Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.445 Acc=0.34 ---35577.75 ms/batch
Step 00000100 L_out=0.460 Acc=0.25 ---69109.32 ms/batch
Step 00000150 L_out=0.120 Acc=0.28 ---103302.78 ms/batch
Step 00000200 L_out=0.248 Acc=0.43 ---135620.11 ms/batch
Step 00000250 L_out=0.119 Acc=0.83 ---169500.64 ms/batch
Step 00000300 L_out=0.125 Acc=0.41 ---202797.06 ms/batch
Step 00000350 L_out=0.352 Acc=0.53 ---237638.20 ms/batch
Step 00000400 L_out=0.198 Acc=0.42 ---272653.19 ms/batch
Step 00000450 L_out=0.261 Acc=0.57 ---306204.00 ms/batch
Step 00000500 L_out=0.160 Acc=0.63 ---339539.60 ms/batch
Step 00000550 L_out=0.218 Acc=0.48 ---371160.57 ms/batch
Step 00000600 L_out=0.077 Acc=0.65 ---403933.65 ms/batch
Step 00000650 L_out=0.285 Acc=0.22 ---436954.37 ms/batch
Round 2 | epoch=0, train costTime=448.2807078361511, | total_activation_sum=4118027
Round 2 | epoch=1, current m_iou=0.29676669733774774
Round 2 | Best m_IoU is: 0.297, OA is: 0.536 | val costTime=195.77295637130737
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.068 Acc=0.27 ---22730.20 ms/batch
Step 00000750 L_out=0.226 Acc=0.42 ---56591.98 ms/batch
Step 00000800 L_out=0.109 Acc=0.63 ---89670.70 ms/batch
Step 00000850 L_out=0.108 Acc=0.64 ---121891.96 ms/batch
Step 00000900 L_out=0.147 Acc=0.51 ---156778.07 ms/batch
Step 00000950 L_out=0.084 Acc=0.59 ---189527.02 ms/batch
Step 00001000 L_out=0.313 Acc=0.65 ---221903.87 ms/batch
Step 00001050 L_out=0.099 Acc=0.59 ---254481.75 ms/batch
Step 00001100 L_out=0.199 Acc=0.74 ---287401.33 ms/batch
Step 00001150 L_out=0.086 Acc=0.68 ---321732.32 ms/batch
Step 00001200 L_out=0.129 Acc=0.50 ---356260.63 ms/batch
Step 00001250 L_out=0.079 Acc=0.47 ---389803.40 ms/batch
Step 00001300 L_out=0.046 Acc=0.76 ---423335.82 ms/batch
Round 2 | epoch=1, train costTime=446.6616575717926, | total_activation_sum=3658182
Round 2 | epoch=2, current m_iou=0.32137195959613823
Round 2 | Best m_IoU is: 0.321, OA is: 0.547 | val costTime=194.7204840183258
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.206 Acc=0.58 ---11066.52 ms/batch
Step 00001400 L_out=0.031 Acc=0.69 ---43901.78 ms/batch
Step 00001450 L_out=0.146 Acc=0.35 ---77515.55 ms/batch
Step 00001500 L_out=0.058 Acc=0.53 ---112092.52 ms/batch
Step 00001550 L_out=0.222 Acc=0.64 ---145108.76 ms/batch
Step 00001600 L_out=0.022 Acc=0.73 ---176557.42 ms/batch
Step 00001650 L_out=0.201 Acc=0.62 ---210166.82 ms/batch
Step 00001700 L_out=0.554 Acc=0.71 ---242112.79 ms/batch
Step 00001750 L_out=0.124 Acc=0.75 ---275992.85 ms/batch
Step 00001800 L_out=0.119 Acc=0.60 ---310597.25 ms/batch
Step 00001850 L_out=0.220 Acc=0.47 ---342958.00 ms/batch
Step 00001900 L_out=0.040 Acc=0.73 ---379187.48 ms/batch
Step 00001950 L_out=0.227 Acc=0.52 ---413047.45 ms/batch
Step 00002000 L_out=0.129 Acc=0.63 ---447208.84 ms/batch
Round 2 | epoch=2, train costTime=447.86511516571045, | total_activation_sum=3661526
Round 2 | epoch=3, current m_iou=0.33221914191013024
Round 2 | Best m_IoU is: 0.332, OA is: 0.569 | val costTime=197.96753478050232
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.070 Acc=0.61 ---32773.46 ms/batch
Step 00002100 L_out=0.091 Acc=0.76 ---66563.40 ms/batch
Step 00002150 L_out=0.289 Acc=0.71 ---100836.23 ms/batch
Step 00002200 L_out=0.107 Acc=0.75 ---134593.33 ms/batch
Step 00002250 L_out=0.135 Acc=0.68 ---168344.29 ms/batch
Step 00002300 L_out=0.129 Acc=0.68 ---203994.14 ms/batch
Step 00002350 L_out=0.412 Acc=0.67 ---238828.14 ms/batch
Step 00002400 L_out=0.104 Acc=0.69 ---273787.88 ms/batch
Step 00002450 L_out=0.129 Acc=0.71 ---308139.01 ms/batch
Step 00002500 L_out=0.053 Acc=0.62 ---341461.16 ms/batch
Step 00002550 L_out=0.074 Acc=0.64 ---376175.26 ms/batch
Step 00002600 L_out=0.106 Acc=0.78 ---415679.35 ms/batch
Step 00002650 L_out=0.113 Acc=0.82 ---455236.29 ms/batch
Round 2 | epoch=3, train costTime=469.04600262641907, | total_activation_sum=3672491
Round 2 | epoch=4, current m_iou=0.2889986613477064
Round 2 | Best m_IoU is: 0.332, OA is: 0.569 | val costTime=210.75291275978088
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.368 Acc=0.52 ---21616.59 ms/batch
Step 00002750 L_out=0.276 Acc=0.79 ---55730.84 ms/batch
Step 00002800 L_out=0.123 Acc=0.40 ---90266.13 ms/batch
Step 00002850 L_out=0.130 Acc=0.60 ---125639.28 ms/batch
Step 00002900 L_out=0.081 Acc=0.85 ---161434.74 ms/batch
Step 00002950 L_out=0.145 Acc=0.63 ---200389.75 ms/batch
Step 00003000 L_out=0.304 Acc=0.75 ---232695.10 ms/batch
Step 00003050 L_out=0.177 Acc=0.65 ---263615.73 ms/batch
Step 00003100 L_out=0.223 Acc=0.75 ---309647.24 ms/batch
Step 00003150 L_out=0.083 Acc=0.65 ---357199.70 ms/batch
Step 00003200 L_out=0.033 Acc=0.78 ---404744.83 ms/batch
Step 00003250 L_out=0.048 Acc=0.80 ---451258.89 ms/batch
Step 00003300 L_out=0.078 Acc=0.70 ---499828.33 ms/batch
Round 2 | epoch=4, train costTime=534.0919742584229, | total_activation_sum=3650769
Round 2 | epoch=5, current m_iou=0.3720376708782721
Round 2 | Best m_IoU is: 0.372, OA is: 0.683 | val costTime=233.15002274513245
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.051 Acc=0.72 ---14503.61 ms/batch
Step 00003400 L_out=0.174 Acc=0.53 ---64590.00 ms/batch
Step 00003450 L_out=0.146 Acc=0.68 ---115469.18 ms/batch
Step 00003500 L_out=0.136 Acc=0.69 ---165547.80 ms/batch
Step 00003550 L_out=0.103 Acc=0.63 ---216121.55 ms/batch
Step 00003600 L_out=0.049 Acc=0.66 ---266826.48 ms/batch
Step 00003650 L_out=0.039 Acc=0.86 ---320738.37 ms/batch
Step 00003700 L_out=0.086 Acc=0.62 ---370950.50 ms/batch
Step 00003750 L_out=0.549 Acc=0.65 ---419280.43 ms/batch
Step 00003800 L_out=0.209 Acc=0.62 ---468175.49 ms/batch
Step 00003850 L_out=0.131 Acc=0.68 ---516258.22 ms/batch
Step 00003900 L_out=0.015 Acc=0.69 ---563857.62 ms/batch
Step 00003950 L_out=0.151 Acc=0.65 ---612618.71 ms/batch
Step 00004000 L_out=0.081 Acc=0.68 ---658822.91 ms/batch
Round 2 | epoch=5, train costTime=660.0345616340637, | total_activation_sum=3682600
Round 2 | epoch=6, current m_iou=0.40610455514364463
Round 2 | Best m_IoU is: 0.406, OA is: 0.710 | val costTime=200.83348178863525
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.141 Acc=0.65 ---37844.69 ms/batch
Step 00004100 L_out=0.129 Acc=0.63 ---79207.34 ms/batch
Step 00004150 L_out=0.139 Acc=0.82 ---119111.05 ms/batch
Step 00004200 L_out=0.128 Acc=0.68 ---161132.58 ms/batch
Step 00004250 L_out=0.241 Acc=0.48 ---202842.72 ms/batch
Step 00004300 L_out=0.053 Acc=0.74 ---245847.22 ms/batch
Step 00004350 L_out=0.021 Acc=0.81 ---287586.23 ms/batch
Step 00004400 L_out=0.162 Acc=0.77 ---330930.82 ms/batch
Step 00004450 L_out=0.268 Acc=0.52 ---373511.35 ms/batch
Step 00004500 L_out=0.137 Acc=0.76 ---416447.10 ms/batch
Step 00004550 L_out=0.183 Acc=0.88 ---458982.46 ms/batch
Step 00004600 L_out=0.044 Acc=0.72 ---501738.87 ms/batch
Step 00004650 L_out=0.097 Acc=0.75 ---544617.27 ms/batch
Round 2 | epoch=6, train costTime=560.5755200386047, | total_activation_sum=3687386
Round 2 | epoch=7, current m_iou=0.42230147627796494
Round 2 | Best m_IoU is: 0.422, OA is: 0.738 | val costTime=216.87601161003113
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.068 Acc=0.76 ---26619.60 ms/batch
Step 00004750 L_out=0.160 Acc=0.77 ---68008.94 ms/batch
Step 00004800 L_out=0.118 Acc=0.76 ---109776.50 ms/batch
Step 00004850 L_out=0.040 Acc=0.73 ---150582.54 ms/batch
Step 00004900 L_out=0.051 Acc=0.72 ---192259.52 ms/batch
Step 00004950 L_out=0.026 Acc=0.82 ---235049.16 ms/batch
Step 00005000 L_out=0.090 Acc=0.60 ---277610.04 ms/batch
Step 00005050 L_out=0.063 Acc=0.82 ---319995.24 ms/batch
Step 00005100 L_out=0.103 Acc=0.79 ---360724.79 ms/batch
Step 00005150 L_out=0.191 Acc=0.69 ---400578.96 ms/batch
Step 00005200 L_out=0.122 Acc=0.72 ---441925.09 ms/batch
