ms/batch
Step 00123750 L_out=0.055 Acc=0.91 ---196617.99 ms/batch
Step 00123800 L_out=0.232 Acc=0.91 ---223880.90 ms/batch
Step 00123850 L_out=0.139 Acc=0.85 ---249477.78 ms/batch
Step 00123900 L_out=0.163 Acc=0.69 ---274361.28 ms/batch
Step 00123950 L_out=0.105 Acc=0.87 ---301630.81 ms/batch
Step 00124000 L_out=0.104 Acc=0.95 ---329343.81 ms/batch
Step 00124050 L_out=0.013 Acc=0.84 ---357106.59 ms/batch
Round 8 | epoch=5, train costTime=363.8651657104492, | total_activation_sum=18348684
Round 8 | epoch=6, current m_iou=0.6391197304347247
Round 8 | Best m_IoU is: 0.643, OA is: 0.907 | val costTime=173.86348009109497
Round 8 | ****EPOCH 6****
Step 00124100 L_out=0.071 Acc=0.91 ---20467.86 ms/batch
Step 00124150 L_out=0.114 Acc=0.92 ---47443.45 ms/batch
Step 00124200 L_out=0.136 Acc=0.94 ---74386.48 ms/batch
Step 00124250 L_out=0.078 Acc=0.91 ---102033.02 ms/batch
Step 00124300 L_out=0.048 Acc=0.91 ---129980.09 ms/batch
Step 00124350 L_out=0.146 Acc=0.86 ---158462.69 ms/batch
Step 00124400 L_out=0.110 Acc=0.87 ---185789.47 ms/batch
Step 00124450 L_out=0.084 Acc=0.90 ---213925.49 ms/batch
Step 00124500 L_out=0.054 Acc=0.91 ---239713.23 ms/batch
Step 00124550 L_out=0.183 Acc=0.83 ---263746.98 ms/batch
Step 00124600 L_out=0.166 Acc=0.94 ---290517.21 ms/batch
Step 00124650 L_out=0.061 Acc=0.90 ---317761.25 ms/batch
Step 00124700 L_out=0.142 Acc=0.92 ---344611.91 ms/batch
Round 8 | epoch=6, train costTime=360.38695430755615, | total_activation_sum=18282760
Round 8 | epoch=7, current m_iou=0.6455658814982934
Round 8 | Best m_IoU is: 0.646, OA is: 0.905 | val costTime=172.30886340141296
Round 8 | ****EPOCH 7****
Step 00124750 L_out=0.161 Acc=0.85 ---11639.98 ms/batch
Step 00124800 L_out=0.090 Acc=0.93 ---39347.68 ms/batch
Step 00124850 L_out=0.137 Acc=0.87 ---67100.03 ms/batch
Step 00124900 L_out=0.052 Acc=0.92 ---94843.13 ms/batch
Step 00124950 L_out=0.153 Acc=0.95 ---122579.47 ms/batch
Step 00125000 L_out=0.028 Acc=0.92 ---149920.27 ms/batch
Step 00125050 L_out=0.104 Acc=0.91 ---177522.07 ms/batch
Step 00125100 L_out=0.253 Acc=0.91 ---205580.56 ms/batch
Step 00125150 L_out=0.043 Acc=0.92 ---232461.15 ms/batch
Step 00125200 L_out=0.060 Acc=0.88 ---255693.70 ms/batch
Step 00125250 L_out=0.124 Acc=0.90 ---281965.20 ms/batch
Step 00125300 L_out=0.077 Acc=0.95 ---309394.29 ms/batch
Step 00125350 L_out=0.027 Acc=0.89 ---336707.10 ms/batch
Round 8 | epoch=7, train costTime=362.33733201026917, | total_activation_sum=18173560
Round 8 | epoch=8, current m_iou=0.6410165600662097
Round 8 | Best m_IoU is: 0.646, OA is: 0.905 | val costTime=173.79463815689087
Round 8 | ****EPOCH 8****
Step 00125400 L_out=0.075 Acc=0.85 --- 2072.70 ms/batch
Step 00125450 L_out=0.220 Acc=0.93 ---30023.85 ms/batch
Step 00125500 L_out=0.034 Acc=0.86 ---56913.06 ms/batch
Step 00125550 L_out=6.086 Acc=0.90 ---83632.79 ms/batch
Step 00125600 L_out=0.168 Acc=0.88 ---111063.76 ms/batch
Step 00125650 L_out=0.201 Acc=0.92 ---138005.04 ms/batch
Step 00125700 L_out=0.143 Acc=0.82 ---165621.75 ms/batch
Step 00125750 L_out=0.125 Acc=0.88 ---192966.83 ms/batch
Step 00125800 L_out=0.057 Acc=0.90 ---220866.82 ms/batch
Step 00125850 L_out=0.103 Acc=0.81 ---245360.90 ms/batch
Step 00125900 L_out=0.255 Acc=0.87 ---268763.98 ms/batch
Step 00125950 L_out=0.373 Acc=0.94 ---295930.74 ms/batch
Step 00126000 L_out=0.049 Acc=0.87 ---323264.73 ms/batch
Step 00126050 L_out=0.044 Acc=0.96 ---350532.09 ms/batch
Round 8 | epoch=8, train costTime=357.46715569496155, | total_activation_sum=18252579
Round 8 | epoch=9, current m_iou=0.6415168379688194
Round 8 | Best m_IoU is: 0.646, OA is: 0.905 | val costTime=165.25128483772278
Round 8 | ****EPOCH 9****
Step 00126100 L_out=0.166 Acc=0.88 ---19954.26 ms/batch
Step 00126150 L_out=0.069 Acc=0.94 ---46861.92 ms/batch
Step 00126200 L_out=0.075 Acc=0.91 ---73782.22 ms/batch
Step 00126250 L_out=0.046 Acc=0.89 ---100717.37 ms/batch
Step 00126300 L_out=0.022 Acc=0.93 ---128374.66 ms/batch
Step 00126350 L_out=0.055 Acc=0.94 ---156198.44 ms/batch
Step 00126400 L_out=0.023 Acc=0.91 ---184032.03 ms/batch
Step 00126450 L_out=0.381 Acc=0.89 ---211663.03 ms/batch
Step 00126500 L_out=0.197 Acc=0.90 ---238865.96 ms/batch
Step 00126550 L_out=0.034 Acc=0.91 ---263492.06 ms/batch
Step 00126600 L_out=0.119 Acc=0.96 ---290794.52 ms/batch
Step 00126650 L_out=0.064 Acc=0.96 ---318107.30 ms/batch
Step 00126700 L_out=0.033 Acc=0.94 ---345277.50 ms/batch
Round 8 | epoch=9, train costTime=361.88807797431946, | total_activation_sum=18367358
Round 8 | epoch=10, current m_iou=0.6445398990058409
Round 8 | Best m_IoU is: 0.646, OA is: 0.905 | val costTime=151.01770639419556
Round 8 | ****EPOCH 10****
Step 00126750 L_out=0.064 Acc=0.90 ---10878.93 ms/batch
Step 00126800 L_out=0.102 Acc=0.89 ---37355.96 ms/batch
Step 00126850 L_out=0.021 Acc=0.93 ---64467.27 ms/batch
Step 00126900 L_out=0.098 Acc=0.86 ---91145.57 ms/batch
Step 00126950 L_out=0.118 Acc=0.89 ---118659.63 ms/batch
Step 00127000 L_out=0.063 Acc=0.93 ---147024.04 ms/batch
Step 00127050 L_out=0.131 Acc=0.91 ---174572.13 ms/batch
Step 00127100 L_out=0.046 Acc=0.90 ---202296.22 ms/batch
Step 00127150 L_out=0.104 Acc=0.92 ---230579.19 ms/batch
Step 00127200 L_out=0.074 Acc=0.93 ---254138.97 ms/batch
Step 00127250 L_out=0.067 Acc=0.91 ---281395.27 ms/batch
Step 00127300 L_out=0.069 Acc=0.87 ---308950.82 ms/batch
Step 00127350 L_out=0.079 Acc=0.90 ---336147.23 ms/batch
Round 8 | epoch=10, train costTime=362.2153925895691, | total_activation_sum=18271104
Round 8 | epoch=11, current m_iou=0.6503083870277924
Round 8 | Best m_IoU is: 0.650, OA is: 0.911 | val costTime=157.65154361724854
Round 8 | ****EPOCH 11****
Step 00127400 L_out=0.100 Acc=0.88 --- 1599.29 ms/batch
Step 00127450 L_out=0.059 Acc=0.94 ---28602.52 ms/batch
Step 00127500 L_out=0.050 Acc=0.83 ---55736.75 ms/batch
Step 00127550 L_out=0.055 Acc=0.91 ---82876.76 ms/batch
Step 00127600 L_out=0.312 Acc=0.86 ---110590.82 ms/batch
Step 00127650 L_out=0.146 Acc=0.91 ---138845.82 ms/batch
Step 00127700 L_out=0.143 Acc=0.93 ---166869.75 ms/batch
Step 00127750 L_out=0.018 Acc=0.87 ---194677.02 ms/batch
Step 00127800 L_out=0.046 Acc=0.91 ---222605.23 ms/batch
Step 00127850 L_out=0.105 Acc=0.92 ---246209.30 ms/batch
Step 00127900 L_out=0.066 Acc=0.95 ---271472.87 ms/batch
Step 00127950 L_out=0.158 Acc=0.91 ---298180.39 ms/batch
Step 00128000 L_out=0.025 Acc=0.92 ---324880.54 ms/batch
Step 00128050 L_out=0.048 Acc=0.88 ---351570.89 ms/batch
Round 8 | epoch=11, train costTime=359.0619111061096, | total_activation_sum=18262373
Round 8 | epoch=12, current m_iou=0.6475596081954944
Round 8 | Best m_IoU is: 0.650, OA is: 0.911 | val costTime=161.33485960960388
Round 8 | ****EPOCH 12****
Step 00128100 L_out=1.986 Acc=0.88 ---19447.28 ms/batch
Step 00128150 L_out=0.040 Acc=0.91 ---46724.34 ms/batch
Step 00128200 L_out=0.694 Acc=0.87 ---73497.18 ms/batch
Step 00128250 L_out=0.090 Acc=0.84 ---101195.03 ms/batch
Step 00128300 L_out=0.108 Acc=0.78 ---129003.43 ms/batch
Step 00128350 L_out=0.090 Acc=0.93 ---157511.87 ms/batch
Step 00128400 L_out=0.149 Acc=0.89 ---185883.04 ms/batch
Step 00128450 L_out=0.017 Acc=0.89 ---213871.94 ms/batch
Step 00128500 L_out=0.210 Acc=0.85 ---239051.20 ms/batch
Step 00128550 L_out=0.028 Acc=0.90 ---262036.30 ms/batch
Step 00128600 L_out=0.064 Acc=0.93 ---289315.76 ms/batch
Step 00128650 L_out=0.016 Acc=0.92 ---316291.25 ms/batch
Step 00128700 L_out=0.112 Acc=0.89 ---343591.16 ms/batch
Round 8 | epoch=12, train costTime=360.4942572116852, | total_activation_sum=18296013
Round 8 | epoch=13, current m_iou=0.6537667228967892
Round 8 | Best m_IoU is: 0.654, OA is: 0.913 | val costTime=152.1226840019226
Round 8 | ****EPOCH 13****
Step 00128750 L_out=0.044 Acc=0.97 ---10122.96 ms/batch
Step 00128800 L_out=0.025 Acc=0.92 ---36993.08 ms/batch
Step 00128850 L_out=0.099 Acc=0.91 ---63707.09 ms/batch
Step 00128900 L_out=0.274 Acc=0.90 ---91087.02 ms/batch
Step 00128950 L_out=0.033 Acc=0.94 ---118395.80 ms/batch
Step 00129000 L_out=0.084 Acc=0.87 ---146520.05 ms/batch
Step 00129050 L_out=0.126 Acc=0.91 ---174267.62 ms/batch
Step 00129100 L_out=0.051 Acc=0.92 ---202285.22 ms/batch
Step 00129150 L_out=0.131 Acc=0.90 ---230511.55 ms/batch
Step 00129200 L_out=0.100 Acc=0.95 ---255506.91 ms/batch
Step 00129250 L_out=0.056 Acc=0.87 ---281340.22 ms/batch
Step 00129300 L_out=0.104 Acc=0.93 ---308188.69 ms/batch
Step 00129350 L_out=0.031 Acc=0.93 ---335266.11 ms/batch
Round 8 | epoch=13, train costTime=361.1593773365021, | total_activation_sum=18434829
Round 8 | epoch=14, current m_iou=0.6458040865970635
Round 8 | Best m_IoU is: 0.654, OA is: 0.913 | val costTime=163.8748939037323
Round 8 | ****EPOCH 14****
Step 00129400 L_out=0.087 Acc=0.87 --- 1050.93 ms/batch
Step 00129450 L_out=0.083 Acc=0.93 ---28510.29 ms/batch
Step 00129500 L_out=0.078 Acc=0.96 ---56105.64 ms/batch
Step 00129550 L_out=0.066 Acc=0.93 ---83308.32 ms/batch
Step 00129600 L_out=0.085 Acc=0.95 ---110640.03 ms/batch
Step 00129650 L_out=0.028 Acc=0.92 ---138354.11 ms/batch
Step 00129700 L_out=0.059 Acc=0.96 ---166510.92 ms/batch
Step 00129750 L_out=0.027 Acc=0.91 ---194733.02 ms/batch
Step 00129800 L_out=0.090 Acc=0.82 ---223365.84 ms/batch
Step 00129850 L_out=0.061 Acc=0.93 ---248551.98 ms/batch
Step 00129900 L_out=0.038 Acc=0.89 ---276164.66 ms/batch
Step 00129950 L_out=0.065 Acc=0.94 ---304196.04 ms/batch
Step 00130000 L_out=0.163 Acc=0.91 ---331472.06 ms/batch
Step 00130050 L_out=0.084 Acc=0.93 ---358927.07 ms/batch
Round 8 | epoch=14, train costTime=367.28818941116333, | total_activation_sum=18314186
Round 8 | epoch=15, current m_iou=0.6424896254746307
Round 8 | Best m_IoU is: 0.654, OA is: 0.913 | val costTime=167.408456325531
Round 8 | ****EPOCH 15****
Step 00130100 L_out=0.034 Acc=0.92 ---19059.55 ms/batch
Step 00130150 L_out=0.295 Acc=0.83 ---46604.85 ms/batch
Step 00130200 L_out=0.107 Acc=0.87 ---73878.71 ms/batch
Step 00130250 L_out=0.035 Acc=0.90 ---102044.02 ms/batch
Step 00130300 L_out=0.240 Acc=0.86 ---130207.85 ms/batch
Step 00130350 L_out=0.059 Acc=0.90 ---158387.54 ms/batch
Step 00130400 L_out=0.050 Acc=0.91 ---186215.63 ms/batch
Step 00130450 L_out=0.040 Acc=0.94 ---213794.15 ms/batch
Step 00130500 L_out=0.067 Acc=0.91 ---237181.55 ms/batch
Step 00130550 L_out=0.091 Acc=0.87 ---263571.12 ms/batch
Step 00130600 L_out=0.020 Acc=0.97 ---290735.60 ms/batch
Step 00130650 L_out=0.036 Acc=0.95 ---317894.61 ms/batch
Step 00130700 L_out=0.082 Acc=0.94 ---344826.72 ms/batch
Round 8 | epoch=15, train costTime=361.88496685028076, | total_activation_sum=18263869
Round 8 | epoch=16, current m_iou=0.6349830030319558
Round 8 | Best m_IoU is: 0.654, OA is: 0.913 | val costTime=177.3078339099884
Round 8 | ****EPOCH 16****
Step 00130750 L_out=0.026 Acc=0.95 --- 9847.48 ms/batch
Step 00130800 L_out=0.116 Acc=0.92 ---37994.36 ms/batch
Step 00130850 L_out=0.057 Acc=0.91 ---65308.52 ms/batch
Step 00130900 L_out=0.110 Acc=0.95 ---93791.16 ms/batch
Step 00130950 L_out=0.084 Acc=0.95 ---121062.57 ms/batch
Step 00131000 L_out=0.047 Acc=0.92 ---149063.63 ms/batch
Step 00131050 L_out=0.061 Acc=0.94 ---177105.55 ms/batch
Step 00131100 L_out=0.056 Acc=0.92 ---205769.07 ms/batch
Step 00131150 L_out=0.027 Acc=0.90 ---229250.10 ms/batch
Step 00131200 L_out=0.140 Acc=0.91 ---255299.27 ms/batch
Step 00131250 L_out=0.009 Acc=0.86 ---283198.04 ms/batch
Step 00131300 L_out=0.060 Acc=0.95 ---310936.38 ms/batch
Step 00131350 L_out=0.113 Acc=0.87 ---338851.07 ms/batch
Round 8 | epoch=16, train costTime=365.36217188835144, | total_activation_sum=18264458
Round 8 | epoch=17, current m_iou=0.6321192434762049
Round 8 | Best m_IoU is: 0.654, OA is: 0.913 | val costTime=167.72899508476257
Round 8 | ****EPOCH 17****
Step 00131400 L_out=0.183 Acc=0.92 ---  554.50 ms/batch
Step 00131450 L_out=0.045 Acc=0.96 ---27795.35 ms/batch
Step 00131500 L_out=0.072 Acc=0.85 ---54928.46 ms/batch
Step 00131550 L_out=0.130 Acc=0.77 ---82833.54 ms/batch
Step 00131600 L_out=0.102 Acc=0.87 ---111470.89 ms/batch
Step 00131650 L_out=0.037 Acc=0.93 ---140089.86 ms/batch
Step 00131700 L_out=0.079 Acc=0.95 ---168323.61 ms/batch
Step 00131750 L_out=0.046 Acc=0.87 ---195693.18 ms/batch
Step 00131800 L_out=0.133 Acc=0.91 ---220391.50 ms/batch
Step 00131850 L_out=0.037 Acc=0.90 ---245845.05 ms/batch
Step 00131900 L_out=0.032 Acc=0.88 ---273227.25 ms/batch
Step 00131950 L_out=0.481 Acc=0.88 ---300539.38 ms/batch
Step 00132000 L_out=0.015 Acc=0.95 ---327476.35 ms/batch
Step 00132050 L_out=0.067 Acc=0.92 ---354530.73 ms/batch
Round 8 | epoch=17, train costTime=363.13395643234253, | total_activation_sum=18467232
Round 8 | epoch=18, current m_iou=0.6289630693731154
Round 8 | Best m_IoU is: 0.654, OA is: 0.913 | val costTime=177.34558868408203
Round 8 | ****EPOCH 18****
Step 00132100 L_out=0.047 Acc=0.92 ---18460.96 ms/batch
Step 00132150 L_out=0.052 Acc=0.92 ---46143.49 ms/batch
Step 00132200 L_out=0.015 Acc=0.93 ---74657.98 ms/batch
Step 00132250 L_out=0.042 Acc=0.98 ---103227.90 ms/batch
Step 00132300 L_out=0.021 Acc=0.94 ---131026.43 ms/batch
Step 00132350 L_out=0.027 Acc=0.88 ---159302.99 ms/batch
Step 00132400 L_out=0.083 Acc=0.92 ---187503.82 ms/batch
Step 00132450 L_out=0.026 Acc=0.92 ---210986.54 ms/batch
Step 00132500 L_out=0.128 Acc=0.86 ---237142.73 ms/batch
Step 00132550 L_out=0.112 Acc=0.82 ---264423.92 ms/batch
Step 00132600 L_out=0.046 Acc=0.87 ---291958.27 ms/batch
Step 00132650 L_out=0.053 Acc=0.93 ---318867.64 ms/batch
Step 00132700 L_out=0.026 Acc=0.96 ---345904.62 ms/batch
Round 8 | epoch=18, train costTime=363.7171926498413, | total_activation_sum=18100909
Round 8 | epoch=19, current m_iou=0.6331279405165954
Round 8 | Best m_IoU is: 0.654, OA is: 0.913 | val costTime=206.98841857910156
Round 8 | ****EPOCH 19****
Step 00132750 L_out=0.084 Acc=0.96 --- 9674.49 ms/batch
Step 00132800 L_out=0.282 Acc=0.93 ---38348.00 ms/batch
Step 00132850 L_out=0.080 Acc=0.94 ---66925.66 ms/batch
Step 00132900 L_out=0.116 Acc=0.93 ---95157.44 ms/batch
Step 00132950 L_out=0.083 Acc=0.92 ---123344.71 ms/batch
Step 00133000 L_out=0.101 Acc=0.97 ---149066.64 ms/batch
Step 00133050 L_out=0.015 Acc=0.92 ---175699.32 ms/batch
Step 00133100 L_out=0.067 Acc=0.80 ---203557.23 ms/batch
Step 00133150 L_out=0.086 Acc=0.85 ---231404.34 ms/batch
Step 00133200 L_out=0.133 Acc=0.94 ---258493.57 ms/batch
Step 00133250 L_out=0.338 Acc=0.92 ---285239.13 ms/batch
Step 00133300 L_out=0.023 Acc=0.91 ---311843.49 ms/batch
Step 00133350 L_out=0.078 Acc=0.84 ---338681.11 ms/batch
Step 00133400 L_out=0.048 Acc=0.92 ---366186.21 ms/batch
Round 8 | epoch=19, train costTime=366.1863582134247, | total_activation_sum=18434160
Round 8 | epoch=20, current m_iou=0.6334250843475063
Round 8 | Best m_IoU is: 0.654, OA is: 0.913 | val costTime=193.2145414352417
Round 8 | ****EPOCH 20****
Step 00133450 L_out=0.067 Acc=0.88 ---27982.94 ms/batch
Step 00133500 L_out=0.028 Acc=0.92 ---56011.90 ms/batch
Step 00133550 L_out=0.072 Acc=0.90 ---84961.07 ms/batch
Step 00133600 L_out=0.086 Acc=0.93 ---111215.61 ms/batch
Step 00133650 L_out=0.026 Acc=0.94 ---135043.97 ms/batch
Step 00133700 L_out=0.085 Acc=0.92 ---162136.04 ms/batch
Step 00133750 L_out=0.037 Acc=0.90 ---190034.68 ms/batch
Step 00133800 L_out=0.079 Acc=0.92 ---217149.41 ms/batch
Step 00133850 L_out=0.059 Acc=0.91 ---244488.54 ms/batch
Step 00133900 L_out=0.057 Acc=0.91 ---272459.00 ms/batch
Step 00133950 L_out=0.026 Acc=0.94 ---299667.35 ms/batch
Step 00134000 L_out=0.090 Acc=0.96 ---326967.84 ms/batch
Step 00134050 L_out=0.124 Acc=0.93 ---353634.62 ms/batch
Round 8 | epoch=20, train costTime=362.83859300613403, | total_activation_sum=18272550
Round 8 | epoch=21, current m_iou=0.6404392626425186
Round 8 | Best m_IoU is: 0.654, OA is: 0.913 | val costTime=167.89560961723328
Round 8 | ****EPOCH 21****
Step 00134100 L_out=0.046 Acc=0.91 ---18816.77 ms/batch
Step 00134150 L_out=0.078 Acc=0.94 ---47385.83 ms/batch
Step 00134200 L_out=0.062 Acc=0.97 ---75726.78 ms/batch
Step 00134250 L_out=0.024 Acc=0.90 ---103400.56 ms/batch
Step 00134300 L_out=0.052 Acc=0.92 ---127788.04 ms/batch
Step 00134350 L_out=0.038 Acc=0.93 ---153121.62 ms/batch
Step 00134400 L_out=0.089 Acc=0.95 ---180822.57 ms/batch
Step 00134450 L_out=0.078 Acc=0.89 ---208396.13 ms/batch
Step 00134500 L_out=0.046 Acc=0.83 ---235946.60 ms/batch
Step 00134550 L_out=0.080 Acc=0.92 ---264150.90 ms/batch
Step 00134600 L_out=0.032 Acc=0.89 ---291753.61 ms/batch
Step 00134650 L_out=0.057 Acc=0.90 ---319674.80 ms/batch
Step 00134700 L_out=0.239 Acc=0.84 ---346695.84 ms/batch
Round 8 | epoch=21, train costTime=365.1007413864136, | total_activation_sum=18408378
Round 8 | epoch=22, current m_iou=0.6390632131472095
Round 8 | Best m_IoU is: 0.654, OA is: 0.913 | val costTime=186.21186685562134
Round 8 | ****EPOCH 22****
Step 00134750 L_out=0.110 Acc=0.88 --- 9358.62 ms/batch
Step 00134800 L_out=0.045 Acc=0.93 ---38020.78 ms/batch
Step 00134850 L_out=0.060 Acc=0.89 ---66205.60 ms/batch
Step 00134900 L_out=0.030 Acc=0.88 ---94649.42 ms/batch
Step 00134950 L_out=0.010 Acc=0.87 ---118470.69 ms/batch
Step 00135000 L_out=0.043 Acc=0.87 ---143843.74 ms/batch
Step 00135050 L_out=0.057 Acc=0.85 ---171506.17 ms/batch
Step 00135100 L_out=0.071 Acc=0.85 ---199035.18 ms/batch
Step 00135150 L_out=0.029 Acc=0.86 ---225978.16 ms/batch
Step 00135200 L_out=0.118 Acc=0.92 ---253513.70 ms/batch
Step 00135250 L_out=0.016 Acc=0.92 ---280485.12 ms/batch
Step 00135300 L_out=0.087 Acc=0.91 ---307561.58 ms/batch
Step 00135350 L_out=0.142 Acc=0.87 ---334971.43 ms/batch
Step 00135400 L_out=0.088 Acc=0.91 ---362153.09 ms/batch
Round 8 | epoch=22, train costTime=362.7287771701813, | total_activation_sum=18302854
Round 8 | epoch=23, current m_iou=0.6387620796726052
Round 8 | Best m_IoU is: 0.654, OA is: 0.913 | val costTime=190.55260133743286
Round 8 | ****EPOCH 23****
Step 00135450 L_out=0.087 Acc=0.88 ---28483.80 ms/batch
Step 00135500 L_out=0.057 Acc=0.90 ---56434.08 ms/batch
Step 00135550 L_out=0.121 Acc=0.96 ---84931.43 ms/batch
Step 00135600 L_out=0.036 Acc=0.94 ---109186.29 ms/batch
Step 00135650 L_out=0.118 Acc=0.91 ---134756.34 ms/batch
Step 00135700 L_out=0.077 Acc=0.95 ---162674.99 ms/batch
Step 00135750 L_out=0.038 Acc=0.93 ---189956.78 ms/batch
Step 00135800 L_out=0.051 Acc=0.94 ---217060.10 ms/batch
Step 00135850 L_out=0.027 Acc=0.92 ---244412.80 ms/batch
Step 00135900 L_out=0.078 Acc=0.90 ---271657.77 ms/batch
Step 00135950 L_out=0.073 Acc=0.93 ---299065.77 ms/batch
Step 00136000 L_out=0.077 Acc=0.92 ---326825.13 ms/batch
Step 00136050 L_out=0.043 Acc=0.95 ---353832.36 ms/batch
Round 8 | epoch=23, train costTime=363.771071434021, | total_activation_sum=18281229
Round 8 | epoch=24, current m_iou=0.636257700557466
Round 8 | Best m_IoU is: 0.654, OA is: 0.913 | val costTime=178.2317934036255
Round 8 | ****EPOCH 24****
Step 00136100 L_out=0.036 Acc=0.89 ---17875.31 ms/batch
Step 00136150 L_out=0.019 Acc=0.95 ---45986.87 ms/batch
Step 00136200 L_out=0.041 Acc=0.96 ---74055.66 ms/batch
Step 00136250 L_out=0.015 Acc=0.93 ---100219.46 ms/batch
Step 00136300 L_out=0.061 Acc=0.92 ---124174.13 ms/batch
Step 00136350 L_out=0.037 Acc=0.94 ---151984.60 ms/batch
Step 00136400 L_out=0.074 Acc=0.93 ---179513.60 ms/batch
Step 00136450 L_out=0.023 Acc=0.95 ---206609.80 ms/batch
Step 00136500 L_out=0.124 Acc=0.88 ---234099.10 ms/batch
Step 00136550 L_out=0.087 Acc=0.88 ---261150.80 ms/batch
Step 00136600 L_out=0.005 Acc=0.92 ---288383.86 ms/batch
Step 00136650 L_out=0.043 Acc=0.82 ---315292.68 ms/batch
Step 00136700 L_out=0.007 Acc=0.96 ---342524.26 ms/batch
Round 8 | epoch=24, train costTime=361.63258266448975, | total_activation_sum=18276866
Round 8 | epoch=25, current m_iou=0.6363013830399558
Round 8 | Best m_IoU is: 0.654, OA is: 0.913 | val costTime=180.15620112419128
Round 8 | ****EPOCH 25****
Step 00136750 L_out=0.069 Acc=0.92 --- 8281.60 ms/batch
Step 00136800 L_out=0.010 Acc=0.93 ---36008.45 ms/batch
Step 00136850 L_out=0.010 Acc=0.95 ---64227.59 ms/batch
Step 00136900 L_out=0.065 Acc=0.91 ---91727.07 ms/batch
Step 00136950 L_out=0.038 Acc=0.92 ---115066.89 ms/batch
Step 00137000 L_out=0.107 Acc=0.93 ---140825.23 ms/batch
Step 00137050 L_out=0.053 Acc=0.91 ---168282.62 ms/batch
Step 00137100 L_out=0.078 Acc=0.83 ---195366.75 ms/batch
Step 00137150 L_out=0.067 Acc=0.94 ---222446.53 ms/batch
Step 00137200 L_out=0.031 Acc=0.91 ---249519.37 ms/batch
Step 00137250 L_out=0.101 Acc=0.91 ---277152.71 ms/batch
Step 00137300 L_out=0.066 Acc=0.96 ---304476.23 ms/batch
Step 00137350 L_out=0.086 Acc=0.93 ---331988.57 ms/batch
Step 00137400 L_out=0.074 Acc=0.94 ---359692.41 ms/batch
Round 8 | epoch=25, train costTime=360.8017244338989, | total_activation_sum=18406619
Round 8 | epoch=26, current m_iou=0.6293023027529989
Round 8 | Best m_IoU is: 0.654, OA is: 0.913 | val costTime=168.77856826782227
Round 8 | ****EPOCH 26****
Step 00137450 L_out=0.057 Acc=0.93 ---27802.64 ms/batch
Step 00137500 L_out=0.012 Acc=0.95 ---55999.52 ms/batch
Step 00137550 L_out=0.033 Acc=0.92 ---84216.46 ms/batch
Step 00137600 L_out=0.052 Acc=0.95 ---109630.93 ms/batch
Step 00137650 L_out=0.058 Acc=0.89 ---132895.35 ms/batch
Step 00137700 L_out=0.081 Acc=0.95 ---156490.90 ms/batch
Step 00137750 L_out=0.152 Acc=0.88 ---179899.11 ms/batch
Step 00137800 L_out=0.108 Acc=0.90 ---202992.53 ms/batch
Step 00137850 L_out=0.070 Acc=0.93 ---226438.76 ms/batch
Step 00137900 L_out=0.072 Acc=0.88 ---249500.09 ms/batch
Step 00137950 L_out=0.030 Acc=0.96 ---272348.88 ms/batch
Step 00138000 L_out=0.017 Acc=0.89 ---295379.48 ms/batch
Step 00138050 L_out=0.132 Acc=0.86 ---319150.75 ms/batch
Round 8 | epoch=26, train costTime=327.9317705631256, | total_activation_sum=18269514
Round 8 | epoch=27, current m_iou=0.631013243299684
Round 8 | Best m_IoU is: 0.654, OA is: 0.913 | val costTime=167.21793746948242
Round 8 | ****EPOCH 27****
Step 00138100 L_out=0.053 Acc=0.90 ---14195.02 ms/batch
Step 00138150 L_out=0.027 Acc=0.93 ---37246.08 ms/batch
Step 00138200 L_out=0.069 Acc=0.94 ---60160.66 ms/batch
Step 00138250 L_out=0.128 Acc=0.88 ---83088.59 ms/batch
Step 00138300 L_out=0.083 Acc=0.93 ---106144.98 ms/batch
Step 00138350 L_out=0.025 Acc=0.94 ---129265.74 ms/batch
Step 00138400 L_out=0.057 Acc=0.88 ---152291.06 ms/batch
Step 00138450 L_out=0.036 Acc=0.96 ---175321.71 ms/batch
Step 00138500 L_out=0.103 Acc=0.93 ---198431.79 ms/batch
Step 00138550 L_out=0.031 Acc=0.92 ---221805.83 ms/batch
Step 00138600 L_out=0.031 Acc=0.94 ---244806.78 ms/batch
Step 00138650 L_out=0.025 Acc=0.94 ---267826.73 ms/batch
Step 00138700 L_out=0.053 Acc=0.93 ---291608.61 ms/batch
Round 8 | epoch=27, train costTime=308.12163496017456, | total_activation_sum=18366729
Round 8 | epoch=28, current m_iou=0.6358146499961619
Round 8 | Best m_IoU is: 0.654, OA is: 0.913 | val costTime=158.27537298202515
Round 8 | ****EPOCH 28****
Step 00138750 L_out=0.023 Acc=0.85 --- 6872.26 ms/batch
Step 00138800 L_out=0.024 Acc=0.97 ---30876.95 ms/batch
Step 00138850 L_out=0.002 Acc=0.97 ---54932.27 ms/batch
Step 00138900 L_out=0.084 Acc=0.89 ---79135.89 ms/batch
Step 00138950 L_out=0.045 Acc=0.93 ---103261.32 ms/batch
Step 00139000 L_out=0.027 Acc=0.97 ---126897.75 ms/batch
Step 00139050 L_out=0.034 Acc=0.95 ---150538.80 ms/batch
Step 00139100 L_out=0.022 Acc=0.90 ---174164.49 ms/batch
Step 00139150 L_out=0.028 Acc=0.91 ---198128.51 ms/batch
Step 00139200 L_out=0.017 Acc=0.91 ---222098.43 ms/batch
Step 00139250 L_out=0.039 Acc=0.86 ---245915.50 ms/batch
Step 00139300 L_out=0.067 Acc=0.81 ---269842.19 ms/batch
Step 00139350 L_out=0.026 Acc=0.90 ---293930.48 ms/batch
Step 00139400 L_out=0.033 Acc=0.90 ---317763.83 ms/batch
Round 8 | epoch=28, train costTime=319.18684577941895, | total_activation_sum=18234430
Round 8 | epoch=29, current m_iou=0.6353036069914892
Round 8 | Best m_IoU is: 0.654, OA is: 0.913 | val costTime=165.0937819480896
Round 8 | ****EPOCH 29****
Step 00139450 L_out=0.047 Acc=0.94 ---22226.92 ms/batch
Step 00139500 L_out=0.063 Acc=0.93 ---46254.01 ms/batch
Step 00139550 L_out=0.072 Acc=0.95 ---70178.88 ms/batch
Step 00139600 L_out=0.025 Acc=0.89 ---94032.57 ms/batch
Step 00139650 L_out=0.095 Acc=0.95 ---117875.70 ms/batch
Step 00139700 L_out=0.057 Acc=0.92 ---141840.44 ms/batch
Step 00139750 L_out=0.010 Acc=0.90 ---165596.72 ms/batch
Step 00139800 L_out=0.031 Acc=0.90 ---189322.87 ms/batch
Step 00139850 L_out=0.090 Acc=0.93 ---213068.50 ms/batch
Step 00139900 L_out=0.010 Acc=0.94 ---237003.38 ms/batch
Step 00139950 L_out=0.026 Acc=0.89 ---260742.91 ms/batch
Step 00140000 L_out=0.057 Acc=0.93 ---284615.20 ms/batch
Step 00140050 L_out=0.049 Acc=0.95 ---308348.01 ms/batch
Round 8 | epoch=29, train costTime=317.96439933776855, | total_activation_sum=18191997
Round 8 | epoch=30, current m_iou=0.6358361693704784
Round 8 | Best m_IoU is: 0.654, OA is: 0.913 | val costTime=154.78981971740723
Round 8 | ****EPOCH 30****
Round 9 | ****EPOCH 0****
Step 00140100 L_out=1.038 Acc=0.75 ---14277.40 ms/batch
Step 00140150 L_out=5.947 Acc=0.50 ---38079.21 ms/batch
Step 00140200 L_out=0.882 Acc=0.30 ---61833.31 ms/batch
Step 00140250 L_out=0.135 Acc=0.90 ---85599.56 ms/batch
Step 00140300 L_out=0.306 Acc=0.82 ---109382.22 ms/batch
Step 00140350 L_out=0.378 Acc=0.94 ---133234.89 ms/batch
Step 00140400 L_out=0.575 Acc=0.80 ---157302.50 ms/batch
Step 00140450 L_out=0.146 Acc=0.86 ---181259.06 ms/batch
Step 00140500 L_out=1.090 Acc=0.73 ---205193.73 ms/batch
Step 00140550 L_out=0.934 Acc=0.55 ---229110.09 ms/batch
Step 00140600 L_out=0.363 Acc=0.83 ---252876.36 ms/batch
Step 00140650 L_out=0.418 Acc=0.87 ---276507.51 ms/batch
Step 00140700 L_out=0.536 Acc=0.77 ---300455.29 ms/batch
Round 9 | epoch=0, train costTime=318.10120034217834, | total_activation_sum=19827272
Round 9 | epoch=1, current m_iou=0.5728765480183703
Round 9 | Best m_IoU is: 0.573, OA is: 0.894 | val costTime=162.62595963478088
Round 9 | ****EPOCH 1****
Step 00140750 L_out=0.146 Acc=0.86 --- 6219.19 ms/batch
Step 00140800 L_out=0.713 Acc=0.74 ---30162.48 ms/batch
Step 00140850 L_out=0.295 Acc=0.88 ---54088.11 ms/batch
Step 00140900 L_out=0.130 Acc=0.94 ---78008.06 ms/batch
Step 00140950 L_out=0.348 Acc=0.86 ---101899.84 ms/batch
Step 00141000 L_out=0.143 Acc=0.86 ---125835.81 ms/batch
Step 00141050 L_out=0.219 Acc=0.90 ---149735.70 ms/batch
Step 00141100 L_out=0.149 Acc=0.89 ---173519.60 ms/batch
Step 00141150 L_out=0.061 Acc=0.95 ---197268.35 ms/batch
Step 00141200 L_out=0.240 Acc=0.82 ---221396.07 ms/batch
Step 00141250 L_out=0.452 Acc=0.77 ---245177.94 ms/batch
Step 00141300 L_out=0.044 Acc=0.94 ---269063.80 ms/batch
Step 00141350 L_out=0.080 Acc=0.89 ---292765.98 ms/batch
Step 00141400 L_out=0.189 Acc=0.74 ---316537.94 ms/batch
Round 9 | epoch=1, train costTime=318.4010434150696, | total_activation_sum=20139243
Round 9 | epoch=2, current m_iou=0.515670069735608
Round 9 | Best m_IoU is: 0.573, OA is: 0.894 | val costTime=174.6021454334259
Round 9 | ****EPOCH 2****
Step 00141450 L_out=0.185 Acc=0.79 ---21852.26 ms/batch
Step 00141500 L_out=0.141 Acc=0.93 ---45530.03 ms/batch
Step 00141550 L_out=0.100 Acc=0.90 ---69265.55 ms/batch
Step 00141600 L_out=0.045 Acc=0.94 ---93026.61 ms/batch
Step 00141650 L_out=0.096 Acc=0.90 ---116941.11 ms/batch
Step 00141700 L_out=0.046 Acc=0.91 ---140660.23 ms/batch
Step 00141750 L_out=0.576 Acc=0.87 ---164331.49 ms/batch
Step 00141800 L_out=0.351 Acc=0.77 ---188286.80 ms/batch
Step 00141850 L_out=0.096 Acc=0.94 ---212059.74 ms/batch
Step 00141900 L_out=0.177 Acc=0.92 ---235806.76 ms/batch
Step 00141950 L_out=0.191 Acc=0.92 ---259442.36 ms/batch
Step 00142000 L_out=0.094 Acc=0.93 ---283181.08 ms/batch
Step 00142050 L_out=0.149 Acc=0.85 ---306867.43 ms/batch
Round 9 | epoch=2, train costTime=316.9004809856415, | total_activation_sum=19948561
Round 9 | epoch=3, current m_iou=0.6317099518112219
Round 9 | Best m_IoU is: 0.632, OA is: 0.901 | val costTime=188.7141833305359
Round 9 | ****EPOCH 3****
Step 00142100 L_out=0.012 Acc=0.95 ---13581.18 ms/batch
Step 00142150 L_out=0.184 Acc=0.92 ---36919.11 ms/batch
Step 00142200 L_out=0.126 Acc=0.90 ---81107.97 ms/batch
Step 00142250 L_out=0.135 Acc=0.91 ---134931.39 ms/batch
Step 00142300 L_out=0.087 Acc=0.96 ---168971.25 ms/batch
Step 00142350 L_out=0.113 Acc=0.95 ---191673.88 ms/batch
Step 00142400 L_out=0.237 Acc=0.91 ---219258.04 ms/batch
Step 00142450 L_out=0.082 Acc=0.87 ---246809.72 ms/batch
Step 00142500 L_out=0.172 Acc=0.84 ---273971.57 ms/batch
Step 00142550 L_out=0.148 Acc=0.88 ---301784.62 ms/batch
Step 00142600 L_out=0.029 Acc=0.93 ---329126.53 ms/batch
Step 00142650 L_out=0.283 Acc=0.90 ---356248.58 ms/batch
Step 00142700 L_out=0.067 Acc=0.95 ---383661.09 ms/batch
Round 9 | epoch=3, train costTime=403.25700664520264, | total_activation_sum=20151381
Round 9 | epoch=4, current m_iou=0.6476731839885478
Round 9 | Best m_IoU is: 0.648, OA is: 0.909 | val costTime=160.43467473983765
Round 9 | ****EPOCH 4****
Step 00142750 L_out=0.096 Acc=0.87 --- 6914.04 ms/batch
Step 00142800 L_out=0.065 Acc=0.93 ---35399.07 ms/batch
Step 00142850 L_out=0.024 Acc=0.90 ---63912.51 ms/batch
Step 00142900 L_out=0.133 Acc=0.86 ---92194.75 ms/batch
Step 00142950 L_out=0.038 Acc=0.95 ---120246.80 ms/batch
Step 00143000 L_out=0.236 Acc=0.87 ---145289.19 ms/batch
Step 00143050 L_out=0.148 Acc=0.93 ---170482.64 ms/batch
Step 00143100 L_out=0.076 Acc=0.93 ---198133.54 ms/batch
Step 00143150 L_out=0.277 Acc=0.92 ---225270.35 ms/batch
Step 00143200 L_out=0.441 Acc=0.84 ---252778.51 ms/batch
Step 00143250 L_out=0.085 Acc=0.90 ---280067.97 ms/batch
Step 00143300 L_out=0.069 Acc=0.86 ---307265.04 ms/batch
Step 00143350 L_out=0.029 Acc=0.93 ---334455.48 ms/batch
Step 00143400 L_out=0.158 Acc=0.87 ---361873.47 ms/batch
Round 9 | epoch=4, train costTime=364.65490341186523, | total_activation_sum=20038722
Round 9 | epoch=5, current m_iou=0.6455504066090012
Round 9 | Best m_IoU is: 0.648, OA is: 0.909 | val costTime=183.3716516494751
Round 9 | ****EPOCH 5****
Step 00143450 L_out=0.159 Acc=0.84 ---25360.09 ms/batch
Step 00143500 L_out=0.032 Acc=0.95 ---53720.12 ms/batch
Step 00143550 L_out=0.059 Acc=0.95 ---81700.27 ms/batch
Step 00143600 L_out=0.195 Acc=0.92 ---109691.33 ms/batch
Step 00143650 L_out=0.264 Acc=0.91 ---134063.06 ms/batch
Step 00143700 L_out=0.043 Acc=0.93 ---159180.47 ms/batch
Step 00143750 L_out=0.030 Acc=0.94 ---186528.76 ms/batch
Step 00143800 L_out=0.060 Acc=0.90 ---213877.11 ms/batch
Step 00143850 L_out=0.046 Acc=0.91 ---241098.85 ms/batch
Step 00143900 L_out=0.067 Acc=0.92 ---268232.51 ms/batch
Step 00143950 L_out=0.205 Acc=0.91 ---295601.31 ms/batch
Step 00144000 L_out=0.023 Acc=0.89 ---322693.06 ms/batch
Step 00144050 L_out=0.033 Acc=0.95 ---351160.78 ms/batch
Round 9 | epoch=5, train costTime=363.36111760139465, | total_activation_sum=20042332
Round 9 | epoch=6, current m_iou=0.6411793553239777
Round 9 | Best m_IoU is: 0.648, OA is: 0.909 | val costTime=176.34892225265503
Round 9 | ****EPOCH 6****
Step 00144100 L_out=0.200 Acc=0.83 ---16151.18 ms/batch
Step 00144150 L_out=0.032 Acc=0.95 ---44479.40 ms/batch
Step 00144200 L_out=0.074 Acc=0.91 ---72491.20 ms/batch
Step 00144250 L_out=0.040 Acc=0.93 ---100648.94 ms/batch
Step 00144300 L_out=0.086 Acc=0.92 ---126834.69 ms/batch
Step 00144350 L_out=0.084 Acc=0.91 ---151643.22 ms/batch
Step 00144400 L_out=0.099 Acc=0.92 ---179034.72 ms/batch
Step 00144450 L_out=0.117 Acc=0.85 ---206447.96 ms/batch
Step 00144500 L_out=0.101 Acc=0.88 ---234374.99 ms/batch
Step 00144550 L_out=0.026 Acc=0.95 ---261738.99 ms/batch
Step 00144600 L_out=0.019 Acc=0.91 ---290241.94 ms/batch
Step 00144650 L_out=0.071 Acc=0.90 ---318131.01 ms/batch
Step 00144700 L_out=0.388 Acc=0.91 ---345346.77 ms/batch
Round 9 | epoch=6, train costTime=366.7386267185211, | total_activation_sum=20057923
Round 9 | epoch=7, current m_iou=0.6394715275633964
Round 9 | Best m_IoU is: 0.648, OA is: 0.909 | val costTime=189.44965243339539
Round 9 | ****EPOCH 7****
Step 00144750 L_out=0.086 Acc=0.93 --- 6172.08 ms/batch
Step 00144800 L_out=0.123 Acc=0.93 ---34576.08 ms/batch
Step 00144850 L_out=0.072 Acc=0.82 ---62949.40 ms/batch
Step 00144900 L_out=0.525 Acc=0.84 ---91263.86 ms/batch
Step 00144950 L_out=0.028 Acc=0.94 ---115041.90 ms/batch
Step 00145000 L_out=0.161 Acc=0.93 ---139801.21 ms/batch
Step 00145050 L_out=0.078 Acc=0.89 ---167772.41 ms/batch
Step 00145100 L_out=0.351 Acc=0.93 ---195285.59 ms/batch
Step 00145150 L_out=0.065 Acc=0.86 ---222904.04 ms/batch
Step 00145200 L_out=0.042 Acc=0.94 ---250040.07 ms/batch
Step 00145250 L_out=0.050 Acc=0.96 ---277081.17 ms/batch
Step 00145300 L_out=0.192 Acc=0.90 ---304787.57 ms/batch
Step 00145350 L_out=0.065 Acc=0.93 ---331890.51 ms/batch
Step 00145400 L_out=0.040 Acc=0.93 ---359021.45 ms/batch
Round 9 | epoch=7, train costTime=362.25688672065735, | total_activation_sum=19983355
Round 9 | epoch=8, current m_iou=0.6375993670616962
Round 9 | Best m_IoU is: 0.648, OA is: 0.909 | val costTime=183.96907448768616
Round 9 | ****EPOCH 8****
Step 00145450 L_out=0.073 Acc=0.87 ---24770.91 ms/batch
Step 00145500 L_out=0.084 Acc=0.91 ---53064.60 ms/batch
Step 00145550 L_out=0.097 Acc=0.91 ---80652.98 ms/batch
Step 00145600 L_out=0.169 Acc=0.93 ---105820.68 ms/batch
Step 00145650 L_out=0.007 Acc=0.91 ---129158.69 ms/batch
Step 00145700 L_out=0.177 Acc=0.93 ---156626.28 ms/batch
Step 00145750 L_out=0.146 Acc=0.92 ---183819.47 ms/batch
Step 00145800 L_out=0.056 Acc=0.87 ---211225.30 ms/batch
Step 00145850 L_out=0.225 Acc=0.69 ---238864.69 ms/batch
Step 00145900 L_out=0.043 Acc=0.89 ---266784.74 ms/batch
Step 00145950 L_out=0.093 Acc=0.91 ---293860.58 ms/batch
Step 00146000 L_out=0.572 Acc=0.70 ---320788.85 ms/batch
Step 00146050 L_out=0.139 Acc=0.93 ---348268.76 ms/batch
Round 9 | epoch=8, train costTime=360.8805854320526, | total_activation_sum=20096895
Round 9 | epoch=9, current m_iou=0.639614206405393
Round 9 | Best m_IoU is: 0.648, OA is: 0.909 | val costTime=180.7570219039917
Round 9 | ****EPOCH 9****
Step 00146100 L_out=0.117 Acc=0.87 ---15797.69 ms/batch
Step 00146150 L_out=0.035 Acc=0.88 ---44280.39 ms/batch
Step 00146200 L_out=0.209 Acc=0.94 ---72282.68 ms/batch
Step 00146250 L_out=0.228 Acc=0.89 ---100287.95 ms/batch
Step 00146300 L_out=0.097 Acc=0.92 ---123639.02 ms/batch
Step 00146350 L_out=0.055 Acc=0.84 ---149503.75 ms/batch
Step 00146400 L_out=0.036 Acc=0.92 ---177411.73 ms/batch
Step 00146450 L_out=0.021 Acc=0.93 ---205254.22 ms/batch
Step 00146500 L_out=0.079 Acc=0.93 ---232482.74 ms/batch
Step 00146550 L_out=0.016 Acc=0.92 ---259691.28 ms/batch
Step 00146600 L_out=0.112 Acc=0.86 ---287071.50 ms/batch
Step 00146650 L_out=0.041 Acc=0.83 ---314376.47 ms/batch
Step 00146700 L_out=0.110 Acc=0.91 ---341854.96 ms/batch
Round 9 | epoch=9, train costTime=363.7996325492859, | total_activation_sum=20181214
Round 9 | epoch=10, current m_iou=0.649350975189449
Round 9 | Best m_IoU is: 0.649, OA is: 0.910 | val costTime=179.48814582824707
Round 9 | ****EPOCH 10****
Step 00146750 L_out=0.393 Acc=0.90 --- 5651.12 ms/batch
Step 00146800 L_out=0.200 Acc=0.87 ---34107.07 ms/batch
Step 00146850 L_out=0.454 Acc=0.88 ---62529.83 ms/batch
Step 00146900 L_out=0.115 Acc=0.83 ---91064.87 ms/batch
Step 00146950 L_out=0.064 Acc=0.90 ---116256.68 ms/batch
Step 00147000 L_out=0.191 Acc=0.86 ---140886.29 ms/batch
Step 00147050 L_out=0.133 Acc=0.91 ---168762.47 ms/batch
Step 00147100 L_out=0.107 Acc=0.91 ---196178.43 ms/batch
Step 00147150 L_out=0.053 Acc=0.94 ---223560.95 ms/batch
Step 00147200 L_out=0.196 Acc=0.90 ---250450.52 ms/batch
Step 00147250 L_out=0.283 Acc=0.84 ---277481.96 ms/batch
Step 00147300 L_out=0.042 Acc=0.94 ---304997.50 ms/batch
Step 00147350 L_out=0.155 Acc=0.89 ---332085.06 ms/batch
Step 00147400 L_out=0.205 Acc=0.91 ---359587.04 ms/batch
Round 9 | epoch=10, train costTime=363.31095123291016, | total_activation_sum=20114151
Round 9 | epoch=11, current m_iou=0.6542928797861232
Round 9 | Best m_IoU is: 0.654, OA is: 0.910 | val costTime=162.38943004608154
Round 9 | ****EPOCH 11****
Step 00147450 L_out=0.028 Acc=0.93 ---24446.20 ms/batch
Step 00147500 L_out=0.098 Acc=0.92 ---52709.59 ms/batch
Step 00147550 L_out=0.088 Acc=0.92 ---80646.35 ms/batch
Step 00147600 L_out=0.146 Acc=0.90 ---108652.54 ms/batch
Step 00147650 L_out=0.050 Acc=0.92 ---132118.10 ms/batch
Step 00147700 L_out=0.038 Acc=0.88 ---159304.63 ms/batch
Step 00147750 L_out=0.044 Acc=0.93 ---186589.78 ms/batch
Step 00147800 L_out=0.137 Acc=0.89 ---213920.98 ms/batch
Step 00147850 L_out=0.156 Acc=0.88 ---241316.84 ms/batch
Step 00147900 L_out=0.096 Acc=0.93 ---268707.77 ms/batch
Step 00147950 L_out=0.045 Acc=0.92 ---296267.17 ms/batch
Step 00148000 L_out=0.033 Acc=0.97 ---324013.73 ms/batch
Step 00148050 L_out=0.091 Acc=0.90 ---351528.64 ms/batch
Round 9 | epoch=11, train costTime=364.986435174942, | total_activation_sum=20033539
Round 9 | epoch=12, current m_iou=0.6494170374149277
Round 9 | Best m_IoU is: 0.654, OA is: 0.910 | val costTime=203.7674434185028
Round 9 | ****EPOCH 12****
Step 00148100 L_out=0.086 Acc=0.93 ---14464.17 ms/batch
Step 00148150 L_out=0.092 Acc=0.95 ---42227.20 ms/batch
Step 00148200 L_out=0.133 Acc=0.90 ---70190.76 ms/batch
Step 00148250 L_out=0.238 Acc=0.93 ---95177.03 ms/batch
Step 00148300 L_out=0.105 Acc=0.94 ---121372.65 ms/batch
Step 00148350 L_out=0.061 Acc=0.90 ---148362.27 ms/batch
Step 00148400 L_out=0.211 Acc=0.90 ---175292.03 ms/batch
Step 00148450 L_out=0.025 Acc=0.89 ---203314.43 ms/batch
Step 00148500 L_out=0.029 Acc=0.98 ---230299.97 ms/batch
Step 00148550 L_out=0.093 Acc=0.94 ---257366.02 ms/batch
Step 00148600 L_out=0.026 Acc=0.94 ---284588.59 ms/batch
Step 00148650 L_out=0.032 Acc=0.95 ---312321.72 ms/batch
Step 00148700 L_out=0.272 Acc=0.90 ---339973.24 ms/batch
Round 9 | epoch=12, train costTime=361.96794176101685, | total_activation_sum=19994869
Round 9 | epoch=13, current m_iou=0.6449898965696317
Round 9 | Best m_IoU is: 0.654, OA is: 0.910 | val costTime=190.19517707824707
Round 9 | ****EPOCH 13****
Step 00148750 L_out=0.060 Acc=0.97 --- 4996.07 ms/batch
Step 00148800 L_out=0.247 Acc=0.90 ---33296.67 ms/batch
Step 00148850 L_out=0.055 Acc=0.94 ---62102.15 ms/batch
Step 00148900 L_out=0.054 Acc=0.91 ---86013.37 ms/batch
Step 00148950 L_out=0.053 Acc=0.89 ---110211.74 ms/batch
Step 00149000 L_out=0.201 Acc=0.94 ---137592.03 ms/batch
Step 00149050 L_out=0.115 Acc=0.94 ---164925.33 ms/batch
Step 00149100 L_out=0.040 Acc=0.93 ---192491.73 ms/batch
Step 00149150 L_out=0.089 Acc=0.90 ---220187.00 ms/batch
Step 00149200 L_out=0.009 Acc=0.96 ---247429.79 ms/batch
Step 00149250 L_out=0.153 Acc=0.93 ---275329.58 ms/batch
Step 00149300 L_out=0.147 Acc=0.95 ---302922.59 ms/batch
Step 00149350 L_out=0.025 Acc=0.90 ---330236.40 ms/batch
Step 00149400 L_out=0.126 Acc=0.88 ---357622.72 ms/batch
Round 9 | epoch=13, train costTime=361.6154959201813, | total_activation_sum=20043868
Round 9 | epoch=14, current m_iou=0.6389304668396195
Round 9 | Best m_IoU is: 0.654, OA is: 0.910 | val costTime=186.26169323921204
Round 9 | ****EPOCH 14****
Step 00149450 L_out=0.018 Acc=0.90 ---23525.63 ms/batch
Step 00149500 L_out=0.006 Acc=0.93 ---51599.82 ms/batch
Step 00149550 L_out=0.034 Acc=0.89 ---77761.15 ms/batch
Step 00149600 L_out=0.083 Acc=0.92 ---101163.38 ms/batch
Step 00149650 L_out=0.089 Acc=0.94 ---128264.89 ms/batch
Step 00149700 L_out=0.034 Acc=0.89 ---155866.21 ms/batch
Step 00149750 L_out=0.031 Acc=0.94 ---183363.61 ms/batch
Step 00149800 L_out=0.112 Acc=0.89 ---210803.54 ms/batch
Step 00149850 L_out=0.010 Acc=0.95 ---238401.20 ms/batch
Step 00149900 L_out=0.031 Acc=0.93 ---266077.61 ms/batch
Step 00149950 L_out=0.038 Acc=0.89 ---294172.53 ms/batch
Step 00150000 L_out=0.093 Acc=0.88 ---321779.57 ms/batch
Step 00150050 L_out=0.072 Acc=0.86 ---349966.00 ms/batch
Round 9 | epoch=14, train costTime=364.0283999443054, | total_activation_sum=20097607
Round 9 | epoch=15, current m_iou=0.6369933286538454
Round 9 | Best m_IoU is: 0.654, OA is: 0.910 | val costTime=186.1439652442932
Round 9 | ****EPOCH 15****
Step 00150100 L_out=0.130 Acc=0.88 ---13966.97 ms/batch
Step 00150150 L_out=0.064 Acc=0.90 ---42099.23 ms/batch
Step 00150200 L_out=0.146 Acc=0.92 ---70696.48 ms/batch
Step 00150250 L_out=0.209 Acc=0.93 ---93906.20 ms/batch
Step 00150300 L_out=0.064 Acc=0.93 ---118753.02 ms/batch
Step 00150350 L_out=0.029 Acc=0.94 ---146023.78 ms/batch
Step 00150400 L_out=0.032 Acc=0.96 ---173802.33 ms/batch
Step 00150450 L_out=0.059 Acc=0.95 ---201066.37 ms/batch
Step 00150500 L_out=0.125 Acc=0.89 ---228971.81 ms/batch
Step 00150550 L_out=0.084 Acc=0.89 ---255913.90 ms/batch
Step 00150600 L_out=0.029 Acc=0.93 ---283240.80 ms/batch
Step 00150650 L_out=0.021 Acc=0.95 ---310272.33 ms/batch
Step 00150700 L_out=0.034 Acc=0.89 ---337901.56 ms/batch
Round 9 | epoch=15, train costTime=360.7921073436737, | total_activation_sum=20191417
Round 9 | epoch=16, current m_iou=0.638618688151863
Round 9 | Best m_IoU is: 0.654, OA is: 0.910 | val costTime=193.15216374397278
Round 9 | ****EPOCH 16****
Step 00150750 L_out=0.010 Acc=0.94 --- 4532.12 ms/batch
Step 00150800 L_out=0.040 Acc=0.93 ---33273.95 ms/batch
Step 00150850 L_out=0.150 Acc=0.82 ---61302.75 ms/batch
Step 00150900 L_out=0.044 Acc=0.90 ---86239.94 ms/batch
Step 00150950 L_out=0.108 Acc=0.89 ---110502.57 ms/batch
Step 00151000 L_out=0.062 Acc=0.88 ---137357.33 ms/batch
Step 00151050 L_out=0.039 Acc=0.94 ---164231.95 ms/batch
Step 00151100 L_out=0.036 Acc=0.97 ---191380.92 ms/batch
Step 00151150 L_out=0.102 Acc=0.93 ---218821.74 ms/batch
Step 00151200 L_out=0.014 Acc=0.91 ---245578.85 ms/batch
Step 00151250 L_out=0.028 Acc=0.90 ---272909.87 ms/batch
Step 00151300 L_out=0.114 Acc=0.91 ---300286.39 ms/batch
Step 00151350 L_out=0.079 Acc=0.95 ---327766.45 ms/batch
Step 00151400 L_out=0.294 Acc=0.90 ---355458.65 ms/batch
Round 9 | epoch=16, train costTime=360.37919449806213, | total_activation_sum=19898383
Round 9 | epoch=17, current m_iou=0.649445462313606
Round 9 | Best m_IoU is: 0.654, OA is: 0.910 | val costTime=180.68799710273743
Round 9 | ****EPOCH 17****
Step 00151450 L_out=0.111 Acc=0.95 ---23191.09 ms/batch
Step 00151500 L_out=0.094 Acc=0.89 ---51209.78 ms/batch
Step 00151550 L_out=0.093 Acc=0.91 ---78553.74 ms/batch
Step 00151600 L_out=0.075 Acc=0.93 ---101886.06 ms/batch
Step 00151650 L_out=0.064 Acc=0.92 ---128187.92 ms/batch
Step 00151700 L_out=0.110 Acc=0.91 ---154984.80 ms/batch
Step 00151750 L_out=0.054 Acc=0.97 ---182245.88 ms/batch
Step 00151800 L_out=0.106 Acc=0.90 ---209559.68 ms/batch
Step 00151850 L_out=0.069 Acc=0.96 ---236592.96 ms/batch
Step 00151900 L_out=0.063 Acc=0.94 ---264130.81 ms/batch
Step 00151950 L_out=0.229 Acc=0.93 ---291403.81 ms/batch
Step 00152000 L_out=0.087 Acc=0.93 ---319016.20 ms/batch
Step 00152050 L_out=0.084 Acc=0.90 ---346661.51 ms/batch
Round 9 | epoch=17, train costTime=360.80515027046204, | total_activation_sum=20072833
Round 9 | epoch=18, current m_iou=0.6525655621447792
Round 9 | Best m_IoU is: 0.654, OA is: 0.910 | val costTime=176.56882286071777
Round 9 | ****EPOCH 18****
Step 00152100 L_out=0.023 Acc=0.92 ---13719.32 ms/batch
Step 00152150 L_out=0.084 Acc=0.91 ---41750.03 ms/batch
Step 00152200 L_out=0.032 Acc=0.85 ---69796.47 ms/batch
Step 00152250 L_out=0.123 Acc=0.97 ---94616.39 ms/batch
Step 00152300 L_out=0.058 Acc=0.90 ---119760.03 ms/batch
Step 00152350 L_out=0.069 Acc=0.91 ---146549.13 ms/batch
Step 00152400 L_out=0.043 Acc=0.91 ---173901.57 ms/batch
Step 00152450 L_out=0.111 Acc=0.88 ---200859.28 ms/batch
Step 00152500 L_out=0.017 Acc=0.94 ---227835.43 ms/batch
Step 00152550 L_out=0.033 Acc=0.95 ---255227.38 ms/batch
Step 00152600 L_out=0.024 Acc=0.89 ---282371.22 ms/batch
Step 00152650 L_out=0.052 Acc=0.95 ---309807.44 ms/batch
Step 00152700 L_out=0.278 Acc=0.83 ---336668.14 ms/batch
Round 9 | epoch=18, train costTime=360.05320620536804, | total_activation_sum=20080533
Round 9 | epoch=19, current m_iou=0.6544101305885686
Round 9 | Best m_IoU is: 0.654, OA is: 0.912 | val costTime=193.7365860939026
Round 9 | ****EPOCH 19****
Step 00152750 L_out=0.038 Acc=0.95 --- 3864.40 ms/batch
Step 00152800 L_out=0.117 Acc=0.90 ---31811.77 ms/batch
Step 00152850 L_out=0.039 Acc=0.95 ---59917.71 ms/batch
Step 00152900 L_out=0.080 Acc=0.83 ---84336.24 ms/batch
Step 00152950 L_out=0.181 Acc=0.95 ---109698.20 ms/batch
Step 00153000 L_out=0.087 Acc=0.90 ---137048.56 ms/batch
Step 00153050 L_out=0.069 Acc=0.91 ---164219.02 ms/batch
Step 00153100 L_out=0.048 Acc=0.86 ---191286.25 ms/batch
Step 00153150 L_out=0.078 Acc=0.93 ---218520.94 ms/batch
Step 00153200 L_out=0.047 Acc=0.84 ---245713.89 ms/batch
Step 00153250 L_out=0.015 Acc=0.94 ---272846.64 ms/batch
Step 00153300 L_out=0.086 Acc=0.91 ---299907.47 ms/batch
Step 00153350 L_out=0.162 Acc=0.93 ---327197.44 ms/batch
Step 00153400 L_out=0.050 Acc=0.93 ---353995.09 ms/batch
Round 9 | epoch=19, train costTime=359.60152077674866, | total_activation_sum=20083860
Round 9 | epoch=20, current m_iou=0.651443727498684
Round 9 | Best m_IoU is: 0.654, OA is: 0.912 | val costTime=174.26958322525024
Round 9 | ****EPOCH 20****
Step 00153450 L_out=0.092 Acc=0.97 ---22398.52 ms/batch
Step 00153500 L_out=0.063 Acc=0.93 ---50494.69 ms/batch
Step 00153550 L_out=0.024 Acc=0.92 ---78407.96 ms/batch
Step 00153600 L_out=0.245 Acc=0.86 ---101640.30 ms/batch
Step 00153650 L_out=0.166 Acc=0.94 ---127803.25 ms/batch
Step 00153700 L_out=0.055 Acc=0.93 ---155027.56 ms/batch
Step 00153750 L_out=0.278 Acc=0.93 ---181851.38 ms/batch
Step 00153800 L_out=0.037 Acc=0.96 ---208525.48 ms/batch
Step 00153850 L_out=0.062 Acc=0.94 ---235556.52 ms/batch
Step 00153900 L_out=0.032 Acc=0.93 ---263075.81 ms/batch
Step 00153950 L_out=0.092 Acc=0.92 ---290038.17 ms/batch
Step 00154000 L_out=0.053 Acc=0.93 ---317208.35 ms/batch
Step 00154050 L_out=0.113 Acc=0.89 ---344190.74 ms/batch
Round 9 | epoch=20, train costTime=358.8167772293091, | total_activation_sum=19924712
Round 9 | epoch=21, current m_iou=0.6483335299734019
Round 9 | Best m_IoU is: 0.654, OA is: 0.912 | val costTime=198.0502004623413
Round 9 | ****EPOCH 21****
Step 00154100 L_out=0.060 Acc=0.92 ---12774.62 ms/batch
Step 00154150 L_out=0.034 Acc=0.95 ---41060.03 ms/batch
Step 00154200 L_out=0.048 Acc=0.93 ---68541.48 ms/batch
Step 00154250 L_out=0.037 Acc=0.93 ---92437.54 ms/batch
Step 00154300 L_out=0.103 Acc=0.92 ---119505.48 ms/batch
Step 00154350 L_out=0.138 Acc=0.86 ---146573.13 ms/batch
Step 00154400 L_out=0.043 Acc=0.94 ---173577.66 ms/batch
Step 00154450 L_out=0.043 Acc=0.93 ---200583.74 ms/batch
Step 00154500 L_out=0.079 Acc=0.91 ---227878.85 ms/batch
Step 00154550 L_out=0.067 Acc=0.85 ---254684.64 ms/batch
Step 00154600 L_out=0.029 Acc=0.91 ---281893.19 ms/batch
Step 00154650 L_out=0.211 Acc=0.91 ---308856.06 ms/batch
Step 00154700 L_out=0.112 Acc=0.92 ---336262.46 ms/batch
Round 9 | epoch=21, train costTime=360.65411353111267, | total_activation_sum=20061673
Round 9 | epoch=22, current m_iou=0.6446336424447678
Round 9 | Best m_IoU is: 0.654, OA is: 0.912 | val costTime=190.09674215316772
Round 9 | ****EPOCH 22****
Step 00154750 L_out=0.109 Acc=0.88 --- 3504.79 ms/batch
Step 00154800 L_out=0.065 Acc=0.88 ---31397.10 ms/batch
Step 00154850 L_out=0.086 Acc=0.91 ---57881.74 ms/batch
Step 00154900 L_out=0.100 Acc=0.93 ---81754.94 ms/batch
Step 00154950 L_out=0.040 Acc=0.92 ---109749.77 ms/batch
Step 00155000 L_out=0.073 Acc=0.88 ---136490.99 ms/batch
Step 00155050 L_out=0.037 Acc=0.94 ---163557.33 ms/batch
Step 00155100 L_out=0.108 Acc=0.91 ---190597.34 ms/batch
Step 00155150 L_out=0.057 Acc=0.89 ---217496.53 ms/batch
Step 00155200 L_out=0.083 Acc=0.90 ---244326.57 ms/batch
Step 00155250 L_out=0.030 Acc=0.97 ---273033.83 ms/batch
Step 00155300 L_out=0.062 Acc=0.96 ---300155.48 ms/batch
Step 00155350 L_out=0.110 Acc=0.91 ---327834.32 ms/batch
Step 00155400 L_out=0.083 Acc=0.85 ---354955.23 ms/batch
Round 9 | epoch=22, train costTime=360.9624214172363, | total_activation_sum=20160591
Round 9 | epoch=23, current m_iou=0.6421501031626147
Round 9 | Best m_IoU is: 0.654, OA is: 0.912 | val costTime=195.99193906784058
Round 9 | ****EPOCH 23****
Step 00155450 L_out=0.034 Acc=0.97 ---21772.47 ms/batch
Step 00155500 L_out=0.160 Acc=0.92 ---47672.90 ms/batch
Step 00155550 L_out=0.053 Acc=0.89 ---74706.09 ms/batch
Step 00155600 L_out=0.115 Acc=0.92 ---101977.53 ms/batch
Step 00155650 L_out=0.040 Acc=0.93 ---129495.68 ms/batch
Step 00155700 L_out=0.158 Acc=0.88 ---157212.06 ms/batch
Step 00155750 L_out=0.015 Acc=0.92 ---184055.29 ms/batch
Step 00155800 L_out=0.014 Acc=0.91 ---211040.50 ms/batch
Step 00155850 L_out=0.041 Acc=0.93 ---238374.35 ms/batch
Step 00155900 L_out=0.042 Acc=0.95 ---265779.93 ms/batch
Step 00155950 L_out=0.107 Acc=0.93 ---293432.98 ms/batch
Step 00156000 L_out=0.048 Acc=0.94 ---320170.06 ms/batch
Step 00156050 L_out=0.042 Acc=0.96 ---347535.77 ms/batch
Round 9 | epoch=23, train costTime=362.6981010437012, | total_activation_sum=19972784
Round 9 | epoch=24, current m_iou=0.6476052836889867
Round 9 | Best m_IoU is: 0.654, OA is: 0.912 | val costTime=204.5686297416687
Round 9 | ****EPOCH 24****
Step 00156100 L_out=0.045 Acc=0.94 ---11126.53 ms/batch
Step 00156150 L_out=0.065 Acc=0.91 ---37253.60 ms/batch
Step 00156200 L_out=0.111 Acc=0.94 ---64370.78 ms/batch
Step 00156250 L_out=0.032 Acc=0.94 ---91206.59 ms/batch
Step 00156300 L_out=0.039 Acc=0.96 ---118242.32 ms/batch
Step 00156350 L_out=0.083 Acc=0.91 ---145542.67 ms/batch
Step 00156400 L_out=0.058 Acc=0.90 ---172813.77 ms/batch
Step 00156450 L_out=0.094 Acc=0.91 ---199734.29 ms/batch
Step 00156500 L_out=0.030 Acc=0.83 ---227021.97 ms/batch
Step 00156550 L_out=0.037 Acc=0.91 ---254350.99 ms/batch
Step 00156600 L_out=0.013 Acc=0.95 ---281070.92 ms/batch
Step 00156650 L_out=0.044 Acc=0.92 ---308126.99 ms/batch
Step 00156700 L_out=0.112 Acc=0.96 ---335536.19 ms/batch
Round 9 | epoch=24, train costTime=360.0376970767975, | total_activation_sum=20093490
Round 9 | epoch=25, current m_iou=0.6461569069068043
Round 9 | Best m_IoU is: 0.654, OA is: 0.912 | val costTime=187.85330033302307
Round 9 | ****EPOCH 25****
Step 00156750 L_out=0.009 Acc=0.97 --- 2274.22 ms/batch
Step 00156800 L_out=0.042 Acc=0.89 ---29248.53 ms/batch
Step 00156850 L_out=0.133 Acc=0.93 ---56884.38 ms/batch
Step 00156900 L_out=0.281 Acc=0.89 ---84073.76 ms/batch
Step 00156950 L_out=0.080 Acc=0.93 ---112055.65 ms/batch
Step 00157000 L_out=0.045 Acc=0.93 ---139916.33 ms/batch
Step 00157050 L_out=0.048 Acc=0.92 ---167229.81 ms/batch
Step 00157100 L_out=0.233 Acc=0.92 ---194545.61 ms/batch
Step 00157150 L_out=0.062 Acc=0.96 ---221901.03 ms/batch
Step 00157200 L_out=0.114 Acc=0.94 ---249678.37 ms/batch
Step 00157250 L_out=0.082 Acc=0.93 ---277538.69 ms/batch
Step 00157300 L_out=0.087 Acc=0.92 ---305118.81 ms/batch
Step 00157350 L_out=0.051 Acc=0.87 ---333308.35 ms/batch
Step 00157400 L_out=0.061 Acc=0.97 ---360314.90 ms/batch
Round 9 | epoch=25, train costTime=366.7963922023773, | total_activation_sum=20095065
Round 9 | epoch=26, current m_iou=0.6433037704762672
Round 9 | Best m_IoU is: 0.654, OA is: 0.912 | val costTime=198.23759865760803
Round 9 | ****EPOCH 26****
Step 00157450 L_out=0.011 Acc=0.95 ---20292.48 ms/batch
Step 00157500 L_out=0.034 Acc=0.93 ---48496.14 ms/batch
Step 00157550 L_out=0.202 Acc=0.93 ---75573.64 ms/batch
Step 00157600 L_out=0.091 Acc=0.93 ---102943.61 ms/batch
Step 00157650 L_out=0.096 Acc=0.91 ---130346.42 ms/batch
Step 00157700 L_out=0.074 Acc=0.84 ---157613.22 ms/batch
Step 00157750 L_out=0.114 Acc=0.84 ---185084.00 ms/batch
Step 00157800 L_out=0.069 Acc=0.90 ---212491.07 ms/batch
Step 00157850 L_out=0.039 Acc=0.95 ---240149.76 ms/batch
Step 00157900 L_out=0.066 Acc=0.92 ---267930.82 ms/batch
Step 00157950 L_out=0.024 Acc=0.87 ---295211.77 ms/batch
Step 00158000 L_out=0.151 Acc=0.90 ---322517.26 ms/batch
Step 00158050 L_out=0.076 Acc=0.93 ---351092.89 ms/batch
Round 9 | epoch=26, train costTime=367.01947951316833, | total_activation_sum=20023633
Round 9 | epoch=27, current m_iou=0.6456711839690651
Round 9 | Best m_IoU is: 0.654, OA is: 0.912 | val costTime=189.26053166389465
Round 9 | ****EPOCH 27****
Step 00158100 L_out=0.040 Acc=0.94 ---11302.11 ms/batch
Step 00158150 L_out=0.093 Acc=0.84 ---38836.41 ms/batch
Step 00158200 L_out=0.032 Acc=0.94 ---66126.34 ms/batch
Step 00158250 L_out=0.024 Acc=0.94 ---93380.69 ms/batch
Step 00158300 L_out=0.028 Acc=0.95 ---121219.58 ms/batch
Step 00158350 L_out=0.194 Acc=0.92 ---149300.97 ms/batch
Step 00158400 L_out=0.051 Acc=0.94 ---176696.01 ms/batch
Step 00158450 L_out=0.039 Acc=0.91 ---204142.11 ms/batch
Step 00158500 L_out=0.150 Acc=0.89 ---231714.95 ms/batch
Step 00158550 L_out=0.115 Acc=0.95 ---258872.71 ms/batch
Step 00158600 L_out=0.059 Acc=0.92 ---286324.03 ms/batch
Step 00158650 L_out=0.116 Acc=0.91 ---314306.49 ms/batch
Step 00158700 L_out=0.081 Acc=0.91 ---341969.21 ms/batch
Round 9 | epoch=27, train costTime=367.04651522636414, | total_activation_sum=20005185
Round 9 | epoch=28, current m_iou=0.6442004684828626
Round 9 | Best m_IoU is: 0.654, OA is: 0.912 | val costTime=191.36851143836975
Round 9 | ****EPOCH 28****
Step 00158750 L_out=0.034 Acc=0.94 --- 2048.31 ms/batch
Step 00158800 L_out=0.006 Acc=0.92 ---29752.77 ms/batch
Step 00158850 L_out=0.092 Acc=0.89 ---57598.55 ms/batch
Step 00158900 L_out=0.067 Acc=0.89 ---85116.86 ms/batch
Step 00158950 L_out=0.171 Acc=0.88 ---112049.86 ms/batch
Step 00159000 L_out=0.083 Acc=0.96 ---139726.59 ms/batch
Step 00159050 L_out=0.017 Acc=0.94 ---167005.81 ms/batch
Step 00159100 L_out=0.081 Acc=0.92 ---194203.66 ms/batch
Step 00159150 L_out=0.018 Acc=0.97 ---221332.13 ms/batch
Step 00159200 L_out=0.033 Acc=0.94 ---248635.09 ms/batch
Step 00159250 L_out=0.030 Acc=0.96 ---275624.76 ms/batch
Step 00159300 L_out=0.086 Acc=0.92 ---303158.29 ms/batch
Step 00159350 L_out=0.106 Acc=0.92 ---330059.29 ms/batch
Step 00159400 L_out=0.042 Acc=0.94 ---357415.67 ms/batch
Round 9 | epoch=28, train costTime=364.7341220378876, | total_activation_sum=20067293
Round 9 | epoch=29, current m_iou=0.6417344533261881
Round 9 | Best m_IoU is: 0.654, OA is: 0.912 | val costTime=184.37316846847534
Round 9 | ****EPOCH 29****
Step 00159450 L_out=0.019 Acc=0.93 ---20826.34 ms/batch
Step 00159500 L_out=0.080 Acc=0.87 ---48712.53 ms/batch
Step 00159550 L_out=0.036 Acc=0.94 ---76306.20 ms/batch
Step 00159600 L_out=0.011 Acc=0.91 ---103512.21 ms/batch
Step 00159650 L_out=0.078 Acc=0.91 ---131779.42 ms/batch
Step 00159700 L_out=0.088 Acc=0.91 ---159243.35 ms/batch
Step 00159750 L_out=0.025 Acc=0.94 ---186518.86 ms/batch
Step 00159800 L_out=0.022 Acc=0.96 ---213418.95 ms/batch
Step 00159850 L_out=0.034 Acc=0.97 ---240635.47 ms/batch
Step 00159900 L_out=0.036 Acc=0.95 ---267574.47 ms/batch
Step 00159950 L_out=0.121 Acc=0.93 ---295021.93 ms/batch
Step 00160000 L_out=0.159 Acc=0.91 ---321774.70 ms/batch
Step 00160050 L_out=0.046 Acc=0.93 ---349325.82 ms/batch
Round 9 | epoch=29, train costTime=365.86693358421326, | total_activation_sum=20028944
Round 9 | epoch=30, current m_iou=0.6425887544143691
Round 9 | Best m_IoU is: 0.654, OA is: 0.912 | val costTime=197.79829907417297
Round 9 | ****EPOCH 30****
Round 10 | ****EPOCH 0****
Step 00160100 L_out=0.063 Acc=0.94 --- 9037.13 ms/batch
Step 00160150 L_out=0.588 Acc=0.69 ---31656.21 ms/batch
Step 00160200 L_out=0.159 Acc=0.86 ---54568.96 ms/batch
Step 00160250 L_out=0.486 Acc=0.92 ---77501.31 ms/batch
Step 00160300 L_out=0.185 Acc=0.85 ---100536.37 ms/batch
Step 00160350 L_out=0.301 Acc=0.93 ---123501.02 ms/batch
Step 00160400 L_out=0.140 Acc=0.90 ---146727.56 ms/batch
Step 00160450 L_out=0.118 Acc=0.90 ---169568.60 ms/batch
Step 00160500 L_out=0.329 Acc=0.92 ---192577.95 ms/batch
Step 00160550 L_out=0.231 Acc=0.94 ---215703.51 ms/batch
Step 00160600 L_out=0.240 Acc=0.86 ---239493.19 ms/batch
Step 00160650 L_out=0.129 Acc=0.91 ---262255.26 ms/batch
Step 00160700 L_out=0.050 Acc=0.92 ---285191.55 ms/batch
Round 10 | epoch=0, train costTime=307.3592882156372, | total_activation_sum=21467832
Round 10 | epoch=1, current m_iou=0.6297557277856625
Round 10 | Best m_IoU is: 0.630, OA is: 0.911 | val costTime=158.65555500984192
Round 10 | ****EPOCH 1****
Step 00160750 L_out=0.095 Acc=0.94 --- 1453.74 ms/batch
Step 00160800 L_out=0.072 Acc=0.92 ---25590.74 ms/batch
Step 00160850 L_out=0.146 Acc=0.88 ---49679.29 ms/batch
Step 00160900 L_out=0.246 Acc=0.89 ---73260.43 ms/batch
Step 00160950 L_out=0.050 Acc=0.84 ---97461.82 ms/batch
Step 00161000 L_out=0.131 Acc=0.87 ---121295.25 ms/batch
Step 00161050 L_out=0.219 Acc=0.90 ---144983.08 ms/batch
Step 00161100 L_out=0.114 Acc=0.92 ---168982.08 ms/batch
Step 00161150 L_out=0.091 Acc=0.91 ---192940.51 ms/batch
Step 00161200 L_out=0.018 Acc=0.94 ---216765.06 ms/batch
Step 00161250 L_out=0.175 Acc=0.81 ---240690.51 ms/batch
Step 00161300 L_out=0.058 Acc=0.90 ---264609.12 ms/batch
Step 00161350 L_out=0.071 Acc=0.92 ---288654.53 ms/batch
Step 00161400 L_out=0.129 Acc=0.87 ---312444.35 ms/batch
Round 10 | epoch=1, train costTime=319.0884997844696, | total_activation_sum=21870534
Round 10 | epoch=2, current m_iou=0.6183759802394629
Round 10 | Best m_IoU is: 0.630, OA is: 0.911 | val costTime=158.66328144073486
Round 10 | ****EPOCH 2****
Step 00161450 L_out=0.038 Acc=0.88 ---17040.79 ms/batch
Step 00161500 L_out=0.117 Acc=0.95 ---40910.45 ms/batch
Step 00161550 L_out=0.376 Acc=0.81 ---64533.24 ms/batch
Step 00161600 L_out=0.147 Acc=0.93 ---88237.61 ms/batch
Step 00161650 L_out=0.023 Acc=0.86 ---111890.73 ms/batch
Step 00161700 L_out=0.044 Acc=0.89 ---135653.44 ms/batch
Step 00161750 L_out=0.100 Acc=0.95 ---159345.73 ms/batch
Step 00161800 L_out=0.096 Acc=0.93 ---183050.05 ms/batch
Step 00161850 L_out=0.082 Acc=0.96 ---206639.97 ms/batch
Step 00161900 L_out=0.141 Acc=0.92 ---230385.68 ms/batch
Step 00161950 L_out=0.067 Acc=0.92 ---253966.66 ms/batch
Step 00162000 L_out=0.132 Acc=0.93 ---277801.62 ms/batch
Step 00162050 L_out=0.125 Acc=0.89 ---301539.63 ms/batch
Round 10 | epoch=2, train costTime=316.08513021469116, | total_activation_sum=21849806
Round 10 | epoch=3, current m_iou=0.6617172102691129
Round 10 | Best m_IoU is: 0.662, OA is: 0.913 | val costTime=163.0307583808899
Round 10 | ****EPOCH 3****
Step 00162100 L_out=0.038 Acc=0.91 --- 9120.47 ms/batch
Step 00162150 L_out=0.049 Acc=0.95 ---32572.95 ms/batch
Step 00162200 L_out=0.188 Acc=0.87 ---56350.45 ms/batch
Step 00162250 L_out=0.071 Acc=0.92 ---79910.76 ms/batch
Step 00162300 L_out=0.128 Acc=0.86 ---103486.99 ms/batch
Step 00162350 L_out=0.208 Acc=0.91 ---127377.56 ms/batch
Step 00162400 L_out=0.096 Acc=0.91 ---151659.62 ms/batch
Step 00162450 L_out=0.089 Acc=0.96 ---175420.84 ms/batch
Step 00162500 L_out=0.039 Acc=0.80 ---199106.46 ms/batch
Step 00162550 L_out=0.188 Acc=0.87 ---222777.29 ms/batch
Step 00162600 L_out=0.065 Acc=0.85 ---246618.73 ms/batch
Step 00162650 L_out=0.075 Acc=0.94 ---270453.49 ms/batch
Step 00162700 L_out=0.189 Acc=0.83 ---294111.90 ms/batch
Round 10 | epoch=3, train costTime=316.87587809562683, | total_activation_sum=21642743
Round 10 | epoch=4, current m_iou=0.6651152695346473
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=184.1057984828949
Round 10 | ****EPOCH 4****
Step 00162750 L_out=0.043 Acc=0.82 ---  967.36 ms/batch
Step 00162800 L_out=0.101 Acc=0.95 ---24741.08 ms/batch
Step 00162850 L_out=0.244 Acc=0.93 ---48403.44 ms/batch
Step 00162900 L_out=0.157 Acc=0.91 ---72180.15 ms/batch
Step 00162950 L_out=0.108 Acc=0.91 ---95887.29 ms/batch
Step 00163000 L_out=0.046 Acc=0.95 ---119616.75 ms/batch
Step 00163050 L_out=0.026 Acc=0.94 ---143358.60 ms/batch
Step 00163100 L_out=0.052 Acc=0.93 ---167258.65 ms/batch
Step 00163150 L_out=0.089 Acc=0.95 ---190948.18 ms/batch
Step 00163200 L_out=0.073 Acc=0.93 ---214773.01 ms/batch
Step 00163250 L_out=0.140 Acc=0.95 ---238514.56 ms/batch
Step 00163300 L_out=0.050 Acc=0.88 ---262505.33 ms/batch
Step 00163350 L_out=0.092 Acc=0.91 ---286299.96 ms/batch
Step 00163400 L_out=0.027 Acc=0.97 ---310210.04 ms/batch
Round 10 | epoch=4, train costTime=317.32390832901, | total_activation_sum=21645578
Round 10 | epoch=5, current m_iou=0.6429403251291373
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=157.16212940216064
Round 10 | ****EPOCH 5****
Step 00163450 L_out=0.076 Acc=0.89 ---16488.36 ms/batch
Step 00163500 L_out=0.019 Acc=0.92 ---40325.21 ms/batch
Step 00163550 L_out=0.165 Acc=0.84 ---64083.51 ms/batch
Step 00163600 L_out=0.100 Acc=0.90 ---88010.27 ms/batch
Step 00163650 L_out=0.090 Acc=0.93 ---111771.50 ms/batch
Step 00163700 L_out=0.161 Acc=0.95 ---135403.13 ms/batch
Step 00163750 L_out=0.144 Acc=0.93 ---159144.52 ms/batch
Step 00163800 L_out=0.046 Acc=0.93 ---183076.83 ms/batch
Step 00163850 L_out=0.105 Acc=0.95 ---206643.99 ms/batch
Step 00163900 L_out=0.158 Acc=0.89 ---230407.59 ms/batch
Step 00163950 L_out=0.091 Acc=0.95 ---254050.75 ms/batch
Step 00164000 L_out=0.036 Acc=0.91 ---277593.42 ms/batch
Step 00164050 L_out=0.276 Acc=0.92 ---301542.37 ms/batch
Round 10 | epoch=5, train costTime=316.69172048568726, | total_activation_sum=21791215
Round 10 | epoch=6, current m_iou=0.6363894606202758
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=173.89875626564026
Round 10 | ****EPOCH 6****
Step 00164100 L_out=0.175 Acc=0.89 --- 8575.85 ms/batch
Step 00164150 L_out=0.057 Acc=0.93 ---32422.91 ms/batch
Step 00164200 L_out=0.126 Acc=0.92 ---56100.52 ms/batch
Step 00164250 L_out=0.125 Acc=0.85 ---80011.07 ms/batch
Step 00164300 L_out=0.108 Acc=0.92 ---103767.51 ms/batch
Step 00164350 L_out=0.114 Acc=0.96 ---127492.59 ms/batch
Step 00164400 L_out=0.044 Acc=0.89 ---151096.03 ms/batch
Step 00164450 L_out=0.087 Acc=0.96 ---174736.82 ms/batch
Step 00164500 L_out=0.170 Acc=0.93 ---198315.62 ms/batch
Step 00164550 L_out=0.135 Acc=0.89 ---222063.49 ms/batch
Step 00164600 L_out=0.169 Acc=0.83 ---245696.15 ms/batch
Step 00164650 L_out=0.045 Acc=0.90 ---269274.31 ms/batch
Step 00164700 L_out=0.095 Acc=0.88 ---292854.00 ms/batch
Round 10 | epoch=6, train costTime=316.113431930542, | total_activation_sum=21811230
Round 10 | epoch=7, current m_iou=0.6570517735139398
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=181.07456278800964
Round 10 | ****EPOCH 7****
Step 00164750 L_out=0.286 Acc=0.81 ---  478.77 ms/batch
Step 00164800 L_out=0.166 Acc=0.93 ---24218.75 ms/batch
Step 00164850 L_out=0.674 Acc=0.77 ---47892.03 ms/batch
Step 00164900 L_out=0.131 Acc=0.94 ---71607.29 ms/batch
Step 00164950 L_out=0.103 Acc=0.85 ---95425.64 ms/batch
Step 00165000 L_out=0.338 Acc=0.75 ---119158.26 ms/batch
Step 00165050 L_out=0.055 Acc=0.91 ---142905.18 ms/batch
Step 00165100 L_out=0.149 Acc=0.92 ---166765.47 ms/batch