Step 00005250 L_out=0.040 Acc=0.84 ---482013.84 ms/batch
Step 00005300 L_out=0.167 Acc=0.57 ---522316.32 ms/batch
Round 2 | epoch=7, train costTime=551.4017355442047, | total_activation_sum=3722853
Round 2 | epoch=8, current m_iou=0.4879092339196973
Round 2 | Best m_IoU is: 0.488, OA is: 0.808 | val costTime=199.80905270576477
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.184 Acc=0.75 ---11312.33 ms/batch
Step 00005400 L_out=0.021 Acc=0.75 ---50803.10 ms/batch
Step 00005450 L_out=0.031 Acc=0.78 ---91139.08 ms/batch
Step 00005500 L_out=0.057 Acc=0.84 ---131580.69 ms/batch
Step 00005550 L_out=0.040 Acc=0.88 ---172072.47 ms/batch
Step 00005600 L_out=0.027 Acc=0.80 ---213864.98 ms/batch
Step 00005650 L_out=0.047 Acc=0.73 ---255684.76 ms/batch
Step 00005700 L_out=0.040 Acc=0.78 ---294554.76 ms/batch
Step 00005750 L_out=0.160 Acc=0.64 ---335642.66 ms/batch
Step 00005800 L_out=0.053 Acc=0.64 ---378081.24 ms/batch
Step 00005850 L_out=0.221 Acc=0.70 ---422710.12 ms/batch
Step 00005900 L_out=0.006 Acc=0.74 ---467047.23 ms/batch
Step 00005950 L_out=0.115 Acc=0.74 ---511472.22 ms/batch
Step 00006000 L_out=0.024 Acc=0.84 ---558369.56 ms/batch
Round 2 | epoch=8, train costTime=561.6029784679413, | total_activation_sum=3648057
Round 2 | epoch=9, current m_iou=0.5191740217285019
Round 2 | Best m_IoU is: 0.519, OA is: 0.829 | val costTime=246.39933371543884
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.024 Acc=0.74 ---45250.76 ms/batch
Step 00006100 L_out=0.085 Acc=0.69 ---92850.33 ms/batch
Step 00006150 L_out=0.024 Acc=0.82 ---140281.98 ms/batch
Step 00006200 L_out=0.122 Acc=0.58 ---188210.29 ms/batch
Step 00006250 L_out=0.081 Acc=0.70 ---236906.00 ms/batch
Step 00006300 L_out=0.032 Acc=0.57 ---287936.76 ms/batch
Step 00006350 L_out=0.068 Acc=0.77 ---337143.61 ms/batch
Step 00006400 L_out=0.061 Acc=0.73 ---387150.42 ms/batch
Step 00006450 L_out=0.023 Acc=0.75 ---437401.29 ms/batch
Step 00006500 L_out=0.115 Acc=0.82 ---486796.95 ms/batch
Step 00006550 L_out=0.163 Acc=0.80 ---537111.87 ms/batch
Step 00006600 L_out=0.020 Acc=0.63 ---586880.78 ms/batch
Step 00006650 L_out=0.029 Acc=0.39 ---634865.55 ms/batch
Round 2 | epoch=9, train costTime=654.3330144882202, | total_activation_sum=3747307
Round 2 | epoch=10, current m_iou=0.5274469898211342
Round 2 | Best m_IoU is: 0.527, OA is: 0.829 | val costTime=232.52955675125122
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.335 Acc=0.66 ---28978.71 ms/batch
Step 00006750 L_out=0.183 Acc=0.68 ---76541.62 ms/batch
Step 00006800 L_out=0.131 Acc=0.77 ---124339.44 ms/batch
Step 00006850 L_out=0.046 Acc=0.76 ---173390.23 ms/batch
Step 00006900 L_out=0.056 Acc=0.75 ---221666.22 ms/batch
Step 00006950 L_out=0.028 Acc=0.79 ---268408.77 ms/batch
Step 00007000 L_out=0.080 Acc=0.75 ---316881.66 ms/batch
Step 00007050 L_out=0.107 Acc=0.70 ---363475.61 ms/batch
Step 00007100 L_out=0.013 Acc=0.78 ---410825.98 ms/batch
Step 00007150 L_out=0.147 Acc=0.63 ---458663.29 ms/batch
Step 00007200 L_out=0.049 Acc=0.87 ---506937.94 ms/batch
Step 00007250 L_out=0.066 Acc=0.75 ---555600.49 ms/batch
Step 00007300 L_out=0.078 Acc=0.83 ---604171.83 ms/batch
Round 2 | epoch=10, train costTime=639.0612194538116, | total_activation_sum=3689517
Round 2 | epoch=11, current m_iou=0.5481924060131476
Round 2 | Best m_IoU is: 0.548, OA is: 0.851 | val costTime=230.2401580810547
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.067 Acc=0.76 ---11910.35 ms/batch
Step 00007400 L_out=0.025 Acc=0.81 ---59172.28 ms/batch
Step 00007450 L_out=0.051 Acc=0.78 ---107479.19 ms/batch
Step 00007500 L_out=0.030 Acc=0.84 ---155920.17 ms/batch
Step 00007550 L_out=0.042 Acc=0.70 ---204091.78 ms/batch
Step 00007600 L_out=0.022 Acc=0.71 ---254058.24 ms/batch
Step 00007650 L_out=0.084 Acc=0.65 ---303290.18 ms/batch
Step 00007700 L_out=0.024 Acc=0.75 ---351377.00 ms/batch
Step 00007750 L_out=0.462 Acc=0.74 ---400920.54 ms/batch
Step 00007800 L_out=0.158 Acc=0.67 ---448128.21 ms/batch
Step 00007850 L_out=0.070 Acc=0.85 ---496519.71 ms/batch
Step 00007900 L_out=0.108 Acc=0.81 ---544371.06 ms/batch
Step 00007950 L_out=0.035 Acc=0.82 ---592622.61 ms/batch
Step 00008000 L_out=0.037 Acc=0.91 ---640333.97 ms/batch
Round 2 | epoch=11, train costTime=644.4926791191101, | total_activation_sum=3678491
Round 2 | epoch=12, current m_iou=0.557570830133746
Round 2 | Best m_IoU is: 0.558, OA is: 0.860 | val costTime=248.77957367897034
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.057 Acc=0.71 ---43580.99 ms/batch
Step 00008100 L_out=0.032 Acc=0.84 ---93778.63 ms/batch
Step 00008150 L_out=0.036 Acc=0.88 ---142943.08 ms/batch
Step 00008200 L_out=0.073 Acc=0.59 ---191845.69 ms/batch
Step 00008250 L_out=0.081 Acc=0.79 ---242327.70 ms/batch
Step 00008300 L_out=0.152 Acc=0.68 ---291645.46 ms/batch
Step 00008350 L_out=0.084 Acc=0.68 ---340152.03 ms/batch
Step 00008400 L_out=0.093 Acc=0.86 ---388742.75 ms/batch
Step 00008450 L_out=0.012 Acc=0.74 ---436337.62 ms/batch
Step 00008500 L_out=0.014 Acc=0.61 ---484996.97 ms/batch
Step 00008550 L_out=0.082 Acc=0.93 ---533225.08 ms/batch
Step 00008600 L_out=0.098 Acc=0.75 ---580320.08 ms/batch
Step 00008650 L_out=0.039 Acc=0.87 ---628119.75 ms/batch
Round 2 | epoch=12, train costTime=648.8479490280151, | total_activation_sum=3689846
Round 2 | epoch=13, current m_iou=0.5391811096631927
Round 2 | Best m_IoU is: 0.558, OA is: 0.860 | val costTime=229.6395366191864
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.031 Acc=0.82 ---27982.77 ms/batch
Step 00008750 L_out=0.072 Acc=0.47 ---76970.86 ms/batch
Step 00008800 L_out=0.039 Acc=0.78 ---124326.89 ms/batch
Step 00008850 L_out=0.013 Acc=0.77 ---171842.96 ms/batch
Step 00008900 L_out=0.100 Acc=0.61 ---218250.30 ms/batch
Step 00008950 L_out=0.096 Acc=0.64 ---264970.57 ms/batch
Step 00009000 L_out=0.024 Acc=0.88 ---311858.08 ms/batch
Step 00009050 L_out=0.010 Acc=0.78 ---360040.87 ms/batch
Step 00009100 L_out=0.014 Acc=0.86 ---409823.91 ms/batch
Step 00009150 L_out=0.037 Acc=0.68 ---458583.94 ms/batch
Step 00009200 L_out=0.094 Acc=0.84 ---507087.75 ms/batch
Step 00009250 L_out=0.040 Acc=0.88 ---556715.75 ms/batch
Step 00009300 L_out=0.034 Acc=0.89 ---603704.88 ms/batch
Round 2 | epoch=13, train costTime=639.9776504039764, | total_activation_sum=3763602
Round 2 | epoch=14, current m_iou=0.5615890867083722
Round 2 | Best m_IoU is: 0.562, OA is: 0.867 | val costTime=238.03894448280334
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.058 Acc=0.75 --- 9603.56 ms/batch
Step 00009400 L_out=0.068 Acc=0.64 ---56486.29 ms/batch
Step 00009450 L_out=0.057 Acc=0.81 ---104139.49 ms/batch
Step 00009500 L_out=0.038 Acc=0.78 ---154029.99 ms/batch
Step 00009550 L_out=0.184 Acc=0.85 ---203677.81 ms/batch
Step 00009600 L_out=0.380 Acc=0.58 ---255028.37 ms/batch
Step 00009650 L_out=0.058 Acc=0.92 ---305219.75 ms/batch
Step 00009700 L_out=0.054 Acc=0.77 ---356403.44 ms/batch
Step 00009750 L_out=0.016 Acc=0.85 ---406235.34 ms/batch
Step 00009800 L_out=0.044 Acc=0.88 ---456283.78 ms/batch
Step 00009850 L_out=0.116 Acc=0.67 ---505057.77 ms/batch
Step 00009900 L_out=0.084 Acc=0.82 ---554538.66 ms/batch
Step 00009950 L_out=0.015 Acc=0.83 ---601465.77 ms/batch
Step 00010000 L_out=0.058 Acc=0.68 ---648377.01 ms/batch
Round 2 | epoch=14, train costTime=653.045732498169, | total_activation_sum=3595412
Round 2 | epoch=15, current m_iou=0.5688740234195628
Round 2 | Best m_IoU is: 0.569, OA is: 0.873 | val costTime=255.78611016273499
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.040 Acc=0.75 ---44147.37 ms/batch
Step 00010100 L_out=0.023 Acc=0.83 ---95378.36 ms/batch
Step 00010150 L_out=0.162 Acc=0.73 ---143790.74 ms/batch
Step 00010200 L_out=0.022 Acc=0.75 ---191988.12 ms/batch