Step 00165150 L_out=0.418 Acc=0.90 ---190273.73 ms/batch
Step 00165200 L_out=0.067 Acc=0.92 ---213864.59 ms/batch
Step 00165250 L_out=0.318 Acc=0.84 ---237579.39 ms/batch
Step 00165300 L_out=0.076 Acc=0.94 ---261110.79 ms/batch
Step 00165350 L_out=0.029 Acc=0.94 ---284918.89 ms/batch
Step 00165400 L_out=0.090 Acc=0.93 ---308624.92 ms/batch
Round 10 | epoch=7, train costTime=316.25122022628784, | total_activation_sum=21793122
Round 10 | epoch=8, current m_iou=0.6476903259990343
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=151.91738986968994
Round 10 | ****EPOCH 8****
Step 00165450 L_out=0.110 Acc=0.94 ---16102.76 ms/batch
Step 00165500 L_out=0.198 Acc=0.92 ---39790.90 ms/batch
Step 00165550 L_out=0.137 Acc=0.90 ---63694.78 ms/batch
Step 00165600 L_out=0.246 Acc=0.93 ---87476.63 ms/batch
Step 00165650 L_out=0.072 Acc=0.90 ---111433.41 ms/batch
Step 00165700 L_out=0.135 Acc=0.87 ---135356.33 ms/batch
Step 00165750 L_out=0.140 Acc=0.89 ---159096.63 ms/batch
Step 00165800 L_out=0.063 Acc=0.89 ---182971.72 ms/batch
Step 00165850 L_out=0.206 Acc=0.84 ---206767.07 ms/batch
Step 00165900 L_out=0.075 Acc=0.94 ---230563.19 ms/batch
Step 00165950 L_out=0.058 Acc=0.86 ---254349.74 ms/batch
Step 00166000 L_out=0.140 Acc=0.90 ---278274.06 ms/batch
Step 00166050 L_out=0.141 Acc=0.91 ---302276.05 ms/batch
Round 10 | epoch=8, train costTime=317.8883845806122, | total_activation_sum=21734314
Round 10 | epoch=9, current m_iou=0.6508864583253956
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=173.58481097221375
Round 10 | ****EPOCH 9****
Step 00166100 L_out=0.056 Acc=0.97 --- 7962.94 ms/batch
Step 00166150 L_out=0.161 Acc=0.93 ---31696.25 ms/batch
Step 00166200 L_out=0.105 Acc=0.94 ---55524.10 ms/batch
Step 00166250 L_out=0.167 Acc=0.85 ---79196.63 ms/batch
Step 00166300 L_out=0.041 Acc=0.93 ---102882.02 ms/batch
Step 00166350 L_out=0.046 Acc=0.91 ---126764.05 ms/batch
Step 00166400 L_out=0.489 Acc=0.90 ---150457.93 ms/batch
Step 00166450 L_out=0.105 Acc=0.94 ---174249.89 ms/batch
Step 00166500 L_out=0.076 Acc=0.93 ---197962.77 ms/batch
Step 00166550 L_out=0.128 Acc=0.94 ---221845.40 ms/batch
Step 00166600 L_out=0.060 Acc=0.91 ---245615.73 ms/batch
Step 00166650 L_out=0.051 Acc=0.91 ---269503.37 ms/batch
Step 00166700 L_out=0.024 Acc=0.91 ---293360.57 ms/batch
Step 00166750 L_out=0.009 Acc=0.93 ---317221.36 ms/batch
Round 10 | epoch=9, train costTime=317.2214307785034, | total_activation_sum=21718299
Round 10 | epoch=10, current m_iou=0.6479530682178329
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=176.45992231369019
Round 10 | ****EPOCH 10****
Step 00166800 L_out=0.092 Acc=0.96 ---23550.88 ms/batch
Step 00166850 L_out=0.084 Acc=0.87 ---47260.52 ms/batch
Step 00166900 L_out=0.268 Acc=0.86 ---71065.51 ms/batch
Step 00166950 L_out=0.084 Acc=0.94 ---94691.38 ms/batch
Step 00167000 L_out=0.046 Acc=0.92 ---118475.98 ms/batch
Step 00167050 L_out=0.080 Acc=0.90 ---142314.75 ms/batch
Step 00167100 L_out=0.030 Acc=0.87 ---166156.87 ms/batch
Step 00167150 L_out=0.019 Acc=0.91 ---189891.42 ms/batch
Step 00167200 L_out=0.129 Acc=0.93 ---213400.65 ms/batch
Step 00167250 L_out=0.240 Acc=0.90 ---237101.15 ms/batch
Step 00167300 L_out=0.037 Acc=0.91 ---260961.65 ms/batch
Step 00167350 L_out=0.068 Acc=0.92 ---284820.45 ms/batch
Step 00167400 L_out=0.027 Acc=0.92 ---308597.37 ms/batch
Round 10 | epoch=10, train costTime=316.60564160346985, | total_activation_sum=21801110
Round 10 | epoch=11, current m_iou=0.642207853022029
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=156.65013432502747
Round 10 | ****EPOCH 11****
Step 00167450 L_out=0.179 Acc=0.86 ---15624.77 ms/batch
Step 00167500 L_out=0.058 Acc=0.93 ---39305.20 ms/batch
Step 00167550 L_out=0.133 Acc=0.94 ---75882.00 ms/batch
Step 00167600 L_out=0.152 Acc=0.94 ---129073.38 ms/batch
Step 00167650 L_out=0.056 Acc=0.84 ---179383.88 ms/batch
Step 00167700 L_out=0.050 Acc=0.93 ---202698.51 ms/batch
Step 00167750 L_out=0.016 Acc=0.96 ---225656.53 ms/batch
Step 00167800 L_out=0.058 Acc=0.92 ---248692.82 ms/batch
Step 00167850 L_out=0.107 Acc=0.93 ---272597.18 ms/batch
Step 00167900 L_out=0.088 Acc=0.92 ---299897.59 ms/batch
Step 00167950 L_out=0.086 Acc=0.96 ---327136.83 ms/batch
Step 00168000 L_out=0.095 Acc=0.89 ---354114.06 ms/batch
Step 00168050 L_out=0.054 Acc=0.93 ---380923.47 ms/batch
Round 10 | epoch=11, train costTime=399.8443160057068, | total_activation_sum=21738428
Round 10 | epoch=12, current m_iou=0.6463769276448739
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=147.13751792907715
Round 10 | ****EPOCH 12****
Step 00168100 L_out=0.078 Acc=0.91 --- 8709.36 ms/batch
Step 00168150 L_out=0.017 Acc=0.97 ---35555.61 ms/batch
Step 00168200 L_out=0.086 Acc=0.93 ---62408.06 ms/batch
Step 00168250 L_out=0.059 Acc=0.86 ---88829.74 ms/batch
Step 00168300 L_out=0.101 Acc=0.88 ---116204.37 ms/batch
Step 00168350 L_out=0.218 Acc=0.86 ---143180.91 ms/batch
Step 00168400 L_out=0.083 Acc=0.95 ---170492.95 ms/batch
Step 00168450 L_out=0.070 Acc=0.89 ---198109.79 ms/batch
Step 00168500 L_out=0.076 Acc=0.94 ---225818.70 ms/batch
Step 00168550 L_out=0.053 Acc=0.96 ---251055.34 ms/batch
Step 00168600 L_out=0.038 Acc=0.91 ---274145.96 ms/batch
Step 00168650 L_out=0.101 Acc=0.94 ---300620.64 ms/batch
Step 00168700 L_out=0.017 Acc=0.88 ---328428.30 ms/batch
Step 00168750 L_out=0.040 Acc=0.92 ---356435.20 ms/batch
Round 10 | epoch=12, train costTime=356.9669756889343, | total_activation_sum=21838465
Round 10 | epoch=13, current m_iou=0.6445803323757493
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=161.59863471984863
Round 10 | ****EPOCH 13****
Step 00168800 L_out=0.060 Acc=0.93 ---27309.59 ms/batch
Step 00168850 L_out=0.049 Acc=0.96 ---55032.11 ms/batch
Step 00168900 L_out=0.173 Acc=0.87 ---82607.47 ms/batch
Step 00168950 L_out=0.148 Acc=0.86 ---110477.15 ms/batch
Step 00169000 L_out=0.089 Acc=0.91 ---138884.90 ms/batch
Step 00169050 L_out=0.032 Acc=0.91 ---167063.52 ms/batch
Step 00169100 L_out=0.068 Acc=0.94 ---195226.42 ms/batch
Step 00169150 L_out=0.106 Acc=0.94 ---222175.08 ms/batch
Step 00169200 L_out=0.027 Acc=0.93 ---250264.83 ms/batch
Step 00169250 L_out=0.062 Acc=0.91 ---277191.64 ms/batch
Step 00169300 L_out=0.152 Acc=0.89 ---300675.53 ms/batch
Step 00169350 L_out=0.037 Acc=0.90 ---327425.96 ms/batch
Step 00169400 L_out=0.050 Acc=0.90 ---354537.73 ms/batch
Round 10 | epoch=13, train costTime=364.3536832332611, | total_activation_sum=21803733
Round 10 | epoch=14, current m_iou=0.6464401143033816
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=167.8543517589569
Round 10 | ****EPOCH 14****
Step 00169450 L_out=0.031 Acc=0.89 ---17552.08 ms/batch
Step 00169500 L_out=0.049 Acc=0.94 ---44734.04 ms/batch
Step 00169550 L_out=0.099 Acc=0.95 ---71633.49 ms/batch
Step 00169600 L_out=0.024 Acc=0.96 ---98481.85 ms/batch
Step 00169650 L_out=0.047 Acc=0.88 ---125305.29 ms/batch
Step 00169700 L_out=0.437 Acc=0.71 ---152758.92 ms/batch
Step 00169750 L_out=0.067 Acc=0.92 ---180276.10 ms/batch
Step 00169800 L_out=0.150 Acc=0.91 ---207704.74 ms/batch
Step 00169850 L_out=0.072 Acc=0.86 ---235947.20 ms/batch
Step 00169900 L_out=0.185 Acc=0.92 ---263209.60 ms/batch
Step 00169950 L_out=0.019 Acc=0.95 ---288337.66 ms/batch
Step 00170000 L_out=0.056 Acc=0.93 ---312060.00 ms/batch
Step 00170050 L_out=0.090 Acc=0.89 ---339915.79 ms/batch
Round 10 | epoch=14, train costTime=359.32693362236023, | total_activation_sum=21795634
Round 10 | epoch=15, current m_iou=0.6504057154737606
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=187.1890003681183
Round 10 | ****EPOCH 15****
Step 00170100 L_out=0.068 Acc=0.90 --- 8166.03 ms/batch
Step 00170150 L_out=0.031 Acc=0.91 ---35241.62 ms/batch
Step 00170200 L_out=0.038 Acc=0.92 ---62529.37 ms/batch
Step 00170250 L_out=0.020 Acc=0.95 ---90218.91 ms/batch
Step 00170300 L_out=0.063 Acc=0.94 ---117275.46 ms/batch
Step 00170350 L_out=0.057 Acc=0.91 ---144511.02 ms/batch
Step 00170400 L_out=0.064 Acc=0.93 ---172197.70 ms/batch
Step 00170450 L_out=0.019 Acc=0.95 ---199951.97 ms/batch
Step 00170500 L_out=0.294 Acc=0.81 ---226863.58 ms/batch
Step 00170550 L_out=0.139 Acc=0.92 ---254565.21 ms/batch
Step 00170600 L_out=0.099 Acc=0.94 ---281535.58 ms/batch
Step 00170650 L_out=0.130 Acc=0.95 ---304947.87 ms/batch
Step 00170700 L_out=0.145 Acc=0.95 ---330728.32 ms/batch
Step 00170750 L_out=0.080 Acc=0.92 ---357838.97 ms/batch
Round 10 | epoch=15, train costTime=358.90923023223877, | total_activation_sum=21818760
Round 10 | epoch=16, current m_iou=0.6529519667768153
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=166.29147362709045
Round 10 | ****EPOCH 16****
Step 00170800 L_out=0.024 Acc=0.86 ---26739.34 ms/batch
Step 00170850 L_out=0.035 Acc=0.96 ---54131.82 ms/batch
Step 00170900 L_out=0.060 Acc=0.93 ---81331.50 ms/batch
Step 00170950 L_out=0.024 Acc=0.92 ---108957.78 ms/batch
Step 00171000 L_out=0.137 Acc=0.90 ---136350.02 ms/batch
Step 00171050 L_out=0.080 Acc=0.92 ---163375.71 ms/batch
Step 00171100 L_out=0.160 Acc=0.86 ---191300.01 ms/batch
Step 00171150 L_out=0.005 Acc=0.96 ---219740.76 ms/batch
Step 00171200 L_out=0.036 Acc=0.97 ---247818.03 ms/batch
Step 00171250 L_out=0.051 Acc=0.91 ---274902.10 ms/batch
Step 00171300 L_out=0.096 Acc=0.86 ---300442.84 ms/batch
Step 00171350 L_out=0.030 Acc=0.98 ---324013.95 ms/batch
Step 00171400 L_out=0.124 Acc=0.94 ---351679.23 ms/batch
Round 10 | epoch=16, train costTime=362.38029384613037, | total_activation_sum=21638208
Round 10 | epoch=17, current m_iou=0.6544489835617022
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=167.81332278251648
Round 10 | ****EPOCH 17****
Step 00171450 L_out=0.082 Acc=0.94 ---16673.78 ms/batch
Step 00171500 L_out=0.269 Acc=0.90 ---43891.52 ms/batch
Step 00171550 L_out=0.071 Acc=0.89 ---71581.27 ms/batch
Step 00171600 L_out=0.130 Acc=0.94 ---99395.86 ms/batch
Step 00171650 L_out=0.053 Acc=0.91 ---127024.45 ms/batch
Step 00171700 L_out=0.070 Acc=0.96 ---154286.09 ms/batch
Step 00171750 L_out=0.408 Acc=0.88 ---182026.32 ms/batch
Step 00171800 L_out=0.014 Acc=0.90 ---209143.11 ms/batch
Step 00171850 L_out=0.029 Acc=0.88 ---235488.62 ms/batch
Step 00171900 L_out=0.144 Acc=0.87 ---262895.35 ms/batch
Step 00171950 L_out=0.036 Acc=0.91 ---289846.17 ms/batch
Step 00172000 L_out=0.062 Acc=0.92 ---317031.70 ms/batch
Step 00172050 L_out=0.041 Acc=0.94 ---340373.35 ms/batch
Round 10 | epoch=17, train costTime=357.53545117378235, | total_activation_sum=21661646
Round 10 | epoch=18, current m_iou=0.6449641555148597
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=173.6201901435852
Round 10 | ****EPOCH 18****
Step 00172100 L_out=0.252 Acc=0.89 --- 7180.02 ms/batch
Step 00172150 L_out=0.053 Acc=0.96 ---34396.18 ms/batch
Step 00172200 L_out=0.057 Acc=0.94 ---62030.82 ms/batch
Step 00172250 L_out=0.097 Acc=0.93 ---90074.21 ms/batch
Step 00172300 L_out=0.040 Acc=0.96 ---117233.46 ms/batch
Step 00172350 L_out=0.138 Acc=0.92 ---143965.38 ms/batch
Step 00172400 L_out=0.218 Acc=0.84 ---171827.20 ms/batch
Step 00172450 L_out=0.068 Acc=0.95 ---199575.13 ms/batch
Step 00172500 L_out=0.087 Acc=0.93 ---227422.39 ms/batch
Step 00172550 L_out=0.094 Acc=0.93 ---254610.72 ms/batch
Step 00172600 L_out=0.124 Acc=0.91 ---282845.20 ms/batch
Step 00172650 L_out=0.050 Acc=0.91 ---310788.63 ms/batch
Step 00172700 L_out=0.042 Acc=0.93 ---337005.77 ms/batch
Step 00172750 L_out=0.026 Acc=0.95 ---361730.73 ms/batch
Round 10 | epoch=18, train costTime=363.36141705513, | total_activation_sum=21837369
Round 10 | epoch=19, current m_iou=0.6475569380796896
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=163.43720960617065
Round 10 | ****EPOCH 19****
Step 00172800 L_out=0.061 Acc=0.93 ---25450.07 ms/batch
Step 00172850 L_out=0.116 Acc=0.95 ---53418.93 ms/batch
Step 00172900 L_out=0.047 Acc=0.95 ---80998.46 ms/batch
Step 00172950 L_out=0.062 Acc=0.86 ---108928.34 ms/batch
Step 00173000 L_out=0.111 Acc=0.93 ---136444.76 ms/batch
Step 00173050 L_out=0.164 Acc=0.92 ---163866.34 ms/batch
Step 00173100 L_out=0.035 Acc=0.92 ---191266.38 ms/batch
Step 00173150 L_out=0.101 Acc=0.90 ---218474.32 ms/batch
Step 00173200 L_out=0.064 Acc=0.91 ---245740.66 ms/batch
Step 00173250 L_out=0.070 Acc=0.92 ---273594.42 ms/batch
Step 00173300 L_out=0.023 Acc=0.88 ---300821.97 ms/batch
Step 00173350 L_out=0.104 Acc=0.93 ---328468.84 ms/batch
Step 00173400 L_out=0.180 Acc=0.91 ---354444.12 ms/batch
Round 10 | epoch=19, train costTime=363.730610370636, | total_activation_sum=21802079
Round 10 | epoch=20, current m_iou=0.6489603194270978
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=170.4701645374298
Round 10 | ****EPOCH 20****
Step 00173450 L_out=0.068 Acc=0.91 ---16288.53 ms/batch
Step 00173500 L_out=0.119 Acc=0.94 ---43728.29 ms/batch
Step 00173550 L_out=0.082 Acc=0.85 ---70864.06 ms/batch
Step 00173600 L_out=0.109 Acc=0.94 ---97974.85 ms/batch
Step 00173650 L_out=0.028 Acc=0.93 ---125099.26 ms/batch
Step 00173700 L_out=0.094 Acc=0.97 ---152017.45 ms/batch
Step 00173750 L_out=0.071 Acc=0.91 ---180129.56 ms/batch
Step 00173800 L_out=0.019 Acc=0.89 ---207342.26 ms/batch
Step 00173850 L_out=0.138 Acc=0.93 ---235380.70 ms/batch
Step 00173900 L_out=0.114 Acc=0.95 ---263301.65 ms/batch
Step 00173950 L_out=0.039 Acc=0.92 ---290861.04 ms/batch
Step 00174000 L_out=0.170 Acc=0.90 ---318845.08 ms/batch
Step 00174050 L_out=0.268 Acc=0.92 ---346134.42 ms/batch
Round 10 | epoch=20, train costTime=363.6656858921051, | total_activation_sum=21641895
Round 10 | epoch=21, current m_iou=0.6452473213909299
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=178.73120188713074
Round 10 | ****EPOCH 21****
Step 00174100 L_out=0.028 Acc=0.92 --- 6969.28 ms/batch
Step 00174150 L_out=0.068 Acc=0.90 ---34569.50 ms/batch
Step 00174200 L_out=0.068 Acc=0.87 ---62044.87 ms/batch
Step 00174250 L_out=0.025 Acc=0.95 ---89742.50 ms/batch
Step 00174300 L_out=0.048 Acc=0.91 ---117911.87 ms/batch
Step 00174350 L_out=0.096 Acc=0.96 ---145030.08 ms/batch
Step 00174400 L_out=0.065 Acc=0.95 ---171860.29 ms/batch
Step 00174450 L_out=0.074 Acc=0.93 ---198878.17 ms/batch
Step 00174500 L_out=0.305 Acc=0.91 ---225969.52 ms/batch
Step 00174550 L_out=0.121 Acc=0.84 ---253262.63 ms/batch
Step 00174600 L_out=0.127 Acc=0.96 ---281657.00 ms/batch
Step 00174650 L_out=0.060 Acc=0.94 ---309941.59 ms/batch
Step 00174700 L_out=0.183 Acc=0.95 ---337646.05 ms/batch
Step 00174750 L_out=0.030 Acc=0.89 ---361313.30 ms/batch
Round 10 | epoch=21, train costTime=363.16873025894165, | total_activation_sum=21805314
Round 10 | epoch=22, current m_iou=0.6515452049392308
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=172.19432592391968
Round 10 | ****EPOCH 22****
Step 00174800 L_out=0.035 Acc=0.94 ---24733.64 ms/batch
Step 00174850 L_out=0.083 Acc=0.93 ---51617.58 ms/batch
Step 00174900 L_out=0.028 Acc=0.93 ---78579.38 ms/batch
Step 00174950 L_out=0.042 Acc=0.92 ---105682.97 ms/batch
Step 00175000 L_out=0.127 Acc=0.97 ---132639.99 ms/batch
Step 00175050 L_out=0.023 Acc=0.92 ---160144.78 ms/batch
Step 00175100 L_out=0.007 Acc=0.89 ---187158.18 ms/batch
Step 00175150 L_out=0.163 Acc=0.92 ---214580.47 ms/batch
Step 00175200 L_out=0.027 Acc=0.98 ---242536.10 ms/batch
Step 00175250 L_out=0.056 Acc=0.94 ---269772.09 ms/batch
Step 00175300 L_out=0.086 Acc=0.89 ---297023.39 ms/batch
Step 00175350 L_out=0.010 Acc=0.93 ---325074.99 ms/batch
Step 00175400 L_out=0.151 Acc=0.93 ---351782.77 ms/batch
Round 10 | epoch=22, train costTime=361.59261679649353, | total_activation_sum=21701475
Round 10 | epoch=23, current m_iou=0.6488945582363795
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=170.37618827819824
Round 10 | ****EPOCH 23****
Step 00175450 L_out=0.227 Acc=0.92 ---16033.59 ms/batch
Step 00175500 L_out=0.062 Acc=0.96 ---43206.84 ms/batch
Step 00175550 L_out=0.226 Acc=0.91 ---71112.72 ms/batch
Step 00175600 L_out=0.035 Acc=0.90 ---98158.88 ms/batch
Step 00175650 L_out=0.028 Acc=0.96 ---125175.44 ms/batch
Step 00175700 L_out=0.088 Acc=0.94 ---152420.43 ms/batch
Step 00175750 L_out=0.020 Acc=0.97 ---179312.03 ms/batch
Step 00175800 L_out=0.092 Acc=0.90 ---206086.92 ms/batch
Step 00175850 L_out=0.076 Acc=0.94 ---234646.41 ms/batch
Step 00175900 L_out=0.138 Acc=0.93 ---263003.00 ms/batch
Step 00175950 L_out=0.062 Acc=0.94 ---290508.82 ms/batch
Step 00176000 L_out=0.015 Acc=0.95 ---318920.62 ms/batch
Step 00176050 L_out=0.048 Acc=0.93 ---346960.38 ms/batch
Round 10 | epoch=23, train costTime=365.24400067329407, | total_activation_sum=21740716
Round 10 | epoch=24, current m_iou=0.6459936468799626
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=172.6671690940857
Round 10 | ****EPOCH 24****
Step 00176100 L_out=0.078 Acc=0.94 --- 6752.17 ms/batch
Step 00176150 L_out=0.052 Acc=0.96 ---33790.60 ms/batch
Step 00176200 L_out=0.084 Acc=0.88 ---60957.80 ms/batch
Step 00176250 L_out=0.009 Acc=0.95 ---88128.77 ms/batch
Step 00176300 L_out=0.034 Acc=0.96 ---115176.82 ms/batch
Step 00176350 L_out=0.071 Acc=0.92 ---142504.07 ms/batch
Step 00176400 L_out=0.021 Acc=0.92 ---169989.09 ms/batch
Step 00176450 L_out=0.095 Acc=0.97 ---198225.18 ms/batch
Step 00176500 L_out=0.064 Acc=0.91 ---225770.88 ms/batch
Step 00176550 L_out=0.075 Acc=0.89 ---253670.50 ms/batch
Step 00176600 L_out=0.076 Acc=0.90 ---281079.68 ms/batch
Step 00176650 L_out=0.040 Acc=0.96 ---308790.97 ms/batch
Step 00176700 L_out=0.126 Acc=0.91 ---335936.50 ms/batch
Step 00176750 L_out=0.062 Acc=0.90 ---362660.57 ms/batch
Round 10 | epoch=24, train costTime=365.0013704299927, | total_activation_sum=21889077
Round 10 | epoch=25, current m_iou=0.6464927212413809
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=180.58991932868958
Round 10 | ****EPOCH 25****
Step 00176800 L_out=0.020 Acc=0.96 ---24440.45 ms/batch
Step 00176850 L_out=0.075 Acc=0.95 ---51585.27 ms/batch
Step 00176900 L_out=0.051 Acc=0.91 ---78792.34 ms/batch
Step 00176950 L_out=0.066 Acc=0.93 ---105659.82 ms/batch
Step 00177000 L_out=0.008 Acc=0.94 ---133110.35 ms/batch
Step 00177050 L_out=0.053 Acc=0.93 ---160006.11 ms/batch
Step 00177100 L_out=0.064 Acc=0.91 ---186482.85 ms/batch
Step 00177150 L_out=0.061 Acc=0.95 ---213761.45 ms/batch
Step 00177200 L_out=0.051 Acc=0.95 ---241987.04 ms/batch
Step 00177250 L_out=0.059 Acc=0.95 ---270403.35 ms/batch
Step 00177300 L_out=0.091 Acc=0.93 ---298399.59 ms/batch
Step 00177350 L_out=0.108 Acc=0.94 ---326517.10 ms/batch
Step 00177400 L_out=0.073 Acc=0.91 ---353025.87 ms/batch
Round 10 | epoch=25, train costTime=363.32697105407715, | total_activation_sum=21880213
Round 10 | epoch=26, current m_iou=0.6489715700217258
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=177.04896688461304
Round 10 | ****EPOCH 26****
Step 00177450 L_out=0.051 Acc=0.93 ---15304.68 ms/batch
Step 00177500 L_out=0.048 Acc=0.94 ---43375.17 ms/batch
Step 00177550 L_out=0.022 Acc=0.93 ---71117.59 ms/batch
Step 00177600 L_out=0.082 Acc=0.96 ---98944.47 ms/batch
Step 00177650 L_out=0.029 Acc=0.92 ---126389.29 ms/batch
Step 00177700 L_out=0.048 Acc=0.94 ---153990.14 ms/batch
Step 00177750 L_out=0.035 Acc=0.91 ---181889.89 ms/batch
Step 00177800 L_out=0.075 Acc=0.91 ---209076.93 ms/batch
Step 00177850 L_out=0.272 Acc=0.81 ---237463.78 ms/batch
Step 00177900 L_out=0.128 Acc=0.94 ---264998.88 ms/batch
Step 00177950 L_out=0.087 Acc=0.93 ---293192.44 ms/batch
Step 00178000 L_out=0.024 Acc=0.94 ---320668.54 ms/batch
Step 00178050 L_out=0.032 Acc=0.92 ---348165.85 ms/batch
Round 10 | epoch=26, train costTime=366.2992091178894, | total_activation_sum=21662059
Round 10 | epoch=27, current m_iou=0.6466012148671982
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=172.56208205223083
Round 10 | ****EPOCH 27****
Step 00178100 L_out=0.045 Acc=0.92 --- 6046.94 ms/batch
Step 00178150 L_out=0.043 Acc=0.95 ---33552.93 ms/batch
Step 00178200 L_out=0.058 Acc=0.92 ---61798.02 ms/batch
Step 00178250 L_out=0.065 Acc=0.95 ---90025.85 ms/batch
Step 00178300 L_out=0.054 Acc=0.89 ---117616.61 ms/batch
Step 00178350 L_out=0.082 Acc=0.94 ---144969.37 ms/batch
Step 00178400 L_out=0.027 Acc=0.89 ---172273.44 ms/batch
Step 00178450 L_out=0.123 Acc=0.95 ---199884.16 ms/batch
Step 00178500 L_out=0.070 Acc=0.95 ---226940.07 ms/batch
Step 00178550 L_out=0.031 Acc=0.97 ---254949.48 ms/batch
Step 00178600 L_out=0.050 Acc=0.86 ---282933.21 ms/batch
Step 00178650 L_out=0.056 Acc=0.93 ---310259.07 ms/batch
Step 00178700 L_out=0.037 Acc=0.93 ---337618.20 ms/batch
Step 00178750 L_out=0.044 Acc=0.93 ---362367.97 ms/batch
Round 10 | epoch=27, train costTime=365.20248532295227, | total_activation_sum=21766798
Round 10 | epoch=28, current m_iou=0.6464468225005442
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=172.7120053768158
Round 10 | ****EPOCH 28****
Step 00178800 L_out=0.083 Acc=0.90 ---23973.87 ms/batch
Step 00178850 L_out=0.093 Acc=0.94 ---51583.91 ms/batch
Step 00178900 L_out=0.046 Acc=0.93 ---79180.88 ms/batch
Step 00178950 L_out=0.093 Acc=0.89 ---107114.57 ms/batch
Step 00179000 L_out=0.166 Acc=0.92 ---134457.25 ms/batch
Step 00179050 L_out=0.055 Acc=0.92 ---161631.31 ms/batch
Step 00179100 L_out=0.057 Acc=0.94 ---189415.94 ms/batch
Step 00179150 L_out=0.026 Acc=0.91 ---216292.79 ms/batch
Step 00179200 L_out=0.019 Acc=0.93 ---244437.47 ms/batch
Step 00179250 L_out=0.135 Acc=0.88 ---272805.80 ms/batch
Step 00179300 L_out=0.028 Acc=0.93 ---301014.62 ms/batch
Step 00179350 L_out=0.079 Acc=0.84 ---329368.16 ms/batch
Step 00179400 L_out=0.045 Acc=0.92 ---355615.03 ms/batch
Round 10 | epoch=28, train costTime=366.3022413253784, | total_activation_sum=21801017
Round 10 | epoch=29, current m_iou=0.6482376137241133
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=172.97827243804932
Round 10 | ****EPOCH 29****
Step 00179450 L_out=0.021 Acc=0.95 ---14324.79 ms/batch
Step 00179500 L_out=0.107 Acc=0.95 ---40971.17 ms/batch
Step 00179550 L_out=0.033 Acc=0.91 ---68174.30 ms/batch
Step 00179600 L_out=0.053 Acc=0.90 ---95478.15 ms/batch
Step 00179650 L_out=0.090 Acc=0.98 ---122494.98 ms/batch
Step 00179700 L_out=0.072 Acc=0.95 ---150323.31 ms/batch
Step 00179750 L_out=0.180 Acc=0.94 ---177874.68 ms/batch
Step 00179800 L_out=0.039 Acc=0.90 ---205551.37 ms/batch
Step 00179850 L_out=0.018 Acc=0.93 ---233680.05 ms/batch
Step 00179900 L_out=0.034 Acc=0.94 ---261187.26 ms/batch
Step 00179950 L_out=0.049 Acc=0.95 ---288800.99 ms/batch
Step 00180000 L_out=0.077 Acc=0.91 ---317165.85 ms/batch
Step 00180050 L_out=0.016 Acc=0.92 ---343782.06 ms/batch
Round 10 | epoch=29, train costTime=362.3467836380005, | total_activation_sum=21876387
Round 10 | epoch=30, current m_iou=0.6499761990567086
Round 10 | Best m_IoU is: 0.665, OA is: 0.913 | val costTime=167.52493500709534
Round 10 | ****EPOCH 30****
Round 11 | ****EPOCH 0****
Step 00180100 L_out=0.147 Acc=0.90 --- 5449.94 ms/batch
Step 00180150 L_out=0.223 Acc=0.74 ---32405.66 ms/batch
Step 00180200 L_out=3.129 Acc=0.87 ---59326.28 ms/batch
Step 00180250 L_out=0.374 Acc=0.92 ---86422.12 ms/batch
Step 00180300 L_out=0.124 Acc=0.91 ---113353.30 ms/batch
Step 00180350 L_out=0.119 Acc=0.93 ---140577.50 ms/batch
Step 00180400 L_out=0.164 Acc=0.94 ---167285.13 ms/batch
Step 00180450 L_out=0.258 Acc=0.87 ---194976.37 ms/batch
Step 00180500 L_out=0.381 Acc=0.88 ---223345.16 ms/batch
Step 00180550 L_out=0.116 Acc=0.86 ---250785.93 ms/batch
Step 00180600 L_out=0.120 Acc=0.92 ---278259.05 ms/batch
Step 00180650 L_out=0.409 Acc=0.88 ---305256.41 ms/batch
Step 00180700 L_out=0.194 Acc=0.89 ---332968.00 ms/batch
Step 00180750 L_out=0.111 Acc=0.86 ---357738.44 ms/batch
Round 11 | epoch=0, train costTime=360.97919273376465, | total_activation_sum=23119308
Round 11 | epoch=1, current m_iou=0.5754143222060836
Round 11 | Best m_IoU is: 0.575, OA is: 0.899 | val costTime=175.26385283470154
Round 11 | ****EPOCH 1****
Step 00180800 L_out=0.256 Acc=0.85 ---24036.14 ms/batch
Step 00180850 L_out=0.521 Acc=0.83 ---51022.86 ms/batch
Step 00180900 L_out=0.335 Acc=0.90 ---78463.91 ms/batch
Step 00180950 L_out=0.220 Acc=0.85 ---106039.60 ms/batch
Step 00181000 L_out=0.184 Acc=0.90 ---133586.21 ms/batch
Step 00181050 L_out=0.051 Acc=0.93 ---161134.76 ms/batch
Step 00181100 L_out=0.074 Acc=0.90 ---188960.24 ms/batch
Step 00181150 L_out=0.049 Acc=0.92 ---216558.68 ms/batch
Step 00181200 L_out=0.277 Acc=0.79 ---243676.20 ms/batch
Step 00181250 L_out=0.178 Acc=0.93 ---270924.52 ms/batch
Step 00181300 L_out=0.302 Acc=0.80 ---297805.69 ms/batch
Step 00181350 L_out=0.190 Acc=0.94 ---325060.11 ms/batch
Step 00181400 L_out=0.109 Acc=0.90 ---352714.98 ms/batch
Round 11 | epoch=1, train costTime=366.21986150741577, | total_activation_sum=23744899
Round 11 | epoch=2, current m_iou=0.6305154794500052
Round 11 | Best m_IoU is: 0.631, OA is: 0.906 | val costTime=179.24306082725525
Round 11 | ****EPOCH 2****
Step 00181450 L_out=0.099 Acc=0.95 ---14443.60 ms/batch
Step 00181500 L_out=0.244 Acc=0.89 ---42293.60 ms/batch
Step 00181550 L_out=0.466 Acc=0.90 ---70097.28 ms/batch
Step 00181600 L_out=0.122 Acc=0.84 ---97562.52 ms/batch
Step 00181650 L_out=0.067 Acc=0.94 ---125234.39 ms/batch
Step 00181700 L_out=0.150 Acc=0.93 ---153079.62 ms/batch
Step 00181750 L_out=0.147 Acc=0.84 ---180347.81 ms/batch
Step 00181800 L_out=0.130 Acc=0.94 ---207691.08 ms/batch
Step 00181850 L_out=0.035 Acc=0.96 ---235089.23 ms/batch
Step 00181900 L_out=0.333 Acc=0.87 ---262941.14 ms/batch
Step 00181950 L_out=0.034 Acc=0.93 ---291521.68 ms/batch
Step 00182000 L_out=0.424 Acc=0.80 ---319803.65 ms/batch
Step 00182050 L_out=0.109 Acc=0.89 ---347605.79 ms/batch
Round 11 | epoch=2, train costTime=366.90524196624756, | total_activation_sum=23638718
Round 11 | epoch=3, current m_iou=0.6460625166155629
Round 11 | Best m_IoU is: 0.646, OA is: 0.911 | val costTime=160.61699986457825
Round 11 | ****EPOCH 3****
Step 00182100 L_out=0.049 Acc=0.95 --- 4894.16 ms/batch
Step 00182150 L_out=0.044 Acc=0.95 ---32476.03 ms/batch
Step 00182200 L_out=0.082 Acc=0.94 ---59636.57 ms/batch
Step 00182250 L_out=0.223 Acc=0.91 ---87457.95 ms/batch
Step 00182300 L_out=0.178 Acc=0.91 ---114970.97 ms/batch
Step 00182350 L_out=0.493 Acc=0.82 ---142847.03 ms/batch
Step 00182400 L_out=0.140 Acc=0.93 ---170738.72 ms/batch
Step 00182450 L_out=0.050 Acc=0.90 ---198544.31 ms/batch
Step 00182500 L_out=0.344 Acc=0.77 ---225381.77 ms/batch
Step 00182550 L_out=0.283 Acc=0.87 ---252777.30 ms/batch
Step 00182600 L_out=0.305 Acc=0.92 ---280188.90 ms/batch
Step 00182650 L_out=0.185 Acc=0.88 ---307040.59 ms/batch
Step 00182700 L_out=0.110 Acc=0.87 ---333652.55 ms/batch
Step 00182750 L_out=0.123 Acc=0.93 ---360822.08 ms/batch
Round 11 | epoch=3, train costTime=365.31671476364136, | total_activation_sum=23472059
Round 11 | epoch=4, current m_iou=0.6397745300492376
Round 11 | Best m_IoU is: 0.646, OA is: 0.911 | val costTime=171.7738013267517
Round 11 | ****EPOCH 4****
Step 00182800 L_out=0.397 Acc=0.90 ---22793.82 ms/batch
Step 00182850 L_out=0.102 Acc=0.92 ---50109.77 ms/batch
Step 00182900 L_out=0.172 Acc=0.93 ---77088.58 ms/batch
Step 00182950 L_out=0.120 Acc=0.89 ---104232.82 ms/batch
Step 00183000 L_out=0.169 Acc=0.86 ---131184.27 ms/batch
Step 00183050 L_out=0.067 Acc=0.93 ---158408.45 ms/batch
Step 00183100 L_out=0.162 Acc=0.91 ---185393.53 ms/batch
Step 00183150 L_out=0.065 Acc=0.91 ---212714.54 ms/batch
Step 00183200 L_out=0.130 Acc=0.92 ---239911.78 ms/batch
Step 00183250 L_out=0.066 Acc=0.94 ---268074.15 ms/batch
Step 00183300 L_out=0.073 Acc=0.96 ---296204.31 ms/batch
Step 00183350 L_out=0.121 Acc=0.94 ---324419.72 ms/batch
Step 00183400 L_out=0.422 Acc=0.90 ---352194.61 ms/batch
Round 11 | epoch=4, train costTime=365.6043965816498, | total_activation_sum=23620303
Round 11 | epoch=5, current m_iou=0.6390352901746834
Round 11 | Best m_IoU is: 0.646, OA is: 0.911 | val costTime=177.7220778465271
Round 11 | ****EPOCH 5****
Step 00183450 L_out=0.114 Acc=0.89 ---13438.67 ms/batch
Step 00183500 L_out=0.048 Acc=0.96 ---40425.86 ms/batch
Step 00183550 L_out=0.147 Acc=0.76 ---67456.16 ms/batch
Step 00183600 L_out=0.118 Acc=0.90 ---94710.09 ms/batch
Step 00183650 L_out=0.047 Acc=0.93 ---121976.02 ms/batch
Step 00183700 L_out=0.049 Acc=0.90 ---148598.15 ms/batch
Step 00183750 L_out=0.494 Acc=0.87 ---177234.15 ms/batch
Step 00183800 L_out=0.277 Acc=0.80 ---204364.36 ms/batch
Step 00183850 L_out=1.541 Acc=0.27 ---231741.93 ms/batch
Step 00183900 L_out=0.141 Acc=0.93 ---259603.96 ms/batch
Step 00183950 L_out=0.083 Acc=0.78 ---287922.32 ms/batch
Step 00184000 L_out=0.119 Acc=0.96 ---316213.53 ms/batch
Step 00184050 L_out=0.112 Acc=0.94 ---345094.17 ms/batch
Round 11 | epoch=5, train costTime=368.67613697052, | total_activation_sum=23540260
Round 11 | epoch=6, current m_iou=0.6376319746180514
Round 11 | Best m_IoU is: 0.646, OA is: 0.911 | val costTime=177.5064148902893
Round 11 | ****EPOCH 6****
Step 00184100 L_out=0.327 Acc=0.93 --- 4314.61 ms/batch
Step 00184150 L_out=0.176 Acc=0.76 ---31953.50 ms/batch
Step 00184200 L_out=0.277 Acc=0.86 ---59526.94 ms/batch
Step 00184250 L_out=0.144 Acc=0.91 ---87379.58 ms/batch
Step 00184300 L_out=0.158 Acc=0.87 ---114703.04 ms/batch
Step 00184350 L_out=0.228 Acc=0.88 ---142381.21 ms/batch
Step 00184400 L_out=0.187 Acc=0.92 ---169515.60 ms/batch
Step 00184450 L_out=0.305 Acc=0.83 ---196297.22 ms/batch
Step 00184500 L_out=0.457 Acc=0.90 ---223520.33 ms/batch
Step 00184550 L_out=0.434 Acc=0.92 ---250962.61 ms/batch
Step 00184600 L_out=0.020 Acc=0.85 ---278404.36 ms/batch
Step 00184650 L_out=0.031 Acc=0.96 ---305968.34 ms/batch
Step 00184700 L_out=0.155 Acc=0.86 ---332728.65 ms/batch
Step 00184750 L_out=0.046 Acc=0.91 ---360612.21 ms/batch
Round 11 | epoch=6, train costTime=365.6003227233887, | total_activation_sum=23627059
Round 11 | epoch=7, current m_iou=0.6365889019196569
Round 11 | Best m_IoU is: 0.646, OA is: 0.911 | val costTime=170.97811841964722
Round 11 | ****EPOCH 7****
Step 00184800 L_out=0.054 Acc=0.85 ---22403.82 ms/batch
Step 00184850 L_out=0.076 Acc=0.94 ---49422.79 ms/batch
Step 00184900 L_out=0.049 Acc=0.87 ---76634.92 ms/batch
Step 00184950 L_out=0.168 Acc=0.90 ---103298.82 ms/batch
Step 00185000 L_out=0.121 Acc=0.91 ---131132.36 ms/batch
Step 00185050 L_out=0.043 Acc=0.97 ---158485.38 ms/batch
Step 00185100 L_out=0.183 Acc=0.90 ---185896.79 ms/batch
Step 00185150 L_out=0.097 Acc=0.91 ---213373.66 ms/batch
Step 00185200 L_out=0.025 Acc=0.90 ---240911.50 ms/batch
Step 00185250 L_out=0.075 Acc=0.97 ---269185.52 ms/batch
Step 00185300 L_out=0.121 Acc=0.91 ---297127.01 ms/batch
Step 00185350 L_out=0.037 Acc=0.90 ---324807.01 ms/batch
Step 00185400 L_out=0.039 Acc=0.97 ---352719.75 ms/batch
Round 11 | epoch=7, train costTime=365.7023129463196, | total_activation_sum=23466091
Round 11 | epoch=8, current m_iou=0.640807850165166
Round 11 | Best m_IoU is: 0.646, OA is: 0.911 | val costTime=147.40527200698853
Round 11 | ****EPOCH 8****
Step 00185450 L_out=0.138 Acc=0.94 ---11054.32 ms/batch
Step 00185500 L_out=0.055 Acc=0.93 ---35132.83 ms/batch
Step 00185550 L_out=0.136 Acc=0.90 ---57983.39 ms/batch
Step 00185600 L_out=0.045 Acc=0.86 ---80911.93 ms/batch
Step 00185650 L_out=0.046 Acc=0.93 ---103795.57 ms/batch
Step 00185700 L_out=0.032 Acc=0.90 ---126638.20 ms/batch
Step 00185750 L_out=0.077 Acc=0.87 ---149456.08 ms/batch
Step 00185800 L_out=0.094 Acc=0.92 ---172647.90 ms/batch