Step 00010250 L_out=0.035 Acc=0.92 ---239580.12 ms/batch
Step 00010300 L_out=0.052 Acc=0.82 ---290720.03 ms/batch
Step 00010350 L_out=0.071 Acc=0.81 ---339028.98 ms/batch
Step 00010400 L_out=0.036 Acc=0.82 ---387117.68 ms/batch
Step 00010450 L_out=0.077 Acc=0.75 ---435702.09 ms/batch
Step 00010500 L_out=0.030 Acc=0.81 ---483408.95 ms/batch
Step 00010550 L_out=0.070 Acc=0.87 ---532852.08 ms/batch
Step 00010600 L_out=0.103 Acc=0.69 ---581134.32 ms/batch
Step 00010650 L_out=0.021 Acc=0.91 ---628698.74 ms/batch
Round 2 | epoch=15, train costTime=650.6667592525482, | total_activation_sum=3684278
Round 2 | epoch=16, current m_iou=0.576621558065557
Round 2 | Best m_IoU is: 0.577, OA is: 0.876 | val costTime=237.40843772888184
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.052 Acc=0.85 ---26201.42 ms/batch
Step 00010750 L_out=0.041 Acc=0.91 ---72947.79 ms/batch
Step 00010800 L_out=0.054 Acc=0.86 ---121171.01 ms/batch
Step 00010850 L_out=0.026 Acc=0.76 ---169482.72 ms/batch
Step 00010900 L_out=0.004 Acc=0.79 ---216607.14 ms/batch
Step 00010950 L_out=0.057 Acc=0.67 ---263878.92 ms/batch
Step 00011000 L_out=0.027 Acc=0.81 ---313147.71 ms/batch
Step 00011050 L_out=0.042 Acc=0.85 ---361508.86 ms/batch
Step 00011100 L_out=0.050 Acc=0.80 ---408918.97 ms/batch
Step 00011150 L_out=0.021 Acc=0.85 ---457458.83 ms/batch
Step 00011200 L_out=0.022 Acc=0.85 ---505017.64 ms/batch
Step 00011250 L_out=0.079 Acc=0.80 ---550574.75 ms/batch
Step 00011300 L_out=0.079 Acc=0.79 ---590564.74 ms/batch
Round 2 | epoch=16, train costTime=623.6990804672241, | total_activation_sum=3676728
Round 2 | epoch=17, current m_iou=0.5772995126675975
Round 2 | Best m_IoU is: 0.577, OA is: 0.877 | val costTime=206.19636034965515
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.023 Acc=0.88 --- 7430.86 ms/batch
Step 00011400 L_out=0.067 Acc=0.78 ---47335.18 ms/batch
Step 00011450 L_out=0.030 Acc=0.83 ---87035.76 ms/batch
Step 00011500 L_out=0.099 Acc=0.81 ---128175.90 ms/batch
Step 00011550 L_out=0.007 Acc=0.96 ---170057.52 ms/batch
Step 00011600 L_out=0.020 Acc=0.87 ---211208.98 ms/batch
Step 00011650 L_out=0.050 Acc=0.76 ---252859.77 ms/batch
Step 00011700 L_out=0.035 Acc=0.86 ---295246.80 ms/batch
Step 00011750 L_out=0.021 Acc=0.85 ---337629.32 ms/batch
Step 00011800 L_out=0.018 Acc=0.73 ---379343.45 ms/batch
Step 00011850 L_out=0.047 Acc=0.83 ---421283.85 ms/batch
Step 00011900 L_out=0.020 Acc=0.90 ---463234.88 ms/batch
Step 00011950 L_out=0.025 Acc=0.69 ---505414.02 ms/batch
Step 00012000 L_out=0.057 Acc=0.84 ---547378.68 ms/batch
Round 2 | epoch=17, train costTime=552.0068583488464, | total_activation_sum=3698227
Round 2 | epoch=18, current m_iou=0.578733015870134
Round 2 | Best m_IoU is: 0.579, OA is: 0.879 | val costTime=206.25198364257812
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.086 Acc=0.90 ---33254.70 ms/batch
Step 00012100 L_out=0.038 Acc=0.82 ---74250.72 ms/batch
Step 00012150 L_out=0.007 Acc=0.82 ---115599.19 ms/batch
Step 00012200 L_out=0.035 Acc=0.76 ---158166.46 ms/batch
Step 00012250 L_out=0.030 Acc=0.89 ---199128.48 ms/batch
Step 00012300 L_out=0.054 Acc=0.84 ---240411.09 ms/batch
Step 00012350 L_out=0.079 Acc=0.75 ---283048.99 ms/batch
Step 00012400 L_out=0.024 Acc=0.85 ---326002.14 ms/batch
Step 00012450 L_out=0.024 Acc=0.83 ---367832.99 ms/batch
Step 00012500 L_out=0.080 Acc=0.78 ---411229.17 ms/batch
Step 00012550 L_out=0.035 Acc=0.91 ---452671.74 ms/batch
Step 00012600 L_out=0.023 Acc=0.88 ---495334.59 ms/batch
Step 00012650 L_out=0.049 Acc=0.92 ---537995.68 ms/batch
Round 2 | epoch=18, train costTime=555.9398019313812, | total_activation_sum=3690963
Round 2 | epoch=19, current m_iou=0.5973487100636032
Round 2 | Best m_IoU is: 0.597, OA is: 0.886 | val costTime=217.0644989013672
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.010 Acc=0.90 ---20505.47 ms/batch
Step 00012750 L_out=0.033 Acc=0.86 ---60090.98 ms/batch
Step 00012800 L_out=0.024 Acc=0.87 ---100747.95 ms/batch
Step 00012850 L_out=0.037 Acc=0.91 ---142515.39 ms/batch
Step 00012900 L_out=0.027 Acc=0.84 ---185665.13 ms/batch
Step 00012950 L_out=0.024 Acc=0.88 ---229239.34 ms/batch
Step 00013000 L_out=0.019 Acc=0.90 ---273095.78 ms/batch
Step 00013050 L_out=0.042 Acc=0.93 ---317577.32 ms/batch
Step 00013100 L_out=0.051 Acc=0.82 ---361261.73 ms/batch
Step 00013150 L_out=0.050 Acc=0.88 ---403434.18 ms/batch
Step 00013200 L_out=0.026 Acc=0.84 ---446318.84 ms/batch
Step 00013250 L_out=0.084 Acc=0.83 ---487103.74 ms/batch
Step 00013300 L_out=0.083 Acc=0.63 ---528107.06 ms/batch
Round 2 | epoch=19, train costTime=560.5007946491241, | total_activation_sum=3683582
Round 2 | epoch=20, current m_iou=0.5968358937821372
Round 2 | Best m_IoU is: 0.597, OA is: 0.886 | val costTime=214.5733573436737
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.181 Acc=0.72 --- 8734.63 ms/batch
Step 00013400 L_out=0.023 Acc=0.76 ---52124.53 ms/batch
Step 00013450 L_out=0.066 Acc=0.84 ---96569.82 ms/batch
Step 00013500 L_out=0.079 Acc=0.91 ---139287.40 ms/batch
Step 00013550 L_out=0.006 Acc=0.80 ---181133.41 ms/batch
Step 00013600 L_out=0.123 Acc=0.77 ---222527.91 ms/batch
Step 00013650 L_out=0.048 Acc=0.88 ---261731.95 ms/batch
Step 00013700 L_out=0.044 Acc=0.74 ---303855.17 ms/batch
Step 00013750 L_out=0.033 Acc=0.82 ---346559.26 ms/batch
Step 00013800 L_out=0.056 Acc=0.85 ---387646.70 ms/batch
Step 00013850 L_out=0.030 Acc=0.78 ---429482.89 ms/batch
Step 00013900 L_out=0.010 Acc=0.86 ---470469.59 ms/batch
Step 00013950 L_out=0.075 Acc=0.82 ---509940.51 ms/batch
Step 00014000 L_out=0.044 Acc=0.87 ---551872.09 ms/batch
Round 2 | epoch=20, train costTime=557.6711792945862, | total_activation_sum=3694220
Round 2 | epoch=21, current m_iou=0.5931387871521383
Round 2 | Best m_IoU is: 0.597, OA is: 0.886 | val costTime=217.30526542663574
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.020 Acc=0.89 ---35867.35 ms/batch
Step 00014100 L_out=0.009 Acc=0.84 ---78814.09 ms/batch
Step 00014150 L_out=0.054 Acc=0.90 ---122640.91 ms/batch
Step 00014200 L_out=0.080 Acc=0.81 ---166632.41 ms/batch
Step 00014250 L_out=0.036 Acc=0.82 ---210028.08 ms/batch
Step 00014300 L_out=0.013 Acc=0.92 ---252712.45 ms/batch
Step 00014350 L_out=0.042 Acc=0.88 ---296208.40 ms/batch
Step 00014400 L_out=0.021 Acc=0.91 ---339319.46 ms/batch
Step 00014450 L_out=0.042 Acc=0.92 ---383225.26 ms/batch
Step 00014500 L_out=0.177 Acc=0.80 ---425872.56 ms/batch
Step 00014550 L_out=0.033 Acc=0.81 ---470210.34 ms/batch
Step 00014600 L_out=0.046 Acc=0.84 ---513436.53 ms/batch
Step 00014650 L_out=0.013 Acc=0.78 ---555445.10 ms/batch
Round 2 | epoch=21, train costTime=575.4595091342926, | total_activation_sum=3728725
Round 2 | epoch=22, current m_iou=0.6007604851012104
Round 2 | Best m_IoU is: 0.601, OA is: 0.894 | val costTime=207.81618475914001
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.064 Acc=0.79 ---19057.92 ms/batch
Step 00014750 L_out=0.006 Acc=0.73 ---58162.88 ms/batch
Step 00014800 L_out=0.071 Acc=0.81 ---99425.96 ms/batch
Step 00014850 L_out=0.034 Acc=0.76 ---141319.01 ms/batch
Step 00014900 L_out=0.010 Acc=0.95 ---183888.47 ms/batch
Step 00014950 L_out=0.056 Acc=0.80 ---226773.60 ms/batch
Step 00015000 L_out=0.084 Acc=0.66 ---269488.77 ms/batch
Step 00015050 L_out=0.031 Acc=0.90 ---310190.34 ms/batch
Step 00015100 L_out=0.028 Acc=0.92 ---352535.07 ms/batch
Step 00015150 L_out=0.011 Acc=0.91 ---394687.90 ms/batch
Step 00015200 L_out=0.105 Acc=0.70 ---435505.20 ms/batch
Step 00015250 L_out=0.031 Acc=0.79 ---478225.05 ms/batch
Step 00015300 L_out=0.109 Acc=0.80 ---518447.21 ms/batch
Round 2 | epoch=22, train costTime=556.2816371917725, | total_activation_sum=3707562
Round 2 | epoch=23, current m_iou=0.6083875590224748