Step 00185850 L_out=0.017 Acc=0.90 ---195585.41 ms/batch
Step 00185900 L_out=0.121 Acc=0.94 ---218477.48 ms/batch
Step 00185950 L_out=0.042 Acc=0.95 ---241414.48 ms/batch
Step 00186000 L_out=0.115 Acc=0.92 ---264353.94 ms/batch
Step 00186050 L_out=0.035 Acc=0.94 ---287427.86 ms/batch
Round 11 | epoch=8, train costTime=307.10339736938477, | total_activation_sum=23579533
Round 11 | epoch=9, current m_iou=0.6499344865376059
Round 11 | Best m_IoU is: 0.650, OA is: 0.911 | val costTime=166.88392066955566
Round 11 | ****EPOCH 9****
Step 00186100 L_out=0.095 Acc=0.90 --- 3251.04 ms/batch
Step 00186150 L_out=0.086 Acc=0.91 ---26716.57 ms/batch
Step 00186200 L_out=0.053 Acc=0.91 ---49562.84 ms/batch
Step 00186250 L_out=0.086 Acc=0.90 ---72551.06 ms/batch
Step 00186300 L_out=0.121 Acc=0.92 ---95791.07 ms/batch
Step 00186350 L_out=0.043 Acc=0.95 ---118786.50 ms/batch
Step 00186400 L_out=0.154 Acc=0.93 ---141861.86 ms/batch
Step 00186450 L_out=0.080 Acc=0.93 ---165011.53 ms/batch
Step 00186500 L_out=0.075 Acc=0.92 ---188119.91 ms/batch
Step 00186550 L_out=0.151 Acc=0.92 ---212392.75 ms/batch
Step 00186600 L_out=0.077 Acc=0.96 ---236276.25 ms/batch
Step 00186650 L_out=0.111 Acc=0.89 ---260063.03 ms/batch
Step 00186700 L_out=0.014 Acc=0.95 ---284045.00 ms/batch
Step 00186750 L_out=0.113 Acc=0.87 ---307751.28 ms/batch
Round 11 | epoch=9, train costTime=312.5176854133606, | total_activation_sum=23502393
Round 11 | epoch=10, current m_iou=0.6634849479650753
Round 11 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=177.8621666431427
Round 11 | ****EPOCH 10****
Step 00186800 L_out=0.705 Acc=0.81 ---19057.72 ms/batch
Step 00186850 L_out=0.244 Acc=0.91 ---43111.26 ms/batch
Step 00186900 L_out=0.083 Acc=0.95 ---66765.15 ms/batch
Step 00186950 L_out=0.082 Acc=0.89 ---90712.00 ms/batch
Step 00187000 L_out=0.191 Acc=0.92 ---114324.89 ms/batch
Step 00187050 L_out=0.064 Acc=0.92 ---137860.53 ms/batch
Step 00187100 L_out=0.028 Acc=0.93 ---161507.88 ms/batch
Step 00187150 L_out=0.466 Acc=0.86 ---185314.99 ms/batch
Step 00187200 L_out=0.079 Acc=0.92 ---208872.63 ms/batch
Step 00187250 L_out=0.315 Acc=0.84 ---232506.29 ms/batch
Step 00187300 L_out=0.080 Acc=0.91 ---256241.05 ms/batch
Step 00187350 L_out=0.042 Acc=0.89 ---279850.09 ms/batch
Step 00187400 L_out=0.091 Acc=0.92 ---303497.32 ms/batch
Round 11 | epoch=10, train costTime=316.24856781959534, | total_activation_sum=23695568
Round 11 | epoch=11, current m_iou=0.6543375154020528
Round 11 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=155.44336795806885
Round 11 | ****EPOCH 11****
Step 00187450 L_out=0.041 Acc=0.90 ---10816.82 ms/batch
Step 00187500 L_out=0.074 Acc=0.83 ---34549.46 ms/batch
Step 00187550 L_out=0.055 Acc=0.93 ---58038.16 ms/batch
Step 00187600 L_out=0.084 Acc=0.90 ---81594.89 ms/batch
Step 00187650 L_out=0.075 Acc=0.83 ---105214.87 ms/batch
Step 00187700 L_out=0.073 Acc=0.94 ---128677.58 ms/batch
Step 00187750 L_out=0.118 Acc=0.97 ---152246.65 ms/batch
Step 00187800 L_out=0.151 Acc=0.95 ---175845.33 ms/batch
Step 00187850 L_out=0.207 Acc=0.89 ---199383.04 ms/batch
Step 00187900 L_out=0.093 Acc=0.95 ---222705.54 ms/batch
Step 00187950 L_out=0.056 Acc=0.93 ---246220.34 ms/batch
Step 00188000 L_out=0.150 Acc=0.94 ---269741.01 ms/batch
Step 00188050 L_out=0.105 Acc=0.87 ---293291.60 ms/batch
Round 11 | epoch=11, train costTime=314.12368988990784, | total_activation_sum=23593388
Round 11 | epoch=12, current m_iou=0.6518847939074772
Round 11 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=160.97198009490967
Round 11 | ****EPOCH 12****
Step 00188100 L_out=0.089 Acc=0.90 --- 2839.92 ms/batch
Step 00188150 L_out=0.096 Acc=0.78 ---26502.33 ms/batch
Step 00188200 L_out=0.083 Acc=0.95 ---50083.95 ms/batch
Step 00188250 L_out=0.224 Acc=0.89 ---73628.16 ms/batch
Step 00188300 L_out=0.059 Acc=0.93 ---97135.58 ms/batch
Step 00188350 L_out=0.294 Acc=0.90 ---120713.71 ms/batch
Step 00188400 L_out=0.159 Acc=0.93 ---144351.47 ms/batch
Step 00188450 L_out=0.118 Acc=0.88 ---167842.67 ms/batch
Step 00188500 L_out=0.026 Acc=0.93 ---191632.73 ms/batch
Step 00188550 L_out=0.111 Acc=0.93 ---215137.66 ms/batch
Step 00188600 L_out=0.025 Acc=0.89 ---238589.08 ms/batch
Step 00188650 L_out=0.047 Acc=0.94 ---262240.24 ms/batch
Step 00188700 L_out=0.268 Acc=0.88 ---285594.67 ms/batch
Step 00188750 L_out=0.042 Acc=0.96 ---309104.10 ms/batch
Round 11 | epoch=12, train costTime=314.26185965538025, | total_activation_sum=23548234
Round 11 | epoch=13, current m_iou=0.6520897892473552
Round 11 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=151.89135098457336
Round 11 | ****EPOCH 13****
Step 00188800 L_out=0.180 Acc=0.93 ---18500.64 ms/batch
Step 00188850 L_out=0.028 Acc=0.94 ---41969.72 ms/batch
Step 00188900 L_out=0.095 Acc=0.91 ---65544.32 ms/batch
Step 00188950 L_out=0.072 Acc=0.93 ---89276.93 ms/batch
Step 00189000 L_out=0.051 Acc=0.93 ---112685.72 ms/batch
Step 00189050 L_out=0.139 Acc=0.91 ---136360.11 ms/batch
Step 00189100 L_out=0.058 Acc=0.91 ---159896.14 ms/batch
Step 00189150 L_out=0.076 Acc=0.93 ---183520.07 ms/batch
Step 00189200 L_out=0.030 Acc=0.95 ---206895.89 ms/batch
Step 00189250 L_out=0.058 Acc=0.93 ---230683.43 ms/batch
Step 00189300 L_out=0.159 Acc=0.91 ---254140.64 ms/batch
Step 00189350 L_out=0.099 Acc=0.94 ---277611.47 ms/batch
Step 00189400 L_out=0.124 Acc=0.94 ---301273.54 ms/batch
Round 11 | epoch=13, train costTime=314.4711561203003, | total_activation_sum=23696301
Round 11 | epoch=14, current m_iou=0.6470094054587067
Round 11 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=170.8324635028839
Round 11 | ****EPOCH 14****
Step 00189450 L_out=0.040 Acc=0.94 ---10429.08 ms/batch
Step 00189500 L_out=0.055 Acc=0.93 ---34177.65 ms/batch
Step 00189550 L_out=0.049 Acc=0.91 ---57665.02 ms/batch
Step 00189600 L_out=0.079 Acc=0.95 ---81552.63 ms/batch
Step 00189650 L_out=0.057 Acc=0.90 ---105185.87 ms/batch
Step 00189700 L_out=0.461 Acc=0.82 ---128969.77 ms/batch
Step 00189750 L_out=0.115 Acc=0.94 ---152759.56 ms/batch
Step 00189800 L_out=0.060 Acc=0.92 ---176580.80 ms/batch
Step 00189850 L_out=0.116 Acc=0.93 ---200625.11 ms/batch
Step 00189900 L_out=0.049 Acc=0.87 ---224237.28 ms/batch
Step 00189950 L_out=0.078 Acc=0.92 ---248181.73 ms/batch
Step 00190000 L_out=0.091 Acc=0.96 ---272054.97 ms/batch
Step 00190050 L_out=0.098 Acc=0.92 ---295800.48 ms/batch
Round 11 | epoch=14, train costTime=317.1534459590912, | total_activation_sum=23602829
Round 11 | epoch=15, current m_iou=0.6499739541711377
Round 11 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=161.38636994361877
Round 11 | ****EPOCH 15****
Step 00190100 L_out=0.079 Acc=0.94 --- 2382.27 ms/batch
Step 00190150 L_out=0.074 Acc=0.94 ---26300.77 ms/batch
Step 00190200 L_out=0.238 Acc=0.92 ---50033.50 ms/batch
Step 00190250 L_out=0.048 Acc=0.89 ---73940.67 ms/batch
Step 00190300 L_out=0.073 Acc=0.91 ---97472.76 ms/batch
Step 00190350 L_out=0.159 Acc=0.93 ---121232.39 ms/batch
Step 00190400 L_out=0.104 Acc=0.92 ---144866.54 ms/batch
Step 00190450 L_out=0.085 Acc=0.97 ---168627.58 ms/batch
Step 00190500 L_out=0.104 Acc=0.93 ---192204.44 ms/batch
Step 00190550 L_out=0.283 Acc=0.84 ---215973.18 ms/batch
Step 00190600 L_out=0.014 Acc=0.94 ---239688.93 ms/batch
Step 00190650 L_out=0.041 Acc=0.95 ---263485.68 ms/batch
Step 00190700 L_out=0.071 Acc=0.95 ---287048.60 ms/batch
Step 00190750 L_out=0.017 Acc=0.95 ---310749.69 ms/batch
Round 11 | epoch=15, train costTime=316.4793586730957, | total_activation_sum=23617024
Round 11 | epoch=16, current m_iou=0.6491097015616116
Round 11 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=163.71941590309143
Round 11 | ****EPOCH 16****
Step 00190800 L_out=0.150 Acc=0.89 ---18112.89 ms/batch
Step 00190850 L_out=0.044 Acc=0.97 ---41728.30 ms/batch
Step 00190900 L_out=0.078 Acc=0.92 ---65215.99 ms/batch
Step 00190950 L_out=0.034 Acc=0.93 ---88814.64 ms/batch
Step 00191000 L_out=0.063 Acc=0.88 ---112470.69 ms/batch
Step 00191050 L_out=0.254 Acc=0.96 ---136128.30 ms/batch
Step 00191100 L_out=0.022 Acc=0.94 ---159868.99 ms/batch
Step 00191150 L_out=0.203 Acc=0.95 ---183588.97 ms/batch
Step 00191200 L_out=0.110 Acc=0.91 ---207201.37 ms/batch
Step 00191250 L_out=0.406 Acc=0.92 ---230871.29 ms/batch
Step 00191300 L_out=0.042 Acc=0.95 ---254648.34 ms/batch
Step 00191350 L_out=0.150 Acc=0.94 ---278394.08 ms/batch
Step 00191400 L_out=0.021 Acc=0.89 ---301988.65 ms/batch
Round 11 | epoch=16, train costTime=315.8117277622223, | total_activation_sum=23432937
Round 11 | epoch=17, current m_iou=0.6509060315184114
Round 11 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=154.52384090423584
Round 11 | ****EPOCH 17****
Step 00191450 L_out=0.040 Acc=0.93 ---10020.92 ms/batch
Step 00191500 L_out=0.034 Acc=0.93 ---33773.15 ms/batch
Step 00191550 L_out=0.017 Acc=0.94 ---57551.66 ms/batch
Step 00191600 L_out=0.041 Acc=0.95 ---81445.57 ms/batch
Step 00191650 L_out=0.269 Acc=0.88 ---105216.35 ms/batch
Step 00191700 L_out=0.022 Acc=0.91 ---128971.41 ms/batch
Step 00191750 L_out=0.126 Acc=0.95 ---152742.29 ms/batch
Step 00191800 L_out=0.068 Acc=0.94 ---176516.39 ms/batch
Step 00191850 L_out=0.041 Acc=0.84 ---200388.73 ms/batch
Step 00191900 L_out=0.097 Acc=0.91 ---224447.82 ms/batch
Step 00191950 L_out=0.033 Acc=0.92 ---248151.09 ms/batch
Step 00192000 L_out=0.044 Acc=0.87 ---272127.68 ms/batch
Step 00192050 L_out=0.110 Acc=0.94 ---296073.41 ms/batch
Round 11 | epoch=17, train costTime=318.0916259288788, | total_activation_sum=23507460
Round 11 | epoch=18, current m_iou=0.6467693178700766
Round 11 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=157.91454029083252
Round 11 | ****EPOCH 18****
Step 00192100 L_out=0.072 Acc=0.94 --- 1914.92 ms/batch
Step 00192150 L_out=0.072 Acc=0.86 ---25814.24 ms/batch
Step 00192200 L_out=0.039 Acc=0.95 ---49645.63 ms/batch
Step 00192250 L_out=0.053 Acc=0.91 ---73335.26 ms/batch
Step 00192300 L_out=0.059 Acc=0.92 ---97251.42 ms/batch
Step 00192350 L_out=0.100 Acc=0.85 ---120905.67 ms/batch
Step 00192400 L_out=0.059 Acc=0.94 ---144683.96 ms/batch
Step 00192450 L_out=0.070 Acc=0.91 ---168319.95 ms/batch
Step 00192500 L_out=0.032 Acc=0.91 ---192213.03 ms/batch
Step 00192550 L_out=0.142 Acc=0.94 ---215969.70 ms/batch
Step 00192600 L_out=0.153 Acc=0.90 ---239563.39 ms/batch
Step 00192650 L_out=0.031 Acc=0.94 ---263452.16 ms/batch
Step 00192700 L_out=0.040 Acc=0.94 ---287203.42 ms/batch
Step 00192750 L_out=0.037 Acc=0.98 ---310806.23 ms/batch
Round 11 | epoch=18, train costTime=317.0601255893707, | total_activation_sum=23595765
Round 11 | epoch=19, current m_iou=0.6527984378024604
Round 11 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=163.5120394229889
Round 11 | ****EPOCH 19****
Step 00192800 L_out=0.097 Acc=0.85 ---17565.79 ms/batch
Step 00192850 L_out=0.085 Acc=0.95 ---41380.44 ms/batch
Step 00192900 L_out=0.612 Acc=0.79 ---65051.31 ms/batch
Step 00192950 L_out=0.141 Acc=0.89 ---88674.33 ms/batch
Step 00193000 L_out=0.113 Acc=0.96 ---112747.23 ms/batch
Step 00193050 L_out=0.057 Acc=0.92 ---136501.87 ms/batch
Step 00193100 L_out=0.008 Acc=0.92 ---160240.89 ms/batch
Step 00193150 L_out=0.098 Acc=0.94 ---183845.76 ms/batch
Step 00193200 L_out=0.050 Acc=0.88 ---207410.40 ms/batch
Step 00193250 L_out=0.041 Acc=0.94 ---231238.85 ms/batch
Step 00193300 L_out=0.012 Acc=0.95 ---254828.61 ms/batch
Step 00193350 L_out=0.060 Acc=0.94 ---278557.21 ms/batch
Step 00193400 L_out=0.188 Acc=0.90 ---302304.69 ms/batch
Round 11 | epoch=19, train costTime=316.51296401023865, | total_activation_sum=23566905
Round 11 | epoch=20, current m_iou=0.6575942231125493
Round 11 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=176.63391423225403
Round 11 | ****EPOCH 20****
Step 00193450 L_out=0.048 Acc=0.87 --- 9338.47 ms/batch
Step 00193500 L_out=0.075 Acc=0.97 ---32687.12 ms/batch
Step 00193550 L_out=0.038 Acc=0.97 ---55952.61 ms/batch
Step 00193600 L_out=0.187 Acc=0.90 ---79335.50 ms/batch
Step 00193650 L_out=0.132 Acc=0.95 ---131288.51 ms/batch
Step 00193700 L_out=0.152 Acc=0.77 ---186608.18 ms/batch
Step 00193750 L_out=0.055 Acc=0.91 ---228058.50 ms/batch
Step 00193800 L_out=0.078 Acc=0.92 ---251189.67 ms/batch
Step 00193850 L_out=0.057 Acc=0.94 ---274440.70 ms/batch
Step 00193900 L_out=0.020 Acc=0.97 ---297673.46 ms/batch
Step 00193950 L_out=0.150 Acc=0.92 ---320994.89 ms/batch
Step 00194000 L_out=0.060 Acc=0.97 ---346578.32 ms/batch
Step 00194050 L_out=0.027 Acc=0.94 ---373580.08 ms/batch
Round 11 | epoch=20, train costTime=399.33868765830994, | total_activation_sum=23665285
Round 11 | epoch=21, current m_iou=0.6526186300883303
Round 11 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=146.78616857528687
Round 11 | ****EPOCH 21****
Step 00194100 L_out=0.082 Acc=0.94 --- 1586.18 ms/batch
Step 00194150 L_out=0.060 Acc=0.93 ---29097.72 ms/batch
Step 00194200 L_out=0.037 Acc=0.92 ---55877.30 ms/batch
Step 00194250 L_out=0.028 Acc=0.96 ---82897.88 ms/batch
Step 00194300 L_out=0.051 Acc=0.97 ---110146.05 ms/batch
Step 00194350 L_out=0.033 Acc=0.93 ---137049.46 ms/batch
Step 00194400 L_out=0.034 Acc=0.94 ---163435.80 ms/batch
Step 00194450 L_out=0.178 Acc=0.84 ---189695.78 ms/batch
Step 00194500 L_out=0.200 Acc=0.94 ---217835.39 ms/batch
Step 00194550 L_out=0.064 Acc=0.88 ---245251.96 ms/batch
Step 00194600 L_out=0.140 Acc=0.92 ---272980.79 ms/batch
Step 00194650 L_out=0.152 Acc=0.93 ---299539.63 ms/batch
Step 00194700 L_out=0.126 Acc=0.94 ---323530.64 ms/batch
Step 00194750 L_out=0.089 Acc=0.97 ---351139.66 ms/batch
Round 11 | epoch=21, train costTime=358.8483874797821, | total_activation_sum=23420811
Round 11 | epoch=22, current m_iou=0.6522323793948561
Round 11 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=168.15198183059692
Round 11 | ****EPOCH 22****
Step 00194800 L_out=0.065 Acc=0.91 ---19675.70 ms/batch
Step 00194850 L_out=0.203 Acc=0.88 ---46529.92 ms/batch
Step 00194900 L_out=0.152 Acc=0.95 ---73442.41 ms/batch
Step 00194950 L_out=0.126 Acc=0.92 ---100341.34 ms/batch
Step 00195000 L_out=0.067 Acc=0.83 ---128020.43 ms/batch
Step 00195050 L_out=0.041 Acc=0.95 ---155307.92 ms/batch
Step 00195100 L_out=0.055 Acc=0.90 ---182217.46 ms/batch
Step 00195150 L_out=0.099 Acc=0.93 ---209675.52 ms/batch
Step 00195200 L_out=0.058 Acc=0.94 ---237750.43 ms/batch
Step 00195250 L_out=0.071 Acc=0.94 ---266057.85 ms/batch
Step 00195300 L_out=0.048 Acc=0.92 ---293878.44 ms/batch
Step 00195350 L_out=0.056 Acc=0.90 ---317419.45 ms/batch
Step 00195400 L_out=0.120 Acc=0.88 ---343220.57 ms/batch
Round 11 | epoch=22, train costTime=360.2206964492798, | total_activation_sum=23761141
Round 11 | epoch=23, current m_iou=0.6464490386284747
Round 11 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=163.4298450946808
Round 11 | ****EPOCH 23****
Step 00195450 L_out=0.043 Acc=0.95 ---10665.86 ms/batch
Step 00195500 L_out=0.085 Acc=0.96 ---38186.31 ms/batch
Step 00195550 L_out=0.089 Acc=0.96 ---65683.05 ms/batch
Step 00195600 L_out=0.055 Acc=0.95 ---93080.34 ms/batch
Step 00195650 L_out=0.036 Acc=0.93 ---121778.20 ms/batch
Step 00195700 L_out=0.335 Acc=0.86 ---148978.56 ms/batch
Step 00195750 L_out=0.025 Acc=0.94 ---175347.91 ms/batch
Step 00195800 L_out=0.025 Acc=0.91 ---202604.93 ms/batch
Step 00195850 L_out=0.070 Acc=0.91 ---230026.29 ms/batch
Step 00195900 L_out=0.342 Acc=0.90 ---258073.76 ms/batch
Step 00195950 L_out=0.038 Acc=0.96 ---285900.74 ms/batch
Step 00196000 L_out=0.039 Acc=0.95 ---313187.08 ms/batch
Step 00196050 L_out=0.055 Acc=0.93 ---336385.16 ms/batch
Round 11 | epoch=23, train costTime=360.4490113258362, | total_activation_sum=23488032
Round 11 | epoch=24, current m_iou=0.6457786217957163
Round 11 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=161.9207854270935
Round 11 | ****EPOCH 24****
Step 00196100 L_out=0.095 Acc=0.91 --- 1360.37 ms/batch
Step 00196150 L_out=0.077 Acc=0.93 ---29233.68 ms/batch
Step 00196200 L_out=0.015 Acc=0.84 ---56685.34 ms/batch
Step 00196250 L_out=0.016 Acc=0.96 ---84109.42 ms/batch
Step 00196300 L_out=0.196 Acc=0.83 ---112338.98 ms/batch
Step 00196350 L_out=0.012 Acc=0.92 ---139368.68 ms/batch
Step 00196400 L_out=0.044 Acc=0.94 ---166674.76 ms/batch
Step 00196450 L_out=0.370 Acc=0.87 ---194139.08 ms/batch
Step 00196500 L_out=0.036 Acc=0.90 ---221082.63 ms/batch
Step 00196550 L_out=0.055 Acc=0.93 ---248728.50 ms/batch
Step 00196600 L_out=0.038 Acc=0.96 ---275868.33 ms/batch
Step 00196650 L_out=0.056 Acc=0.94 ---303809.51 ms/batch
Step 00196700 L_out=0.030 Acc=0.90 ---332039.85 ms/batch
Step 00196750 L_out=0.065 Acc=0.96 ---357012.01 ms/batch
Round 11 | epoch=24, train costTime=363.9957025051117, | total_activation_sum=23492333
Round 11 | epoch=25, current m_iou=0.6426966338132291
Round 11 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=168.72684359550476
Round 11 | ****EPOCH 25****
Step 00196800 L_out=0.035 Acc=0.96 ---19760.46 ms/batch
Step 00196850 L_out=0.089 Acc=0.98 ---47217.16 ms/batch
Step 00196900 L_out=0.062 Acc=0.92 ---74417.76 ms/batch
Step 00196950 L_out=0.116 Acc=0.90 ---101608.83 ms/batch
Step 00197000 L_out=0.015 Acc=0.95 ---128547.17 ms/batch
Step 00197050 L_out=0.044 Acc=0.92 ---155751.60 ms/batch
Step 00197100 L_out=0.064 Acc=0.95 ---182923.52 ms/batch
Step 00197150 L_out=0.019 Acc=0.95 ---210005.42 ms/batch
Step 00197200 L_out=0.041 Acc=0.91 ---238424.26 ms/batch
Step 00197250 L_out=0.046 Acc=0.89 ---264966.00 ms/batch
Step 00197300 L_out=0.057 Acc=0.90 ---291561.54 ms/batch
Step 00197350 L_out=0.034 Acc=0.92 ---319064.31 ms/batch
Step 00197400 L_out=0.081 Acc=0.92 ---346177.69 ms/batch
Round 11 | epoch=25, train costTime=361.11939764022827, | total_activation_sum=23639384
Round 11 | epoch=26, current m_iou=0.6437491017446288
Round 11 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=162.50964164733887
Round 11 | ****EPOCH 26****
Step 00197450 L_out=0.025 Acc=0.90 --- 9721.92 ms/batch
Step 00197500 L_out=0.061 Acc=0.95 ---37293.97 ms/batch
Step 00197550 L_out=0.120 Acc=0.80 ---64943.56 ms/batch
Step 00197600 L_out=0.044 Acc=0.96 ---92786.70 ms/batch
Step 00197650 L_out=0.061 Acc=0.95 ---119947.33 ms/batch
Step 00197700 L_out=0.098 Acc=0.94 ---147212.73 ms/batch
Step 00197750 L_out=0.036 Acc=0.92 ---174281.12 ms/batch
Step 00197800 L_out=0.039 Acc=0.95 ---201660.52 ms/batch
Step 00197850 L_out=0.115 Acc=0.95 ---228802.97 ms/batch
Step 00197900 L_out=0.043 Acc=0.95 ---256089.48 ms/batch
Step 00197950 L_out=0.105 Acc=0.91 ---283751.65 ms/batch
Step 00198000 L_out=0.114 Acc=0.93 ---311233.95 ms/batch
Step 00198050 L_out=0.012 Acc=0.90 ---339478.47 ms/batch
Round 11 | epoch=26, train costTime=365.69388937950134, | total_activation_sum=23549036
Round 11 | epoch=27, current m_iou=0.6483123028936404
Round 11 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=177.6335883140564
Round 11 | ****EPOCH 27****
Step 00198100 L_out=0.142 Acc=0.97 ---  630.62 ms/batch
Step 00198150 L_out=0.020 Acc=0.92 ---28079.76 ms/batch
Step 00198200 L_out=0.046 Acc=0.93 ---55232.21 ms/batch
Step 00198250 L_out=0.063 Acc=0.95 ---82081.28 ms/batch
Step 00198300 L_out=0.072 Acc=0.93 ---108989.85 ms/batch
Step 00198350 L_out=0.075 Acc=0.85 ---135678.64 ms/batch
Step 00198400 L_out=0.095 Acc=0.90 ---162976.87 ms/batch
Step 00198450 L_out=0.031 Acc=0.94 ---190264.67 ms/batch
Step 00198500 L_out=0.027 Acc=0.96 ---217785.22 ms/batch
Step 00198550 L_out=0.023 Acc=0.90 ---245806.77 ms/batch
Step 00198600 L_out=0.076 Acc=0.90 ---273117.87 ms/batch
Step 00198650 L_out=0.088 Acc=0.89 ---300922.60 ms/batch
Step 00198700 L_out=0.020 Acc=0.93 ---328099.21 ms/batch
Step 00198750 L_out=0.086 Acc=0.88 ---353222.64 ms/batch
Round 11 | epoch=27, train costTime=360.56054615974426, | total_activation_sum=23542376
Round 11 | epoch=28, current m_iou=0.6445300955247727
Round 11 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=166.97230553627014
Round 11 | ****EPOCH 28****
Step 00198800 L_out=0.029 Acc=0.95 ---18179.21 ms/batch
Step 00198850 L_out=0.019 Acc=0.96 ---45734.15 ms/batch
Step 00198900 L_out=0.056 Acc=0.91 ---72709.09 ms/batch
Step 00198950 L_out=0.021 Acc=0.93 ---99521.92 ms/batch
Step 00199000 L_out=0.165 Acc=0.90 ---126475.84 ms/batch
Step 00199050 L_out=0.059 Acc=0.92 ---153649.26 ms/batch
Step 00199100 L_out=0.195 Acc=0.92 ---181985.73 ms/batch
Step 00199150 L_out=0.150 Acc=0.95 ---209280.34 ms/batch
Step 00199200 L_out=0.024 Acc=0.94 ---236590.65 ms/batch
Step 00199250 L_out=0.177 Acc=0.95 ---263478.07 ms/batch
Step 00199300 L_out=0.094 Acc=0.96 ---289530.81 ms/batch
Step 00199350 L_out=0.031 Acc=0.95 ---316997.92 ms/batch
Step 00199400 L_out=0.114 Acc=0.88 ---343742.53 ms/batch
Round 11 | epoch=28, train costTime=361.3064663410187, | total_activation_sum=23684895
Round 11 | epoch=29, current m_iou=0.6492772213642458
Round 11 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=173.73544335365295
Round 11 | ****EPOCH 29****
Step 00199450 L_out=0.089 Acc=0.92 --- 9015.82 ms/batch
Step 00199500 L_out=0.141 Acc=0.95 ---37121.46 ms/batch
Step 00199550 L_out=0.042 Acc=0.92 ---64505.39 ms/batch
Step 00199600 L_out=0.060 Acc=0.93 ---92094.37 ms/batch
Step 00199650 L_out=0.109 Acc=0.90 ---120160.43 ms/batch
Step 00199700 L_out=0.066 Acc=0.94 ---147320.87 ms/batch
Step 00199750 L_out=0.066 Acc=0.91 ---174475.37 ms/batch
Step 00199800 L_out=0.023 Acc=0.93 ---201741.59 ms/batch
Step 00199850 L_out=0.065 Acc=0.95 ---229442.96 ms/batch
Step 00199900 L_out=0.099 Acc=0.92 ---256605.42 ms/batch
Step 00199950 L_out=0.054 Acc=0.87 ---283758.68 ms/batch
Step 00200000 L_out=0.043 Acc=0.92 ---311763.96 ms/batch
Step 00200050 L_out=0.140 Acc=0.91 ---339491.61 ms/batch
Step 00200100 L_out=0.073 Acc=0.95 ---367202.00 ms/batch
Round 11 | epoch=29, train costTime=367.2021265029907, | total_activation_sum=23448234
Round 11 | epoch=30, current m_iou=0.6507597976619056
Round 11 | Best m_IoU is: 0.663, OA is: 0.914 | val costTime=177.36656546592712
Round 11 | ****EPOCH 30****
Round 12 | ****EPOCH 0****
Step 00200150 L_out=0.294 Acc=0.86 ---25218.13 ms/batch
Step 00200200 L_out=0.671 Acc=0.74 ---53364.71 ms/batch
Step 00200250 L_out=0.499 Acc=0.87 ---81573.92 ms/batch
Step 00200300 L_out=2.595 Acc=0.44 ---109950.01 ms/batch
Step 00200350 L_out=0.313 Acc=0.81 ---137888.30 ms/batch
Step 00200400 L_out=0.146 Acc=0.92 ---165663.79 ms/batch
Step 00200450 L_out=0.257 Acc=0.90 ---193900.56 ms/batch
Step 00200500 L_out=0.515 Acc=0.80 ---221081.52 ms/batch
Step 00200550 L_out=0.173 Acc=0.87 ---249367.24 ms/batch
Step 00200600 L_out=0.413 Acc=0.91 ---277470.90 ms/batch
Step 00200650 L_out=0.080 Acc=0.91 ---304847.19 ms/batch
Step 00200700 L_out=0.170 Acc=0.91 ---332430.89 ms/batch
Step 00200750 L_out=0.164 Acc=0.91 ---360192.10 ms/batch
Round 12 | epoch=0, train costTime=369.96840620040894, | total_activation_sum=24666862
Round 12 | epoch=1, current m_iou=0.612033146855949
Round 12 | Best m_IoU is: 0.612, OA is: 0.886 | val costTime=202.12902307510376
Round 12 | ****EPOCH 1****
Step 00200800 L_out=0.199 Acc=0.89 ---17943.22 ms/batch
Step 00200850 L_out=0.249 Acc=0.91 ---45135.26 ms/batch
Step 00200900 L_out=0.062 Acc=0.95 ---72855.95 ms/batch
Step 00200950 L_out=0.131 Acc=0.80 ---100180.38 ms/batch
Step 00201000 L_out=0.154 Acc=0.93 ---127310.55 ms/batch
Step 00201050 L_out=0.536 Acc=0.91 ---154410.33 ms/batch
Step 00201100 L_out=0.022 Acc=0.93 ---181446.96 ms/batch
Step 00201150 L_out=0.022 Acc=0.96 ---208574.81 ms/batch
Step 00201200 L_out=0.116 Acc=0.92 ---235648.53 ms/batch
Step 00201250 L_out=0.055 Acc=0.92 ---262971.44 ms/batch
Step 00201300 L_out=0.301 Acc=0.91 ---290631.48 ms/batch
Step 00201350 L_out=0.126 Acc=0.94 ---318409.92 ms/batch
Step 00201400 L_out=0.112 Acc=0.92 ---345143.15 ms/batch
Round 12 | epoch=1, train costTime=363.53197264671326, | total_activation_sum=24974470
Round 12 | epoch=2, current m_iou=0.6448748322835289
Round 12 | Best m_IoU is: 0.645, OA is: 0.897 | val costTime=192.02146887779236
Round 12 | ****EPOCH 2****
Step 00201450 L_out=0.063 Acc=0.93 --- 8889.40 ms/batch
Step 00201500 L_out=0.054 Acc=0.88 ---37178.91 ms/batch
Step 00201550 L_out=0.075 Acc=0.94 ---65342.86 ms/batch
Step 00201600 L_out=0.208 Acc=0.93 ---92147.56 ms/batch
Step 00201650 L_out=0.195 Acc=0.87 ---119171.72 ms/batch
Step 00201700 L_out=0.365 Acc=0.92 ---145990.36 ms/batch
Step 00201750 L_out=0.226 Acc=0.94 ---173330.12 ms/batch
Step 00201800 L_out=0.185 Acc=0.91 ---200324.27 ms/batch
Step 00201850 L_out=0.121 Acc=0.93 ---227427.05 ms/batch
Step 00201900 L_out=0.160 Acc=0.89 ---254555.10 ms/batch
Step 00201950 L_out=0.134 Acc=0.92 ---282302.81 ms/batch
Step 00202000 L_out=0.125 Acc=0.92 ---309066.88 ms/batch
Step 00202050 L_out=0.115 Acc=0.91 ---336497.43 ms/batch
Step 00202100 L_out=0.238 Acc=0.95 ---363617.41 ms/batch
Round 12 | epoch=2, train costTime=364.09897899627686, | total_activation_sum=25159258
Round 12 | epoch=3, current m_iou=0.6582386607771638
Round 12 | Best m_IoU is: 0.658, OA is: 0.911 | val costTime=204.31955671310425
Round 12 | ****EPOCH 3****
Step 00202150 L_out=0.250 Acc=0.91 ---27266.41 ms/batch
Step 00202200 L_out=0.065 Acc=0.88 ---54878.65 ms/batch
Step 00202250 L_out=0.133 Acc=0.89 ---81866.87 ms/batch
Step 00202300 L_out=0.159 Acc=0.89 ---109311.32 ms/batch
Step 00202350 L_out=0.122 Acc=0.91 ---136663.79 ms/batch
Step 00202400 L_out=0.209 Acc=0.91 ---163630.10 ms/batch
Step 00202450 L_out=0.085 Acc=0.94 ---191048.46 ms/batch
Step 00202500 L_out=0.125 Acc=0.88 ---218021.46 ms/batch
Step 00202550 L_out=0.061 Acc=0.86 ---245202.41 ms/batch
Step 00202600 L_out=0.052 Acc=0.89 ---272327.38 ms/batch
Step 00202650 L_out=0.172 Acc=0.86 ---300344.52 ms/batch
Step 00202700 L_out=0.145 Acc=0.92 ---327780.22 ms/batch
Step 00202750 L_out=0.058 Acc=0.96 ---354774.27 ms/batch
Round 12 | epoch=3, train costTime=365.1319930553436, | total_activation_sum=25052075
Round 12 | epoch=4, current m_iou=0.657693897629407
Round 12 | Best m_IoU is: 0.658, OA is: 0.911 | val costTime=184.03811240196228
Round 12 | ****EPOCH 4****
Step 00202800 L_out=0.262 Acc=0.92 ---17126.43 ms/batch
Step 00202850 L_out=0.156 Acc=0.94 ---44405.14 ms/batch
Step 00202900 L_out=0.074 Acc=0.94 ---71247.99 ms/batch
Step 00202950 L_out=0.089 Acc=0.86 ---98413.54 ms/batch
Step 00203000 L_out=0.054 Acc=0.95 ---125813.75 ms/batch
Step 00203050 L_out=0.261 Acc=0.88 ---153430.57 ms/batch
Step 00203100 L_out=0.172 Acc=0.95 ---180563.38 ms/batch
Step 00203150 L_out=0.110 Acc=0.88 ---207793.95 ms/batch
Step 00203200 L_out=0.146 Acc=0.88 ---234819.21 ms/batch
Step 00203250 L_out=0.328 Acc=0.90 ---261916.45 ms/batch
Step 00203300 L_out=0.225 Acc=0.88 ---289054.48 ms/batch
Step 00203350 L_out=0.093 Acc=0.90 ---316338.96 ms/batch
Step 00203400 L_out=0.163 Acc=0.91 ---343673.62 ms/batch
Round 12 | epoch=4, train costTime=362.4624261856079, | total_activation_sum=25009916
Round 12 | epoch=5, current m_iou=0.6530730558874677
Round 12 | Best m_IoU is: 0.658, OA is: 0.911 | val costTime=186.9701874256134
Round 12 | ****EPOCH 5****
Step 00203450 L_out=0.299 Acc=0.86 --- 8167.00 ms/batch
Step 00203500 L_out=0.165 Acc=0.86 ---35642.15 ms/batch
Step 00203550 L_out=0.235 Acc=0.91 ---62879.46 ms/batch
Step 00203600 L_out=0.020 Acc=0.97 ---89962.74 ms/batch
Step 00203650 L_out=0.085 Acc=0.91 ---117312.38 ms/batch
Step 00203700 L_out=0.160 Acc=0.87 ---144527.12 ms/batch
Step 00203750 L_out=0.132 Acc=0.90 ---171925.33 ms/batch
Step 00203800 L_out=0.033 Acc=0.91 ---198963.03 ms/batch
Step 00203850 L_out=0.147 Acc=0.89 ---225981.64 ms/batch
Step 00203900 L_out=0.116 Acc=0.88 ---253069.56 ms/batch
Step 00203950 L_out=0.235 Acc=0.86 ---280107.38 ms/batch
Step 00204000 L_out=0.121 Acc=0.92 ---307075.22 ms/batch
Step 00204050 L_out=0.206 Acc=0.90 ---334426.84 ms/batch
Step 00204100 L_out=0.158 Acc=0.96 ---361987.69 ms/batch
Round 12 | epoch=5, train costTime=363.2058267593384, | total_activation_sum=25103143
Round 12 | epoch=6, current m_iou=0.6422470587478665
Round 12 | Best m_IoU is: 0.658, OA is: 0.911 | val costTime=186.02391076087952
Round 12 | ****EPOCH 6****
Step 00204150 L_out=0.111 Acc=0.88 ---26585.25 ms/batch
Step 00204200 L_out=0.116 Acc=0.94 ---54468.11 ms/batch
Step 00204250 L_out=0.302 Acc=0.91 ---82113.54 ms/batch
Step 00204300 L_out=0.096 Acc=0.93 ---109801.82 ms/batch
Step 00204350 L_out=0.209 Acc=0.93 ---137687.36 ms/batch
Step 00204400 L_out=0.108 Acc=0.95 ---165678.52 ms/batch
Step 00204450 L_out=0.496 Acc=0.76 ---193165.77 ms/batch
Step 00204500 L_out=0.109 Acc=0.96 ---221495.97 ms/batch
Step 00204550 L_out=0.074 Acc=0.91 ---248881.91 ms/batch
Step 00204600 L_out=0.089 Acc=0.91 ---275653.49 ms/batch
Step 00204650 L_out=0.084 Acc=0.92 ---302868.98 ms/batch
Step 00204700 L_out=0.072 Acc=0.94 ---330079.60 ms/batch
Step 00204750 L_out=0.429 Acc=0.82 ---357254.52 ms/batch
Round 12 | epoch=6, train costTime=367.72246050834656, | total_activation_sum=24933530
Round 12 | epoch=7, current m_iou=0.6527571726863054
Round 12 | Best m_IoU is: 0.658, OA is: 0.911 | val costTime=170.40867233276367
Round 12 | ****EPOCH 7****
Step 00204800 L_out=0.058 Acc=0.97 ---18162.24 ms/batch
Step 00204850 L_out=0.257 Acc=0.94 ---44961.92 ms/batch
Step 00204900 L_out=0.111 Acc=0.91 ---71313.43 ms/batch
Step 00204950 L_out=0.120 Acc=0.88 ---98097.00 ms/batch
Step 00205000 L_out=0.053 Acc=0.91 ---124283.10 ms/batch
Step 00205050 L_out=0.097 Acc=0.94 ---150688.27 ms/batch
Step 00205100 L_out=0.089 Acc=0.88 ---177246.37 ms/batch
Step 00205150 L_out=0.556 Acc=0.87 ---203400.36 ms/batch
Step 00205200 L_out=0.083 Acc=0.92 ---232637.88 ms/batch
Step 00205250 L_out=0.098 Acc=0.91 ---261694.36 ms/batch
Step 00205300 L_out=0.013 Acc=0.97 ---289311.50 ms/batch
Step 00205350 L_out=0.097 Acc=0.91 ---315935.21 ms/batch
Step 00205400 L_out=0.166 Acc=0.91 ---342738.69 ms/batch
Round 12 | epoch=7, train costTime=362.4178373813629, | total_activation_sum=24944311
Round 12 | epoch=8, current m_iou=0.6535132357544227
Round 12 | Best m_IoU is: 0.658, OA is: 0.911 | val costTime=146.59940838813782
Round 12 | ****EPOCH 8****
Step 00205450 L_out=0.063 Acc=0.92 --- 8510.07 ms/batch
Step 00205500 L_out=0.179 Acc=0.92 ---35904.76 ms/batch
Step 00205550 L_out=0.093 Acc=0.95 ---63182.10 ms/batch
Step 00205600 L_out=0.166 Acc=0.91 ---93990.36 ms/batch
Step 00205650 L_out=0.031 Acc=0.97 ---122276.20 ms/batch
Step 00205700 L_out=0.192 Acc=0.89 ---151088.93 ms/batch
Step 00205750 L_out=0.107 Acc=0.84 ---177406.26 ms/batch
Step 00205800 L_out=0.105 Acc=0.92 ---204709.60 ms/batch
Step 00205850 L_out=0.094 Acc=0.95 ---231782.35 ms/batch
Step 00205900 L_out=0.027 Acc=0.96 ---261015.37 ms/batch
Step 00205950 L_out=0.051 Acc=0.95 ---287500.63 ms/batch
Step 00206000 L_out=0.084 Acc=0.91 ---313603.52 ms/batch
Step 00206050 L_out=0.222 Acc=0.89 ---339908.72 ms/batch
Step 00206100 L_out=0.081 Acc=0.92 ---366698.76 ms/batch
Round 12 | epoch=8, train costTime=368.3599066734314, | total_activation_sum=25057273
Round 12 | epoch=9, current m_iou=0.6583422222463798
Round 12 | Best m_IoU is: 0.658, OA is: 0.914 | val costTime=133.93389463424683
Round 12 | ****EPOCH 9****
Step 00206150 L_out=0.054 Acc=0.95 ---25934.90 ms/batch
Step 00206200 L_out=0.069 Acc=0.94 ---55682.88 ms/batch
Step 00206250 L_out=0.113 Acc=0.96 ---81924.76 ms/batch
Step 00206300 L_out=0.109 Acc=0.89 ---108616.83 ms/batch
Step 00206350 L_out=0.040 Acc=0.93 ---134872.36 ms/batch