Round 2 | Best m_IoU is: 0.608, OA is: 0.897 | val costTime=245.49069356918335
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.007 Acc=0.89 --- 8697.61 ms/batch
Step 00015400 L_out=0.072 Acc=0.80 ---58774.15 ms/batch
Step 00015450 L_out=0.065 Acc=0.90 ---108430.64 ms/batch
Step 00015500 L_out=0.033 Acc=0.83 ---157497.05 ms/batch
Step 00015550 L_out=0.070 Acc=0.69 ---206497.83 ms/batch
Step 00015600 L_out=0.056 Acc=0.82 ---256105.56 ms/batch
Step 00015650 L_out=0.008 Acc=0.81 ---305426.03 ms/batch
Step 00015700 L_out=0.050 Acc=0.85 ---355746.52 ms/batch
Step 00015750 L_out=0.012 Acc=0.86 ---402854.01 ms/batch
Step 00015800 L_out=0.062 Acc=0.91 ---452333.69 ms/batch
Step 00015850 L_out=0.047 Acc=0.85 ---501404.09 ms/batch
Step 00015900 L_out=0.059 Acc=0.79 ---549519.52 ms/batch
Step 00015950 L_out=0.014 Acc=0.74 ---598522.53 ms/batch
Step 00016000 L_out=0.014 Acc=0.87 ---645216.96 ms/batch
Round 2 | epoch=23, train costTime=653.06689286232, | total_activation_sum=3731155
Round 2 | epoch=24, current m_iou=0.6023802557115603
Round 2 | Best m_IoU is: 0.608, OA is: 0.897 | val costTime=245.51089096069336
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.048 Acc=0.88 ---42773.50 ms/batch
Step 00016100 L_out=0.083 Acc=0.86 ---93304.36 ms/batch
Step 00016150 L_out=0.042 Acc=0.71 ---142336.34 ms/batch
Step 00016200 L_out=0.038 Acc=0.91 ---190974.56 ms/batch
Step 00016250 L_out=0.030 Acc=0.88 ---240046.37 ms/batch
Step 00016300 L_out=0.047 Acc=0.82 ---289425.12 ms/batch
Step 00016350 L_out=0.019 Acc=0.81 ---330660.56 ms/batch
Step 00016400 L_out=0.042 Acc=0.72 ---372575.45 ms/batch
Step 00016450 L_out=0.030 Acc=0.90 ---413371.34 ms/batch
Step 00016500 L_out=0.103 Acc=0.82 ---454876.21 ms/batch
Step 00016550 L_out=0.024 Acc=0.90 ---496617.55 ms/batch
Step 00016600 L_out=0.017 Acc=0.88 ---536784.60 ms/batch
Step 00016650 L_out=0.029 Acc=0.81 ---578004.39 ms/batch
Round 2 | epoch=24, train costTime=597.6524622440338, | total_activation_sum=3626436
Round 2 | epoch=25, current m_iou=0.5966534303063818
Round 2 | Best m_IoU is: 0.608, OA is: 0.897 | val costTime=211.62207126617432
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.097 Acc=0.64 ---22692.47 ms/batch
Step 00016750 L_out=0.042 Acc=0.81 ---68692.60 ms/batch
Step 00016800 L_out=0.024 Acc=0.80 ---115499.03 ms/batch
Step 00016850 L_out=0.038 Acc=0.81 ---161352.51 ms/batch
Step 00016900 L_out=0.010 Acc=0.83 ---208010.03 ms/batch
Step 00016950 L_out=0.046 Acc=0.90 ---253961.12 ms/batch
Step 00017000 L_out=0.024 Acc=0.83 ---298906.88 ms/batch
Step 00017050 L_out=0.018 Acc=0.87 ---342775.69 ms/batch
Step 00017100 L_out=0.030 Acc=0.83 ---385802.05 ms/batch
Step 00017150 L_out=0.035 Acc=0.81 ---429215.13 ms/batch
Step 00017200 L_out=0.021 Acc=0.86 ---470655.36 ms/batch
Step 00017250 L_out=0.013 Acc=0.84 ---513337.25 ms/batch
Step 00017300 L_out=0.026 Acc=0.86 ---555654.66 ms/batch
Round 2 | epoch=25, train costTime=590.4229998588562, | total_activation_sum=3670341
Round 2 | epoch=26, current m_iou=0.599468893009269
Round 2 | Best m_IoU is: 0.608, OA is: 0.897 | val costTime=201.58640670776367
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.026 Acc=0.88 --- 6009.51 ms/batch
Step 00017400 L_out=0.064 Acc=0.85 ---45183.79 ms/batch
Step 00017450 L_out=0.054 Acc=0.90 ---85697.85 ms/batch
Step 00017500 L_out=0.063 Acc=0.87 ---126692.23 ms/batch
Step 00017550 L_out=0.073 Acc=0.86 ---165410.77 ms/batch
Step 00017600 L_out=0.034 Acc=0.89 ---207510.15 ms/batch
Step 00017650 L_out=0.044 Acc=0.84 ---248389.54 ms/batch
Step 00017700 L_out=0.035 Acc=0.87 ---289402.54 ms/batch
Step 00017750 L_out=0.010 Acc=0.83 ---331265.60 ms/batch
Step 00017800 L_out=0.065 Acc=0.83 ---372828.12 ms/batch
Step 00017850 L_out=0.033 Acc=0.91 ---414420.88 ms/batch
Step 00017900 L_out=0.065 Acc=0.82 ---455710.29 ms/batch
Step 00017950 L_out=0.025 Acc=0.88 ---498049.59 ms/batch
Step 00018000 L_out=0.035 Acc=0.71 ---540560.35 ms/batch
Round 2 | epoch=26, train costTime=547.218976020813, | total_activation_sum=3716971
Round 2 | epoch=27, current m_iou=0.6042163420494224
Round 2 | Best m_IoU is: 0.608, OA is: 0.897 | val costTime=212.15612530708313
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.028 Acc=0.85 ---33899.02 ms/batch
Step 00018100 L_out=0.036 Acc=0.83 ---74851.57 ms/batch
Step 00018150 L_out=0.010 Acc=0.94 ---116688.66 ms/batch
Step 00018200 L_out=0.030 Acc=0.91 ---158332.01 ms/batch
Step 00018250 L_out=0.039 Acc=0.75 ---199960.13 ms/batch
Step 00018300 L_out=0.215 Acc=0.57 ---241014.62 ms/batch
Step 00018350 L_out=0.014 Acc=0.88 ---287690.15 ms/batch
Step 00018400 L_out=0.027 Acc=0.80 ---338534.16 ms/batch
Step 00018450 L_out=0.003 Acc=0.85 ---387271.80 ms/batch
Step 00018500 L_out=0.012 Acc=0.85 ---436392.40 ms/batch
Step 00018550 L_out=0.023 Acc=0.91 ---485416.48 ms/batch
Step 00018600 L_out=0.011 Acc=0.80 ---533850.09 ms/batch
Step 00018650 L_out=0.029 Acc=0.81 ---582570.76 ms/batch
Round 2 | epoch=27, train costTime=608.2011601924896, | total_activation_sum=3726883
Round 2 | epoch=28, current m_iou=0.6010438936859284
Round 2 | Best m_IoU is: 0.608, OA is: 0.897 | val costTime=246.68043303489685
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.026 Acc=0.80 ---22651.82 ms/batch
Step 00018750 L_out=0.012 Acc=0.84 ---70456.47 ms/batch
Step 00018800 L_out=0.013 Acc=0.90 ---118299.76 ms/batch
Step 00018850 L_out=0.041 Acc=0.90 ---166172.75 ms/batch
Step 00018900 L_out=0.079 Acc=0.79 ---216440.27 ms/batch
Step 00018950 L_out=0.055 Acc=0.81 ---267095.18 ms/batch
Step 00019000 L_out=0.002 Acc=0.68 ---317382.49 ms/batch
Step 00019050 L_out=0.077 Acc=0.81 ---368104.59 ms/batch
Step 00019100 L_out=0.027 Acc=0.88 ---418418.50 ms/batch
Step 00019150 L_out=0.006 Acc=0.93 ---468843.61 ms/batch
Step 00019200 L_out=0.009 Acc=0.92 ---518908.65 ms/batch
Step 00019250 L_out=0.023 Acc=0.78 ---569141.81 ms/batch
Step 00019300 L_out=0.016 Acc=0.86 ---617352.92 ms/batch
Round 2 | epoch=28, train costTime=659.6517343521118, | total_activation_sum=3614519
Round 2 | epoch=29, current m_iou=0.60254426177318
Round 2 | Best m_IoU is: 0.608, OA is: 0.897 | val costTime=247.08950662612915
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.054 Acc=0.82 --- 6929.42 ms/batch
Step 00019400 L_out=0.023 Acc=0.90 ---55947.80 ms/batch
Step 00019450 L_out=0.026 Acc=0.85 ---105011.76 ms/batch
Step 00019500 L_out=0.002 Acc=0.89 ---155048.47 ms/batch
Step 00019550 L_out=0.037 Acc=0.82 ---205002.56 ms/batch
Step 00019600 L_out=0.103 Acc=0.82 ---255504.72 ms/batch
Step 00019650 L_out=0.009 Acc=0.86 ---307227.77 ms/batch
Step 00019700 L_out=0.018 Acc=0.93 ---358259.29 ms/batch
Step 00019750 L_out=0.009 Acc=0.83 ---409021.39 ms/batch
Step 00019800 L_out=0.046 Acc=0.91 ---457957.45 ms/batch
Step 00019850 L_out=0.038 Acc=0.87 ---507528.15 ms/batch
Step 00019900 L_out=0.027 Acc=0.78 ---555841.18 ms/batch
Step 00019950 L_out=0.043 Acc=0.84 ---603126.63 ms/batch
Step 00020000 L_out=0.014 Acc=0.74 ---651337.61 ms/batch
Round 2 | epoch=29, train costTime=661.0577371120453, | total_activation_sum=3716702
Round 2 | epoch=30, current m_iou=0.6044286178421212
Round 2 | Best m_IoU is: 0.608, OA is: 0.897 | val costTime=245.09677028656006
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=0.164 Acc=0.54 ---37483.23 ms/batch
Step 00020100 L_out=0.232 Acc=0.47 ---86469.95 ms/batch
Step 00020150 L_out=0.286 Acc=0.39 ---135351.66 ms/batch
Step 00020200 L_out=0.996 Acc=0.57 ---184069.17 ms/batch
Step 00020250 L_out=0.250 Acc=0.63 ---233628.27 ms/batch
Step 00020300 L_out=0.368 Acc=0.35 ---282519.15 ms/batch
Step 00020350 L_out=0.801 Acc=0.51 ---332640.31 ms/batch
Step 00020400 L_out=0.125 Acc=0.59 ---381723.80 ms/batch