Step 00206400 L_out=0.040 Acc=0.92 ---161150.26 ms/batch
Step 00206450 L_out=0.032 Acc=0.96 ---187934.21 ms/batch
Step 00206500 L_out=0.046 Acc=0.90 ---216194.60 ms/batch
Step 00206550 L_out=0.156 Acc=0.89 ---242619.76 ms/batch
Step 00206600 L_out=0.268 Acc=0.91 ---268725.85 ms/batch
Step 00206650 L_out=0.119 Acc=0.86 ---295179.76 ms/batch
Step 00206700 L_out=0.051 Acc=0.92 ---321784.69 ms/batch
Step 00206750 L_out=0.133 Acc=0.96 ---348461.78 ms/batch
Round 12 | epoch=9, train costTime=359.65248799324036, | total_activation_sum=25063724
Round 12 | epoch=10, current m_iou=0.6609161347045968
Round 12 | Best m_IoU is: 0.661, OA is: 0.914 | val costTime=132.42905831336975
Round 12 | ****EPOCH 10****
Step 00206800 L_out=0.018 Acc=0.97 ---17113.38 ms/batch
Step 00206850 L_out=0.120 Acc=0.91 ---44381.72 ms/batch
Step 00206900 L_out=0.044 Acc=0.94 ---71087.87 ms/batch
Step 00206950 L_out=0.064 Acc=0.94 ---98016.40 ms/batch
Step 00207000 L_out=0.168 Acc=0.92 ---124551.16 ms/batch
Step 00207050 L_out=0.094 Acc=0.93 ---152190.78 ms/batch
Step 00207100 L_out=0.014 Acc=0.96 ---178960.07 ms/batch
Step 00207150 L_out=0.196 Acc=0.93 ---205215.26 ms/batch
Step 00207200 L_out=0.042 Acc=0.86 ---232033.02 ms/batch
Step 00207250 L_out=0.104 Acc=0.94 ---258352.29 ms/batch
Step 00207300 L_out=0.089 Acc=0.95 ---284634.09 ms/batch
Step 00207350 L_out=0.116 Acc=0.90 ---311098.94 ms/batch
Step 00207400 L_out=0.225 Acc=0.91 ---337987.14 ms/batch
Round 12 | epoch=10, train costTime=358.6653709411621, | total_activation_sum=25081563
Round 12 | epoch=11, current m_iou=0.6497131894580931
Round 12 | Best m_IoU is: 0.661, OA is: 0.914 | val costTime=132.49762201309204
Round 12 | ****EPOCH 11****
Step 00207450 L_out=0.145 Acc=0.88 --- 6956.80 ms/batch
Step 00207500 L_out=0.077 Acc=0.93 ---33641.71 ms/batch
Step 00207550 L_out=0.027 Acc=0.97 ---62485.70 ms/batch
Step 00207600 L_out=0.027 Acc=0.96 ---89457.36 ms/batch
Step 00207650 L_out=0.126 Acc=0.88 ---116862.27 ms/batch
Step 00207700 L_out=0.107 Acc=0.91 ---144377.19 ms/batch
Step 00207750 L_out=0.030 Acc=0.97 ---170875.72 ms/batch
Step 00207800 L_out=0.276 Acc=0.93 ---197351.57 ms/batch
Step 00207850 L_out=0.081 Acc=0.92 ---224671.97 ms/batch
Step 00207900 L_out=0.146 Acc=0.94 ---252017.28 ms/batch
Step 00207950 L_out=0.215 Acc=0.95 ---278238.11 ms/batch
Step 00208000 L_out=0.391 Acc=0.93 ---304590.00 ms/batch
Step 00208050 L_out=0.144 Acc=0.92 ---331328.88 ms/batch
Step 00208100 L_out=0.164 Acc=0.93 ---358875.75 ms/batch
Round 12 | epoch=11, train costTime=361.30512857437134, | total_activation_sum=25093908
Round 12 | epoch=12, current m_iou=0.6615353410497105
Round 12 | Best m_IoU is: 0.662, OA is: 0.913 | val costTime=151.67351984977722
Round 12 | ****EPOCH 12****
Step 00208150 L_out=0.142 Acc=0.90 ---24441.18 ms/batch
Step 00208200 L_out=0.067 Acc=0.94 ---51160.60 ms/batch
Step 00208250 L_out=0.150 Acc=0.92 ---80802.08 ms/batch
Step 00208300 L_out=0.094 Acc=0.90 ---107864.98 ms/batch
Step 00208350 L_out=0.322 Acc=0.94 ---135539.51 ms/batch
Step 00208400 L_out=0.062 Acc=0.89 ---162970.00 ms/batch
Step 00208450 L_out=0.098 Acc=0.87 ---190029.40 ms/batch
Step 00208500 L_out=0.131 Acc=0.93 ---216845.86 ms/batch
Step 00208550 L_out=0.051 Acc=0.90 ---246829.74 ms/batch
Step 00208600 L_out=0.045 Acc=0.93 ---274341.81 ms/batch
Step 00208650 L_out=0.026 Acc=0.95 ---304439.37 ms/batch
Step 00208700 L_out=0.123 Acc=0.88 ---331800.25 ms/batch
Step 00208750 L_out=0.010 Acc=0.95 ---360093.15 ms/batch
Round 12 | epoch=12, train costTime=371.840185880661, | total_activation_sum=25074226
Round 12 | epoch=13, current m_iou=0.6664983605120693
Round 12 | Best m_IoU is: 0.666, OA is: 0.913 | val costTime=132.96500658988953
Round 12 | ****EPOCH 13****
Step 00208800 L_out=0.169 Acc=0.97 ---15908.70 ms/batch
Step 00208850 L_out=0.085 Acc=0.91 ---41894.29 ms/batch
Step 00208900 L_out=0.080 Acc=0.95 ---68034.39 ms/batch
Step 00208950 L_out=0.162 Acc=0.93 ---97782.25 ms/batch
Step 00209000 L_out=0.037 Acc=0.93 ---124809.83 ms/batch
Step 00209050 L_out=0.247 Acc=0.95 ---153121.39 ms/batch
Step 00209100 L_out=0.240 Acc=0.88 ---182336.64 ms/batch
Step 00209150 L_out=0.072 Acc=0.93 ---209929.60 ms/batch
Step 00209200 L_out=0.172 Acc=0.94 ---237577.57 ms/batch
Step 00209250 L_out=0.359 Acc=0.92 ---264080.65 ms/batch
Step 00209300 L_out=0.168 Acc=0.86 ---290754.90 ms/batch
Step 00209350 L_out=0.080 Acc=0.88 ---318050.05 ms/batch
Step 00209400 L_out=0.148 Acc=0.92 ---344680.06 ms/batch
Round 12 | epoch=13, train costTime=365.79224729537964, | total_activation_sum=25009443
Round 12 | epoch=14, current m_iou=0.6647167462937174
Round 12 | Best m_IoU is: 0.666, OA is: 0.913 | val costTime=156.74901819229126
Round 12 | ****EPOCH 14****
Step 00209450 L_out=0.024 Acc=0.93 --- 6349.92 ms/batch
Step 00209500 L_out=0.112 Acc=0.92 ---35860.20 ms/batch
Step 00209550 L_out=0.045 Acc=0.95 ---62863.53 ms/batch
Step 00209600 L_out=0.053 Acc=0.94 ---92474.11 ms/batch
Step 00209650 L_out=0.234 Acc=0.94 ---118761.60 ms/batch
Step 00209700 L_out=0.032 Acc=0.96 ---148321.44 ms/batch
Step 00209750 L_out=0.143 Acc=0.94 ---175475.31 ms/batch
Step 00209800 L_out=0.078 Acc=0.88 ---201855.76 ms/batch
Step 00209850 L_out=0.027 Acc=0.89 ---228560.65 ms/batch
Step 00209900 L_out=0.174 Acc=0.91 ---254936.39 ms/batch
Step 00209950 L_out=0.025 Acc=0.98 ---280788.56 ms/batch
Step 00210000 L_out=0.041 Acc=0.93 ---309381.83 ms/batch
Step 00210050 L_out=0.033 Acc=0.88 ---337335.66 ms/batch
Step 00210100 L_out=0.020 Acc=0.95 ---364992.47 ms/batch
Round 12 | epoch=14, train costTime=367.75297951698303, | total_activation_sum=25062826
Round 12 | epoch=15, current m_iou=0.6610555249023079
Round 12 | Best m_IoU is: 0.666, OA is: 0.913 | val costTime=157.69747400283813
Round 12 | ****EPOCH 15****
Step 00210150 L_out=0.068 Acc=0.91 ---24959.26 ms/batch
Step 00210200 L_out=0.063 Acc=0.94 ---51143.68 ms/batch
Step 00210250 L_out=0.026 Acc=0.95 ---78706.96 ms/batch
Step 00210300 L_out=0.075 Acc=0.92 ---107319.37 ms/batch
Step 00210350 L_out=0.191 Acc=0.91 ---133837.49 ms/batch
Step 00210400 L_out=0.047 Acc=0.91 ---160493.33 ms/batch
Step 00210450 L_out=0.110 Acc=0.93 ---187965.61 ms/batch
Step 00210500 L_out=0.118 Acc=0.89 ---215682.35 ms/batch
Step 00210550 L_out=0.073 Acc=0.94 ---242279.36 ms/batch
Step 00210600 L_out=0.073 Acc=0.93 ---268649.30 ms/batch
Step 00210650 L_out=0.140 Acc=0.92 ---295179.18 ms/batch
Step 00210700 L_out=0.042 Acc=0.97 ---321874.16 ms/batch
Step 00210750 L_out=0.086 Acc=0.94 ---349367.72 ms/batch
Round 12 | epoch=15, train costTime=361.72228622436523, | total_activation_sum=25087998
Round 12 | epoch=16, current m_iou=0.6616121891178937
Round 12 | Best m_IoU is: 0.666, OA is: 0.913 | val costTime=137.08308362960815
Round 12 | ****EPOCH 16****
Step 00210800 L_out=0.081 Acc=0.91 ---12861.51 ms/batch
Step 00210850 L_out=0.035 Acc=0.90 ---35488.28 ms/batch
Step 00210900 L_out=0.189 Acc=0.93 ---58207.47 ms/batch
Step 00210950 L_out=0.116 Acc=0.91 ---80616.34 ms/batch
Step 00211000 L_out=0.105 Acc=0.94 ---103094.07 ms/batch
Step 00211050 L_out=0.081 Acc=0.94 ---125918.85 ms/batch
Step 00211100 L_out=0.101 Acc=0.90 ---148910.95 ms/batch
Step 00211150 L_out=0.028 Acc=0.97 ---171329.80 ms/batch
Step 00211200 L_out=0.106 Acc=0.92 ---193568.25 ms/batch
Step 00211250 L_out=0.037 Acc=0.92 ---215997.04 ms/batch
Step 00211300 L_out=0.154 Acc=0.89 ---238334.55 ms/batch
Step 00211350 L_out=0.063 Acc=0.94 ---261513.26 ms/batch
Step 00211400 L_out=0.074 Acc=0.94 ---284139.87 ms/batch
Round 12 | epoch=16, train costTime=301.6647777557373, | total_activation_sum=25031489
Round 12 | epoch=17, current m_iou=0.6608333800059079
Round 12 | Best m_IoU is: 0.666, OA is: 0.913 | val costTime=121.04907083511353
Round 12 | ****EPOCH 17****
Step 00211450 L_out=0.105 Acc=0.89 --- 4983.91 ms/batch
Step 00211500 L_out=0.041 Acc=0.92 ---27455.70 ms/batch
Step 00211550 L_out=0.062 Acc=0.93 ---49833.67 ms/batch
Step 00211600 L_out=0.039 Acc=0.93 ---72318.66 ms/batch
Step 00211650 L_out=0.040 Acc=0.92 ---95256.11 ms/batch
Step 00211700 L_out=0.056 Acc=0.96 ---117478.29 ms/batch
Step 00211750 L_out=0.035 Acc=0.93 ---139997.08 ms/batch
Step 00211800 L_out=0.008 Acc=0.93 ---162665.68 ms/batch
Step 00211850 L_out=0.213 Acc=0.90 ---185403.33 ms/batch
Step 00211900 L_out=0.058 Acc=0.95 ---207662.72 ms/batch
Step 00211950 L_out=0.219 Acc=0.89 ---230576.68 ms/batch
Step 00212000 L_out=0.052 Acc=0.94 ---252946.31 ms/batch
Step 00212050 L_out=0.122 Acc=0.93 ---275306.23 ms/batch
Step 00212100 L_out=0.179 Acc=0.92 ---297928.59 ms/batch
Round 12 | epoch=17, train costTime=300.6295313835144, | total_activation_sum=25026129
Round 12 | epoch=18, current m_iou=0.6600373513665613
Round 12 | Best m_IoU is: 0.666, OA is: 0.913 | val costTime=125.53916549682617
Round 12 | ****EPOCH 18****
Step 00212150 L_out=0.102 Acc=0.90 ---20975.54 ms/batch
Step 00212200 L_out=0.070 Acc=0.90 ---44269.60 ms/batch
Step 00212250 L_out=0.028 Acc=0.93 ---67546.79 ms/batch
Step 00212300 L_out=0.077 Acc=0.91 ---90946.77 ms/batch
Step 00212350 L_out=0.062 Acc=0.95 ---114297.76 ms/batch
Step 00212400 L_out=0.038 Acc=0.93 ---137560.50 ms/batch
Step 00212450 L_out=0.031 Acc=0.97 ---160658.86 ms/batch
Step 00212500 L_out=0.099 Acc=0.94 ---184041.89 ms/batch
Step 00212550 L_out=0.038 Acc=0.91 ---207438.69 ms/batch
Step 00212600 L_out=0.077 Acc=0.96 ---230738.69 ms/batch
Step 00212650 L_out=0.048 Acc=0.93 ---253975.48 ms/batch
Step 00212700 L_out=0.073 Acc=0.94 ---277414.42 ms/batch
Step 00212750 L_out=0.051 Acc=0.88 ---300651.65 ms/batch
Round 12 | epoch=18, train costTime=311.3974781036377, | total_activation_sum=25145702
Round 12 | epoch=19, current m_iou=0.6617544292389178
Round 12 | Best m_IoU is: 0.666, OA is: 0.913 | val costTime=128.62895894050598
Round 12 | ****EPOCH 19****
Step 00212800 L_out=0.029 Acc=0.96 ---12648.80 ms/batch
Step 00212850 L_out=0.063 Acc=0.90 ---36003.37 ms/batch
Step 00212900 L_out=0.319 Acc=0.90 ---59198.68 ms/batch
Step 00212950 L_out=0.029 Acc=0.92 ---82408.04 ms/batch
Step 00213000 L_out=0.148 Acc=0.96 ---105693.05 ms/batch
Step 00213050 L_out=0.043 Acc=0.89 ---128847.56 ms/batch
Step 00213100 L_out=0.088 Acc=0.95 ---152312.93 ms/batch
Step 00213150 L_out=0.412 Acc=0.91 ---175523.47 ms/batch
Step 00213200 L_out=0.050 Acc=0.95 ---198768.77 ms/batch
Step 00213250 L_out=0.085 Acc=0.96 ---221952.91 ms/batch
Step 00213300 L_out=0.128 Acc=0.90 ---245175.07 ms/batch
Step 00213350 L_out=0.148 Acc=0.92 ---268399.86 ms/batch
Step 00213400 L_out=0.131 Acc=0.94 ---291936.96 ms/batch
Round 12 | epoch=19, train costTime=310.64582872390747, | total_activation_sum=25003295
Round 12 | epoch=20, current m_iou=0.6572326495700971
Round 12 | Best m_IoU is: 0.666, OA is: 0.913 | val costTime=124.68300008773804
Round 12 | ****EPOCH 20****
Step 00213450 L_out=0.279 Acc=0.89 --- 4656.01 ms/batch
Step 00213500 L_out=0.047 Acc=0.93 ---27936.94 ms/batch
Step 00213550 L_out=0.080 Acc=0.86 ---51141.94 ms/batch
Step 00213600 L_out=0.073 Acc=0.96 ---74287.78 ms/batch
Step 00213650 L_out=0.012 Acc=0.86 ---97622.06 ms/batch
Step 00213700 L_out=0.098 Acc=0.94 ---120855.00 ms/batch
Step 00213750 L_out=0.066 Acc=0.93 ---144116.03 ms/batch
Step 00213800 L_out=0.145 Acc=0.90 ---167623.41 ms/batch
Step 00213850 L_out=0.067 Acc=0.95 ---190896.57 ms/batch
Step 00213900 L_out=0.029 Acc=0.96 ---214110.63 ms/batch
Step 00213950 L_out=0.042 Acc=0.94 ---237269.58 ms/batch
Step 00214000 L_out=0.088 Acc=0.92 ---260675.25 ms/batch
Step 00214050 L_out=0.023 Acc=0.97 ---284058.61 ms/batch
Step 00214100 L_out=0.058 Acc=0.96 ---307286.04 ms/batch
Round 12 | epoch=20, train costTime=310.4770464897156, | total_activation_sum=24979080
Round 12 | epoch=21, current m_iou=0.6527471782206737
Round 12 | Best m_IoU is: 0.666, OA is: 0.913 | val costTime=124.2179160118103
Round 12 | ****EPOCH 21****
Step 00214150 L_out=0.048 Acc=0.97 ---20168.11 ms/batch
Step 00214200 L_out=0.077 Acc=0.90 ---43347.35 ms/batch
Step 00214250 L_out=0.072 Acc=0.94 ---66695.10 ms/batch
Step 00214300 L_out=0.095 Acc=0.93 ---90058.58 ms/batch
Step 00214350 L_out=0.062 Acc=0.93 ---113304.19 ms/batch
Step 00214400 L_out=0.053 Acc=0.96 ---136538.32 ms/batch
Step 00214450 L_out=0.028 Acc=0.96 ---159909.02 ms/batch
Step 00214500 L_out=0.034 Acc=0.93 ---183196.54 ms/batch
Step 00214550 L_out=0.079 Acc=0.94 ---206439.73 ms/batch
Step 00214600 L_out=0.035 Acc=0.92 ---229767.70 ms/batch
Step 00214650 L_out=0.145 Acc=0.93 ---252910.08 ms/batch
Step 00214700 L_out=0.123 Acc=0.90 ---276058.62 ms/batch
Step 00214750 L_out=0.060 Acc=0.94 ---299340.13 ms/batch
Round 12 | epoch=21, train costTime=310.56361508369446, | total_activation_sum=24981238
Round 12 | epoch=22, current m_iou=0.6546908129902043
Round 12 | Best m_IoU is: 0.666, OA is: 0.913 | val costTime=124.51675915718079
Round 12 | ****EPOCH 22****
Step 00214800 L_out=0.049 Acc=0.98 ---12074.28 ms/batch
Step 00214850 L_out=0.050 Acc=0.94 ---35415.74 ms/batch
Step 00214900 L_out=0.126 Acc=0.88 ---58711.39 ms/batch
Step 00214950 L_out=0.047 Acc=0.95 ---81976.67 ms/batch
Step 00215000 L_out=0.018 Acc=0.87 ---105245.94 ms/batch
Step 00215050 L_out=0.089 Acc=0.87 ---128607.73 ms/batch
Step 00215100 L_out=0.068 Acc=0.89 ---151783.56 ms/batch
Step 00215150 L_out=0.097 Acc=0.94 ---175191.00 ms/batch
Step 00215200 L_out=0.090 Acc=0.95 ---198427.56 ms/batch
Step 00215250 L_out=0.031 Acc=0.96 ---221796.10 ms/batch
Step 00215300 L_out=0.092 Acc=0.98 ---245035.27 ms/batch
Step 00215350 L_out=0.037 Acc=0.94 ---268235.00 ms/batch
Step 00215400 L_out=0.085 Acc=0.91 ---291537.71 ms/batch
Round 12 | epoch=22, train costTime=310.7741780281067, | total_activation_sum=24941067
Round 12 | epoch=23, current m_iou=0.6563235173498059
Round 12 | Best m_IoU is: 0.666, OA is: 0.913 | val costTime=124.80735158920288
Round 12 | ****EPOCH 23****
Step 00215450 L_out=0.125 Acc=0.94 --- 4202.81 ms/batch
Step 00215500 L_out=0.086 Acc=0.95 ---27438.85 ms/batch
Step 00215550 L_out=0.031 Acc=0.93 ---50699.21 ms/batch
Step 00215600 L_out=0.069 Acc=0.94 ---74042.53 ms/batch
Step 00215650 L_out=0.013 Acc=0.94 ---97348.72 ms/batch
Step 00215700 L_out=0.039 Acc=0.93 ---120637.03 ms/batch
Step 00215750 L_out=0.083 Acc=0.94 ---143812.37 ms/batch
Step 00215800 L_out=0.025 Acc=0.84 ---167416.95 ms/batch
Step 00215850 L_out=0.048 Acc=0.91 ---190736.59 ms/batch
Step 00215900 L_out=0.048 Acc=0.95 ---214082.14 ms/batch
Step 00215950 L_out=0.026 Acc=0.94 ---237133.61 ms/batch
Step 00216000 L_out=0.051 Acc=0.95 ---260637.46 ms/batch
Step 00216050 L_out=0.061 Acc=0.94 ---283904.80 ms/batch
Step 00216100 L_out=0.102 Acc=0.94 ---307250.04 ms/batch
Round 12 | epoch=23, train costTime=310.9348819255829, | total_activation_sum=25175699
Round 12 | epoch=24, current m_iou=0.6608976987797314
Round 12 | Best m_IoU is: 0.666, OA is: 0.913 | val costTime=124.62544250488281
Round 12 | ****EPOCH 24****
Step 00216150 L_out=0.043 Acc=0.95 ---19529.83 ms/batch
Step 00216200 L_out=0.055 Acc=0.94 ---42963.86 ms/batch
Step 00216250 L_out=0.032 Acc=0.92 ---66178.61 ms/batch
Step 00216300 L_out=0.031 Acc=0.94 ---89520.57 ms/batch
Step 00216350 L_out=0.110 Acc=0.98 ---112911.46 ms/batch
Step 00216400 L_out=0.086 Acc=0.96 ---136168.74 ms/batch
Step 00216450 L_out=0.054 Acc=0.93 ---159358.49 ms/batch
Step 00216500 L_out=0.092 Acc=0.92 ---182609.77 ms/batch
Step 00216550 L_out=0.088 Acc=0.92 ---205865.09 ms/batch
Step 00216600 L_out=0.079 Acc=0.93 ---229252.87 ms/batch
Step 00216650 L_out=0.218 Acc=0.92 ---252477.17 ms/batch
Step 00216700 L_out=0.063 Acc=0.93 ---275693.38 ms/batch
Step 00216750 L_out=0.047 Acc=0.89 ---298943.79 ms/batch
Round 12 | epoch=24, train costTime=310.5602538585663, | total_activation_sum=25136198
Round 12 | epoch=25, current m_iou=0.6605758849555474
Round 12 | Best m_IoU is: 0.666, OA is: 0.913 | val costTime=124.57080125808716
Round 12 | ****EPOCH 25****
Step 00216800 L_out=0.167 Acc=0.91 ---11688.22 ms/batch
Step 00216850 L_out=0.082 Acc=0.88 ---34982.99 ms/batch
Step 00216900 L_out=0.060 Acc=0.96 ---58292.92 ms/batch
Step 00216950 L_out=0.247 Acc=0.88 ---81526.14 ms/batch
Step 00217000 L_out=0.047 Acc=0.93 ---104829.09 ms/batch
Step 00217050 L_out=0.011 Acc=0.94 ---127997.50 ms/batch
Step 00217100 L_out=0.124 Acc=0.85 ---151175.22 ms/batch
Step 00217150 L_out=0.052 Acc=0.94 ---174540.24 ms/batch
Step 00217200 L_out=0.099 Acc=0.96 ---197782.13 ms/batch
Step 00217250 L_out=0.038 Acc=0.94 ---221078.64 ms/batch
Step 00217300 L_out=0.127 Acc=0.92 ---244385.20 ms/batch
Step 00217350 L_out=0.140 Acc=0.93 ---267611.01 ms/batch
Step 00217400 L_out=0.072 Acc=0.96 ---290757.73 ms/batch
Round 12 | epoch=25, train costTime=310.3755578994751, | total_activation_sum=25009943
Round 12 | epoch=26, current m_iou=0.6605698732274436
Round 12 | Best m_IoU is: 0.666, OA is: 0.913 | val costTime=125.7588996887207
Round 12 | ****EPOCH 26****
Step 00217450 L_out=0.032 Acc=0.96 --- 3733.85 ms/batch
Step 00217500 L_out=0.059 Acc=0.91 ---27021.00 ms/batch
Step 00217550 L_out=0.066 Acc=0.87 ---50293.93 ms/batch
Step 00217600 L_out=0.312 Acc=0.89 ---73565.41 ms/batch
Step 00217650 L_out=0.010 Acc=0.92 ---96827.41 ms/batch
Step 00217700 L_out=0.043 Acc=0.95 ---120083.04 ms/batch
Step 00217750 L_out=0.092 Acc=0.92 ---143446.14 ms/batch
Step 00217800 L_out=0.151 Acc=0.82 ---166663.42 ms/batch
Step 00217850 L_out=0.019 Acc=0.96 ---190312.16 ms/batch
Step 00217900 L_out=0.068 Acc=0.94 ---213506.74 ms/batch
Step 00217950 L_out=0.154 Acc=0.93 ---236774.03 ms/batch
Step 00218000 L_out=0.040 Acc=0.94 ---259904.23 ms/batch
Step 00218050 L_out=0.045 Acc=0.91 ---283163.70 ms/batch
Step 00218100 L_out=0.251 Acc=0.89 ---306501.04 ms/batch
Round 12 | epoch=26, train costTime=310.66796016693115, | total_activation_sum=25101917
Round 12 | epoch=27, current m_iou=0.6607325199642066
Round 12 | Best m_IoU is: 0.666, OA is: 0.913 | val costTime=124.60461068153381
Round 12 | ****EPOCH 27****
Step 00218150 L_out=0.019 Acc=0.94 ---19148.45 ms/batch
Step 00218200 L_out=0.080 Acc=0.90 ---42275.45 ms/batch
Step 00218250 L_out=0.019 Acc=0.92 ---65577.47 ms/batch
Step 00218300 L_out=0.090 Acc=0.94 ---88850.91 ms/batch
Step 00218350 L_out=0.035 Acc=0.98 ---112067.15 ms/batch
Step 00218400 L_out=0.274 Acc=0.90 ---135315.85 ms/batch
Step 00218450 L_out=0.136 Acc=0.90 ---158495.40 ms/batch
Step 00218500 L_out=0.077 Acc=0.96 ---181917.29 ms/batch
Step 00218550 L_out=0.033 Acc=0.96 ---205197.55 ms/batch
Step 00218600 L_out=0.026 Acc=0.96 ---228408.30 ms/batch
Step 00218650 L_out=0.033 Acc=0.95 ---251679.07 ms/batch
Step 00218700 L_out=0.143 Acc=0.94 ---275132.71 ms/batch
Step 00218750 L_out=0.070 Acc=0.97 ---298465.97 ms/batch
Round 12 | epoch=27, train costTime=310.5010299682617, | total_activation_sum=25029264
Round 12 | epoch=28, current m_iou=0.6591285638854021
Round 12 | Best m_IoU is: 0.666, OA is: 0.913 | val costTime=125.3511471748352
Round 12 | ****EPOCH 28****
Step 00218800 L_out=0.110 Acc=0.93 ---11133.26 ms/batch
Step 00218850 L_out=0.172 Acc=0.94 ---34470.76 ms/batch
Step 00218900 L_out=0.118 Acc=0.92 ---57726.24 ms/batch
Step 00218950 L_out=0.120 Acc=0.96 ---80982.19 ms/batch
Step 00219000 L_out=0.065 Acc=0.95 ---104244.91 ms/batch
Step 00219050 L_out=0.028 Acc=0.86 ---127490.91 ms/batch
Step 00219100 L_out=0.124 Acc=0.96 ---150852.89 ms/batch
Step 00219150 L_out=0.142 Acc=0.86 ---174144.45 ms/batch
Step 00219200 L_out=0.060 Acc=0.95 ---197370.24 ms/batch
Step 00219250 L_out=0.086 Acc=0.92 ---220649.09 ms/batch
Step 00219300 L_out=0.013 Acc=0.94 ---243798.97 ms/batch
Step 00219350 L_out=0.099 Acc=0.89 ---267109.73 ms/batch
Step 00219400 L_out=0.130 Acc=0.95 ---290490.54 ms/batch
Round 12 | epoch=28, train costTime=310.3104991912842, | total_activation_sum=25031903
Round 12 | epoch=29, current m_iou=0.6608602253635052
Round 12 | Best m_IoU is: 0.666, OA is: 0.913 | val costTime=124.64416933059692
Round 12 | ****EPOCH 29****
Step 00219450 L_out=0.164 Acc=0.92 --- 3279.68 ms/batch
Step 00219500 L_out=0.072 Acc=0.90 ---26594.55 ms/batch
Step 00219550 L_out=0.072 Acc=0.90 ---49805.77 ms/batch
Step 00219600 L_out=0.076 Acc=0.92 ---72972.76 ms/batch
Step 00219650 L_out=0.085 Acc=0.85 ---96141.45 ms/batch
Step 00219700 L_out=0.072 Acc=0.91 ---119433.27 ms/batch
Step 00219750 L_out=0.065 Acc=0.91 ---142818.96 ms/batch
Step 00219800 L_out=0.135 Acc=0.90 ---165901.22 ms/batch
Step 00219850 L_out=0.107 Acc=0.94 ---188962.15 ms/batch
Step 00219900 L_out=0.013 Acc=0.93 ---212164.69 ms/batch
Step 00219950 L_out=0.024 Acc=0.96 ---235474.05 ms/batch
Step 00220000 L_out=0.009 Acc=0.92 ---258641.83 ms/batch
Step 00220050 L_out=0.028 Acc=0.96 ---281900.77 ms/batch
Step 00220100 L_out=0.033 Acc=0.92 ---305206.26 ms/batch
Round 12 | epoch=29, train costTime=309.8648626804352, | total_activation_sum=25012119
Round 12 | epoch=30, current m_iou=0.6612651174374494
Round 12 | Best m_IoU is: 0.666, OA is: 0.913 | val costTime=124.44792938232422
Round 12 | ****EPOCH 30****
Round 13 | ****EPOCH 0****
Step 00220150 L_out=0.319 Acc=0.85 ---23644.60 ms/batch
Step 00220200 L_out=1.300 Acc=0.58 ---50151.51 ms/batch
Step 00220250 L_out=0.380 Acc=0.80 ---76599.21 ms/batch
Step 00220300 L_out=0.345 Acc=0.76 ---103250.31 ms/batch
Step 00220350 L_out=0.796 Acc=0.90 ---129453.62 ms/batch
Step 00220400 L_out=0.137 Acc=0.87 ---156221.57 ms/batch
Step 00220450 L_out=0.268 Acc=0.96 ---184126.76 ms/batch
Step 00220500 L_out=1.018 Acc=0.82 ---211738.91 ms/batch
Step 00220550 L_out=0.202 Acc=0.92 ---239409.66 ms/batch
Step 00220600 L_out=0.064 Acc=0.94 ---266771.22 ms/batch
Step 00220650 L_out=0.100 Acc=0.88 ---291463.01 ms/batch
Step 00220700 L_out=0.354 Acc=0.88 ---319382.78 ms/batch
Step 00220750 L_out=0.093 Acc=0.90 ---346605.40 ms/batch
Round 13 | epoch=0, train costTime=363.6282377243042, | total_activation_sum=26244733
Round 13 | epoch=1, current m_iou=0.6153721897242364
Round 13 | Best m_IoU is: 0.615, OA is: 0.903 | val costTime=141.62344551086426
Round 13 | ****EPOCH 1****
Step 00220800 L_out=0.179 Acc=0.88 ---12790.23 ms/batch
Step 00220850 L_out=0.115 Acc=0.95 ---40265.09 ms/batch
Step 00220900 L_out=0.147 Acc=0.94 ---67120.79 ms/batch
Step 00220950 L_out=0.236 Acc=0.79 ---94776.71 ms/batch
Step 00221000 L_out=0.279 Acc=0.92 ---121684.95 ms/batch
Step 00221050 L_out=0.223 Acc=0.92 ---150338.04 ms/batch
Step 00221100 L_out=0.222 Acc=0.92 ---177595.71 ms/batch
Step 00221150 L_out=0.028 Acc=0.93 ---205528.23 ms/batch
Step 00221200 L_out=0.253 Acc=0.78 ---232715.87 ms/batch
Step 00221250 L_out=0.134 Acc=0.96 ---260784.67 ms/batch
Step 00221300 L_out=0.203 Acc=0.91 ---285500.02 ms/batch
Step 00221350 L_out=0.113 Acc=0.90 ---311543.42 ms/batch
Step 00221400 L_out=0.109 Acc=0.96 ---341137.55 ms/batch
Round 13 | epoch=1, train costTime=364.3893811702728, | total_activation_sum=26457923
Round 13 | epoch=2, current m_iou=0.6519413379744998
Round 13 | Best m_IoU is: 0.652, OA is: 0.908 | val costTime=140.32036185264587
Round 13 | ****EPOCH 2****
Step 00221450 L_out=0.128 Acc=0.95 --- 3304.44 ms/batch
Step 00221500 L_out=0.093 Acc=0.93 ---30879.84 ms/batch
Step 00221550 L_out=0.224 Acc=0.91 ---59203.40 ms/batch
Step 00221600 L_out=0.205 Acc=0.94 ---88079.70 ms/batch
Step 00221650 L_out=0.228 Acc=0.90 ---114748.49 ms/batch
Step 00221700 L_out=0.538 Acc=0.90 ---142225.85 ms/batch
Step 00221750 L_out=0.456 Acc=0.81 ---169646.98 ms/batch
Step 00221800 L_out=0.160 Acc=0.88 ---197590.72 ms/batch
Step 00221850 L_out=0.879 Acc=0.82 ---225208.01 ms/batch
Step 00221900 L_out=0.080 Acc=0.91 ---252577.75 ms/batch
Step 00221950 L_out=0.203 Acc=0.91 ---279543.03 ms/batch
Step 00222000 L_out=0.114 Acc=0.94 ---304989.52 ms/batch
Step 00222050 L_out=0.169 Acc=0.92 ---333373.55 ms/batch
Step 00222100 L_out=0.133 Acc=0.95 ---360386.23 ms/batch
Round 13 | epoch=2, train costTime=366.4629878997803, | total_activation_sum=26508568
Round 13 | epoch=3, current m_iou=0.6582936359179394
Round 13 | Best m_IoU is: 0.658, OA is: 0.912 | val costTime=142.44302344322205
Round 13 | ****EPOCH 3****
Step 00222150 L_out=0.205 Acc=0.92 ---20628.62 ms/batch
Step 00222200 L_out=0.080 Acc=0.96 ---47109.27 ms/batch
Step 00222250 L_out=0.026 Acc=0.90 ---73809.58 ms/batch
Step 00222300 L_out=0.101 Acc=0.94 ---100050.87 ms/batch
Step 00222350 L_out=0.076 Acc=0.96 ---126395.97 ms/batch
Step 00222400 L_out=0.105 Acc=0.90 ---154153.87 ms/batch
Step 00222450 L_out=0.054 Acc=0.87 ---181547.04 ms/batch
Step 00222500 L_out=0.090 Acc=0.90 ---209465.72 ms/batch
Step 00222550 L_out=0.280 Acc=0.87 ---237237.81 ms/batch
Step 00222600 L_out=0.097 Acc=0.93 ---265392.88 ms/batch
Step 00222650 L_out=0.258 Acc=0.89 ---290729.31 ms/batch
Step 00222700 L_out=0.082 Acc=0.95 ---320304.84 ms/batch
Step 00222750 L_out=0.286 Acc=0.91 ---348301.49 ms/batch
Round 13 | epoch=3, train costTime=362.9256076812744, | total_activation_sum=26607858
Round 13 | epoch=4, current m_iou=0.6530349592854128
Round 13 | Best m_IoU is: 0.658, OA is: 0.912 | val costTime=141.0905089378357
Round 13 | ****EPOCH 4****
Step 00222800 L_out=0.174 Acc=0.91 ---11318.37 ms/batch
Step 00222850 L_out=0.086 Acc=0.93 ---38494.73 ms/batch
Step 00222900 L_out=0.068 Acc=0.97 ---64646.84 ms/batch
Step 00222950 L_out=0.194 Acc=0.93 ---91232.22 ms/batch
Step 00223000 L_out=0.263 Acc=0.93 ---119490.57 ms/batch
Step 00223050 L_out=0.085 Acc=0.90 ---149579.19 ms/batch
Step 00223100 L_out=0.154 Acc=0.93 ---177189.93 ms/batch
Step 00223150 L_out=0.088 Acc=0.88 ---204653.41 ms/batch
Step 00223200 L_out=0.110 Acc=0.95 ---232586.81 ms/batch
Step 00223250 L_out=0.161 Acc=0.88 ---260489.12 ms/batch
Step 00223300 L_out=0.121 Acc=0.91 ---285107.70 ms/batch
Step 00223350 L_out=0.130 Acc=0.91 ---311462.83 ms/batch
Step 00223400 L_out=0.118 Acc=0.94 ---339571.89 ms/batch
Round 13 | epoch=4, train costTime=364.4567904472351, | total_activation_sum=26613438
Round 13 | epoch=5, current m_iou=0.6599842184871892
Round 13 | Best m_IoU is: 0.660, OA is: 0.912 | val costTime=141.19051837921143
Round 13 | ****EPOCH 5****
Step 00223450 L_out=0.313 Acc=0.91 --- 2976.83 ms/batch
Step 00223500 L_out=0.097 Acc=0.89 ---35244.53 ms/batch
Step 00223550 L_out=0.078 Acc=0.96 ---62178.71 ms/batch
Step 00223600 L_out=0.092 Acc=0.96 ---90559.74 ms/batch
Step 00223650 L_out=0.116 Acc=0.93 ---116855.32 ms/batch
Step 00223700 L_out=0.126 Acc=0.89 ---143857.49 ms/batch
Step 00223750 L_out=0.154 Acc=0.93 ---171738.64 ms/batch
Step 00223800 L_out=0.112 Acc=0.94 ---199097.56 ms/batch
Step 00223850 L_out=0.188 Acc=0.91 ---227255.05 ms/batch
Step 00223900 L_out=0.143 Acc=0.92 ---254733.60 ms/batch
Step 00223950 L_out=0.067 Acc=0.93 ---280600.34 ms/batch
Step 00224000 L_out=0.099 Acc=0.87 ---306760.48 ms/batch
Step 00224050 L_out=0.440 Acc=0.87 ---335176.90 ms/batch
Step 00224100 L_out=0.275 Acc=0.92 ---362793.90 ms/batch
Round 13 | epoch=5, train costTime=369.193368434906, | total_activation_sum=26675179
Round 13 | epoch=6, current m_iou=0.6566861347268074
Round 13 | Best m_IoU is: 0.660, OA is: 0.912 | val costTime=141.4023835659027
Round 13 | ****EPOCH 6****
Step 00224150 L_out=0.575 Acc=0.94 ---21097.86 ms/batch
Step 00224200 L_out=0.029 Acc=0.91 ---48370.94 ms/batch
Step 00224250 L_out=0.066 Acc=0.94 ---78449.03 ms/batch
Step 00224300 L_out=0.054 Acc=0.95 ---106205.18 ms/batch
Step 00224350 L_out=0.125 Acc=0.92 ---133967.47 ms/batch
Step 00224400 L_out=0.086 Acc=0.89 ---161812.05 ms/batch
Step 00224450 L_out=0.114 Acc=0.95 ---189091.01 ms/batch
Step 00224500 L_out=0.045 Acc=0.93 ---216684.76 ms/batch
Step 00224550 L_out=0.078 Acc=0.91 ---244346.88 ms/batch
Step 00224600 L_out=0.177 Acc=0.91 ---271649.57 ms/batch
Step 00224650 L_out=0.116 Acc=0.91 ---295880.93 ms/batch
Step 00224700 L_out=0.050 Acc=0.88 ---322426.61 ms/batch
Step 00224750 L_out=0.226 Acc=0.90 ---348869.09 ms/batch
Round 13 | epoch=6, train costTime=364.3133478164673, | total_activation_sum=26466461
Round 13 | epoch=7, current m_iou=0.6632625877130628
Round 13 | Best m_IoU is: 0.663, OA is: 0.913 | val costTime=141.41086387634277
Round 13 | ****EPOCH 7****
Step 00224800 L_out=0.078 Acc=0.90 ---12648.80 ms/batch
Step 00224850 L_out=0.156 Acc=0.91 ---40177.13 ms/batch
Step 00224900 L_out=0.080 Acc=0.92 ---66817.31 ms/batch
Step 00224950 L_out=0.140 Acc=0.91 ---92969.89 ms/batch
Step 00225000 L_out=0.405 Acc=0.81 ---119666.90 ms/batch
Step 00225050 L_out=0.070 Acc=0.97 ---146573.74 ms/batch
Step 00225100 L_out=0.112 Acc=0.89 ---174589.33 ms/batch
Step 00225150 L_out=0.086 Acc=0.88 ---202107.20 ms/batch
Step 00225200 L_out=0.206 Acc=0.91 ---229022.02 ms/batch
Step 00225250 L_out=0.350 Acc=0.89 ---256978.43 ms/batch
Step 00225300 L_out=0.164 Acc=0.89 ---281836.29 ms/batch
Step 00225350 L_out=0.095 Acc=0.90 ---309251.15 ms/batch
Step 00225400 L_out=0.099 Acc=0.92 ---335552.89 ms/batch
Round 13 | epoch=7, train costTime=359.63721466064453, | total_activation_sum=26448205
Round 13 | epoch=8, current m_iou=0.6641689284555294
Round 13 | Best m_IoU is: 0.664, OA is: 0.914 | val costTime=140.9980673789978
Round 13 | ****EPOCH 8****
Step 00225450 L_out=0.021 Acc=0.95 --- 2169.70 ms/batch
Step 00225500 L_out=0.254 Acc=0.90 ---30755.75 ms/batch
Step 00225550 L_out=0.237 Acc=0.94 ---61157.30 ms/batch
Step 00225600 L_out=0.027 Acc=0.94 ---88128.60 ms/batch
Step 00225650 L_out=0.236 Acc=0.90 ---116531.20 ms/batch
Step 00225700 L_out=0.217 Acc=0.78 ---143574.52 ms/batch
Step 00225750 L_out=0.050 Acc=0.94 ---170758.98 ms/batch
Step 00225800 L_out=0.019 Acc=0.97 ---198249.52 ms/batch
Step 00225850 L_out=0.089 Acc=0.94 ---226001.86 ms/batch
Step 00225900 L_out=0.044 Acc=0.94 ---254026.20 ms/batch
Step 00225950 L_out=0.018 Acc=0.96 ---279994.96 ms/batch
Step 00226000 L_out=0.098 Acc=0.90 ---308113.04 ms/batch
Step 00226050 L_out=0.204 Acc=0.94 ---337210.99 ms/batch
Step 00226100 L_out=0.083 Acc=0.95 ---363786.15 ms/batch
Round 13 | epoch=8, train costTime=370.45812368392944, | total_activation_sum=26617121
Round 13 | epoch=9, current m_iou=0.6664338580306044
Round 13 | Best m_IoU is: 0.666, OA is: 0.915 | val costTime=142.13224244117737
Round 13 | ****EPOCH 9****
Step 00226150 L_out=0.047 Acc=0.95 ---20395.68 ms/batch
Step 00226200 L_out=0.142 Acc=0.95 ---48585.78 ms/batch
Step 00226250 L_out=0.146 Acc=0.95 ---78989.99 ms/batch
Step 00226300 L_out=0.092 Acc=0.86 ---105492.32 ms/batch
Step 00226350 L_out=0.106 Acc=0.94 ---133880.20 ms/batch
Step 00226400 L_out=0.211 Acc=0.86 ---160827.98 ms/batch
Step 00226450 L_out=0.445 Acc=0.90 ---188535.80 ms/batch
Step 00226500 L_out=0.070 Acc=0.87 ---216463.83 ms/batch
Step 00226550 L_out=0.048 Acc=0.94 ---244141.17 ms/batch
Step 00226600 L_out=0.093 Acc=0.93 ---271039.24 ms/batch
Step 00226650 L_out=0.126 Acc=0.90 ---296859.79 ms/batch
Step 00226700 L_out=0.051 Acc=0.92 ---323170.10 ms/batch
Step 00226750 L_out=0.071 Acc=0.93 ---349390.85 ms/batch
Round 13 | epoch=9, train costTime=365.17308139801025, | total_activation_sum=26508668
Round 13 | epoch=10, current m_iou=0.6596799165382677
Round 13 | Best m_IoU is: 0.666, OA is: 0.915 | val costTime=140.86583375930786
Round 13 | ****EPOCH 10****
Step 00226800 L_out=0.108 Acc=0.92 ---10753.22 ms/batch
Step 00226850 L_out=0.061 Acc=0.94 ---38383.00 ms/batch
Step 00226900 L_out=0.123 Acc=0.95 ---65447.96 ms/batch
Step 00226950 L_out=0.110 Acc=0.93 ---92580.24 ms/batch
Step 00227000 L_out=0.211 Acc=0.94 ---121952.02 ms/batch
Step 00227050 L_out=0.081 Acc=0.89 ---149259.10 ms/batch
Step 00227100 L_out=0.157 Acc=0.94 ---177297.99 ms/batch
Step 00227150 L_out=0.088 Acc=0.97 ---205192.20 ms/batch
Step 00227200 L_out=0.036 Acc=0.97 ---232860.71 ms/batch
Step 00227250 L_out=0.147 Acc=0.88 ---260451.94 ms/batch
Step 00227300 L_out=0.159 Acc=0.93 ---284936.08 ms/batch
Step 00227350 L_out=0.137 Acc=0.88 ---314278.18 ms/batch
Step 00227400 L_out=0.225 Acc=0.92 ---340861.67 ms/batch
Round 13 | epoch=10, train costTime=365.76769828796387, | total_activation_sum=26502480
Round 13 | epoch=11, current m_iou=0.6552156373148978
Round 13 | Best m_IoU is: 0.666, OA is: 0.915 | val costTime=141.1102967262268
Round 13 | ****EPOCH 11****
Step 00227450 L_out=0.091 Acc=0.95 --- 1549.52 ms/batch
Step 00227500 L_out=0.090 Acc=0.89 ---28072.84 ms/batch
Step 00227550 L_out=0.143 Acc=0.95 ---54499.78 ms/batch
Step 00227600 L_out=0.061 Acc=0.95 ---82163.94 ms/batch
Step 00227650 L_out=0.192 Acc=0.83 ---111576.21 ms/batch
Step 00227700 L_out=0.096 Acc=0.90 ---141012.35 ms/batch
Step 00227750 L_out=0.159 Acc=0.94 ---168988.79 ms/batch
Step 00227800 L_out=0.238 Acc=0.79 ---196975.25 ms/batch
Step 00227850 L_out=0.246 Acc=0.91 ---224663.48 ms/batch
Step 00227900 L_out=0.048 Acc=0.91 ---252554.14 ms/batch
Step 00227950 L_out=0.069 Acc=0.88 ---277671.37 ms/batch
Step 00228000 L_out=0.066 Acc=0.97 ---303863.79 ms/batch
Step 00228050 L_out=0.068 Acc=0.93 ---330133.73 ms/batch
Step 00228100 L_out=0.210 Acc=0.83 ---357850.11 ms/batch
Round 13 | epoch=11, train costTime=365.7371370792389, | total_activation_sum=26622542
Round 13 | epoch=12, current m_iou=0.6638822706576369
Round 13 | Best m_IoU is: 0.666, OA is: 0.915 | val costTime=141.03032302856445
Round 13 | ****EPOCH 12****
Step 00228150 L_out=0.067 Acc=0.95 ---19054.37 ms/batch
Step 00228200 L_out=0.127 Acc=0.96 ---45192.53 ms/batch
Step 00228250 L_out=2.116 Acc=0.91 ---72078.24 ms/batch
Step 00228300 L_out=0.163 Acc=0.91 ---98911.62 ms/batch
Step 00228350 L_out=0.145 Acc=0.87 ---128318.27 ms/batch
Step 00228400 L_out=0.121 Acc=0.92 ---156590.62 ms/batch
Step 00228450 L_out=0.207 Acc=0.88 ---184053.64 ms/batch
Step 00228500 L_out=0.118 Acc=0.93 ---211814.42 ms/batch
Step 00228550 L_out=0.119 Acc=0.94 ---239119.06 ms/batch
Step 00228600 L_out=0.086 Acc=0.87 ---265908.31 ms/batch
Step 00228650 L_out=0.084 Acc=0.94 ---293750.35 ms/batch
Step 00228700 L_out=0.059 Acc=0.96 ---320484.05 ms/batch
Step 00228750 L_out=0.041 Acc=0.94 ---347287.40 ms/batch
Round 13 | epoch=12, train costTime=364.5191230773926, | total_activation_sum=26630521
Round 13 | epoch=13, current m_iou=0.6643907064961007
Round 13 | Best m_IoU is: 0.666, OA is: 0.915 | val costTime=141.12299513816833
Round 13 | ****EPOCH 13****
Step 00228800 L_out=0.169 Acc=0.95 ---11435.42 ms/batch
Step 00228850 L_out=0.109 Acc=0.92 ---38239.41 ms/batch
Step 00228900 L_out=0.068 Acc=0.90 ---65892.27 ms/batch
Step 00228950 L_out=0.112 Acc=0.92 ---92593.77 ms/batch
Step 00229000 L_out=0.189 Acc=0.93 ---119063.79 ms/batch
Step 00229050 L_out=0.079 Acc=0.88 ---145746.48 ms/batch
Step 00229100 L_out=0.155 Acc=0.91 ---173272.28 ms/batch
Step 00229150 L_out=0.029 Acc=0.92 ---201046.60 ms/batch
Step 00229200 L_out=0.029 Acc=0.93 ---228644.02 ms/batch
Step 00229250 L_out=0.237 Acc=0.93 ---256258.86 ms/batch
Step 00229300 L_out=0.039 Acc=0.92 ---280662.32 ms/batch
Step 00229350 L_out=0.244 Acc=0.94 ---308568.76 ms/batch
Step 00229400 L_out=0.057 Acc=0.96 ---335718.73 ms/batch
Round 13 | epoch=13, train costTime=363.0410256385803, | total_activation_sum=26595105
Round 13 | epoch=14, current m_iou=0.6637924323920632
Round 13 | Best m_IoU is: 0.666, OA is: 0.915 | val costTime=140.8520336151123
Round 13 | ****EPOCH 14****
Step 00229450 L_out=0.164 Acc=0.92 --- 1279.80 ms/batch
Step 00229500 L_out=0.024 Acc=0.91 ---29706.02 ms/batch
Step 00229550 L_out=0.275 Acc=0.86 ---57249.07 ms/batch
Step 00229600 L_out=0.060 Acc=0.81 ---85055.89 ms/batch
Step 00229650 L_out=0.152 Acc=0.93 ---112408.12 ms/batch
Step 00229700 L_out=0.023 Acc=0.96 ---141972.42 ms/batch
Step 00229750 L_out=0.115 Acc=0.93 ---169946.05 ms/batch
Step 00229800 L_out=0.107 Acc=0.93 ---197250.43 ms/batch
Step 00229850 L_out=0.122 Acc=0.90 ---224617.40 ms/batch
Step 00229900 L_out=0.130 Acc=0.93 ---252559.33 ms/batch
Step 00229950 L_out=0.393 Acc=0.92 ---277788.70 ms/batch
Step 00230000 L_out=0.135 Acc=0.94 ---304002.19 ms/batch
Step 00230050 L_out=0.364 Acc=0.89 ---331024.09 ms/batch
Step 00230100 L_out=0.127 Acc=0.89 ---357255.27 ms/batch
Round 13 | epoch=14, train costTime=365.0485713481903, | total_activation_sum=26299841
Round 13 | epoch=15, current m_iou=0.6584288046427638
Round 13 | Best m_IoU is: 0.666, OA is: 0.915 | val costTime=140.95752549171448
Round 13 | ****EPOCH 15****
Step 00230150 L_out=0.149 Acc=0.95 ---20516.82 ms/batch
Step 00230200 L_out=0.057 Acc=0.93 ---46804.25 ms/batch
Step 00230250 L_out=0.146 Acc=0.92 ---73046.15 ms/batch
Step 00230300 L_out=0.081 Acc=0.90 ---100322.29 ms/batch
Step 00230350 L_out=0.083 Acc=0.93 ---126612.43 ms/batch
Step 00230400 L_out=0.021 Acc=0.94 ---153960.43 ms/batch
Step 00230450 L_out=0.074 Acc=0.96 ---181417.63 ms/batch
Step 00230500 L_out=0.123 Acc=0.91 ---209272.86 ms/batch
Step 00230550 L_out=0.310 Acc=0.88 ---237065.31 ms/batch
Step 00230600 L_out=0.089 Acc=0.91 ---263612.52 ms/batch
Step 00230650 L_out=0.046 Acc=0.89 ---290363.70 ms/batch
Step 00230700 L_out=0.062 Acc=0.90 ---319264.06 ms/batch
Step 00230750 L_out=0.151 Acc=0.86 ---345715.48 ms/batch
Round 13 | epoch=15, train costTime=363.0863902568817, | total_activation_sum=26783663
Round 13 | epoch=16, current m_iou=0.6549387065824417
Round 13 | Best m_IoU is: 0.666, OA is: 0.915 | val costTime=140.52495455741882
Round 13 | ****EPOCH 16****
Step 00230800 L_out=0.089 Acc=0.92 --- 9981.16 ms/batch
Step 00230850 L_out=0.122 Acc=0.96 ---42103.82 ms/batch
Step 00230900 L_out=0.251 Acc=0.89 ---72464.05 ms/batch
Step 00230950 L_out=0.045 Acc=0.93 ---99119.41 ms/batch
Step 00231000 L_out=0.092 Acc=0.92 ---126904.23 ms/batch
Step 00231050 L_out=0.174 Acc=0.91 ---154325.46 ms/batch
Step 00231100 L_out=0.142 Acc=0.89 ---181950.75 ms/batch
Step 00231150 L_out=0.074 Acc=0.89 ---209273.15 ms/batch
Step 00231200 L_out=0.078 Acc=0.96 ---237176.07 ms/batch
Step 00231250 L_out=0.052 Acc=0.94 ---264511.32 ms/batch
Step 00231300 L_out=0.028 Acc=0.94 ---289488.03 ms/batch
Step 00231350 L_out=0.309 Acc=0.93 ---320040.47 ms/batch
Step 00231400 L_out=0.061 Acc=0.98 ---346362.83 ms/batch
Round 13 | epoch=16, train costTime=373.12754011154175, | total_activation_sum=26339649
Round 13 | epoch=17, current m_iou=0.6575711016956783
Round 13 | Best m_IoU is: 0.666, OA is: 0.915 | val costTime=140.80775380134583
Round 13 | ****EPOCH 17****
Step 00231450 L_out=0.046 Acc=0.94 ---  707.00 ms/batch
Step 00231500 L_out=0.034 Acc=0.93 ---28142.31 ms/batch
Step 00231550 L_out=0.064 Acc=0.84 ---54657.74 ms/batch
Step 00231600 L_out=0.070 Acc=0.89 ---81259.84 ms/batch
Step 00231650 L_out=0.092 Acc=0.91 ---107761.47 ms/batch
Step 00231700 L_out=0.048 Acc=0.93 ---134552.74 ms/batch
Step 00231750 L_out=0.098 Acc=0.94 ---162577.13 ms/batch
Step 00231800 L_out=0.034 Acc=0.93 ---189885.51 ms/batch
Step 00231850 L_out=0.110 Acc=0.90 ---217300.52 ms/batch
Step 00231900 L_out=0.214 Acc=0.93 ---244973.89 ms/batch
Step 00231950 L_out=0.053 Acc=0.95 ---269590.05 ms/batch
Step 00232000 L_out=0.069 Acc=0.95 ---298554.40 ms/batch
Step 00232050 L_out=0.260 Acc=0.93 ---324728.08 ms/batch
Step 00232100 L_out=0.035 Acc=0.88 ---351875.76 ms/batch
Round 13 | epoch=17, train costTime=361.6309061050415, | total_activation_sum=26597050
Round 13 | epoch=18, current m_iou=0.6614817018053374
Round 13 | Best m_IoU is: 0.666, OA is: 0.915 | val costTime=140.78402090072632
Round 13 | ****EPOCH 18****
Step 00232150 L_out=0.123 Acc=0.87 ---18358.26 ms/batch
Step 00232200 L_out=0.113 Acc=0.85 ---48369.23 ms/batch
Step 00232250 L_out=0.015 Acc=0.94 ---76728.29 ms/batch
Step 00232300 L_out=0.081 Acc=0.93 ---102902.58 ms/batch
Step 00232350 L_out=0.054 Acc=0.94 ---129681.69 ms/batch
Step 00232400 L_out=0.025 Acc=0.93 ---156961.87 ms/batch
Step 00232450 L_out=0.030 Acc=0.94 ---184795.48 ms/batch
Step 00232500 L_out=0.057 Acc=0.94 ---212405.97 ms/batch
Step 00232550 L_out=0.141 Acc=0.90 ---239678.59 ms/batch
Step 00232600 L_out=0.077 Acc=0.89 ---266325.61 ms/batch
Step 00232650 L_out=0.105 Acc=0.96 ---293153.05 ms/batch
Step 00232700 L_out=0.025 Acc=0.97 ---325242.34 ms/batch
Step 00232750 L_out=0.080 Acc=0.91 ---355016.01 ms/batch
Round 13 | epoch=18, train costTime=373.43530654907227, | total_activation_sum=26667315
Round 13 | epoch=19, current m_iou=0.664468442680604
Round 13 | Best m_IoU is: 0.666, OA is: 0.915 | val costTime=140.32369184494019
Round 13 | ****EPOCH 19****
Step 00232800 L_out=0.080 Acc=0.92 --- 9673.43 ms/batch
Step 00232850 L_out=0.146 Acc=0.94 ---39618.95 ms/batch
Step 00232900 L_out=0.119 Acc=0.92 ---68768.03 ms/batch
Step 00232950 L_out=0.027 Acc=0.96 ---97676.68 ms/batch
Step 00233000 L_out=0.273 Acc=0.94 ---126584.02 ms/batch
Step 00233050 L_out=0.013 Acc=0.93 ---154457.36 ms/batch
Step 00233100 L_out=0.201 Acc=0.97 ---182397.98 ms/batch
Step 00233150 L_out=0.109 Acc=0.93 ---210238.36 ms/batch
Step 00233200 L_out=0.084 Acc=0.93 ---237912.95 ms/batch
Step 00233250 L_out=0.522 Acc=0.88 ---265799.84 ms/batch
Step 00233300 L_out=0.069 Acc=0.94 ---290141.85 ms/batch
Step 00233350 L_out=0.123 Acc=0.88 ---316635.42 ms/batch
Step 00233400 L_out=0.035 Acc=0.89 ---343132.75 ms/batch
Step 00233450 L_out=0.105 Acc=0.91 ---369768.40 ms/batch
Round 13 | epoch=19, train costTime=369.76852464675903, | total_activation_sum=26448874
Round 13 | epoch=20, current m_iou=0.6648742222271933
Round 13 | Best m_IoU is: 0.666, OA is: 0.915 | val costTime=141.1363492012024
Round 13 | ****EPOCH 20****
Step 00233500 L_out=0.302 Acc=0.76 ---25974.69 ms/batch
Step 00233550 L_out=0.067 Acc=0.96 ---53857.99 ms/batch
Step 00233600 L_out=0.180 Acc=0.87 ---80843.19 ms/batch
Step 00233650 L_out=0.037 Acc=0.92 ---107195.89 ms/batch
Step 00233700 L_out=0.093 Acc=0.97 ---133988.87 ms/batch
Step 00233750 L_out=0.156 Acc=0.89 ---161688.53 ms/batch
Step 00233800 L_out=0.071 Acc=0.94 ---189646.89 ms/batch
Step 00233850 L_out=0.161 Acc=0.93 ---217069.23 ms/batch
Step 00233900 L_out=0.116 Acc=0.96 ---245149.56 ms/batch
Step 00233950 L_out=0.044 Acc=0.92 ---269844.30 ms/batch
Step 00234000 L_out=0.062 Acc=0.94 ---299369.77 ms/batch
Step 00234050 L_out=0.130 Acc=0.90 ---326452.31 ms/batch
Step 00234100 L_out=0.115 Acc=0.89 ---352839.64 ms/batch
Round 13 | epoch=20, train costTime=361.7471489906311, | total_activation_sum=26610086
Round 13 | epoch=21, current m_iou=0.6668674020256864
Round 13 | Best m_IoU is: 0.667, OA is: 0.913 | val costTime=141.26145339012146
Round 13 | ****EPOCH 21****
Step 00234150 L_out=0.141 Acc=0.93 ---19844.43 ms/batch
Step 00234200 L_out=0.102 Acc=0.91 ---48593.24 ms/batch
Step 00234250 L_out=0.104 Acc=0.89 ---76349.81 ms/batch
Step 00234300 L_out=0.057 Acc=0.97 ---103783.44 ms/batch
Step 00234350 L_out=0.177 Acc=0.93 ---132441.76 ms/batch
Step 00234400 L_out=0.061 Acc=0.98 ---160115.40 ms/batch
Step 00234450 L_out=0.108 Acc=0.95 ---188110.39 ms/batch
Step 00234500 L_out=0.054 Acc=0.89 ---216178.32 ms/batch
Step 00234550 L_out=0.087 Acc=0.93 ---244028.83 ms/batch
Step 00234600 L_out=0.020 Acc=0.95 ---269547.32 ms/batch
Step 00234650 L_out=0.043 Acc=0.91 ---295761.26 ms/batch
Step 00234700 L_out=0.152 Acc=0.94 ---322752.46 ms/batch
Step 00234750 L_out=0.204 Acc=0.88 ---350619.30 ms/batch
Round 13 | epoch=21, train costTime=369.1147401332855, | total_activation_sum=26388751
Round 13 | epoch=22, current m_iou=0.661860146951947
Round 13 | Best m_IoU is: 0.667, OA is: 0.913 | val costTime=141.04200291633606
Round 13 | ****EPOCH 22****
Step 00234800 L_out=0.078 Acc=0.87 --- 8784.45 ms/batch
Step 00234850 L_out=0.365 Acc=0.84 ---35596.52 ms/batch
Step 00234900 L_out=0.106 Acc=0.93 ---62736.49 ms/batch
Step 00234950 L_out=0.032 Acc=0.91 ---92459.23 ms/batch
Step 00235000 L_out=0.045 Acc=0.96 ---118920.08 ms/batch
Step 00235050 L_out=0.100 Acc=0.80 ---146100.76 ms/batch
Step 00235100 L_out=0.158 Acc=0.91 ---173761.90 ms/batch
Step 00235150 L_out=0.088 Acc=0.90 ---201518.78 ms/batch
Step 00235200 L_out=0.109 Acc=0.92 ---229452.85 ms/batch
Step 00235250 L_out=0.129 Acc=0.88 ---256420.99 ms/batch
Step 00235300 L_out=0.062 Acc=0.92 ---282275.52 ms/batch
Step 00235350 L_out=0.164 Acc=0.88 ---311800.75 ms/batch
Step 00235400 L_out=0.077 Acc=0.95 ---338202.67 ms/batch
Step 00235450 L_out=0.035 Acc=0.93 ---365281.01 ms/batch
Round 13 | epoch=22, train costTime=365.8207573890686, | total_activation_sum=26617957
Round 13 | epoch=23, current m_iou=0.6605385482767268
Round 13 | Best m_IoU is: 0.667, OA is: 0.913 | val costTime=140.13120555877686
Round 13 | ****EPOCH 23****
Step 00235500 L_out=0.098 Acc=0.95 ---26547.23 ms/batch
Step 00235550 L_out=0.087 Acc=0.89 ---54796.07 ms/batch
Step 00235600 L_out=0.026 Acc=0.95 ---81290.43 ms/batch
Step 00235650 L_out=0.114 Acc=0.92 ---108120.82 ms/batch
Step 00235700 L_out=0.034 Acc=0.91 ---134757.98 ms/batch
Step 00235750 L_out=0.061 Acc=0.91 ---162505.12 ms/batch
Step 00235800 L_out=0.038 Acc=0.96 ---190537.80 ms/batch
Step 00235850 L_out=0.025 Acc=0.95 ---217631.76 ms/batch
Step 00235900 L_out=0.061 Acc=0.95 ---245454.42 ms/batch
Step 00235950 L_out=0.062 Acc=0.94 ---269755.48 ms/batch
Step 00236000 L_out=0.036 Acc=0.95 ---296216.47 ms/batch
Step 00236050 L_out=0.053 Acc=0.90 ---323670.15 ms/batch
Step 00236100 L_out=0.089 Acc=0.93 ---350756.16 ms/batch
Round 13 | epoch=23, train costTime=360.1996715068817, | total_activation_sum=26577044
Round 13 | epoch=24, current m_iou=0.6649341830006721
Round 13 | Best m_IoU is: 0.667, OA is: 0.913 | val costTime=141.32088565826416
Round 13 | ****EPOCH 24****
Step 00236150 L_out=0.043 Acc=0.93 ---18409.01 ms/batch
Step 00236200 L_out=0.042 Acc=0.89 ---44579.47 ms/batch
Step 00236250 L_out=0.097 Acc=0.93 ---71331.72 ms/batch
Step 00236300 L_out=0.068 Acc=0.93 ---98078.96 ms/batch
Step 00236350 L_out=0.070 Acc=0.92 ---125275.97 ms/batch
Step 00236400 L_out=0.081 Acc=0.92 ---153580.82 ms/batch
Step 00236450 L_out=0.031 Acc=0.97 ---181075.37 ms/batch
Step 00236500 L_out=0.060 Acc=0.92 ---209137.23 ms/batch
Step 00236550 L_out=0.011 Acc=0.94 ---236364.52 ms/batch
Step 00236600 L_out=0.063 Acc=0.95 ---261425.24 ms/batch
Step 00236650 L_out=0.058 Acc=0.94 ---287464.42 ms/batch
Step 00236700 L_out=0.386 Acc=0.88 ---314169.43 ms/batch
Step 00236750 L_out=0.017 Acc=0.97 ---340319.62 ms/batch
Round 13 | epoch=24, train costTime=360.33866786956787, | total_activation_sum=26424508
Round 13 | epoch=25, current m_iou=0.6673837347597916
Round 13 | Best m_IoU is: 0.667, OA is: 0.915 | val costTime=141.44934153556824
Round 13 | ****EPOCH 25****
Step 00236800 L_out=0.038 Acc=0.84 --- 7842.24 ms/batch
Step 00236850 L_out=0.037 Acc=0.95 ---37926.12 ms/batch
Step 00236900 L_out=0.052 Acc=0.95 ---64736.55 ms/batch
Step 00236950 L_out=0.062 Acc=0.96 ---93713.03 ms/batch
Step 00237000 L_out=0.041 Acc=0.91 ---121145.58 ms/batch
Step 00237050 L_out=0.046 Acc=0.95 ---149795.58 ms/batch
Step 00237100 L_out=0.174 Acc=0.92 ---177502.03 ms/batch
Step 00237150 L_out=0.087 Acc=0.86 ---204964.33 ms/batch
Step 00237200 L_out=0.050 Acc=0.92 ---232268.70 ms/batch
Step 00237250 L_out=0.134 Acc=0.94 ---258964.04 ms/batch
Step 00237300 L_out=0.080 Acc=0.94 ---281711.09 ms/batch
Step 00237350 L_out=0.054 Acc=0.92 ---304546.16 ms/batch
Step 00237400 L_out=0.039 Acc=0.93 ---327129.67 ms/batch
Step 00237450 L_out=0.130 Acc=0.90 ---349642.67 ms/batch
Round 13 | epoch=25, train costTime=350.517573595047, | total_activation_sum=26618062
Round 13 | epoch=26, current m_iou=0.6677120578103297
Round 13 | Best m_IoU is: 0.668, OA is: 0.915 | val costTime=120.31933927536011
Round 13 | ****EPOCH 26****
Step 00237500 L_out=0.016 Acc=0.90 ---21604.86 ms/batch
Step 00237550 L_out=0.132 Acc=0.95 ---44119.05 ms/batch
Step 00237600 L_out=0.008 Acc=0.94 ---66717.33 ms/batch
Step 00237650 L_out=0.171 Acc=0.90 ---89739.53 ms/batch
Step 00237700 L_out=0.090 Acc=0.94 ---112107.55 ms/batch
Step 00237750 L_out=0.135 Acc=0.89 ---134566.70 ms/batch
Step 00237800 L_out=0.047 Acc=0.93 ---157052.02 ms/batch
Step 00237850 L_out=0.040 Acc=0.91 ---179434.82 ms/batch
Step 00237900 L_out=0.043 Acc=0.87 ---201888.33 ms/batch
Step 00237950 L_out=0.027 Acc=0.93 ---224376.16 ms/batch
Step 00238000 L_out=0.080 Acc=0.93 ---246678.89 ms/batch
Step 00238050 L_out=0.098 Acc=0.91 ---268983.55 ms/batch
Step 00238100 L_out=0.282 Acc=0.93 ---291565.15 ms/batch
Round 13 | epoch=26, train costTime=300.032901763916, | total_activation_sum=26385180
Round 13 | epoch=27, current m_iou=0.667942496509952
Round 13 | Best m_IoU is: 0.668, OA is: 0.915 | val costTime=121.39341616630554
Round 13 | ****EPOCH 27****
Step 00238150 L_out=0.026 Acc=0.84 ---13771.91 ms/batch
Step 00238200 L_out=0.049 Acc=0.94 ---36107.40 ms/batch
Step 00238250 L_out=0.015 Acc=0.88 ---59086.66 ms/batch
Step 00238300 L_out=0.022 Acc=0.96 ---81417.62 ms/batch
Step 00238350 L_out=0.014 Acc=0.97 ---103987.71 ms/batch
Step 00238400 L_out=0.087 Acc=0.87 ---126455.29 ms/batch
Step 00238450 L_out=0.063 Acc=0.92 ---149113.50 ms/batch
Step 00238500 L_out=0.024 Acc=0.93 ---172543.32 ms/batch
Step 00238550 L_out=0.163 Acc=0.94 ---196065.12 ms/batch
Step 00238600 L_out=0.041 Acc=0.94 ---219580.89 ms/batch
Step 00238650 L_out=0.075 Acc=0.91 ---243081.71 ms/batch
Step 00238700 L_out=0.062 Acc=0.95 ---266404.85 ms/batch
Step 00238750 L_out=0.063 Acc=0.96 ---289739.65 ms/batch
Round 13 | epoch=27, train costTime=306.2689549922943, | total_activation_sum=26681836
Round 13 | epoch=28, current m_iou=0.6687315502932976
Round 13 | Best m_IoU is: 0.669, OA is: 0.916 | val costTime=123.48079872131348
Round 13 | ****EPOCH 28****
Step 00238800 L_out=0.021 Acc=0.90 --- 6443.65 ms/batch
Step 00238850 L_out=0.129 Acc=0.88 ---29761.69 ms/batch
Step 00238900 L_out=0.057 Acc=0.95 ---53202.48 ms/batch
Step 00238950 L_out=0.042 Acc=0.93 ---76412.62 ms/batch
Step 00239000 L_out=0.067 Acc=0.94 ---99739.10 ms/batch
Step 00239050 L_out=0.055 Acc=0.93 ---122989.09 ms/batch
Step 00239100 L_out=0.034 Acc=0.92 ---146241.43 ms/batch
Step 00239150 L_out=0.106 Acc=0.92 ---169610.25 ms/batch
Step 00239200 L_out=0.043 Acc=0.95 ---192944.98 ms/batch
Step 00239250 L_out=0.115 Acc=0.95 ---216220.42 ms/batch
Step 00239300 L_out=0.032 Acc=0.92 ---239365.83 ms/batch
Step 00239350 L_out=0.022 Acc=0.94 ---262727.17 ms/batch
Step 00239400 L_out=0.085 Acc=0.90 ---285889.31 ms/batch
Step 00239450 L_out=0.072 Acc=0.94 ---309394.47 ms/batch
Round 13 | epoch=28, train costTime=310.7619459629059, | total_activation_sum=26535338
Round 13 | epoch=29, current m_iou=0.6682581844824741
Round 13 | Best m_IoU is: 0.669, OA is: 0.916 | val costTime=123.2809407711029
Round 13 | ****EPOCH 29****
Step 00239500 L_out=0.084 Acc=0.91 ---21959.08 ms/batch
Step 00239550 L_out=0.092 Acc=0.95 ---45415.25 ms/batch
Step 00239600 L_out=0.014 Acc=0.95 ---68649.28 ms/batch
Step 00239650 L_out=0.050 Acc=0.91 ---91837.58 ms/batch
Step 00239700 L_out=0.129 Acc=0.90 ---115187.94 ms/batch
Step 00239750 L_out=0.026 Acc=0.94 ---138587.86 ms/batch
Step 00239800 L_out=0.030 Acc=0.95 ---161797.76 ms/batch
Step 00239850 L_out=0.018 Acc=0.95 ---184881.86 ms/batch
Step 00239900 L_out=0.038 Acc=0.96 ---208425.49 ms/batch
Step 00239950 L_out=0.112 Acc=0.85 ---231772.15 ms/batch
Step 00240000 L_out=0.043 Acc=0.93 ---254895.78 ms/batch
Step 00240050 L_out=0.029 Acc=0.91 ---278170.44 ms/batch
Step 00240100 L_out=0.117 Acc=0.91 ---301488.35 ms/batch
Round 13 | epoch=29, train costTime=310.8004126548767, | total_activation_sum=26432721
Round 13 | epoch=30, current m_iou=0.6678504757646617
Round 13 | Best m_IoU is: 0.669, OA is: 0.916 | val costTime=123.20588707923889
Round 13 | ****EPOCH 30****
Round 14 | ****EPOCH 0****
Step 00240150 L_out=5.130 Acc=0.80 ---13974.91 ms/batch
Step 00240200 L_out=0.366 Acc=0.74 ---37279.06 ms/batch
Step 00240250 L_out=0.328 Acc=0.90 ---60540.51 ms/batch
Step 00240300 L_out=0.939 Acc=0.74 ---83842.12 ms/batch
Step 00240350 L_out=0.506 Acc=0.86 ---107126.42 ms/batch
Step 00240400 L_out=0.563 Acc=0.69 ---130537.30 ms/batch
Step 00240450 L_out=0.208 Acc=0.91 ---154025.14 ms/batch
Step 00240500 L_out=0.237 Acc=0.82 ---177293.61 ms/batch
Step 00240550 L_out=0.615 Acc=0.80 ---200870.92 ms/batch
Step 00240600 L_out=0.581 Acc=0.93 ---224124.28 ms/batch
Step 00240650 L_out=0.273 Acc=0.92 ---247333.33 ms/batch
Step 00240700 L_out=0.141 Acc=0.97 ---270605.02 ms/batch
Step 00240750 L_out=0.158 Acc=0.92 ---293689.28 ms/batch
Round 14 | epoch=0, train costTime=310.8349463939667, | total_activation_sum=27702876
Round 14 | epoch=1, current m_iou=0.6166959185762237
Round 14 | Best m_IoU is: 0.617, OA is: 0.904 | val costTime=122.83257555961609
Round 14 | ****EPOCH 1****
Step 00240800 L_out=0.261 Acc=0.91 --- 6037.69 ms/batch
Step 00240850 L_out=0.226 Acc=0.85 ---29307.62 ms/batch
Step 00240900 L_out=0.265 Acc=0.94 ---52630.85 ms/batch
Step 00240950 L_out=0.267 Acc=0.94 ---75959.33 ms/batch
Step 00241000 L_out=0.090 Acc=0.96 ---99283.99 ms/batch
Step 00241050 L_out=0.126 Acc=0.93 ---122563.43 ms/batch
Step 00241100 L_out=0.246 Acc=0.91 ---145852.36 ms/batch
Step 00241150 L_out=0.271 Acc=0.90 ---169114.21 ms/batch
Step 00241200 L_out=0.122 Acc=0.93 ---192346.68 ms/batch
Step 00241250 L_out=0.074 Acc=0.94 ---215691.05 ms/batch
Step 00241300 L_out=0.137 Acc=0.93 ---239210.31 ms/batch
Step 00241350 L_out=0.214 Acc=0.85 ---262581.84 ms/batch
Step 00241400 L_out=0.099 Acc=0.93 ---285876.45 ms/batch
Step 00241450 L_out=0.116 Acc=0.94 ---309086.95 ms/batch
Round 14 | epoch=1, train costTime=310.93572664260864, | total_activation_sum=28122704
Round 14 | epoch=2, current m_iou=0.6501623499364013
Round 14 | Best m_IoU is: 0.650, OA is: 0.909 | val costTime=124.2845389842987
Round 14 | ****EPOCH 2****
Step 00241500 L_out=0.050 Acc=0.94 ---21366.79 ms/batch
Step 00241550 L_out=0.876 Acc=0.77 ---44658.87 ms/batch
Step 00241600 L_out=0.090 Acc=0.91 ---67894.54 ms/batch
Step 00241650 L_out=0.250 Acc=0.92 ---91027.18 ms/batch
Step 00241700 L_out=0.170 Acc=0.85 ---114332.72 ms/batch
Step 00241750 L_out=0.867 Acc=0.84 ---137473.71 ms/batch
Step 00241800 L_out=0.097 Acc=0.94 ---160788.78 ms/batch
Step 00241850 L_out=0.249 Acc=0.92 ---184024.59 ms/batch
Step 00241900 L_out=0.224 Acc=0.88 ---207413.43 ms/batch
Step 00241950 L_out=0.091 Acc=0.93 ---230806.09 ms/batch
Step 00242000 L_out=0.195 Acc=0.91 ---253994.19 ms/batch
Step 00242050 L_out=0.105 Acc=0.95 ---277313.15 ms/batch
Step 00242100 L_out=0.200 Acc=0.91 ---300590.85 ms/batch
Round 14 | epoch=2, train costTime=310.328289270401, | total_activation_sum=28058628
Round 14 | epoch=3, current m_iou=0.6473646487375113
Round 14 | Best m_IoU is: 0.650, OA is: 0.909 | val costTime=123.23263835906982
Round 14 | ****EPOCH 3****
Step 00242150 L_out=0.176 Acc=0.91 ---13540.80 ms/batch
Step 00242200 L_out=0.310 Acc=0.85 ---36917.22 ms/batch
Step 00242250 L_out=0.213 Acc=0.85 ---60146.25 ms/batch
Step 00242300 L_out=0.142 Acc=0.88 ---83413.45 ms/batch
Step 00242350 L_out=0.142 Acc=0.97 ---106607.42 ms/batch
Step 00242400 L_out=0.190 Acc=0.89 ---129879.91 ms/batch
Step 00242450 L_out=0.114 Acc=0.90 ---153213.65 ms/batch
Step 00242500 L_out=0.097 Acc=0.92 ---176525.29 ms/batch
Step 00242550 L_out=0.537 Acc=0.91 ---199603.03 ms/batch
Step 00242600 L_out=0.206 Acc=0.92 ---222841.73 ms/batch
Step 00242650 L_out=0.100 Acc=0.88 ---245960.47 ms/batch
Step 00242700 L_out=0.150 Acc=0.95 ---269182.26 ms/batch
Step 00242750 L_out=0.148 Acc=0.90 ---292497.05 ms/batch
Round 14 | epoch=3, train costTime=310.21451020240784, | total_activation_sum=27968880
Round 14 | epoch=4, current m_iou=0.6669360673976923
Round 14 | Best m_IoU is: 0.667, OA is: 0.918 | val costTime=124.40565013885498
Round 14 | ****EPOCH 4****
Step 00242800 L_out=0.170 Acc=0.94 --- 5555.02 ms/batch
Step 00242850 L_out=0.149 Acc=0.92 ---28758.53 ms/batch
Step 00242900 L_out=0.050 Acc=0.94 ---52180.35 ms/batch
Step 00242950 L_out=0.220 Acc=0.94 ---75355.78 ms/batch
Step 00243000 L_out=0.026 Acc=0.95 ---98645.56 ms/batch
Step 00243050 L_out=0.131 Acc=0.94 ---122063.06 ms/batch
Step 00243100 L_out=0.069 Acc=0.89 ---145356.52 ms/batch
Step 00243150 L_out=0.110 Acc=0.93 ---168569.38 ms/batch
Step 00243200 L_out=0.143 Acc=0.92 ---191752.62 ms/batch
Step 00243250 L_out=0.115 Acc=0.90 ---214835.88 ms/batch
Step 00243300 L_out=0.058 Acc=0.92 ---237988.11 ms/batch
Step 00243350 L_out=0.288 Acc=0.72 ---261205.94 ms/batch
Step 00243400 L_out=0.250 Acc=0.89 ---284580.12 ms/batch
Step 00243450 L_out=0.032 Acc=0.90 ---307822.68 ms/batch
Round 14 | epoch=4, train costTime=310.18844056129456, | total_activation_sum=27905239
Round 14 | epoch=5, current m_iou=0.6609432002085157
Round 14 | Best m_IoU is: 0.667, OA is: 0.918 | val costTime=178.0436553955078
Round 14 | ****EPOCH 5****
Step 00243500 L_out=0.075 Acc=0.93 ---48889.55 ms/batch
Step 00243550 L_out=0.124 Acc=0.96 ---79160.70 ms/batch
Step 00243600 L_out=0.100 Acc=0.93 ---105296.63 ms/batch
Step 00243650 L_out=0.277 Acc=0.94 ---132757.28 ms/batch
Step 00243700 L_out=0.207 Acc=0.87 ---159703.66 ms/batch
Step 00243750 L_out=0.074 Acc=0.89 ---187368.51 ms/batch
Step 00243800 L_out=0.141 Acc=0.88 ---214422.82 ms/batch
Step 00243850 L_out=0.233 Acc=0.84 ---241111.52 ms/batch
Step 00243900 L_out=0.037 Acc=0.93 ---272457.27 ms/batch
Step 00243950 L_out=0.195 Acc=0.91 ---300289.30 ms/batch
Step 00244000 L_out=0.106 Acc=0.93 ---329229.36 ms/batch
Step 00244050 L_out=0.212 Acc=0.89 ---357080.22 ms/batch
Step 00244100 L_out=0.058 Acc=0.91 ---383643.49 ms/batch
Round 14 | epoch=5, train costTime=395.2980568408966, | total_activation_sum=28042835
Round 14 | epoch=6, current m_iou=0.658134310345562
Round 14 | Best m_IoU is: 0.667, OA is: 0.918 | val costTime=154.34746861457825
Round 14 | ****EPOCH 6****
Step 00244150 L_out=0.090 Acc=0.92 ---15759.16 ms/batch
Step 00244200 L_out=0.098 Acc=0.94 ---43778.35 ms/batch
Step 00244250 L_out=0.049 Acc=0.92 ---67990.20 ms/batch
Step 00244300 L_out=0.081 Acc=0.95 ---96652.37 ms/batch
Step 00244350 L_out=0.080 Acc=0.92 ---123851.45 ms/batch
Step 00244400 L_out=0.076 Acc=0.94 ---152792.12 ms/batch
Step 00244450 L_out=0.141 Acc=0.93 ---179238.12 ms/batch
Step 00244500 L_out=0.203 Acc=0.89 ---206063.15 ms/batch
Step 00244550 L_out=0.113 Acc=0.92 ---234188.95 ms/batch
Step 00244600 L_out=0.103 Acc=0.91 ---261222.23 ms/batch
Step 00244650 L_out=0.126 Acc=0.89 ---288201.83 ms/batch
Step 00244700 L_out=0.289 Acc=0.86 ---315006.02 ms/batch
Step 00244750 L_out=0.265 Acc=0.92 ---342482.35 ms/batch
Round 14 | epoch=6, train costTime=365.961092710495, | total_activation_sum=27879207
Round 14 | epoch=7, current m_iou=0.6671592106375179
Round 14 | Best m_IoU is: 0.667, OA is: 0.917 | val costTime=155.15256333351135
Round 14 | ****EPOCH 7****
Step 00244800 L_out=0.163 Acc=0.95 --- 6070.57 ms/batch
Step 00244850 L_out=0.060 Acc=0.96 ---33695.14 ms/batch
Step 00244900 L_out=0.029 Acc=0.96 ---58460.92 ms/batch
Step 00244950 L_out=0.117 Acc=0.93 ---85480.07 ms/batch
Step 00245000 L_out=0.128 Acc=0.93 ---112789.06 ms/batch
Step 00245050 L_out=0.142 Acc=0.91 ---140433.45 ms/batch
Step 00245100 L_out=0.500 Acc=0.86 ---168166.60 ms/batch
Step 00245150 L_out=0.033 Acc=0.92 ---198309.36 ms/batch
Step 00245200 L_out=0.079 Acc=0.90 ---227576.33 ms/batch
Step 00245250 L_out=0.122 Acc=0.90 ---257396.05 ms/batch
Step 00245300 L_out=0.214 Acc=0.91 ---286752.30 ms/batch
Step 00245350 L_out=0.087 Acc=0.88 ---313387.76 ms/batch
Step 00245400 L_out=0.191 Acc=0.93 ---339777.60 ms/batch
Step 00245450 L_out=0.057 Acc=0.93 ---367708.34 ms/batch
Round 14 | epoch=7, train costTime=371.5810594558716, | total_activation_sum=28207028
Round 14 | epoch=8, current m_iou=0.667297928731081
Round 14 | Best m_IoU is: 0.667, OA is: 0.916 | val costTime=154.79893708229065
Round 14 | ****EPOCH 8****
Step 00245500 L_out=0.178 Acc=0.88 ---24341.57 ms/batch
Step 00245550 L_out=0.068 Acc=0.90 ---50831.42 ms/batch
Step 00245600 L_out=0.073 Acc=0.91 ---75794.67 ms/batch
Step 00245650 L_out=0.227 Acc=0.89 ---104385.49 ms/batch
Step 00245700 L_out=0.106 Acc=0.94 ---131680.26 ms/batch
Step 00245750 L_out=0.027 Acc=0.97 ---160479.57 ms/batch
Step 00245800 L_out=0.114 Acc=0.95 ---190488.42 ms/batch
Step 00245850 L_out=0.050 Acc=0.93 ---219303.19 ms/batch
Step 00245900 L_out=0.092 Acc=0.94 ---246874.09 ms/batch
Step 00245950 L_out=0.061 Acc=0.95 ---273532.70 ms/batch
Step 00246000 L_out=0.382 Acc=0.91 ---300311.62 ms/batch
Step 00246050 L_out=0.093 Acc=0.95 ---327272.89 ms/batch
Step 00246100 L_out=0.137 Acc=0.92 ---353617.41 ms/batch
Round 14 | epoch=8, train costTime=365.7400846481323, | total_activation_sum=27989035
Round 14 | epoch=9, current m_iou=0.6685051634654617
Round 14 | Best m_IoU is: 0.669, OA is: 0.918 | val costTime=154.6902256011963
Round 14 | ****EPOCH 9****
Step 00246150 L_out=0.064 Acc=0.91 ---15132.57 ms/batch
Step 00246200 L_out=0.070 Acc=0.97 ---43050.06 ms/batch
Step 00246250 L_out=0.125 Acc=0.95 ---67421.21 ms/batch
Step 00246300 L_out=0.145 Acc=0.97 ---94318.16 ms/batch
Step 00246350 L_out=0.471 Acc=0.90 ---120791.43 ms/batch
Step 00246400 L_out=0.162 Acc=0.95 ---151746.84 ms/batch
Step 00246450 L_out=0.063 Acc=0.81 ---179369.08 ms/batch
Step 00246500 L_out=0.240 Acc=0.97 ---208857.26 ms/batch
Step 00246550 L_out=0.068 Acc=0.98 ---236121.59 ms/batch
Step 00246600 L_out=0.082 Acc=0.92 ---263537.07 ms/batch
Step 00246650 L_out=0.106 Acc=0.94 ---290026.48 ms/batch
Step 00246700 L_out=0.718 Acc=0.93 ---319512.56 ms/batch
Step 00246750 L_out=0.156 Acc=0.95 ---345854.99 ms/batch
Round 14 | epoch=9, train costTime=367.1957223415375, | total_activation_sum=27832629
Round 14 | epoch=10, current m_iou=0.6629573039139146
Round 14 | Best m_IoU is: 0.669, OA is: 0.918 | val costTime=154.07064247131348
Round 14 | ****EPOCH 10****
Step 00246800 L_out=0.128 Acc=0.91 --- 5336.12 ms/batch
Step 00246850 L_out=0.252 Acc=0.92 ---32761.61 ms/batch
Step 00246900 L_out=0.154 Acc=0.92 ---57989.34 ms/batch
Step 00246950 L_out=0.066 Acc=0.97 ---85901.33 ms/batch
Step 00247000 L_out=0.047 Acc=0.93 ---114046.53 ms/batch
Step 00247050 L_out=0.205 Acc=0.90 ---143782.09 ms/batch
Step 00247100 L_out=0.139 Acc=0.90 ---170506.23 ms/batch
Step 00247150 L_out=0.052 Acc=0.90 ---197387.97 ms/batch
Step 00247200 L_out=0.123 Acc=0.96 ---224106.57 ms/batch
Step 00247250 L_out=0.027 Acc=0.94 ---250914.09 ms/batch
Step 00247300 L_out=0.266 Acc=0.90 ---277784.74 ms/batch
Step 00247350 L_out=0.118 Acc=0.89 ---303981.27 ms/batch
Step 00247400 L_out=0.049 Acc=0.93 ---330509.81 ms/batch
Step 00247450 L_out=0.152 Acc=0.92 ---356982.64 ms/batch
Round 14 | epoch=10, train costTime=360.66668367385864, | total_activation_sum=28044956
Round 14 | epoch=11, current m_iou=0.6674102029568014
Round 14 | Best m_IoU is: 0.669, OA is: 0.918 | val costTime=136.39694809913635
Round 14 | ****EPOCH 11****
Step 00247500 L_out=0.082 Acc=0.88 ---24147.42 ms/batch