Step 00020450 L_out=0.608 Acc=0.75 ---430453.94 ms/batch
Step 00020500 L_out=0.378 Acc=0.77 ---480679.87 ms/batch
Step 00020550 L_out=0.167 Acc=0.68 ---529445.80 ms/batch
Step 00020600 L_out=0.115 Acc=0.67 ---577134.53 ms/batch
Step 00020650 L_out=0.047 Acc=0.74 ---627210.68 ms/batch
Round 3 | epoch=0, train costTime=652.8319666385651, | total_activation_sum=6648181
Round 3 | epoch=1, current m_iou=0.3368375455345892
Round 3 | Best m_IoU is: 0.337, OA is: 0.537 | val costTime=243.366366147995
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.591 Acc=0.61 ---23102.29 ms/batch
Step 00020750 L_out=0.152 Acc=0.74 ---73149.88 ms/batch
Step 00020800 L_out=0.302 Acc=0.84 ---121306.23 ms/batch
Step 00020850 L_out=0.274 Acc=0.69 ---170850.25 ms/batch
Step 00020900 L_out=0.522 Acc=0.64 ---218933.89 ms/batch
Step 00020950 L_out=0.148 Acc=0.76 ---268142.32 ms/batch
Step 00021000 L_out=0.139 Acc=0.65 ---315636.35 ms/batch
Step 00021050 L_out=0.151 Acc=0.67 ---365411.61 ms/batch
Step 00021100 L_out=0.282 Acc=0.81 ---412651.99 ms/batch
Step 00021150 L_out=0.364 Acc=0.79 ---462108.00 ms/batch
Step 00021200 L_out=0.038 Acc=0.90 ---512666.52 ms/batch
Step 00021250 L_out=0.154 Acc=0.82 ---561221.72 ms/batch
Step 00021300 L_out=0.117 Acc=0.68 ---607308.85 ms/batch
Round 3 | epoch=1, train costTime=650.7095642089844, | total_activation_sum=6334014
Round 3 | epoch=2, current m_iou=0.5009587203928355
Round 3 | Best m_IoU is: 0.501, OA is: 0.804 | val costTime=239.8996798992157
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.312 Acc=0.73 --- 5353.42 ms/batch
Step 00021400 L_out=0.052 Acc=0.81 ---53455.52 ms/batch
Step 00021450 L_out=0.090 Acc=0.87 ---101690.90 ms/batch
Step 00021500 L_out=0.358 Acc=0.60 ---149550.42 ms/batch
Step 00021550 L_out=1.083 Acc=0.37 ---199163.21 ms/batch
Step 00021600 L_out=0.032 Acc=0.81 ---248117.23 ms/batch
Step 00021650 L_out=0.076 Acc=0.69 ---296194.56 ms/batch
Step 00021700 L_out=0.011 Acc=0.84 ---344743.61 ms/batch
Step 00021750 L_out=0.121 Acc=0.83 ---393906.79 ms/batch
Step 00021800 L_out=0.199 Acc=0.56 ---442304.68 ms/batch
Step 00021850 L_out=0.233 Acc=0.76 ---491102.42 ms/batch
Step 00021900 L_out=0.170 Acc=0.76 ---541163.23 ms/batch
Step 00021950 L_out=0.127 Acc=0.78 ---590631.57 ms/batch
Step 00022000 L_out=0.161 Acc=0.77 ---638281.68 ms/batch
Round 3 | epoch=2, train costTime=649.4014368057251, | total_activation_sum=6394707
Round 3 | epoch=3, current m_iou=0.5511512401779269
Round 3 | Best m_IoU is: 0.551, OA is: 0.861 | val costTime=236.88715934753418
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.222 Acc=0.80 ---36703.20 ms/batch
Step 00022100 L_out=0.133 Acc=0.75 ---86196.70 ms/batch
Step 00022150 L_out=0.150 Acc=0.65 ---137975.86 ms/batch
Step 00022200 L_out=0.082 Acc=0.86 ---187625.98 ms/batch
Step 00022250 L_out=0.039 Acc=0.89 ---239305.03 ms/batch
Step 00022300 L_out=0.076 Acc=0.76 ---289618.18 ms/batch
Step 00022350 L_out=0.211 Acc=0.76 ---340853.15 ms/batch
Step 00022400 L_out=0.063 Acc=0.76 ---392074.98 ms/batch
Step 00022450 L_out=0.043 Acc=0.80 ---442466.51 ms/batch
Step 00022500 L_out=0.224 Acc=0.80 ---490213.74 ms/batch
Step 00022550 L_out=0.065 Acc=0.89 ---539607.45 ms/batch
Step 00022600 L_out=0.100 Acc=0.81 ---586937.29 ms/batch
Step 00022650 L_out=0.188 Acc=0.83 ---630283.08 ms/batch
Round 3 | epoch=3, train costTime=653.1905937194824, | total_activation_sum=6462350
Round 3 | epoch=4, current m_iou=0.5562268361571997
Round 3 | Best m_IoU is: 0.556, OA is: 0.863 | val costTime=214.9691355228424
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.223 Acc=0.76 ---18312.03 ms/batch
Step 00022750 L_out=0.083 Acc=0.77 ---61942.65 ms/batch
Step 00022800 L_out=0.074 Acc=0.95 ---105912.35 ms/batch
Step 00022850 L_out=0.219 Acc=0.65 ---148474.96 ms/batch
Step 00022900 L_out=0.148 Acc=0.89 ---188271.58 ms/batch
Step 00022950 L_out=0.125 Acc=0.88 ---228288.47 ms/batch
Step 00023000 L_out=0.042 Acc=0.81 ---270769.81 ms/batch
Step 00023050 L_out=0.100 Acc=0.80 ---312651.59 ms/batch
Step 00023100 L_out=0.077 Acc=0.87 ---353099.80 ms/batch
Step 00023150 L_out=0.145 Acc=0.81 ---393260.62 ms/batch
Step 00023200 L_out=0.200 Acc=0.81 ---434696.40 ms/batch
Step 00023250 L_out=0.083 Acc=0.85 ---477343.45 ms/batch
Step 00023300 L_out=0.176 Acc=0.64 ---519597.73 ms/batch
Round 3 | epoch=4, train costTime=556.051812171936, | total_activation_sum=6321905
Round 3 | epoch=5, current m_iou=0.5754488498165713
Round 3 | Best m_IoU is: 0.575, OA is: 0.881 | val costTime=209.4471151828766
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.046 Acc=0.78 --- 4230.02 ms/batch
Step 00023400 L_out=0.054 Acc=0.86 ---43213.91 ms/batch
Step 00023450 L_out=0.058 Acc=0.68 ---84730.73 ms/batch
Step 00023500 L_out=0.779 Acc=0.58 ---125865.38 ms/batch
Step 00023550 L_out=0.060 Acc=0.83 ---168912.01 ms/batch
Step 00023600 L_out=0.183 Acc=0.80 ---212615.52 ms/batch
Step 00023650 L_out=0.044 Acc=0.89 ---255262.96 ms/batch
Step 00023700 L_out=0.522 Acc=0.76 ---297954.04 ms/batch
Step 00023750 L_out=0.074 Acc=0.84 ---341283.65 ms/batch
Step 00023800 L_out=0.086 Acc=0.92 ---382959.54 ms/batch
Step 00023850 L_out=0.102 Acc=0.68 ---425495.18 ms/batch
Step 00023900 L_out=0.071 Acc=0.82 ---467511.40 ms/batch
Step 00023950 L_out=0.308 Acc=0.65 ---510073.37 ms/batch
Step 00024000 L_out=0.129 Acc=0.78 ---552464.25 ms/batch
Round 3 | epoch=5, train costTime=561.7600131034851, | total_activation_sum=6369835
Round 3 | epoch=6, current m_iou=0.566729231396335
Round 3 | Best m_IoU is: 0.575, OA is: 0.881 | val costTime=211.86524748802185
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.159 Acc=0.72 ---33090.94 ms/batch
Step 00024100 L_out=0.060 Acc=0.77 ---76345.65 ms/batch
Step 00024150 L_out=0.108 Acc=0.86 ---119095.71 ms/batch
Step 00024200 L_out=0.079 Acc=0.89 ---162485.66 ms/batch
Step 00024250 L_out=0.069 Acc=0.79 ---206457.38 ms/batch
Step 00024300 L_out=0.119 Acc=0.79 ---250005.67 ms/batch
Step 00024350 L_out=0.075 Acc=0.86 ---294183.16 ms/batch
Step 00024400 L_out=0.019 Acc=0.81 ---335471.97 ms/batch
Step 00024450 L_out=0.110 Acc=0.84 ---376462.44 ms/batch
Step 00024500 L_out=0.253 Acc=0.84 ---418014.49 ms/batch
Step 00024550 L_out=0.029 Acc=0.83 ---461016.20 ms/batch
Step 00024600 L_out=0.091 Acc=0.86 ---501581.91 ms/batch
Step 00024650 L_out=0.126 Acc=0.85 ---545139.63 ms/batch
Round 3 | epoch=6, train costTime=569.2508206367493, | total_activation_sum=6454235
Round 3 | epoch=7, current m_iou=0.5863252896015025
Round 3 | Best m_IoU is: 0.586, OA is: 0.883 | val costTime=204.75338411331177
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.101 Acc=0.88 ---16792.75 ms/batch
Step 00024750 L_out=0.061 Acc=0.79 ---56806.74 ms/batch
Step 00024800 L_out=0.194 Acc=0.85 ---98730.52 ms/batch
Step 00024850 L_out=0.076 Acc=0.91 ---137585.72 ms/batch
Step 00024900 L_out=0.070 Acc=0.87 ---178858.71 ms/batch
Step 00024950 L_out=0.047 Acc=0.78 ---220212.93 ms/batch
Step 00025000 L_out=0.166 Acc=0.92 ---261346.71 ms/batch
Step 00025050 L_out=0.105 Acc=0.84 ---303876.77 ms/batch
Step 00025100 L_out=0.127 Acc=0.83 ---344888.92 ms/batch
Step 00025150 L_out=0.164 Acc=0.79 ---386374.92 ms/batch
Step 00025200 L_out=0.128 Acc=0.75 ---427659.30 ms/batch
Step 00025250 L_out=0.037 Acc=0.87 ---469553.98 ms/batch
Step 00025300 L_out=0.088 Acc=0.91 ---512341.07 ms/batch
Round 3 | epoch=7, train costTime=551.7009961605072, | total_activation_sum=6403544
Round 3 | epoch=8, current m_iou=0.5659113056099363
Round 3 | Best m_IoU is: 0.586, OA is: 0.883 | val costTime=219.50096106529236
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.064 Acc=0.84 --- 3487.36 ms/batch
Step 00025400 L_out=0.039 Acc=0.87 ---47832.00 ms/batch
Step 00025450 L_out=0.024 Acc=0.91 ---91067.59 ms/batch