Step 00247550 L_out=0.145 Acc=0.92 ---51010.88 ms/batch
Step 00247600 L_out=0.114 Acc=0.94 ---76112.13 ms/batch
Step 00247650 L_out=0.221 Acc=0.88 ---103899.00 ms/batch
Step 00247700 L_out=0.025 Acc=0.98 ---132091.22 ms/batch
Step 00247750 L_out=0.072 Acc=0.97 ---158448.90 ms/batch
Step 00247800 L_out=0.041 Acc=0.91 ---184883.57 ms/batch
Step 00247850 L_out=0.089 Acc=0.93 ---212376.84 ms/batch
Step 00247900 L_out=0.122 Acc=0.93 ---239210.25 ms/batch
Step 00247950 L_out=0.083 Acc=0.96 ---267046.90 ms/batch
Step 00248000 L_out=0.053 Acc=0.85 ---294303.65 ms/batch
Step 00248050 L_out=0.091 Acc=0.95 ---322990.99 ms/batch
Step 00248100 L_out=0.103 Acc=0.93 ---350980.46 ms/batch
Round 14 | epoch=11, train costTime=364.70284366607666, | total_activation_sum=27869718
Round 14 | epoch=12, current m_iou=0.6595713015311504
Round 14 | Best m_IoU is: 0.669, OA is: 0.918 | val costTime=134.99077725410461
Round 14 | ****EPOCH 12****
Step 00248150 L_out=0.126 Acc=0.93 ---14246.07 ms/batch
Step 00248200 L_out=0.064 Acc=0.95 ---41805.53 ms/batch
Step 00248250 L_out=0.208 Acc=0.90 ---66793.04 ms/batch
Step 00248300 L_out=0.026 Acc=0.93 ---93760.33 ms/batch
Step 00248350 L_out=0.077 Acc=0.98 ---121311.20 ms/batch
Step 00248400 L_out=0.062 Acc=0.95 ---150668.64 ms/batch
Step 00248450 L_out=0.112 Acc=0.96 ---179908.61 ms/batch
Step 00248500 L_out=0.060 Acc=0.92 ---210171.28 ms/batch
Step 00248550 L_out=0.149 Acc=0.92 ---238325.79 ms/batch
Step 00248600 L_out=0.172 Acc=0.93 ---267669.36 ms/batch
Step 00248650 L_out=0.205 Acc=0.91 ---294188.78 ms/batch
Step 00248700 L_out=0.074 Acc=0.90 ---320901.78 ms/batch
Step 00248750 L_out=0.117 Acc=0.90 ---347417.82 ms/batch
Round 14 | epoch=12, train costTime=369.5005373954773, | total_activation_sum=28304444
Round 14 | epoch=13, current m_iou=0.6632766272215499
Round 14 | Best m_IoU is: 0.669, OA is: 0.918 | val costTime=135.5260729789734
Round 14 | ****EPOCH 13****
Step 00248800 L_out=0.122 Acc=0.93 --- 4941.12 ms/batch
Step 00248850 L_out=0.155 Acc=0.93 ---32158.80 ms/batch
Step 00248900 L_out=0.176 Acc=0.93 ---58557.83 ms/batch
Step 00248950 L_out=0.023 Acc=0.94 ---84469.19 ms/batch
Step 00249000 L_out=0.177 Acc=0.90 ---110919.71 ms/batch
Step 00249050 L_out=0.057 Acc=0.95 ---137077.08 ms/batch
Step 00249100 L_out=0.098 Acc=0.94 ---164413.24 ms/batch
Step 00249150 L_out=0.163 Acc=0.95 ---191322.71 ms/batch
Step 00249200 L_out=0.152 Acc=0.94 ---219400.87 ms/batch
Step 00249250 L_out=0.165 Acc=0.88 ---247792.23 ms/batch
Step 00249300 L_out=0.179 Acc=0.90 ---274115.75 ms/batch
Step 00249350 L_out=0.091 Acc=0.87 ---300639.55 ms/batch
Step 00249400 L_out=0.084 Acc=0.93 ---326850.98 ms/batch
Step 00249450 L_out=0.068 Acc=0.91 ---353170.72 ms/batch
Round 14 | epoch=13, train costTime=357.6706738471985, | total_activation_sum=27857518
Round 14 | epoch=14, current m_iou=0.6592967001271917
Round 14 | Best m_IoU is: 0.669, OA is: 0.918 | val costTime=153.14246106147766
Round 14 | ****EPOCH 14****
Step 00249500 L_out=0.092 Acc=0.92 ---23084.62 ms/batch
Step 00249550 L_out=0.237 Acc=0.88 ---50889.47 ms/batch
Step 00249600 L_out=0.025 Acc=0.95 ---75073.96 ms/batch
Step 00249650 L_out=0.041 Acc=0.92 ---102662.84 ms/batch
Step 00249700 L_out=0.034 Acc=0.95 ---131264.51 ms/batch
Step 00249750 L_out=0.048 Acc=0.94 ---158193.69 ms/batch
Step 00249800 L_out=0.143 Acc=0.86 ---184700.80 ms/batch
Step 00249850 L_out=0.105 Acc=0.92 ---213084.74 ms/batch
Step 00249900 L_out=0.039 Acc=0.98 ---240997.07 ms/batch
Step 00249950 L_out=0.071 Acc=0.95 ---270406.64 ms/batch
Step 00250000 L_out=0.198 Acc=0.88 ---297201.13 ms/batch
Step 00250050 L_out=0.088 Acc=0.90 ---324684.72 ms/batch
Step 00250100 L_out=0.127 Acc=0.95 ---351290.12 ms/batch
Round 14 | epoch=14, train costTime=364.50033736228943, | total_activation_sum=28059656
Round 14 | epoch=15, current m_iou=0.6565751714732274
Round 14 | Best m_IoU is: 0.669, OA is: 0.918 | val costTime=135.53645539283752
Round 14 | ****EPOCH 15****
Step 00250150 L_out=0.190 Acc=0.90 ---13933.72 ms/batch
Step 00250200 L_out=0.068 Acc=0.92 ---41824.51 ms/batch
Step 00250250 L_out=0.124 Acc=0.90 ---66353.11 ms/batch
Step 00250300 L_out=0.096 Acc=0.85 ---96787.70 ms/batch
Step 00250350 L_out=0.117 Acc=0.93 ---125966.40 ms/batch
Step 00250400 L_out=0.081 Acc=0.90 ---152240.64 ms/batch
Step 00250450 L_out=0.078 Acc=0.91 ---182006.27 ms/batch
Step 00250500 L_out=0.134 Acc=0.83 ---208584.57 ms/batch
Step 00250550 L_out=0.068 Acc=0.98 ---235284.22 ms/batch
Step 00250600 L_out=0.034 Acc=0.96 ---263239.50 ms/batch
Step 00250650 L_out=0.055 Acc=0.98 ---290850.44 ms/batch
Step 00250700 L_out=0.022 Acc=0.96 ---318345.42 ms/batch
Step 00250750 L_out=0.083 Acc=0.93 ---344468.88 ms/batch
Round 14 | epoch=15, train costTime=366.51971650123596, | total_activation_sum=28096809
Round 14 | epoch=16, current m_iou=0.6584334986145449
Round 14 | Best m_IoU is: 0.669, OA is: 0.918 | val costTime=136.3398630619049
Round 14 | ****EPOCH 16****
Step 00250800 L_out=0.041 Acc=0.94 --- 4416.85 ms/batch
Step 00250850 L_out=0.051 Acc=0.93 ---32183.17 ms/batch
Step 00250900 L_out=0.125 Acc=0.94 ---58085.71 ms/batch
Step 00250950 L_out=0.038 Acc=0.93 ---84392.66 ms/batch
Step 00251000 L_out=0.161 Acc=0.91 ---113263.91 ms/batch
Step 00251050 L_out=0.098 Acc=0.94 ---139909.06 ms/batch
Step 00251100 L_out=0.067 Acc=0.93 ---165988.13 ms/batch
Step 00251150 L_out=0.111 Acc=0.87 ---192156.33 ms/batch
Step 00251200 L_out=0.301 Acc=0.93 ---219864.99 ms/batch
Step 00251250 L_out=0.163 Acc=0.89 ---248664.28 ms/batch
Step 00251300 L_out=0.046 Acc=0.96 ---275053.33 ms/batch
Step 00251350 L_out=0.121 Acc=0.94 ---301744.75 ms/batch
Step 00251400 L_out=0.138 Acc=0.91 ---328330.72 ms/batch
Step 00251450 L_out=0.156 Acc=0.93 ---359553.15 ms/batch
Round 14 | epoch=16, train costTime=365.2727394104004, | total_activation_sum=27979269
Round 14 | epoch=17, current m_iou=0.6560395831404084
Round 14 | Best m_IoU is: 0.669, OA is: 0.918 | val costTime=136.3773672580719
Round 14 | ****EPOCH 17****
Step 00251500 L_out=0.087 Acc=0.98 ---22775.32 ms/batch
Step 00251550 L_out=0.122 Acc=0.94 ---50159.86 ms/batch
Step 00251600 L_out=0.055 Acc=0.93 ---75345.26 ms/batch
Step 00251650 L_out=0.084 Acc=0.95 ---101955.51 ms/batch
Step 00251700 L_out=0.118 Acc=0.95 ---129822.22 ms/batch
Step 00251750 L_out=0.119 Acc=0.94 ---156389.74 ms/batch
Step 00251800 L_out=0.044 Acc=0.93 ---182849.28 ms/batch
Step 00251850 L_out=0.060 Acc=0.93 ---208832.14 ms/batch
Step 00251900 L_out=0.085 Acc=0.87 ---235472.32 ms/batch
Step 00251950 L_out=0.121 Acc=0.94 ---265351.83 ms/batch
Step 00252000 L_out=0.016 Acc=0.98 ---295506.21 ms/batch
Step 00252050 L_out=0.127 Acc=0.94 ---324643.98 ms/batch
Step 00252100 L_out=0.160 Acc=0.94 ---351406.57 ms/batch
Round 14 | epoch=17, train costTime=365.32585978507996, | total_activation_sum=28042275
Round 14 | epoch=18, current m_iou=0.6583253108411395
Round 14 | Best m_IoU is: 0.669, OA is: 0.918 | val costTime=136.12102675437927
Round 14 | ****EPOCH 18****
Step 00252150 L_out=0.068 Acc=0.94 ---13454.76 ms/batch
Step 00252200 L_out=0.031 Acc=0.94 ---40940.11 ms/batch
Step 00252250 L_out=0.194 Acc=0.91 ---65642.86 ms/batch
Step 00252300 L_out=0.090 Acc=0.94 ---92600.20 ms/batch
Step 00252350 L_out=0.118 Acc=0.91 ---118624.62 ms/batch
Step 00252400 L_out=0.100 Acc=0.91 ---145155.82 ms/batch
Step 00252450 L_out=0.047 Acc=0.92 ---171668.33 ms/batch
Step 00252500 L_out=0.068 Acc=0.97 ---199591.15 ms/batch
Step 00252550 L_out=0.102 Acc=0.96 ---225839.75 ms/batch
Step 00252600 L_out=0.210 Acc=0.92 ---252398.85 ms/batch
Step 00252650 L_out=0.059 Acc=0.95 ---278963.22 ms/batch
Step 00252700 L_out=0.132 Acc=0.96 ---305242.45 ms/batch
Step 00252750 L_out=0.104 Acc=0.91 ---332657.81 ms/batch
Round 14 | epoch=18, train costTime=355.4409410953522, | total_activation_sum=27920395
Round 14 | epoch=19, current m_iou=0.6559761319238329
Round 14 | Best m_IoU is: 0.669, OA is: 0.918 | val costTime=152.46680760383606
Round 14 | ****EPOCH 19****
Step 00252800 L_out=0.134 Acc=0.90 --- 3872.60 ms/batch
Step 00252850 L_out=0.073 Acc=0.92 ---31717.72 ms/batch
Step 00252900 L_out=0.090 Acc=0.88 ---57702.30 ms/batch
Step 00252950 L_out=0.091 Acc=0.94 ---83764.41 ms/batch
Step 00253000 L_out=0.040 Acc=0.95 ---111824.57 ms/batch
Step 00253050 L_out=0.132 Acc=0.82 ---138456.67 ms/batch
Step 00253100 L_out=0.114 Acc=0.89 ---165274.59 ms/batch
Step 00253150 L_out=0.249 Acc=0.90 ---192424.58 ms/batch
Step 00253200 L_out=0.050 Acc=0.94 ---219825.63 ms/batch
Step 00253250 L_out=0.061 Acc=0.91 ---246008.20 ms/batch
Step 00253300 L_out=0.019 Acc=0.93 ---272335.69 ms/batch
Step 00253350 L_out=0.086 Acc=0.93 ---298826.08 ms/batch
Step 00253400 L_out=0.081 Acc=0.94 ---325770.07 ms/batch
Step 00253450 L_out=0.084 Acc=0.93 ---353099.16 ms/batch
Round 14 | epoch=19, train costTime=359.2175567150116, | total_activation_sum=28150221
Round 14 | epoch=20, current m_iou=0.6556216744145049
Round 14 | Best m_IoU is: 0.669, OA is: 0.918 | val costTime=135.5410840511322
Round 14 | ****EPOCH 20****
Step 00253500 L_out=0.009 Acc=0.99 ---22019.52 ms/batch
Step 00253550 L_out=0.025 Acc=0.95 ---49838.81 ms/batch
Step 00253600 L_out=0.105 Acc=0.97 ---74927.68 ms/batch
Step 00253650 L_out=0.070 Acc=0.91 ---103731.94 ms/batch
Step 00253700 L_out=0.035 Acc=0.97 ---132698.50 ms/batch
Step 00253750 L_out=0.066 Acc=0.92 ---160113.97 ms/batch
Step 00253800 L_out=0.058 Acc=0.99 ---189766.10 ms/batch
Step 00253850 L_out=0.200 Acc=0.90 ---219809.35 ms/batch
Step 00253900 L_out=0.172 Acc=0.93 ---247893.54 ms/batch
Step 00253950 L_out=0.126 Acc=0.93 ---276076.74 ms/batch
Step 00254000 L_out=0.045 Acc=0.95 ---303860.04 ms/batch
Step 00254050 L_out=0.021 Acc=0.93 ---330011.79 ms/batch
Step 00254100 L_out=0.120 Acc=0.95 ---356499.92 ms/batch
Round 14 | epoch=20, train costTime=371.19618821144104, | total_activation_sum=28125369
Round 14 | epoch=21, current m_iou=0.6574835736705722
Round 14 | Best m_IoU is: 0.669, OA is: 0.918 | val costTime=151.6542727947235
Round 14 | ****EPOCH 21****
Step 00254150 L_out=0.202 Acc=0.93 ---12818.05 ms/batch
Step 00254200 L_out=0.123 Acc=0.94 ---40340.11 ms/batch
Step 00254250 L_out=0.009 Acc=0.96 ---65334.26 ms/batch
Step 00254300 L_out=0.132 Acc=0.96 ---96301.45 ms/batch
Step 00254350 L_out=0.057 Acc=0.94 ---123114.76 ms/batch
Step 00254400 L_out=0.249 Acc=0.93 ---149262.52 ms/batch
Step 00254450 L_out=0.027 Acc=0.94 ---175449.24 ms/batch
Step 00254500 L_out=0.111 Acc=0.90 ---202801.87 ms/batch
Step 00254550 L_out=0.045 Acc=0.96 ---234488.22 ms/batch
Step 00254600 L_out=0.098 Acc=0.95 ---260966.14 ms/batch
Step 00254650 L_out=0.019 Acc=0.95 ---288241.35 ms/batch
Step 00254700 L_out=0.031 Acc=0.96 ---314823.63 ms/batch
Step 00254750 L_out=0.021 Acc=0.95 ---342983.31 ms/batch
Round 14 | epoch=21, train costTime=366.93020582199097, | total_activation_sum=27839560
Round 14 | epoch=22, current m_iou=0.659186730008708
Round 14 | Best m_IoU is: 0.669, OA is: 0.918 | val costTime=152.89636254310608
Round 14 | ****EPOCH 22****
Step 00254800 L_out=0.103 Acc=0.93 --- 3417.58 ms/batch
Step 00254850 L_out=0.116 Acc=0.91 ---31505.62 ms/batch
Step 00254900 L_out=0.120 Acc=0.92 ---58128.07 ms/batch
Step 00254950 L_out=0.219 Acc=0.94 ---83201.55 ms/batch
Step 00255000 L_out=0.056 Acc=0.94 ---110463.79 ms/batch
Step 00255050 L_out=0.052 Acc=0.96 ---139278.35 ms/batch
Step 00255100 L_out=0.111 Acc=0.93 ---165989.67 ms/batch
Step 00255150 L_out=0.151 Acc=0.95 ---195086.34 ms/batch
Step 00255200 L_out=0.103 Acc=0.91 ---225632.79 ms/batch
Step 00255250 L_out=0.176 Acc=0.92 ---255912.22 ms/batch
Step 00255300 L_out=0.124 Acc=0.90 ---284641.37 ms/batch
Step 00255350 L_out=0.020 Acc=0.94 ---311364.04 ms/batch
Step 00255400 L_out=0.039 Acc=0.95 ---337775.21 ms/batch
Step 00255450 L_out=0.056 Acc=0.95 ---368754.03 ms/batch
Round 14 | epoch=22, train costTime=375.73992705345154, | total_activation_sum=27900301
Round 14 | epoch=23, current m_iou=0.6587210694484094
Round 14 | Best m_IoU is: 0.669, OA is: 0.918 | val costTime=134.9710967540741
Round 14 | ****EPOCH 23****
Step 00255500 L_out=0.040 Acc=0.91 ---21663.40 ms/batch
Step 00255550 L_out=0.132 Acc=0.94 ---49216.22 ms/batch
Step 00255600 L_out=0.189 Acc=0.89 ---74451.01 ms/batch
Step 00255650 L_out=0.076 Acc=0.87 ---101236.22 ms/batch
Step 00255700 L_out=0.046 Acc=0.94 ---132019.40 ms/batch
Step 00255750 L_out=0.155 Acc=0.91 ---159621.50 ms/batch
Step 00255800 L_out=0.031 Acc=0.95 ---188125.58 ms/batch
Step 00255850 L_out=0.123 Acc=0.94 ---214847.97 ms/batch
Step 00255900 L_out=0.027 Acc=0.92 ---241263.59 ms/batch
Step 00255950 L_out=0.137 Acc=0.95 ---267589.57 ms/batch
Step 00256000 L_out=0.054 Acc=0.96 ---293917.56 ms/batch
Step 00256050 L_out=0.088 Acc=0.93 ---320887.51 ms/batch
Step 00256100 L_out=0.142 Acc=0.93 ---348383.29 ms/batch
Round 14 | epoch=23, train costTime=363.4958200454712, | total_activation_sum=28148141
Round 14 | epoch=24, current m_iou=0.6593555307611163
Round 14 | Best m_IoU is: 0.669, OA is: 0.918 | val costTime=152.7724573612213
Round 14 | ****EPOCH 24****
Step 00256150 L_out=0.096 Acc=0.90 ---12238.66 ms/batch
Step 00256200 L_out=0.081 Acc=0.94 ---39931.44 ms/batch
Step 00256250 L_out=0.113 Acc=0.89 ---65172.76 ms/batch
Step 00256300 L_out=0.086 Acc=0.95 ---92268.15 ms/batch
Step 00256350 L_out=0.132 Acc=0.93 ---120056.04 ms/batch
Step 00256400 L_out=0.058 Acc=0.92 ---146523.09 ms/batch
Step 00256450 L_out=0.062 Acc=0.84 ---174069.36 ms/batch
Step 00256500 L_out=0.030 Acc=0.96 ---200369.55 ms/batch
Step 00256550 L_out=0.028 Acc=0.91 ---226893.74 ms/batch
Step 00256600 L_out=0.062 Acc=0.95 ---253571.72 ms/batch
Step 00256650 L_out=0.035 Acc=0.94 ---280335.91 ms/batch
Step 00256700 L_out=0.109 Acc=0.91 ---307138.26 ms/batch
Step 00256750 L_out=0.022 Acc=0.92 ---335566.60 ms/batch
Round 14 | epoch=24, train costTime=362.212525844574, | total_activation_sum=28177540
Round 14 | epoch=25, current m_iou=0.6559951304472158
Round 14 | Best m_IoU is: 0.669, OA is: 0.918 | val costTime=152.8956687450409
Round 14 | ****EPOCH 25****
Step 00256800 L_out=0.047 Acc=0.93 --- 2850.98 ms/batch
Step 00256850 L_out=0.090 Acc=0.95 ---30626.93 ms/batch
Step 00256900 L_out=0.074 Acc=0.93 ---57600.66 ms/batch
Step 00256950 L_out=0.031 Acc=0.95 ---83300.08 ms/batch
Step 00257000 L_out=0.114 Acc=0.92 ---110225.33 ms/batch
Step 00257050 L_out=0.086 Acc=0.93 ---136911.57 ms/batch
Step 00257100 L_out=0.095 Acc=0.93 ---163927.09 ms/batch
Step 00257150 L_out=0.096 Acc=0.93 ---191681.05 ms/batch
Step 00257200 L_out=0.088 Acc=0.93 ---218951.31 ms/batch
Step 00257250 L_out=0.107 Acc=0.88 ---246033.06 ms/batch
Step 00257300 L_out=0.062 Acc=0.94 ---274484.78 ms/batch
Step 00257350 L_out=0.091 Acc=0.93 ---301449.48 ms/batch
Step 00257400 L_out=0.071 Acc=0.94 ---327638.82 ms/batch
Step 00257450 L_out=0.152 Acc=0.95 ---354103.63 ms/batch
Round 14 | epoch=25, train costTime=360.3952708244324, | total_activation_sum=27930176
Round 14 | epoch=26, current m_iou=0.6587590222265449
Round 14 | Best m_IoU is: 0.669, OA is: 0.918 | val costTime=135.447021484375
Round 14 | ****EPOCH 26****
Step 00257500 L_out=0.020 Acc=0.93 ---20549.89 ms/batch
Step 00257550 L_out=0.134 Acc=0.92 ---47853.84 ms/batch
Step 00257600 L_out=0.231 Acc=0.90 ---72814.10 ms/batch
Step 00257650 L_out=0.066 Acc=0.95 ---99396.55 ms/batch
Step 00257700 L_out=0.094 Acc=0.95 ---129076.20 ms/batch
Step 00257750 L_out=0.164 Acc=0.95 ---157821.00 ms/batch
Step 00257800 L_out=0.090 Acc=0.91 ---184089.23 ms/batch
Step 00257850 L_out=0.062 Acc=0.95 ---210773.17 ms/batch
Step 00257900 L_out=0.181 Acc=0.91 ---237459.32 ms/batch
Step 00257950 L_out=0.029 Acc=0.95 ---264046.11 ms/batch
Step 00258000 L_out=0.070 Acc=0.97 ---292530.87 ms/batch
Step 00258050 L_out=0.044 Acc=0.97 ---319889.83 ms/batch
Step 00258100 L_out=0.024 Acc=0.95 ---348132.65 ms/batch
Round 14 | epoch=26, train costTime=364.9660723209381, | total_activation_sum=27968973
Round 14 | epoch=27, current m_iou=0.6569960774151241
Round 14 | Best m_IoU is: 0.669, OA is: 0.918 | val costTime=150.60456466674805
Round 14 | ****EPOCH 27****
Step 00258150 L_out=0.273 Acc=0.90 ---11767.54 ms/batch
Step 00258200 L_out=0.098 Acc=0.89 ---39518.40 ms/batch
Step 00258250 L_out=0.018 Acc=0.94 ---65049.34 ms/batch
Step 00258300 L_out=0.162 Acc=0.80 ---92217.96 ms/batch
Step 00258350 L_out=0.207 Acc=0.92 ---118486.54 ms/batch
Step 00258400 L_out=0.162 Acc=0.82 ---145210.92 ms/batch
Step 00258450 L_out=0.081 Acc=0.94 ---171441.87 ms/batch
Step 00258500 L_out=0.030 Acc=0.94 ---198571.04 ms/batch
Step 00258550 L_out=0.050 Acc=0.92 ---225534.16 ms/batch
Step 00258600 L_out=0.092 Acc=0.92 ---252099.88 ms/batch
Step 00258650 L_out=0.040 Acc=0.96 ---278850.39 ms/batch
Step 00258700 L_out=0.060 Acc=0.96 ---305683.05 ms/batch
Step 00258750 L_out=0.193 Acc=0.95 ---332467.97 ms/batch
Round 14 | epoch=27, train costTime=356.78780460357666, | total_activation_sum=28089225
Round 14 | epoch=28, current m_iou=0.6596547200288445
Round 14 | Best m_IoU is: 0.669, OA is: 0.918 | val costTime=151.06711435317993
Round 14 | ****EPOCH 28****
Step 00258800 L_out=0.069 Acc=0.95 --- 2201.62 ms/batch
Step 00258850 L_out=0.243 Acc=0.88 ---29551.88 ms/batch
Step 00258900 L_out=0.075 Acc=0.85 ---57127.44 ms/batch
Step 00258950 L_out=0.081 Acc=0.92 ---81894.75 ms/batch
Step 00259000 L_out=0.056 Acc=0.97 ---109228.97 ms/batch
Step 00259050 L_out=0.255 Acc=0.85 ---136914.40 ms/batch
Step 00259100 L_out=0.030 Acc=0.93 ---164115.56 ms/batch
Step 00259150 L_out=0.060 Acc=0.92 ---190899.94 ms/batch
Step 00259200 L_out=0.076 Acc=0.95 ---217790.73 ms/batch
Step 00259250 L_out=0.081 Acc=0.94 ---244990.13 ms/batch
Step 00259300 L_out=0.031 Acc=0.97 ---272061.46 ms/batch
Step 00259350 L_out=0.159 Acc=0.92 ---298807.82 ms/batch
Step 00259400 L_out=0.178 Acc=0.88 ---325775.49 ms/batch
Step 00259450 L_out=0.031 Acc=0.97 ---352965.24 ms/batch
Round 14 | epoch=28, train costTime=359.72452330589294, | total_activation_sum=27842959
Round 14 | epoch=29, current m_iou=0.6593718751370323
Round 14 | Best m_IoU is: 0.669, OA is: 0.918 | val costTime=151.82343077659607
Round 14 | ****EPOCH 29****
Step 00259500 L_out=0.105 Acc=0.88 ---19910.02 ms/batch
Step 00259550 L_out=0.015 Acc=0.93 ---47781.62 ms/batch
Step 00259600 L_out=0.034 Acc=0.94 ---72682.39 ms/batch
Step 00259650 L_out=0.059 Acc=0.92 ---99867.79 ms/batch
Step 00259700 L_out=0.154 Acc=0.91 ---128750.66 ms/batch
Step 00259750 L_out=0.054 Acc=0.91 ---155500.81 ms/batch
Step 00259800 L_out=0.076 Acc=0.95 ---184421.48 ms/batch
Step 00259850 L_out=0.173 Acc=0.90 ---213468.26 ms/batch
Step 00259900 L_out=0.059 Acc=0.91 ---240268.40 ms/batch
Step 00259950 L_out=0.040 Acc=0.94 ---266938.71 ms/batch
Step 00260000 L_out=0.052 Acc=0.96 ---293284.25 ms/batch
Step 00260050 L_out=0.111 Acc=0.94 ---320630.22 ms/batch
Step 00260100 L_out=0.106 Acc=0.94 ---348352.82 ms/batch
Round 14 | epoch=29, train costTime=365.8453598022461, | total_activation_sum=28066994
Round 14 | epoch=30, current m_iou=0.6605516013334441
Round 14 | Best m_IoU is: 0.669, OA is: 0.918 | val costTime=143.36011505126953
Round 14 | ****EPOCH 30****
Round 15 | ****EPOCH 0****
Step 00260150 L_out=0.434 Acc=0.79 --- 9041.93 ms/batch
Step 00260200 L_out=0.737 Acc=0.80 ---31421.89 ms/batch
Step 00260250 L_out=2.157 Acc=0.60 ---54072.66 ms/batch
Step 00260300 L_out=0.380 Acc=0.84 ---76976.75 ms/batch
Step 00260350 L_out=0.182 Acc=0.89 ---99302.22 ms/batch
Step 00260400 L_out=0.180 Acc=0.97 ---121759.80 ms/batch
Step 00260450 L_out=0.228 Acc=0.96 ---144768.74 ms/batch
Step 00260500 L_out=0.477 Acc=0.88 ---167271.84 ms/batch
Step 00260550 L_out=0.179 Acc=0.92 ---189905.51 ms/batch
Step 00260600 L_out=0.281 Acc=0.90 ---212683.68 ms/batch
Step 00260650 L_out=0.346 Acc=0.91 ---234871.37 ms/batch
Step 00260700 L_out=0.239 Acc=0.86 ---257589.39 ms/batch
Step 00260750 L_out=0.202 Acc=0.97 ---279932.45 ms/batch
Round 15 | epoch=0, train costTime=301.5940773487091, | total_activation_sum=29075681
Round 15 | epoch=1, current m_iou=0.6052879483296787
Round 15 | Best m_IoU is: 0.605, OA is: 0.903 | val costTime=125.7919373512268
Round 15 | ****EPOCH 1****
Step 00260800 L_out=0.260 Acc=0.82 --- 1421.93 ms/batch
Step 00260850 L_out=0.318 Acc=0.80 ---24571.27 ms/batch
Step 00260900 L_out=0.073 Acc=0.94 ---48059.28 ms/batch
Step 00260950 L_out=0.104 Acc=0.88 ---71339.63 ms/batch
Step 00261000 L_out=0.311 Acc=0.92 ---94523.93 ms/batch
Step 00261050 L_out=0.097 Acc=0.96 ---117512.58 ms/batch
Step 00261100 L_out=0.143 Acc=0.91 ---140783.85 ms/batch
Step 00261150 L_out=0.212 Acc=0.89 ---163988.04 ms/batch
Step 00261200 L_out=0.239 Acc=0.93 ---187180.86 ms/batch
Step 00261250 L_out=0.051 Acc=0.93 ---210286.31 ms/batch
Step 00261300 L_out=0.087 Acc=0.95 ---233419.48 ms/batch
Step 00261350 L_out=0.600 Acc=0.90 ---256607.05 ms/batch
Step 00261400 L_out=0.226 Acc=0.89 ---279869.25 ms/batch
Step 00261450 L_out=0.247 Acc=0.94 ---303082.06 ms/batch
Round 15 | epoch=1, train costTime=309.60685563087463, | total_activation_sum=29312900
Round 15 | epoch=2, current m_iou=0.6214266421654252
Round 15 | Best m_IoU is: 0.621, OA is: 0.905 | val costTime=123.514399766922
Round 15 | ****EPOCH 2****
Step 00261500 L_out=0.060 Acc=0.95 ---16731.18 ms/batch
Step 00261550 L_out=0.085 Acc=0.91 ---39940.58 ms/batch
Step 00261600 L_out=0.056 Acc=0.95 ---63178.46 ms/batch
Step 00261650 L_out=0.062 Acc=0.92 ---86519.25 ms/batch
Step 00261700 L_out=0.109 Acc=0.90 ---109663.29 ms/batch
Step 00261750 L_out=0.102 Acc=0.94 ---132718.59 ms/batch
Step 00261800 L_out=0.071 Acc=0.94 ---155910.04 ms/batch
Step 00261850 L_out=0.164 Acc=0.92 ---179150.83 ms/batch
Step 00261900 L_out=0.209 Acc=0.90 ---202401.87 ms/batch
Step 00261950 L_out=0.072 Acc=0.95 ---225559.78 ms/batch
Step 00262000 L_out=0.137 Acc=0.86 ---248703.79 ms/batch
Step 00262050 L_out=0.104 Acc=0.90 ---271889.93 ms/batch
Step 00262100 L_out=0.188 Acc=0.91 ---295076.08 ms/batch
Round 15 | epoch=2, train costTime=309.6277070045471, | total_activation_sum=29240818
Round 15 | epoch=3, current m_iou=0.630761705060606
Round 15 | Best m_IoU is: 0.631, OA is: 0.909 | val costTime=123.73925185203552
Round 15 | ****EPOCH 3****
Step 00262150 L_out=0.326 Acc=0.90 --- 8814.73 ms/batch
Step 00262200 L_out=0.221 Acc=0.87 ---31888.45 ms/batch
Step 00262250 L_out=0.557 Acc=0.88 ---55237.97 ms/batch
Step 00262300 L_out=0.137 Acc=0.92 ---78614.43 ms/batch
Step 00262350 L_out=0.137 Acc=0.91 ---101969.42 ms/batch
Step 00262400 L_out=0.121 Acc=0.95 ---125298.71 ms/batch
Step 00262450 L_out=0.227 Acc=0.91 ---148382.60 ms/batch
Step 00262500 L_out=0.082 Acc=0.91 ---171565.45 ms/batch
Step 00262550 L_out=0.115 Acc=0.92 ---194949.80 ms/batch
Step 00262600 L_out=0.242 Acc=0.92 ---218163.59 ms/batch
Step 00262650 L_out=0.194 Acc=0.89 ---241385.59 ms/batch
Step 00262700 L_out=0.184 Acc=0.81 ---264537.31 ms/batch
Step 00262750 L_out=0.182 Acc=0.94 ---287665.25 ms/batch
Round 15 | epoch=3, train costTime=309.9312000274658, | total_activation_sum=29080716
Round 15 | epoch=4, current m_iou=0.6456743699525974
Round 15 | Best m_IoU is: 0.646, OA is: 0.908 | val costTime=123.08783984184265
Round 15 | ****EPOCH 4****
Step 00262800 L_out=0.050 Acc=0.94 ---  966.98 ms/batch
Step 00262850 L_out=0.033 Acc=0.96 ---24094.74 ms/batch
Step 00262900 L_out=0.067 Acc=0.93 ---47266.91 ms/batch
Step 00262950 L_out=0.059 Acc=0.93 ---70573.07 ms/batch
Step 00263000 L_out=0.101 Acc=0.91 ---93754.10 ms/batch
Step 00263050 L_out=0.175 Acc=0.90 ---116862.37 ms/batch
Step 00263100 L_out=0.049 Acc=0.95 ---140002.34 ms/batch
Step 00263150 L_out=0.257 Acc=0.84 ---163135.17 ms/batch
Step 00263200 L_out=0.051 Acc=0.96 ---186426.98 ms/batch
Step 00263250 L_out=0.079 Acc=0.92 ---209467.52 ms/batch
Step 00263300 L_out=0.204 Acc=0.90 ---232545.48 ms/batch
Step 00263350 L_out=0.048 Acc=0.95 ---255838.59 ms/batch
Step 00263400 L_out=0.120 Acc=0.92 ---279113.56 ms/batch
Step 00263450 L_out=0.129 Acc=0.93 ---302348.95 ms/batch
Round 15 | epoch=4, train costTime=309.39078068733215, | total_activation_sum=29210142
Round 15 | epoch=5, current m_iou=0.6575026715410219
Round 15 | Best m_IoU is: 0.658, OA is: 0.913 | val costTime=123.64752435684204
Round 15 | ****EPOCH 5****
Step 00263500 L_out=0.212 Acc=0.91 ---16309.03 ms/batch
Step 00263550 L_out=0.078 Acc=0.90 ---39503.70 ms/batch
Step 00263600 L_out=0.202 Acc=0.92 ---62943.68 ms/batch
Step 00263650 L_out=0.154 Acc=0.94 ---86083.78 ms/batch
Step 00263700 L_out=0.091 Acc=0.94 ---109218.34 ms/batch
Step 00263750 L_out=0.198 Acc=0.89 ---132339.35 ms/batch
Step 00263800 L_out=0.056 Acc=0.95 ---155363.40 ms/batch
Step 00263850 L_out=0.134 Acc=0.92 ---178312.49 ms/batch
Step 00263900 L_out=0.136 Acc=0.91 ---201499.64 ms/batch
Step 00263950 L_out=0.133 Acc=0.93 ---224646.25 ms/batch
Step 00264000 L_out=0.357 Acc=0.93 ---247793.28 ms/batch
Step 00264050 L_out=0.245 Acc=0.90 ---271070.96 ms/batch
Step 00264100 L_out=0.127 Acc=0.90 ---294216.36 ms/batch
Round 15 | epoch=5, train costTime=309.09201765060425, | total_activation_sum=29392635
Round 15 | epoch=6, current m_iou=0.6566942281288044
Round 15 | Best m_IoU is: 0.658, OA is: 0.913 | val costTime=122.83992123603821
Round 15 | ****EPOCH 6****
Step 00264150 L_out=0.190 Acc=0.87 --- 8356.63 ms/batch
Step 00264200 L_out=0.066 Acc=0.94 ---31533.81 ms/batch
Step 00264250 L_out=0.044 Acc=0.95 ---54715.85 ms/batch
Step 00264300 L_out=0.066 Acc=0.96 ---77990.79 ms/batch
Step 00264350 L_out=0.390 Acc=0.87 ---101305.06 ms/batch
Step 00264400 L_out=0.167 Acc=0.93 ---124395.33 ms/batch
Step 00264450 L_out=0.116 Acc=0.91 ---147634.56 ms/batch
Step 00264500 L_out=0.208 Acc=0.92 ---170860.82 ms/batch
Step 00264550 L_out=0.120 Acc=0.93 ---193977.49 ms/batch
Step 00264600 L_out=0.204 Acc=0.96 ---217272.14 ms/batch
Step 00264650 L_out=0.156 Acc=0.90 ---240595.11 ms/batch
Step 00264700 L_out=0.044 Acc=0.88 ---263929.45 ms/batch
Step 00264750 L_out=0.120 Acc=0.89 ---287401.43 ms/batch
Round 15 | epoch=6, train costTime=310.067658662796, | total_activation_sum=29290581
Round 15 | epoch=7, current m_iou=0.6610746867590773
Round 15 | Best m_IoU is: 0.661, OA is: 0.914 | val costTime=123.89536380767822
Round 15 | ****EPOCH 7****
Step 00264800 L_out=0.114 Acc=0.87 ---  473.66 ms/batch
Step 00264850 L_out=0.060 Acc=0.95 ---23699.84 ms/batch
Step 00264900 L_out=0.043 Acc=0.91 ---47246.73 ms/batch
Step 00264950 L_out=0.023 Acc=0.92 ---70536.87 ms/batch
Step 00265000 L_out=0.039 Acc=0.92 ---93717.85 ms/batch
Step 00265050 L_out=0.330 Acc=0.86 ---116936.92 ms/batch
Step 00265100 L_out=0.080 Acc=0.90 ---140199.61 ms/batch
Step 00265150 L_out=0.163 Acc=0.92 ---163415.36 ms/batch
Step 00265200 L_out=0.046 Acc=0.92 ---186544.25 ms/batch
Step 00265250 L_out=0.198 Acc=0.87 ---209725.32 ms/batch
Step 00265300 L_out=0.096 Acc=0.93 ---233006.31 ms/batch
Step 00265350 L_out=0.139 Acc=0.95 ---256237.27 ms/batch
Step 00265400 L_out=0.143 Acc=0.91 ---279634.09 ms/batch
Step 00265450 L_out=0.023 Acc=0.95 ---302781.33 ms/batch
Round 15 | epoch=7, train costTime=310.1418504714966, | total_activation_sum=29217309
Round 15 | epoch=8, current m_iou=0.6697363951836219
Round 15 | Best m_IoU is: 0.670, OA is: 0.917 | val costTime=123.5454957485199
Round 15 | ****EPOCH 8****
Step 00265500 L_out=0.059 Acc=0.92 ---15782.72 ms/batch
Step 00265550 L_out=0.064 Acc=0.94 ---39031.43 ms/batch
Step 00265600 L_out=0.081 Acc=0.92 ---62187.24 ms/batch
Step 00265650 L_out=0.296 Acc=0.85 ---85420.79 ms/batch
Step 00265700 L_out=0.138 Acc=0.92 ---108511.21 ms/batch
Step 00265750 L_out=0.138 Acc=0.92 ---131715.17 ms/batch
Step 00265800 L_out=0.099 Acc=0.96 ---154983.50 ms/batch
Step 00265850 L_out=0.144 Acc=0.93 ---178123.10 ms/batch
Step 00265900 L_out=0.095 Acc=0.89 ---201342.54 ms/batch
Step 00265950 L_out=0.207 Acc=0.90 ---224477.48 ms/batch
Step 00266000 L_out=0.054 Acc=0.92 ---247634.09 ms/batch
Step 00266050 L_out=0.156 Acc=0.92 ---270701.81 ms/batch
Step 00266100 L_out=0.042 Acc=0.96 ---294032.62 ms/batch
Round 15 | epoch=8, train costTime=309.2758493423462, | total_activation_sum=29209380
Round 15 | epoch=9, current m_iou=0.6734309676722599
Round 15 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=124.02329134941101
Round 15 | ****EPOCH 9****
Step 00266150 L_out=0.097 Acc=0.93 --- 7939.96 ms/batch
Step 00266200 L_out=0.112 Acc=0.94 ---31228.24 ms/batch
Step 00266250 L_out=0.112 Acc=0.96 ---54513.19 ms/batch
Step 00266300 L_out=0.066 Acc=0.92 ---77626.29 ms/batch
Step 00266350 L_out=0.071 Acc=0.94 ---100795.34 ms/batch
Step 00266400 L_out=0.048 Acc=0.92 ---124095.76 ms/batch
Step 00266450 L_out=0.178 Acc=0.96 ---147349.74 ms/batch
Step 00266500 L_out=0.085 Acc=0.91 ---170611.13 ms/batch
Step 00266550 L_out=0.154 Acc=0.96 ---193793.67 ms/batch
Step 00266600 L_out=0.152 Acc=0.95 ---217035.04 ms/batch
Step 00266650 L_out=0.115 Acc=0.92 ---240074.17 ms/batch
Step 00266700 L_out=0.154 Acc=0.94 ---263357.27 ms/batch
Step 00266750 L_out=0.019 Acc=0.91 ---286630.61 ms/batch
Step 00266800 L_out=0.230 Acc=0.95 ---309759.42 ms/batch
Round 15 | epoch=9, train costTime=309.75959968566895, | total_activation_sum=29502780
Round 15 | epoch=10, current m_iou=0.6691190975667684
Round 15 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=122.98375463485718
Round 15 | ****EPOCH 10****
Step 00266850 L_out=0.176 Acc=0.94 ---23404.02 ms/batch
Step 00266900 L_out=0.045 Acc=0.94 ---46560.20 ms/batch
Step 00266950 L_out=0.148 Acc=0.92 ---69686.40 ms/batch
Step 00267000 L_out=0.107 Acc=0.94 ---93040.97 ms/batch
Step 00267050 L_out=0.086 Acc=0.95 ---116270.24 ms/batch
Step 00267100 L_out=0.050 Acc=0.92 ---139365.90 ms/batch
Step 00267150 L_out=0.035 Acc=0.91 ---162591.72 ms/batch
Step 00267200 L_out=0.077 Acc=0.89 ---185815.24 ms/batch
Step 00267250 L_out=0.074 Acc=0.94 ---208923.10 ms/batch
Step 00267300 L_out=0.242 Acc=0.87 ---232250.77 ms/batch
Step 00267350 L_out=0.146 Acc=0.87 ---255496.81 ms/batch
Step 00267400 L_out=0.264 Acc=0.95 ---278765.12 ms/batch
Step 00267450 L_out=0.119 Acc=0.92 ---301862.40 ms/batch
Round 15 | epoch=10, train costTime=309.7068102359772, | total_activation_sum=29162219
Round 15 | epoch=11, current m_iou=0.6702926952865986
Round 15 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=122.87775135040283
Round 15 | ****EPOCH 11****
Step 00267500 L_out=0.095 Acc=0.95 ---15276.35 ms/batch
Step 00267550 L_out=0.189 Acc=0.92 ---38456.68 ms/batch
Step 00267600 L_out=0.049 Acc=0.94 ---61675.29 ms/batch
Step 00267650 L_out=0.182 Acc=0.96 ---84974.81 ms/batch
Step 00267700 L_out=0.062 Acc=0.90 ---108233.25 ms/batch
Step 00267750 L_out=0.265 Acc=0.97 ---131328.96 ms/batch
Step 00267800 L_out=0.141 Acc=0.90 ---154566.28 ms/batch
Step 00267850 L_out=0.071 Acc=0.96 ---177845.84 ms/batch
Step 00267900 L_out=0.130 Acc=0.95 ---200965.79 ms/batch
Step 00267950 L_out=0.150 Acc=0.91 ---224020.18 ms/batch
Step 00268000 L_out=0.058 Acc=0.93 ---247311.38 ms/batch
Step 00268050 L_out=0.100 Acc=0.93 ---270472.87 ms/batch
Step 00268100 L_out=0.059 Acc=0.92 ---293723.37 ms/batch
Round 15 | epoch=11, train costTime=309.5370452404022, | total_activation_sum=29279547
Round 15 | epoch=12, current m_iou=0.6731220112885294
Round 15 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=122.60876774787903
Round 15 | ****EPOCH 12****