Step 00025500 L_out=0.009 Acc=0.87 ---135280.53 ms/batch
Step 00025550 L_out=0.091 Acc=0.90 ---178918.45 ms/batch
Step 00025600 L_out=0.085 Acc=0.88 ---222539.07 ms/batch
Step 00025650 L_out=0.158 Acc=0.78 ---266659.49 ms/batch
Step 00025700 L_out=0.090 Acc=0.85 ---309374.66 ms/batch
Step 00025750 L_out=0.127 Acc=0.85 ---352667.22 ms/batch
Step 00025800 L_out=0.200 Acc=0.84 ---396837.96 ms/batch
Step 00025850 L_out=0.082 Acc=0.81 ---440349.03 ms/batch
Step 00025900 L_out=0.027 Acc=0.92 ---482699.31 ms/batch
Step 00025950 L_out=0.235 Acc=0.77 ---523601.51 ms/batch
Step 00026000 L_out=0.099 Acc=0.83 ---564666.04 ms/batch
Round 3 | epoch=8, train costTime=576.0535297393799, | total_activation_sum=6383899
Round 3 | epoch=9, current m_iou=0.5505554340584898
Round 3 | Best m_IoU is: 0.586, OA is: 0.883 | val costTime=219.24071550369263
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.116 Acc=0.80 ---31918.69 ms/batch
Step 00026100 L_out=0.080 Acc=0.74 ---74862.21 ms/batch
Step 00026150 L_out=0.059 Acc=0.84 ---114112.06 ms/batch
Step 00026200 L_out=0.141 Acc=0.78 ---154717.03 ms/batch
Step 00026250 L_out=0.098 Acc=0.83 ---197538.51 ms/batch
Step 00026300 L_out=0.245 Acc=0.87 ---240105.09 ms/batch
Step 00026350 L_out=0.073 Acc=0.79 ---281282.85 ms/batch
Step 00026400 L_out=0.061 Acc=0.81 ---323625.50 ms/batch
Step 00026450 L_out=0.050 Acc=0.86 ---366234.49 ms/batch
Step 00026500 L_out=0.147 Acc=0.81 ---407690.16 ms/batch
Step 00026550 L_out=0.188 Acc=0.88 ---447848.10 ms/batch
Step 00026600 L_out=0.060 Acc=0.89 ---488486.22 ms/batch
Step 00026650 L_out=0.145 Acc=0.81 ---529557.34 ms/batch
Round 3 | epoch=9, train costTime=554.7337160110474, | total_activation_sum=6408803
Round 3 | epoch=10, current m_iou=0.5724555363461123
Round 3 | Best m_IoU is: 0.586, OA is: 0.883 | val costTime=239.77100896835327
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.115 Acc=0.89 ---19159.85 ms/batch
Step 00026750 L_out=0.147 Acc=0.87 ---68485.35 ms/batch
Step 00026800 L_out=0.035 Acc=0.79 ---124011.64 ms/batch
Step 00026850 L_out=0.064 Acc=0.88 ---173629.12 ms/batch
Step 00026900 L_out=0.038 Acc=0.80 ---221005.21 ms/batch
Step 00026950 L_out=0.004 Acc=0.93 ---268108.75 ms/batch
Step 00027000 L_out=0.035 Acc=0.86 ---318415.58 ms/batch
Step 00027050 L_out=0.038 Acc=0.88 ---367302.26 ms/batch
Step 00027100 L_out=0.092 Acc=0.88 ---415910.07 ms/batch
Step 00027150 L_out=0.188 Acc=0.86 ---465297.64 ms/batch
Step 00027200 L_out=0.079 Acc=0.82 ---514955.62 ms/batch
Step 00027250 L_out=0.014 Acc=0.82 ---563571.66 ms/batch
Step 00027300 L_out=0.086 Acc=0.81 ---612688.39 ms/batch
Round 3 | epoch=10, train costTime=656.9877691268921, | total_activation_sum=6381351
Round 3 | epoch=11, current m_iou=0.572055278696446
Round 3 | Best m_IoU is: 0.586, OA is: 0.883 | val costTime=236.91086649894714
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.107 Acc=0.75 --- 2580.49 ms/batch
Step 00027400 L_out=0.014 Acc=0.86 ---49992.19 ms/batch
Step 00027450 L_out=0.074 Acc=0.84 ---100574.39 ms/batch
Step 00027500 L_out=0.161 Acc=0.71 ---149016.38 ms/batch
Step 00027550 L_out=0.394 Acc=0.79 ---200080.47 ms/batch
Step 00027600 L_out=0.059 Acc=0.87 ---248507.38 ms/batch
Step 00027650 L_out=0.041 Acc=0.88 ---297005.52 ms/batch
Step 00027700 L_out=0.093 Acc=0.80 ---345817.35 ms/batch
Step 00027750 L_out=0.214 Acc=0.90 ---392785.20 ms/batch
Step 00027800 L_out=0.094 Acc=0.93 ---440139.96 ms/batch
Step 00027850 L_out=0.029 Acc=0.92 ---488988.15 ms/batch
Step 00027900 L_out=0.121 Acc=0.86 ---536257.65 ms/batch
Step 00027950 L_out=0.063 Acc=0.90 ---585588.83 ms/batch
Step 00028000 L_out=0.009 Acc=0.82 ---634632.83 ms/batch
Round 3 | epoch=11, train costTime=648.5729598999023, | total_activation_sum=6377115
Round 3 | epoch=12, current m_iou=0.5930408492829032
Round 3 | Best m_IoU is: 0.593, OA is: 0.892 | val costTime=239.37237095832825
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.049 Acc=0.90 ---31661.44 ms/batch
Step 00028100 L_out=0.070 Acc=0.78 ---80325.20 ms/batch
Step 00028150 L_out=0.045 Acc=0.87 ---129377.13 ms/batch
Step 00028200 L_out=0.113 Acc=0.78 ---178839.59 ms/batch
Step 00028250 L_out=0.120 Acc=0.91 ---227255.82 ms/batch
Step 00028300 L_out=0.043 Acc=0.75 ---277335.27 ms/batch
Step 00028350 L_out=0.099 Acc=0.89 ---324112.24 ms/batch
Step 00028400 L_out=0.063 Acc=0.85 ---372730.68 ms/batch
Step 00028450 L_out=0.040 Acc=0.88 ---420875.27 ms/batch
Step 00028500 L_out=0.037 Acc=0.93 ---468103.41 ms/batch
Step 00028550 L_out=0.063 Acc=0.83 ---515850.58 ms/batch
Step 00028600 L_out=0.019 Acc=0.93 ---564124.81 ms/batch
Step 00028650 L_out=0.045 Acc=0.82 ---614097.65 ms/batch
Round 3 | epoch=12, train costTime=644.1139965057373, | total_activation_sum=6418992
Round 3 | epoch=13, current m_iou=0.6173875144331449
Round 3 | Best m_IoU is: 0.617, OA is: 0.902 | val costTime=235.66627621650696
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.045 Acc=0.87 ---18111.31 ms/batch
Step 00028750 L_out=0.024 Acc=0.88 ---67823.45 ms/batch
Step 00028800 L_out=0.023 Acc=0.85 ---118361.61 ms/batch
Step 00028850 L_out=0.035 Acc=0.85 ---167990.75 ms/batch
Step 00028900 L_out=0.043 Acc=0.80 ---218827.18 ms/batch
Step 00028950 L_out=0.077 Acc=0.87 ---271081.23 ms/batch
Step 00029000 L_out=0.006 Acc=0.92 ---324351.43 ms/batch
Step 00029050 L_out=0.016 Acc=0.83 ---374904.23 ms/batch
Step 00029100 L_out=0.075 Acc=0.74 ---420011.21 ms/batch
Step 00029150 L_out=0.132 Acc=0.80 ---464663.62 ms/batch
Step 00029200 L_out=0.062 Acc=0.84 ---508087.90 ms/batch
Step 00029250 L_out=0.020 Acc=0.87 ---552816.56 ms/batch
Step 00029300 L_out=0.019 Acc=0.85 ---597121.91 ms/batch
Round 3 | epoch=13, train costTime=639.756961107254, | total_activation_sum=6350988
Round 3 | epoch=14, current m_iou=0.6355258396896699
Round 3 | Best m_IoU is: 0.636, OA is: 0.902 | val costTime=235.6623890399933
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.023 Acc=0.85 --- 2180.09 ms/batch
Step 00029400 L_out=0.085 Acc=0.86 ---49312.42 ms/batch
Step 00029450 L_out=0.058 Acc=0.89 ---101782.64 ms/batch
Step 00029500 L_out=0.013 Acc=0.74 ---153718.06 ms/batch
Step 00029550 L_out=0.080 Acc=0.92 ---205544.16 ms/batch
Step 00029600 L_out=0.147 Acc=0.91 ---258086.91 ms/batch
Step 00029650 L_out=0.024 Acc=0.89 ---309908.27 ms/batch
Step 00029700 L_out=0.119 Acc=0.92 ---360753.34 ms/batch
Step 00029750 L_out=0.026 Acc=0.94 ---413099.97 ms/batch
Step 00029800 L_out=0.067 Acc=0.84 ---460989.63 ms/batch
Step 00029850 L_out=0.083 Acc=0.83 ---508796.43 ms/batch
Step 00029900 L_out=0.031 Acc=0.93 ---557448.13 ms/batch
Step 00029950 L_out=0.165 Acc=0.79 ---606998.32 ms/batch
Step 00030000 L_out=0.068 Acc=0.87 ---653165.45 ms/batch
Round 3 | epoch=14, train costTime=667.306480884552, | total_activation_sum=6424966
Round 3 | epoch=15, current m_iou=0.6392343782964448
Round 3 | Best m_IoU is: 0.639, OA is: 0.906 | val costTime=228.02974891662598
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.054 Acc=0.87 ---32409.64 ms/batch
Step 00030100 L_out=0.052 Acc=0.92 ---76780.89 ms/batch
Step 00030150 L_out=0.019 Acc=0.89 ---119910.70 ms/batch
Step 00030200 L_out=0.212 Acc=0.78 ---162872.32 ms/batch
Step 00030250 L_out=0.036 Acc=0.86 ---209511.96 ms/batch
Step 00030300 L_out=0.126 Acc=0.86 ---253871.25 ms/batch
Step 00030350 L_out=0.036 Acc=0.78 ---296654.93 ms/batch
Step 00030400 L_out=0.034 Acc=0.87 ---341787.91 ms/batch
Step 00030450 L_out=0.091 Acc=0.91 ---386666.42 ms/batch
Step 00030500 L_out=0.069 Acc=0.73 ---430015.27 ms/batch
Step 00030550 L_out=0.026 Acc=0.83 ---472849.53 ms/batch
Step 00030600 L_out=0.100 Acc=0.81 ---516770.74 ms/batch
Step 00030650 L_out=0.026 Acc=0.88 ---556768.71 ms/batch