Step 00268150 L_out=0.071 Acc=0.93 --- 7446.94 ms/batch
Step 00268200 L_out=0.050 Acc=0.93 ---30650.04 ms/batch
Step 00268250 L_out=0.047 Acc=0.93 ---53881.18 ms/batch
Step 00268300 L_out=0.056 Acc=0.95 ---77055.97 ms/batch
Step 00268350 L_out=0.055 Acc=0.92 ---100154.86 ms/batch
Step 00268400 L_out=0.108 Acc=0.93 ---123339.19 ms/batch
Step 00268450 L_out=0.042 Acc=0.95 ---146574.94 ms/batch
Step 00268500 L_out=0.070 Acc=0.93 ---169778.07 ms/batch
Step 00268550 L_out=0.211 Acc=0.90 ---192996.98 ms/batch
Step 00268600 L_out=0.161 Acc=0.95 ---216222.89 ms/batch
Step 00268650 L_out=0.049 Acc=0.90 ---239455.41 ms/batch
Step 00268700 L_out=0.094 Acc=0.94 ---262625.74 ms/batch
Step 00268750 L_out=0.095 Acc=0.91 ---285748.57 ms/batch
Step 00268800 L_out=0.110 Acc=0.94 ---308986.43 ms/batch
Round 15 | epoch=12, train costTime=309.43868494033813, | total_activation_sum=29293240
Round 15 | epoch=13, current m_iou=0.6699543483672641
Round 15 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=123.51981949806213
Round 15 | ****EPOCH 13****
Step 00268850 L_out=0.281 Acc=0.84 ---22620.18 ms/batch
Step 00268900 L_out=0.137 Acc=0.92 ---45867.47 ms/batch
Step 00268950 L_out=0.287 Acc=0.89 ---69084.49 ms/batch
Step 00269000 L_out=0.074 Acc=0.94 ---92334.52 ms/batch
Step 00269050 L_out=0.283 Acc=0.92 ---115555.84 ms/batch
Step 00269100 L_out=0.151 Acc=0.87 ---138803.05 ms/batch
Step 00269150 L_out=0.123 Acc=0.93 ---161972.55 ms/batch
Step 00269200 L_out=0.092 Acc=0.93 ---185185.80 ms/batch
Step 00269250 L_out=0.034 Acc=0.88 ---208350.84 ms/batch
Step 00269300 L_out=0.035 Acc=0.94 ---231557.65 ms/batch
Step 00269350 L_out=0.076 Acc=0.94 ---254797.10 ms/batch
Step 00269400 L_out=0.075 Acc=0.94 ---277891.25 ms/batch
Step 00269450 L_out=0.162 Acc=0.90 ---301024.25 ms/batch
Round 15 | epoch=13, train costTime=309.35953736305237, | total_activation_sum=29456517
Round 15 | epoch=14, current m_iou=0.6712436074993802
Round 15 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=129.77863669395447
Round 15 | ****EPOCH 14****
Step 00269500 L_out=0.161 Acc=0.87 ---14835.01 ms/batch
Step 00269550 L_out=0.117 Acc=0.94 ---38089.29 ms/batch
Step 00269600 L_out=0.434 Acc=0.93 ---61343.95 ms/batch
Step 00269650 L_out=0.094 Acc=0.90 ---84529.54 ms/batch
Step 00269700 L_out=0.047 Acc=0.93 ---107680.50 ms/batch
Step 00269750 L_out=0.097 Acc=0.94 ---130984.87 ms/batch
Step 00269800 L_out=0.129 Acc=0.89 ---154218.21 ms/batch
Step 00269850 L_out=0.094 Acc=0.94 ---177418.40 ms/batch
Step 00269900 L_out=0.025 Acc=0.96 ---200545.39 ms/batch
Step 00269950 L_out=0.060 Acc=0.95 ---223757.83 ms/batch
Step 00270000 L_out=0.044 Acc=0.93 ---247113.47 ms/batch
Step 00270050 L_out=0.063 Acc=0.90 ---270313.14 ms/batch
Step 00270100 L_out=0.121 Acc=0.93 ---293588.72 ms/batch
Round 15 | epoch=14, train costTime=309.7694945335388, | total_activation_sum=28965053
Round 15 | epoch=15, current m_iou=0.6557060626013834
Round 15 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=131.42882561683655
Round 15 | ****EPOCH 15****
Step 00270150 L_out=0.160 Acc=0.95 --- 6859.32 ms/batch
Step 00270200 L_out=0.034 Acc=0.93 ---30074.83 ms/batch
Step 00270250 L_out=0.079 Acc=0.96 ---53288.33 ms/batch
Step 00270300 L_out=0.031 Acc=0.92 ---76363.67 ms/batch
Step 00270350 L_out=0.065 Acc=0.98 ---99681.36 ms/batch
Step 00270400 L_out=0.083 Acc=0.91 ---122996.03 ms/batch
Step 00270450 L_out=0.040 Acc=0.95 ---146251.44 ms/batch
Step 00270500 L_out=0.051 Acc=0.92 ---169520.12 ms/batch
Step 00270550 L_out=0.070 Acc=0.93 ---192779.35 ms/batch
Step 00270600 L_out=0.050 Acc=0.96 ---215921.49 ms/batch
Step 00270650 L_out=0.114 Acc=0.91 ---239118.14 ms/batch
Step 00270700 L_out=0.019 Acc=0.94 ---262289.46 ms/batch
Step 00270750 L_out=0.070 Acc=0.93 ---285539.16 ms/batch
Step 00270800 L_out=0.011 Acc=0.89 ---308717.31 ms/batch
Round 15 | epoch=15, train costTime=309.67003560066223, | total_activation_sum=29329065
Round 15 | epoch=16, current m_iou=0.6589013461213407
Round 15 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=177.19644927978516
Round 15 | ****EPOCH 16****
Step 00270850 L_out=0.089 Acc=0.95 ---50535.82 ms/batch
Step 00270900 L_out=0.096 Acc=0.93 ---88814.72 ms/batch
Step 00270950 L_out=0.045 Acc=0.94 ---114506.98 ms/batch
Step 00271000 L_out=0.060 Acc=0.96 ---141067.29 ms/batch
Step 00271050 L_out=0.263 Acc=0.89 ---170368.63 ms/batch
Step 00271100 L_out=0.091 Acc=0.96 ---197365.94 ms/batch
Step 00271150 L_out=0.090 Acc=0.95 ---224187.28 ms/batch
Step 00271200 L_out=0.109 Acc=0.95 ---251079.08 ms/batch
Step 00271250 L_out=0.091 Acc=0.97 ---278567.66 ms/batch
Step 00271300 L_out=0.239 Acc=0.95 ---306517.44 ms/batch
Step 00271350 L_out=0.069 Acc=0.94 ---333481.11 ms/batch
Step 00271400 L_out=0.034 Acc=0.97 ---360875.47 ms/batch
Step 00271450 L_out=0.446 Acc=0.90 ---388387.91 ms/batch
Round 15 | epoch=16, train costTime=399.04286551475525, | total_activation_sum=29235567
Round 15 | epoch=17, current m_iou=0.6658185890090771
Round 15 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=135.96267318725586
Round 15 | ****EPOCH 17****
Step 00271500 L_out=0.088 Acc=0.95 ---17282.28 ms/batch
Step 00271550 L_out=0.050 Acc=0.93 ---44381.04 ms/batch
Step 00271600 L_out=0.044 Acc=0.96 ---69104.01 ms/batch
Step 00271650 L_out=0.335 Acc=0.91 ---98138.96 ms/batch
Step 00271700 L_out=0.084 Acc=0.93 ---126702.31 ms/batch
Step 00271750 L_out=0.059 Acc=0.96 ---154095.19 ms/batch
Step 00271800 L_out=0.081 Acc=0.92 ---181980.25 ms/batch
Step 00271850 L_out=0.099 Acc=0.86 ---209408.20 ms/batch
Step 00271900 L_out=0.055 Acc=0.89 ---236333.05 ms/batch
Step 00271950 L_out=0.090 Acc=0.90 ---263503.74 ms/batch
Step 00272000 L_out=0.056 Acc=0.91 ---290739.88 ms/batch
Step 00272050 L_out=0.043 Acc=0.92 ---319150.19 ms/batch
Step 00272100 L_out=0.078 Acc=0.92 ---346092.94 ms/batch
Round 15 | epoch=17, train costTime=365.7336480617523, | total_activation_sum=29327028
Round 15 | epoch=18, current m_iou=0.6666081458652184
Round 15 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=135.0928544998169
Round 15 | ****EPOCH 18****
Step 00272150 L_out=0.046 Acc=0.93 --- 7920.29 ms/batch
Step 00272200 L_out=0.070 Acc=0.93 ---35572.59 ms/batch
Step 00272250 L_out=0.069 Acc=0.91 ---62155.83 ms/batch
Step 00272300 L_out=0.185 Acc=0.95 ---87977.95 ms/batch
Step 00272350 L_out=0.224 Acc=0.93 ---115264.46 ms/batch
Step 00272400 L_out=0.214 Acc=0.94 ---143834.19 ms/batch
Step 00272450 L_out=0.078 Acc=0.91 ---170762.39 ms/batch
Step 00272500 L_out=0.050 Acc=0.94 ---197539.03 ms/batch
Step 00272550 L_out=0.070 Acc=0.96 ---227736.13 ms/batch
Step 00272600 L_out=0.187 Acc=0.86 ---256671.25 ms/batch
Step 00272650 L_out=0.098 Acc=0.91 ---287830.77 ms/batch
Step 00272700 L_out=0.014 Acc=0.87 ---315807.19 ms/batch
Step 00272750 L_out=0.041 Acc=0.90 ---343558.79 ms/batch
Step 00272800 L_out=0.098 Acc=0.95 ---370026.57 ms/batch
Round 15 | epoch=18, train costTime=371.6615586280823, | total_activation_sum=29476094
Round 15 | epoch=19, current m_iou=0.6635228624479867
Round 15 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=151.47298502922058
Round 15 | ****EPOCH 19****
Step 00272850 L_out=0.048 Acc=0.93 ---25858.94 ms/batch
Step 00272900 L_out=0.046 Acc=0.95 ---53542.14 ms/batch
Step 00272950 L_out=0.140 Acc=0.93 ---78861.46 ms/batch
Step 00273000 L_out=0.203 Acc=0.90 ---110041.15 ms/batch
Step 00273050 L_out=0.054 Acc=0.92 ---141098.75 ms/batch
Step 00273100 L_out=0.134 Acc=0.93 ---168812.90 ms/batch
Step 00273150 L_out=0.028 Acc=0.92 ---196107.50 ms/batch
Step 00273200 L_out=0.132 Acc=0.91 ---222333.32 ms/batch
Step 00273250 L_out=0.088 Acc=0.93 ---248969.84 ms/batch
Step 00273300 L_out=0.023 Acc=0.88 ---277878.21 ms/batch
Step 00273350 L_out=0.102 Acc=0.93 ---306167.85 ms/batch
Step 00273400 L_out=0.120 Acc=0.93 ---336319.57 ms/batch
Step 00273450 L_out=0.109 Acc=0.94 ---363850.81 ms/batch
Round 15 | epoch=19, train costTime=374.61673069000244, | total_activation_sum=29017430
Round 15 | epoch=20, current m_iou=0.6644998722762122
Round 15 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=135.82407188415527
Round 15 | ****EPOCH 20****
Step 00273500 L_out=0.033 Acc=0.92 ---17256.77 ms/batch
Step 00273550 L_out=0.078 Acc=0.89 ---44648.89 ms/batch
Step 00273600 L_out=0.237 Acc=0.92 ---69479.97 ms/batch
Step 00273650 L_out=0.026 Acc=0.93 ---98159.88 ms/batch
Step 00273700 L_out=0.059 Acc=0.91 ---124342.00 ms/batch
Step 00273750 L_out=0.064 Acc=0.94 ---150973.52 ms/batch
Step 00273800 L_out=0.087 Acc=0.91 ---180072.57 ms/batch
Step 00273850 L_out=0.059 Acc=0.94 ---210045.65 ms/batch
Step 00273900 L_out=0.192 Acc=0.95 ---238451.22 ms/batch
Step 00273950 L_out=0.016 Acc=0.93 ---265377.48 ms/batch
Step 00274000 L_out=0.193 Acc=0.90 ---292250.92 ms/batch
Step 00274050 L_out=0.042 Acc=0.94 ---318678.37 ms/batch
Step 00274100 L_out=0.090 Acc=0.88 ---345373.98 ms/batch
Round 15 | epoch=20, train costTime=365.08134174346924, | total_activation_sum=29289286
Round 15 | epoch=21, current m_iou=0.6676211022852322
Round 15 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=151.3866229057312
Round 15 | ****EPOCH 21****
Step 00274150 L_out=0.140 Acc=0.90 --- 7022.43 ms/batch
Step 00274200 L_out=0.259 Acc=0.92 ---34849.73 ms/batch
Step 00274250 L_out=1.866 Acc=0.28 ---61484.60 ms/batch
Step 00274300 L_out=0.043 Acc=0.95 ---86174.53 ms/batch
Step 00274350 L_out=0.242 Acc=0.95 ---114217.74 ms/batch
Step 00274400 L_out=0.093 Acc=0.96 ---141767.94 ms/batch
Step 00274450 L_out=0.147 Acc=0.94 ---173164.51 ms/batch
Step 00274500 L_out=0.049 Acc=0.97 ---201070.78 ms/batch
Step 00274550 L_out=0.019 Acc=0.95 ---232473.54 ms/batch
Step 00274600 L_out=0.093 Acc=0.93 ---259072.77 ms/batch
Step 00274650 L_out=0.050 Acc=0.96 ---285796.58 ms/batch
Step 00274700 L_out=0.052 Acc=0.95 ---312000.75 ms/batch
Step 00274750 L_out=0.161 Acc=0.91 ---338802.07 ms/batch
Step 00274800 L_out=0.035 Acc=0.96 ---365590.32 ms/batch
Round 15 | epoch=21, train costTime=367.672322511673, | total_activation_sum=29132632
Round 15 | epoch=22, current m_iou=0.6688400805912789
Round 15 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=139.9626214504242
Round 15 | ****EPOCH 22****
Step 00274850 L_out=0.060 Acc=0.94 ---25277.20 ms/batch
Step 00274900 L_out=0.052 Acc=0.92 ---52547.42 ms/batch
Step 00274950 L_out=0.047 Acc=0.97 ---78474.24 ms/batch
Step 00275000 L_out=0.142 Acc=0.95 ---105132.79 ms/batch
Step 00275050 L_out=0.124 Acc=0.95 ---131833.61 ms/batch
Step 00275100 L_out=0.081 Acc=0.93 ---159054.96 ms/batch
Step 00275150 L_out=0.140 Acc=0.91 ---187247.10 ms/batch
Step 00275200 L_out=0.051 Acc=0.92 ---216165.69 ms/batch
Step 00275250 L_out=0.079 Acc=0.95 ---243217.20 ms/batch
Step 00275300 L_out=0.062 Acc=0.82 ---270104.35 ms/batch
Step 00275350 L_out=0.180 Acc=0.91 ---297683.79 ms/batch
Step 00275400 L_out=0.105 Acc=0.93 ---325960.49 ms/batch
Step 00275450 L_out=0.147 Acc=0.89 ---353242.44 ms/batch
Round 15 | epoch=22, train costTime=364.18578815460205, | total_activation_sum=29298036
Round 15 | epoch=23, current m_iou=0.6664060993708446
Round 15 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=150.92588257789612
Round 15 | ****EPOCH 23****
Step 00275500 L_out=0.075 Acc=0.93 ---16098.81 ms/batch
Step 00275550 L_out=0.140 Acc=0.90 ---43888.45 ms/batch
Step 00275600 L_out=0.139 Acc=0.93 ---69074.59 ms/batch
Step 00275650 L_out=0.067 Acc=0.94 ---95578.82 ms/batch
Step 00275700 L_out=0.186 Acc=0.92 ---122067.50 ms/batch
Step 00275750 L_out=0.070 Acc=0.96 ---150035.79 ms/batch
Step 00275800 L_out=0.067 Acc=0.94 ---178138.31 ms/batch
Step 00275850 L_out=0.043 Acc=0.94 ---204977.32 ms/batch
Step 00275900 L_out=0.097 Acc=0.95 ---232203.23 ms/batch
Step 00275950 L_out=0.028 Acc=0.88 ---258790.15 ms/batch
Step 00276000 L_out=0.056 Acc=0.97 ---286015.35 ms/batch
Step 00276050 L_out=0.149 Acc=0.91 ---313077.18 ms/batch
Step 00276100 L_out=0.102 Acc=0.91 ---339389.83 ms/batch
Round 15 | epoch=23, train costTime=360.1193389892578, | total_activation_sum=29218198
Round 15 | epoch=24, current m_iou=0.6635598029912233
Round 15 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=149.58842587471008
Round 15 | ****EPOCH 24****
Step 00276150 L_out=0.068 Acc=0.91 --- 6661.83 ms/batch
Step 00276200 L_out=0.068 Acc=0.95 ---34279.50 ms/batch
Step 00276250 L_out=0.037 Acc=0.97 ---60760.32 ms/batch
Step 00276300 L_out=0.047 Acc=0.91 ---86433.11 ms/batch
Step 00276350 L_out=0.108 Acc=0.91 ---113758.46 ms/batch
Step 00276400 L_out=0.050 Acc=0.89 ---141151.06 ms/batch
Step 00276450 L_out=0.104 Acc=0.96 ---168831.45 ms/batch
Step 00276500 L_out=0.057 Acc=0.97 ---196162.03 ms/batch
Step 00276550 L_out=0.040 Acc=0.93 ---223193.34 ms/batch
Step 00276600 L_out=0.150 Acc=0.91 ---250314.16 ms/batch
Step 00276650 L_out=0.033 Acc=0.92 ---277808.44 ms/batch
Step 00276700 L_out=0.095 Acc=0.97 ---304592.93 ms/batch
Step 00276750 L_out=0.080 Acc=0.96 ---331874.86 ms/batch
Step 00276800 L_out=0.096 Acc=0.94 ---358794.29 ms/batch
Round 15 | epoch=24, train costTime=361.63084602355957, | total_activation_sum=29297631
Round 15 | epoch=25, current m_iou=0.6636519676217054
Round 15 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=166.68279790878296
Round 15 | ****EPOCH 25****
Step 00276850 L_out=0.087 Acc=0.95 ---25029.20 ms/batch
Step 00276900 L_out=0.029 Acc=0.98 ---51381.17 ms/batch
Step 00276950 L_out=0.159 Acc=0.95 ---76285.50 ms/batch
Step 00277000 L_out=0.178 Acc=0.92 ---102986.60 ms/batch
Step 00277050 L_out=0.052 Acc=0.89 ---129730.46 ms/batch
Step 00277100 L_out=0.009 Acc=0.95 ---156232.20 ms/batch
Step 00277150 L_out=0.147 Acc=0.89 ---183261.09 ms/batch
Step 00277200 L_out=0.041 Acc=0.95 ---209863.20 ms/batch
Step 00277250 L_out=0.070 Acc=0.93 ---237389.32 ms/batch
Step 00277300 L_out=0.221 Acc=0.92 ---263871.24 ms/batch
Step 00277350 L_out=0.143 Acc=0.92 ---290978.52 ms/batch
Step 00277400 L_out=0.069 Acc=0.87 ---317660.98 ms/batch
Step 00277450 L_out=0.118 Acc=0.91 ---344532.14 ms/batch
Round 15 | epoch=25, train costTime=356.28346729278564, | total_activation_sum=29320191
Round 15 | epoch=26, current m_iou=0.6628913482443205
Round 15 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=164.71208000183105
Round 15 | ****EPOCH 26****
Step 00277500 L_out=0.139 Acc=0.91 ---15431.34 ms/batch
Step 00277550 L_out=0.075 Acc=0.93 ---42607.05 ms/batch
Step 00277600 L_out=0.047 Acc=0.93 ---67556.65 ms/batch
Step 00277650 L_out=0.107 Acc=0.90 ---94488.30 ms/batch
Step 00277700 L_out=0.040 Acc=0.93 ---122165.32 ms/batch
Step 00277750 L_out=0.088 Acc=0.91 ---149497.27 ms/batch
Step 00277800 L_out=0.077 Acc=0.94 ---177148.88 ms/batch
Step 00277850 L_out=0.041 Acc=0.93 ---205820.80 ms/batch
Step 00277900 L_out=0.140 Acc=0.95 ---232566.30 ms/batch
Step 00277950 L_out=0.081 Acc=0.95 ---259868.37 ms/batch
Step 00278000 L_out=0.087 Acc=0.93 ---286826.66 ms/batch
Step 00278050 L_out=0.140 Acc=0.93 ---314524.96 ms/batch
Step 00278100 L_out=0.085 Acc=0.92 ---342199.86 ms/batch
Round 15 | epoch=26, train costTime=363.9416835308075, | total_activation_sum=29149299
Round 15 | epoch=27, current m_iou=0.6653185668283335
Round 15 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=158.67473578453064
Round 15 | ****EPOCH 27****
Step 00278150 L_out=0.151 Acc=0.93 --- 6056.80 ms/batch
Step 00278200 L_out=0.042 Acc=0.91 ---33655.79 ms/batch
Step 00278250 L_out=0.015 Acc=0.93 ---57384.98 ms/batch
Step 00278300 L_out=0.090 Acc=0.87 ---84640.66 ms/batch
Step 00278350 L_out=0.044 Acc=0.93 ---113323.60 ms/batch
Step 00278400 L_out=0.025 Acc=0.96 ---140346.89 ms/batch
Step 00278450 L_out=0.090 Acc=0.92 ---168502.68 ms/batch
Step 00278500 L_out=0.015 Acc=0.96 ---195260.77 ms/batch
Step 00278550 L_out=0.161 Acc=0.91 ---221962.95 ms/batch
Step 00278600 L_out=0.046 Acc=0.98 ---248620.69 ms/batch
Step 00278650 L_out=0.089 Acc=0.94 ---275183.01 ms/batch
Step 00278700 L_out=0.172 Acc=0.92 ---302356.71 ms/batch
Step 00278750 L_out=0.101 Acc=0.93 ---328848.74 ms/batch
Step 00278800 L_out=0.408 Acc=0.74 ---355656.98 ms/batch
Round 15 | epoch=27, train costTime=358.8595190048218, | total_activation_sum=29429182
Round 15 | epoch=28, current m_iou=0.667847017498389
Round 15 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=156.25540351867676
Round 15 | ****EPOCH 28****
Step 00278850 L_out=0.040 Acc=0.89 ---24259.97 ms/batch
Step 00278900 L_out=0.196 Acc=0.96 ---48376.54 ms/batch
Step 00278950 L_out=0.051 Acc=0.93 ---75303.70 ms/batch
Step 00279000 L_out=0.047 Acc=0.93 ---102114.52 ms/batch
Step 00279050 L_out=0.212 Acc=0.91 ---129774.68 ms/batch
Step 00279100 L_out=0.082 Acc=0.92 ---156443.77 ms/batch
Step 00279150 L_out=0.056 Acc=0.93 ---182837.78 ms/batch
Step 00279200 L_out=0.088 Acc=0.90 ---212260.80 ms/batch
Step 00279250 L_out=0.059 Acc=0.93 ---239500.17 ms/batch
Step 00279300 L_out=0.055 Acc=0.91 ---266629.07 ms/batch
Step 00279350 L_out=0.075 Acc=0.94 ---292715.55 ms/batch
Step 00279400 L_out=0.071 Acc=0.91 ---319698.90 ms/batch
Step 00279450 L_out=0.110 Acc=0.94 ---346410.84 ms/batch
Round 15 | epoch=28, train costTime=358.65261220932007, | total_activation_sum=29401958
Round 15 | epoch=29, current m_iou=0.6663992234763514
Round 15 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=153.08443117141724
Round 15 | ****EPOCH 29****
Step 00279500 L_out=0.124 Acc=0.94 ---14882.56 ms/batch
Step 00279550 L_out=0.079 Acc=0.93 ---39979.94 ms/batch
Step 00279600 L_out=0.036 Acc=0.95 ---66663.73 ms/batch
Step 00279650 L_out=0.080 Acc=0.98 ---93525.45 ms/batch
Step 00279700 L_out=0.160 Acc=0.94 ---120547.49 ms/batch
Step 00279750 L_out=0.031 Acc=0.96 ---147342.46 ms/batch
Step 00279800 L_out=0.108 Acc=0.90 ---174127.35 ms/batch
Step 00279850 L_out=0.036 Acc=0.97 ---200756.28 ms/batch
Step 00279900 L_out=0.071 Acc=0.93 ---227681.89 ms/batch
Step 00279950 L_out=0.038 Acc=0.93 ---255824.57 ms/batch
Step 00280000 L_out=0.042 Acc=0.96 ---283234.52 ms/batch
Step 00280050 L_out=0.042 Acc=0.96 ---310872.61 ms/batch
Step 00280100 L_out=0.101 Acc=0.91 ---337967.54 ms/batch
Round 15 | epoch=29, train costTime=360.5104959011078, | total_activation_sum=29137229
Round 15 | epoch=30, current m_iou=0.6663681574644877
Round 15 | Best m_IoU is: 0.673, OA is: 0.917 | val costTime=168.1774287223816
Round 15 | ****EPOCH 30****
Round 16 | ****EPOCH 0****
Step 00280150 L_out=1.293 Acc=0.96 --- 5337.54 ms/batch
Step 00280200 L_out=1.972 Acc=0.75 ---32933.33 ms/batch
Step 00280250 L_out=0.280 Acc=0.81 ---60609.38 ms/batch
Step 00280300 L_out=0.221 Acc=0.85 ---85442.93 ms/batch
Step 00280350 L_out=0.396 Acc=0.78 ---112334.41 ms/batch
Step 00280400 L_out=0.759 Acc=0.75 ---140329.67 ms/batch
Step 00280450 L_out=0.736 Acc=0.76 ---167079.30 ms/batch
Step 00280500 L_out=0.473 Acc=0.85 ---193242.74 ms/batch
Step 00280550 L_out=0.133 Acc=0.92 ---220196.90 ms/batch
Step 00280600 L_out=0.473 Acc=0.75 ---247285.74 ms/batch
Step 00280650 L_out=0.488 Acc=0.88 ---274137.44 ms/batch
Step 00280700 L_out=0.971 Acc=0.73 ---300704.02 ms/batch
Step 00280750 L_out=0.062 Acc=0.96 ---327373.66 ms/batch
Step 00280800 L_out=0.086 Acc=0.84 ---354038.56 ms/batch
Round 16 | epoch=0, train costTime=357.59789538383484, | total_activation_sum=30321830
Round 16 | epoch=1, current m_iou=0.6131711782647644
Round 16 | Best m_IoU is: 0.613, OA is: 0.885 | val costTime=163.3919222354889
Round 16 | ****EPOCH 1****
Step 00280850 L_out=0.347 Acc=0.87 ---24228.75 ms/batch
Step 00280900 L_out=0.373 Acc=0.93 ---52391.34 ms/batch
Step 00280950 L_out=0.161 Acc=0.86 ---77213.72 ms/batch
Step 00281000 L_out=0.292 Acc=0.88 ---103743.14 ms/batch
Step 00281050 L_out=0.135 Acc=0.94 ---131584.11 ms/batch
Step 00281100 L_out=0.140 Acc=0.88 ---157985.94 ms/batch
Step 00281150 L_out=0.405 Acc=0.87 ---184466.00 ms/batch
Step 00281200 L_out=0.202 Acc=0.89 ---211183.80 ms/batch
Step 00281250 L_out=0.024 Acc=0.89 ---237927.66 ms/batch
Step 00281300 L_out=0.501 Acc=0.91 ---264386.96 ms/batch
Step 00281350 L_out=0.761 Acc=0.89 ---290760.70 ms/batch
Step 00281400 L_out=0.482 Acc=0.82 ---317491.81 ms/batch
Step 00281450 L_out=0.233 Acc=0.93 ---345557.35 ms/batch
Round 16 | epoch=1, train costTime=358.7495949268341, | total_activation_sum=30673338
Round 16 | epoch=2, current m_iou=0.6513328137697609
Round 16 | Best m_IoU is: 0.651, OA is: 0.913 | val costTime=161.8372495174408
Round 16 | ****EPOCH 2****
Step 00281500 L_out=0.079 Acc=0.92 ---14299.22 ms/batch
Step 00281550 L_out=0.582 Acc=0.80 ---41728.67 ms/batch
Step 00281600 L_out=0.117 Acc=0.81 ---68066.15 ms/batch
Step 00281650 L_out=0.201 Acc=0.93 ---93065.34 ms/batch
Step 00281700 L_out=0.053 Acc=0.96 ---120856.68 ms/batch
Step 00281750 L_out=0.240 Acc=0.93 ---147503.66 ms/batch
Step 00281800 L_out=0.122 Acc=0.93 ---173847.10 ms/batch
Step 00281850 L_out=0.161 Acc=0.97 ---200330.33 ms/batch
Step 00281900 L_out=0.321 Acc=0.70 ---227430.34 ms/batch
Step 00281950 L_out=0.444 Acc=0.83 ---255335.74 ms/batch
Step 00282000 L_out=0.134 Acc=0.96 ---282319.79 ms/batch
Step 00282050 L_out=0.075 Acc=0.91 ---309674.01 ms/batch
Step 00282100 L_out=0.304 Acc=0.91 ---337787.83 ms/batch
Round 16 | epoch=2, train costTime=360.00693464279175, | total_activation_sum=30694706
Round 16 | epoch=3, current m_iou=0.6728953018516587
Round 16 | Best m_IoU is: 0.673, OA is: 0.916 | val costTime=154.61951351165771
Round 16 | ****EPOCH 3****
Step 00282150 L_out=0.103 Acc=0.91 --- 5090.67 ms/batch
Step 00282200 L_out=0.148 Acc=0.94 ---33044.82 ms/batch
Step 00282250 L_out=0.162 Acc=0.97 ---61468.68 ms/batch
Step 00282300 L_out=0.092 Acc=0.93 ---85109.60 ms/batch
Step 00282350 L_out=0.222 Acc=0.95 ---111719.86 ms/batch
Step 00282400 L_out=0.041 Acc=0.94 ---138245.25 ms/batch
Step 00282450 L_out=0.141 Acc=0.92 ---165240.03 ms/batch
Step 00282500 L_out=0.209 Acc=0.85 ---192398.87 ms/batch
Step 00282550 L_out=0.177 Acc=0.80 ---219897.17 ms/batch
Step 00282600 L_out=0.216 Acc=0.92 ---246268.54 ms/batch
Step 00282650 L_out=0.093 Acc=0.90 ---273984.42 ms/batch
Step 00282700 L_out=0.234 Acc=0.90 ---301124.26 ms/batch
Step 00282750 L_out=0.232 Acc=0.92 ---328110.84 ms/batch
Step 00282800 L_out=0.134 Acc=0.95 ---354755.91 ms/batch
Round 16 | epoch=3, train costTime=359.1851124763489, | total_activation_sum=30587783
Round 16 | epoch=4, current m_iou=0.6661419749911051
Round 16 | Best m_IoU is: 0.673, OA is: 0.916 | val costTime=157.68596291542053
Round 16 | ****EPOCH 4****
Step 00282850 L_out=0.465 Acc=0.84 ---23335.10 ms/batch
Step 00282900 L_out=0.148 Acc=0.92 ---50872.36 ms/batch
Step 00282950 L_out=0.138 Acc=0.89 ---76015.10 ms/batch
Step 00283000 L_out=0.181 Acc=0.92 ---102665.77 ms/batch
Step 00283050 L_out=0.215 Acc=0.92 ---129443.62 ms/batch
Step 00283100 L_out=0.144 Acc=0.91 ---156078.93 ms/batch
Step 00283150 L_out=0.143 Acc=0.90 ---182860.01 ms/batch
Step 00283200 L_out=0.068 Acc=0.93 ---209357.10 ms/batch
Step 00283250 L_out=0.167 Acc=0.91 ---235996.31 ms/batch
Step 00283300 L_out=0.217 Acc=0.91 ---264347.82 ms/batch
Step 00283350 L_out=0.119 Acc=0.95 ---291018.88 ms/batch
Step 00283400 L_out=0.158 Acc=0.89 ---317614.70 ms/batch
Step 00283450 L_out=0.307 Acc=0.89 ---345241.23 ms/batch
Round 16 | epoch=4, train costTime=358.80730056762695, | total_activation_sum=30552110
Round 16 | epoch=5, current m_iou=0.6536882701365454
Round 16 | Best m_IoU is: 0.673, OA is: 0.916 | val costTime=152.30742621421814
Round 16 | ****EPOCH 5****
Step 00283500 L_out=0.165 Acc=0.92 ---13746.95 ms/batch
Step 00283550 L_out=0.208 Acc=0.90 ---41271.56 ms/batch
Step 00283600 L_out=0.283 Acc=0.94 ---67992.84 ms/batch
Step 00283650 L_out=0.193 Acc=0.93 ---92531.84 ms/batch
Step 00283700 L_out=0.379 Acc=0.90 ---119385.70 ms/batch
Step 00283750 L_out=0.036 Acc=0.92 ---146257.79 ms/batch
Step 00283800 L_out=0.184 Acc=0.95 ---172887.11 ms/batch
Step 00283850 L_out=0.034 Acc=0.93 ---199973.52 ms/batch
Step 00283900 L_out=0.075 Acc=0.90 ---226709.49 ms/batch
Step 00283950 L_out=0.052 Acc=0.93 ---253661.85 ms/batch
Step 00284000 L_out=0.116 Acc=0.92 ---280085.86 ms/batch
Step 00284050 L_out=0.285 Acc=0.92 ---306732.98 ms/batch
Step 00284100 L_out=0.511 Acc=0.93 ---334025.09 ms/batch
Round 16 | epoch=5, train costTime=357.2760319709778, | total_activation_sum=30675976
Round 16 | epoch=6, current m_iou=0.657857820149227
Round 16 | Best m_IoU is: 0.673, OA is: 0.916 | val costTime=151.15345358848572
Round 16 | ****EPOCH 6****
Step 00284150 L_out=0.508 Acc=0.91 --- 4342.69 ms/batch
Step 00284200 L_out=0.064 Acc=0.94 ---32438.59 ms/batch
Step 00284250 L_out=0.052 Acc=0.89 ---59270.28 ms/batch
Step 00284300 L_out=0.053 Acc=0.93 ---83475.67 ms/batch
Step 00284350 L_out=0.035 Acc=0.91 ---109750.61 ms/batch
Step 00284400 L_out=0.111 Acc=0.93 ---136641.46 ms/batch
Step 00284450 L_out=0.242 Acc=0.94 ---163355.26 ms/batch
Step 00284500 L_out=0.137 Acc=0.95 ---190352.27 ms/batch
Step 00284550 L_out=0.335 Acc=0.88 ---216858.76 ms/batch
Step 00284600 L_out=0.080 Acc=0.89 ---243883.20 ms/batch
Step 00284650 L_out=0.100 Acc=0.95 ---271438.36 ms/batch
Step 00284700 L_out=0.171 Acc=0.91 ---298352.62 ms/batch
Step 00284750 L_out=0.236 Acc=0.85 ---325255.89 ms/batch
Step 00284800 L_out=0.586 Acc=0.93 ---352402.28 ms/batch
Round 16 | epoch=6, train costTime=357.18706226348877, | total_activation_sum=30443104
Round 16 | epoch=7, current m_iou=0.6627110348141847
Round 16 | Best m_IoU is: 0.673, OA is: 0.916 | val costTime=156.94110107421875
Round 16 | ****EPOCH 7****
Step 00284850 L_out=0.143 Acc=0.93 ---23037.90 ms/batch
Step 00284900 L_out=0.300 Acc=0.93 ---51116.50 ms/batch
Step 00284950 L_out=0.093 Acc=0.93 ---77545.15 ms/batch
Step 00285000 L_out=0.070 Acc=0.87 ---102240.40 ms/batch
Step 00285050 L_out=0.310 Acc=0.94 ---130191.20 ms/batch
Step 00285100 L_out=0.110 Acc=0.96 ---157532.62 ms/batch
Step 00285150 L_out=0.089 Acc=0.93 ---184878.85 ms/batch
Step 00285200 L_out=0.289 Acc=0.92 ---212804.43 ms/batch
Step 00285250 L_out=0.082 Acc=0.97 ---239657.05 ms/batch
Step 00285300 L_out=0.752 Acc=0.92 ---266266.97 ms/batch
Step 00285350 L_out=0.095 Acc=0.92 ---293084.84 ms/batch
Step 00285400 L_out=0.346 Acc=0.92 ---319986.55 ms/batch
Step 00285450 L_out=0.089 Acc=0.94 ---346862.99 ms/batch
Round 16 | epoch=7, train costTime=360.97797989845276, | total_activation_sum=30667412
Round 16 | epoch=8, current m_iou=0.6667862241361262
Round 16 | Best m_IoU is: 0.673, OA is: 0.916 | val costTime=160.9884431362152
Round 16 | ****EPOCH 8****
Step 00285500 L_out=0.099 Acc=0.93 ---13175.35 ms/batch
Step 00285550 L_out=0.584 Acc=0.90 ---40773.62 ms/batch
Step 00285600 L_out=0.178 Acc=0.83 ---68387.41 ms/batch
Step 00285650 L_out=0.019 Acc=0.98 ---93295.72 ms/batch
Step 00285700 L_out=0.182 Acc=0.86 ---119921.54 ms/batch
Step 00285750 L_out=0.062 Acc=0.95 ---147174.83 ms/batch
Step 00285800 L_out=0.070 Acc=0.89 ---174860.89 ms/batch
Step 00285850 L_out=0.167 Acc=0.89 ---201558.15 ms/batch
Step 00285900 L_out=0.048 Acc=0.90 ---229864.85 ms/batch
Step 00285950 L_out=0.093 Acc=0.92 ---256825.58 ms/batch
Step 00286000 L_out=0.067 Acc=0.97 ---284244.84 ms/batch
Step 00286050 L_out=0.112 Acc=0.97 ---311561.26 ms/batch
Step 00286100 L_out=0.107 Acc=0.86 ---338078.14 ms/batch
Round 16 | epoch=8, train costTime=361.4165816307068, | total_activation_sum=30566460
Round 16 | epoch=9, current m_iou=0.671341490860615
Round 16 | Best m_IoU is: 0.673, OA is: 0.916 | val costTime=159.50278878211975
Round 16 | ****EPOCH 9****
Step 00286150 L_out=0.060 Acc=0.94 --- 3837.57 ms/batch
Step 00286200 L_out=0.136 Acc=0.94 ---31448.40 ms/batch
Step 00286250 L_out=0.200 Acc=0.88 ---59121.11 ms/batch
Step 00286300 L_out=0.088 Acc=0.94 ---83709.05 ms/batch
Step 00286350 L_out=0.036 Acc=0.93 ---107042.96 ms/batch
Step 00286400 L_out=0.071 Acc=0.94 ---130688.52 ms/batch
Step 00286450 L_out=0.076 Acc=0.97 ---153583.22 ms/batch
Step 00286500 L_out=0.070 Acc=0.95 ---176995.86 ms/batch
Step 00286550 L_out=0.095 Acc=0.85 ---199969.83 ms/batch
Step 00286600 L_out=0.050 Acc=0.95 ---223178.96 ms/batch
Step 00286650 L_out=0.085 Acc=0.97 ---245852.66 ms/batch
Step 00286700 L_out=0.212 Acc=0.88 ---268366.90 ms/batch
Step 00286750 L_out=0.231 Acc=0.87 ---290872.05 ms/batch
Step 00286800 L_out=0.389 Acc=0.69 ---314199.33 ms/batch
Round 16 | epoch=9, train costTime=318.8381898403168, | total_activation_sum=30600906
Round 16 | epoch=10, current m_iou=0.6662188358787584
Round 16 | Best m_IoU is: 0.673, OA is: 0.916 | val costTime=134.05876231193542
Round 16 | ****EPOCH 10****
Step 00286850 L_out=0.247 Acc=0.95 ---18465.36 ms/batch
Step 00286900 L_out=0.114 Acc=0.96 ---41125.60 ms/batch
Step 00286950 L_out=0.166 Acc=0.93 ---63614.88 ms/batch
Step 00287000 L_out=0.061 Acc=0.96 ---86095.37 ms/batch
Step 00287050 L_out=0.076 Acc=0.95 ---108574.56 ms/batch
Step 00287100 L_out=0.411 Acc=0.92 ---131157.06 ms/batch
Step 00287150 L_out=0.054 Acc=0.96 ---153805.32 ms/batch
Step 00287200 L_out=0.168 Acc=0.93 ---176380.28 ms/batch
Step 00287250 L_out=0.131 Acc=0.92 ---198997.33 ms/batch
Step 00287300 L_out=0.191 Acc=0.90 ---221403.25 ms/batch
Step 00287350 L_out=0.186 Acc=0.91 ---243901.01 ms/batch
Step 00287400 L_out=0.279 Acc=0.88 ---266916.82 ms/batch
Step 00287450 L_out=0.121 Acc=0.91 ---290404.68 ms/batch
Round 16 | epoch=10, train costTime=302.54014015197754, | total_activation_sum=30371882
Round 16 | epoch=11, current m_iou=0.6619432392326365
Round 16 | Best m_IoU is: 0.673, OA is: 0.916 | val costTime=138.2696738243103
Round 16 | ****EPOCH 11****
Step 00287500 L_out=0.089 Acc=0.96 ---10971.71 ms/batch
Step 00287550 L_out=0.079 Acc=0.95 ---33373.15 ms/batch
Step 00287600 L_out=0.113 Acc=0.97 ---55861.61 ms/batch
Step 00287650 L_out=0.079 Acc=0.94 ---78758.85 ms/batch
Step 00287700 L_out=0.032 Acc=0.95 ---101669.42 ms/batch
Step 00287750 L_out=0.044 Acc=0.87 ---124552.98 ms/batch
Step 00287800 L_out=0.132 Acc=0.81 ---148189.08 ms/batch
Step 00287850 L_out=0.080 Acc=0.93 ---171601.33 ms/batch
Step 00287900 L_out=0.066 Acc=0.94 ---195247.22 ms/batch
Step 00287950 L_out=0.209 Acc=0.95 ---218800.67 ms/batch
Step 00288000 L_out=0.036 Acc=0.93 ---243128.30 ms/batch
Step 00288050 L_out=0.216 Acc=0.94 ---266959.11 ms/batch
Step 00288100 L_out=0.184 Acc=0.93 ---290489.39 ms/batch
Round 16 | epoch=11, train costTime=311.0868556499481, | total_activation_sum=30698797
Round 16 | epoch=12, current m_iou=0.6682193022864718
Round 16 | Best m_IoU is: 0.673, OA is: 0.916 | val costTime=145.00063109397888
Round 16 | ****EPOCH 12****
Step 00288150 L_out=0.271 Acc=0.86 --- 2800.31 ms/batch
Step 00288200 L_out=0.080 Acc=0.97 ---26285.02 ms/batch
Step 00288250 L_out=0.250 Acc=0.94 ---49709.50 ms/batch
Step 00288300 L_out=0.182 Acc=0.92 ---73092.22 ms/batch
Step 00288350 L_out=0.090 Acc=0.90 ---96516.35 ms/batch
Step 00288400 L_out=0.083 Acc=0.95 ---119966.65 ms/batch
Step 00288450 L_out=0.059 Acc=0.93 ---143335.67 ms/batch
Step 00288500 L_out=0.175 Acc=0.92 ---166761.54 ms/batch
Step 00288550 L_out=0.097 Acc=0.91 ---189994.09 ms/batch
Step 00288600 L_out=0.112 Acc=0.97 ---213531.23 ms/batch
Step 00288650 L_out=0.118 Acc=0.94 ---236869.71 ms/batch
Step 00288700 L_out=0.029 Acc=0.96 ---260231.81 ms/batch
Step 00288750 L_out=0.041 Acc=0.96 ---283518.15 ms/batch
Step 00288800 L_out=0.085 Acc=0.95 ---306942.75 ms/batch
Round 16 | epoch=12, train costTime=312.1310648918152, | total_activation_sum=30819116