Round 3 | epoch=15, train costTime=584.0535230636597, | total_activation_sum=6396891
Round 3 | epoch=16, current m_iou=0.6395470848044562
Round 3 | Best m_IoU is: 0.640, OA is: 0.903 | val costTime=231.12653732299805
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.019 Acc=0.95 ---14462.23 ms/batch
Step 00030750 L_out=0.129 Acc=0.83 ---60576.30 ms/batch
Step 00030800 L_out=0.039 Acc=0.90 ---111796.22 ms/batch
Step 00030850 L_out=0.033 Acc=0.90 ---168979.98 ms/batch
Step 00030900 L_out=0.071 Acc=0.83 ---227628.41 ms/batch
Step 00030950 L_out=0.050 Acc=0.90 ---285453.01 ms/batch
Step 00031000 L_out=0.039 Acc=0.93 ---343385.98 ms/batch
Step 00031050 L_out=0.029 Acc=0.87 ---401131.16 ms/batch
Step 00031100 L_out=0.129 Acc=0.83 ---459052.59 ms/batch
Step 00031150 L_out=0.029 Acc=0.80 ---515710.47 ms/batch
Step 00031200 L_out=0.135 Acc=0.88 ---573176.03 ms/batch
Step 00031250 L_out=0.046 Acc=0.92 ---631140.03 ms/batch
Step 00031300 L_out=0.030 Acc=0.81 ---689243.29 ms/batch
Round 3 | epoch=16, train costTime=744.3313410282135, | total_activation_sum=6365993
Round 3 | epoch=17, current m_iou=0.6341383169361003
Round 3 | Best m_IoU is: 0.640, OA is: 0.903 | val costTime=278.1127166748047
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.052 Acc=0.82 --- 1397.18 ms/batch
Step 00031400 L_out=0.065 Acc=0.82 ---59531.39 ms/batch
Step 00031450 L_out=0.116 Acc=0.80 ---117792.71 ms/batch
Step 00031500 L_out=0.013 Acc=0.80 ---176283.17 ms/batch
Step 00031550 L_out=0.033 Acc=0.91 ---233623.95 ms/batch
Step 00031600 L_out=0.003 Acc=0.88 ---291080.73 ms/batch
Step 00031650 L_out=0.039 Acc=0.89 ---348303.45 ms/batch
Step 00031700 L_out=0.021 Acc=0.87 ---406251.17 ms/batch
Step 00031750 L_out=0.030 Acc=0.84 ---464264.45 ms/batch
Step 00031800 L_out=0.033 Acc=0.87 ---522767.35 ms/batch
Step 00031850 L_out=0.118 Acc=0.79 ---582451.14 ms/batch
Step 00031900 L_out=0.062 Acc=0.83 ---641384.45 ms/batch
Step 00031950 L_out=0.099 Acc=0.90 ---698343.17 ms/batch
Step 00032000 L_out=0.032 Acc=0.92 ---756567.44 ms/batch
Round 3 | epoch=17, train costTime=775.0585289001465, | total_activation_sum=6360468
Round 3 | epoch=18, current m_iou=0.6319930316508333
Round 3 | Best m_IoU is: 0.640, OA is: 0.903 | val costTime=273.9673402309418
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.036 Acc=0.91 ---35953.32 ms/batch
Step 00032100 L_out=0.072 Acc=0.91 ---94373.04 ms/batch
Step 00032150 L_out=0.023 Acc=0.86 ---151273.32 ms/batch
Step 00032200 L_out=0.036 Acc=0.90 ---209420.88 ms/batch
Step 00032250 L_out=0.080 Acc=0.88 ---267512.06 ms/batch
Step 00032300 L_out=0.063 Acc=0.93 ---324921.02 ms/batch
Step 00032350 L_out=0.046 Acc=0.90 ---382737.56 ms/batch
Step 00032400 L_out=0.046 Acc=0.77 ---440359.61 ms/batch
Step 00032450 L_out=0.055 Acc=0.94 ---497030.17 ms/batch
Step 00032500 L_out=0.038 Acc=0.87 ---550148.32 ms/batch
Step 00032550 L_out=0.065 Acc=0.97 ---669472.67 ms/batch
Step 00032600 L_out=0.146 Acc=0.81 ---713117.17 ms/batch
Step 00032650 L_out=0.054 Acc=0.82 ---756778.42 ms/batch
Round 3 | epoch=18, train costTime=783.3322010040283, | total_activation_sum=6454420
Round 3 | epoch=19, current m_iou=0.6256477056846624
Round 3 | Best m_IoU is: 0.640, OA is: 0.903 | val costTime=220.60172057151794
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.022 Acc=0.94 ---14183.80 ms/batch
Step 00032750 L_out=0.034 Acc=0.85 ---50881.24 ms/batch
Step 00032800 L_out=0.044 Acc=0.88 ---97905.91 ms/batch
Step 00032850 L_out=0.102 Acc=0.84 ---144987.08 ms/batch
Step 00032900 L_out=0.025 Acc=0.86 ---190714.90 ms/batch
Step 00032950 L_out=0.039 Acc=0.92 ---233355.10 ms/batch
Step 00033000 L_out=0.033 Acc=0.91 ---280928.00 ms/batch
Step 00033050 L_out=0.026 Acc=0.92 ---325592.10 ms/batch
Step 00033100 L_out=0.073 Acc=0.73 ---370615.52 ms/batch
Step 00033150 L_out=0.049 Acc=0.82 ---415606.51 ms/batch
Step 00033200 L_out=0.041 Acc=0.92 ---459168.17 ms/batch
Step 00033250 L_out=0.058 Acc=0.83 ---502144.68 ms/batch
Step 00033300 L_out=0.192 Acc=0.81 ---545460.94 ms/batch
Step 00033350 L_out=0.045 Acc=0.88 ---588479.08 ms/batch
Round 3 | epoch=19, train costTime=588.4791913032532, | total_activation_sum=6435596
Round 3 | epoch=20, current m_iou=0.6219186879879569
Round 3 | Best m_IoU is: 0.640, OA is: 0.903 | val costTime=212.09606170654297
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.042 Acc=0.82 ---33288.71 ms/batch
Step 00033450 L_out=0.039 Acc=0.84 ---65228.99 ms/batch
Step 00033500 L_out=0.231 Acc=0.68 ---94790.08 ms/batch
Step 00033550 L_out=0.043 Acc=0.93 ---127364.92 ms/batch
Step 00033600 L_out=0.054 Acc=0.86 ---159498.30 ms/batch
Step 00033650 L_out=0.122 Acc=0.84 ---191133.14 ms/batch
Step 00033700 L_out=0.030 Acc=0.90 ---223492.57 ms/batch
Step 00033750 L_out=0.034 Acc=0.89 ---254822.87 ms/batch
Step 00033800 L_out=0.012 Acc=0.83 ---290329.75 ms/batch
Step 00033850 L_out=0.046 Acc=0.91 ---325654.48 ms/batch
Step 00033900 L_out=0.099 Acc=0.80 ---364907.80 ms/batch
Step 00033950 L_out=0.093 Acc=0.91 ---402802.39 ms/batch
Step 00034000 L_out=0.026 Acc=0.94 ---443436.86 ms/batch
Round 3 | epoch=20, train costTime=456.4236469268799, | total_activation_sum=6423755
Round 3 | epoch=21, current m_iou=0.6256966224192713
Round 3 | Best m_IoU is: 0.640, OA is: 0.903 | val costTime=202.20662355422974
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.035 Acc=0.79 ---23076.66 ms/batch
Step 00034100 L_out=0.014 Acc=0.90 ---59817.27 ms/batch
Step 00034150 L_out=0.017 Acc=0.82 ---97077.39 ms/batch
Step 00034200 L_out=0.031 Acc=0.89 ---134875.55 ms/batch
Step 00034250 L_out=0.033 Acc=0.93 ---171020.83 ms/batch
Step 00034300 L_out=0.067 Acc=0.90 ---208057.79 ms/batch
Step 00034350 L_out=0.043 Acc=0.77 ---243987.75 ms/batch
Step 00034400 L_out=0.100 Acc=0.73 ---281484.51 ms/batch
Step 00034450 L_out=0.040 Acc=0.92 ---319449.48 ms/batch
Step 00034500 L_out=0.011 Acc=0.89 ---355952.33 ms/batch
Step 00034550 L_out=0.016 Acc=0.87 ---852121.76 ms/batch
Step 00034600 L_out=0.029 Acc=0.91 ---886834.88 ms/batch
Step 00034650 L_out=0.017 Acc=0.83 ---917859.70 ms/batch
Round 3 | epoch=21, train costTime=939.9645524024963, | total_activation_sum=6337630
Round 3 | epoch=22, current m_iou=0.6251159812538694
Round 3 | Best m_IoU is: 0.640, OA is: 0.903 | val costTime=226.2118856906891
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.086 Acc=0.86 ---10410.10 ms/batch
Step 00034750 L_out=0.015 Acc=0.90 ---44644.32 ms/batch
Step 00034800 L_out=0.034 Acc=0.89 ---78954.12 ms/batch
Step 00034850 L_out=0.045 Acc=0.89 ---112555.16 ms/batch
Step 00034900 L_out=0.038 Acc=0.86 ---146114.15 ms/batch
Step 00034950 L_out=0.052 Acc=0.90 ---174954.77 ms/batch
Step 00035000 L_out=0.040 Acc=0.84 ---200768.78 ms/batch
Step 00035050 L_out=0.027 Acc=0.91 ---226866.88 ms/batch
Step 00035100 L_out=0.045 Acc=0.80 ---252595.41 ms/batch
Step 00035150 L_out=0.084 Acc=0.94 ---278720.48 ms/batch
Step 00035200 L_out=0.027 Acc=0.89 ---305126.95 ms/batch
Step 00035250 L_out=0.008 Acc=0.86 ---330923.46 ms/batch
Step 00035300 L_out=0.037 Acc=0.89 ---356892.67 ms/batch
Step 00035350 L_out=0.043 Acc=0.92 ---383622.35 ms/batch
Round 3 | epoch=22, train costTime=384.1046814918518, | total_activation_sum=6407643
Round 3 | epoch=23, current m_iou=0.6330582128504734
Round 3 | Best m_IoU is: 0.640, OA is: 0.903 | val costTime=156.22976517677307
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.022 Acc=0.91 ---22807.99 ms/batch
Step 00035450 L_out=0.024 Acc=0.87 ---46103.82 ms/batch
Step 00035500 L_out=0.104 Acc=0.71 ---69457.93 ms/batch
Step 00035550 L_out=0.010 Acc=0.95 ---93197.77 ms/batch
Step 00035600 L_out=0.105 Acc=0.75 ---116226.23 ms/batch
Step 00035650 L_out=0.050 Acc=0.91 ---139444.17 ms/batch
Step 00035700 L_out=0.018 Acc=0.93 ---162346.23 ms/batch
Step 00035750 L_out=0.075 Acc=0.81 ---186128.17 ms/batch
Step 00035800 L_out=0.016 Acc=0.92 ---210279.97 ms/batch
Step 00035850 L_out=0.128 Acc=0.88 ---233858.90 ms/batch
Step 00035900 L_out=0.090 Acc=0.93 ---256989.18 ms/batch
Step 00035950 L_out=0.073 Acc=0.84 ---280197.95 ms/batch
Step 00036000 L_out=0.091 Acc=0.91 ---303402.81 ms/batch
Round 3 | epoch=23, train costTime=311.7739701271057, | total_activation_sum=6456029
Round 3 | epoch=24, current m_iou=0.6303531054558528
Round 3 | Best m_IoU is: 0.640, OA is: 0.903 | val costTime=143.7639729976654
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.074 Acc=0.85 ---15094.88 ms/batch
Step 00036100 L_out=0.012 Acc=0.90 ---38388.05 ms/batch
Step 00036150 L_out=0.046 Acc=0.92 ---61729.02 ms/batch
Step 00036200 L_out=0.022 Acc=0.96 ---85034.04 ms/batch
Step 00036250 L_out=0.070 Acc=0.83 ---108167.79 ms/batch
Step 00036300 L_out=0.031 Acc=0.77 ---131259.25 ms/batch
Step 00036350 L_out=0.125 Acc=0.89 ---154620.80 ms/batch
Step 00036400 L_out=0.083 Acc=0.90 ---178064.34 ms/batch
Step 00036450 L_out=0.056 Acc=0.79 ---201090.84 ms/batch
Step 00036500 L_out=0.027 Acc=0.86 ---224883.31 ms/batch
Step 00036550 L_out=0.078 Acc=0.89 ---248463.63 ms/batch
Step 00036600 L_out=0.028 Acc=0.93 ---271675.43 ms/batch
Step 00036650 L_out=0.106 Acc=0.86 ---294832.23 ms/batch
Round 3 | epoch=24, train costTime=311.0006718635559, | total_activation_sum=6363843
Round 3 | epoch=25, current m_iou=0.6332246549314136
Round 3 | Best m_IoU is: 0.640, OA is: 0.903 | val costTime=150.21762251853943
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.058 Acc=0.87 --- 7138.57 ms/batch
Step 00036750 L_out=0.129 Acc=0.75 ---31105.25 ms/batch
Step 00036800 L_out=0.039 Acc=0.90 ---54883.84 ms/batch
Step 00036850 L_out=0.030 Acc=0.91 ---78375.75 ms/batch
Step 00036900 L_out=0.015 Acc=0.93 ---101914.74 ms/batch
Step 00036950 L_out=0.011 Acc=0.87 ---125357.22 ms/batch
Step 00037000 L_out=0.018 Acc=0.83 ---148796.68 ms/batch
Step 00037050 L_out=0.067 Acc=0.79 ---172455.58 ms/batch
Step 00037100 L_out=0.086 Acc=0.76 ---195828.92 ms/batch
Step 00037150 L_out=0.010 Acc=0.88 ---219412.48 ms/batch
Step 00037200 L_out=0.028 Acc=0.92 ---244011.82 ms/batch
Step 00037250 L_out=0.034 Acc=0.94 ---269709.15 ms/batch
Step 00037300 L_out=0.112 Acc=0.83 ---295887.52 ms/batch
Step 00037350 L_out=0.014 Acc=0.84 ---321977.52 ms/batch
Round 3 | epoch=25, train costTime=323.0236449241638, | total_activation_sum=6376420
Round 3 | epoch=26, current m_iou=0.629078680766743
Round 3 | Best m_IoU is: 0.640, OA is: 0.903 | val costTime=170.4965419769287
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.022 Acc=0.89 ---25370.65 ms/batch
Step 00037450 L_out=0.004 Acc=0.91 ---52811.96 ms/batch
Step 00037500 L_out=0.013 Acc=0.93 ---79233.66 ms/batch
Step 00037550 L_out=0.044 Acc=0.90 ---106654.55 ms/batch
Step 00037600 L_out=0.029 Acc=0.91 ---134061.05 ms/batch
Step 00037650 L_out=0.171 Acc=0.72 ---160737.78 ms/batch
Step 00037700 L_out=0.013 Acc=0.90 ---187895.86 ms/batch
Step 00037750 L_out=0.093 Acc=0.83 ---215081.90 ms/batch
Step 00037800 L_out=0.023 Acc=0.90 ---242549.60 ms/batch
Step 00037850 L_out=0.038 Acc=0.88 ---270479.75 ms/batch
Step 00037900 L_out=0.031 Acc=0.85 ---297766.82 ms/batch
Step 00037950 L_out=0.054 Acc=0.84 ---324806.06 ms/batch
Step 00038000 L_out=0.018 Acc=0.79 ---352368.82 ms/batch
Round 3 | epoch=26, train costTime=363.0323441028595, | total_activation_sum=6349862
Round 3 | epoch=27, current m_iou=0.6266887000181895
Round 3 | Best m_IoU is: 0.640, OA is: 0.903 | val costTime=175.8767716884613
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.020 Acc=0.85 ---16609.56 ms/batch
Step 00038100 L_out=0.016 Acc=0.94 ---42533.94 ms/batch
Step 00038150 L_out=0.043 Acc=0.86 ---69381.90 ms/batch
Step 00038200 L_out=0.075 Acc=0.86 ---96294.47 ms/batch
Step 00038250 L_out=0.033 Acc=0.92 ---123221.79 ms/batch
Step 00038300 L_out=0.025 Acc=0.92 ---149477.39 ms/batch
Step 00038350 L_out=0.069 Acc=0.83 ---175840.49 ms/batch
Step 00038400 L_out=0.093 Acc=0.90 ---202504.18 ms/batch
Step 00038450 L_out=0.052 Acc=0.91 ---228340.42 ms/batch
Step 00038500 L_out=0.035 Acc=0.88 ---254570.36 ms/batch
Step 00038550 L_out=0.030 Acc=0.89 ---280729.09 ms/batch
Step 00038600 L_out=0.049 Acc=0.94 ---307429.24 ms/batch
Step 00038650 L_out=0.071 Acc=0.84 ---333824.76 ms/batch
Round 3 | epoch=27, train costTime=353.130966424942, | total_activation_sum=6371216
Round 3 | epoch=28, current m_iou=0.6308833609075393
Round 3 | Best m_IoU is: 0.640, OA is: 0.903 | val costTime=214.63011407852173
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.174 Acc=0.84 --- 7551.61 ms/batch
Step 00038750 L_out=0.053 Acc=0.90 ---33944.11 ms/batch
Step 00038800 L_out=0.055 Acc=0.87 ---60092.95 ms/batch
Step 00038850 L_out=0.032 Acc=0.97 ---86280.60 ms/batch
Step 00038900 L_out=0.023 Acc=0.83 ---112858.15 ms/batch
Step 00038950 L_out=0.005 Acc=0.93 ---138728.49 ms/batch
Step 00039000 L_out=0.272 Acc=0.60 ---165234.90 ms/batch
Step 00039050 L_out=0.006 Acc=0.92 ---191617.82 ms/batch
Step 00039100 L_out=0.062 Acc=0.79 ---217751.45 ms/batch
Step 00039150 L_out=0.037 Acc=0.95 ---243884.43 ms/batch
Step 00039200 L_out=0.005 Acc=0.90 ---270323.98 ms/batch
Step 00039250 L_out=0.004 Acc=0.91 ---296554.21 ms/batch
Step 00039300 L_out=0.056 Acc=0.93 ---323294.10 ms/batch
Step 00039350 L_out=0.107 Acc=0.82 ---350282.24 ms/batch
Round 3 | epoch=28, train costTime=351.91296887397766, | total_activation_sum=6405884
Round 3 | epoch=29, current m_iou=0.6333931833283225
Round 3 | Best m_IoU is: 0.640, OA is: 0.903 | val costTime=160.8894603252411
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.103 Acc=0.84 ---25311.94 ms/batch
Step 00039450 L_out=0.050 Acc=0.87 ---51917.16 ms/batch
Step 00039500 L_out=0.010 Acc=0.84 ---78418.03 ms/batch
Step 00039550 L_out=0.063 Acc=0.91 ---102141.28 ms/batch
Step 00039600 L_out=0.109 Acc=0.83 ---125181.49 ms/batch
Step 00039650 L_out=0.038 Acc=0.89 ---148956.65 ms/batch
Step 00039700 L_out=0.038 Acc=0.85 ---174969.79 ms/batch
Step 00039750 L_out=0.041 Acc=0.89 ---200771.35 ms/batch
Step 00039800 L_out=0.018 Acc=0.91 ---226974.21 ms/batch
Step 00039850 L_out=0.048 Acc=0.78 ---253210.16 ms/batch
Step 00039900 L_out=0.041 Acc=0.83 ---279769.93 ms/batch
Step 00039950 L_out=0.041 Acc=0.87 ---307413.72 ms/batch
Step 00040000 L_out=0.065 Acc=0.87 ---332579.58 ms/batch
Round 3 | epoch=29, train costTime=343.00121784210205, | total_activation_sum=6484923
Round 3 | epoch=30, current m_iou=0.6364351490606055
Round 3 | Best m_IoU is: 0.640, OA is: 0.903 | val costTime=150.4893958568573
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=0.048 Acc=0.81 ---15814.00 ms/batch
Step 00040100 L_out=0.229 Acc=0.34 ---41829.26 ms/batch
Step 00040150 L_out=1.187 Acc=0.39 ---68331.05 ms/batch
Step 00040200 L_out=0.374 Acc=0.72 ---94797.18 ms/batch
Step 00040250 L_out=0.137 Acc=0.81 ---121243.21 ms/batch
Step 00040300 L_out=0.084 Acc=0.71 ---147957.65 ms/batch
Step 00040350 L_out=0.028 Acc=0.85 ---174390.47 ms/batch
Step 00040400 L_out=0.278 Acc=0.82 ---201124.66 ms/batch
Step 00040450 L_out=0.588 Acc=0.57 ---227627.44 ms/batch
Step 00040500 L_out=0.039 Acc=0.61 ---253394.07 ms/batch
Step 00040550 L_out=0.298 Acc=0.73 ---279934.57 ms/batch
Step 00040600 L_out=0.079 Acc=0.87 ---306471.93 ms/batch
Step 00040650 L_out=0.254 Acc=0.76 ---332980.05 ms/batch
Round 4 | epoch=0, train costTime=352.307909488678, | total_activation_sum=8934633
Round 4 | epoch=1, current m_iou=0.25656675699028075
Round 4 | Best m_IoU is: 0.257, OA is: 0.387 | val costTime=153.81907606124878
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.209 Acc=0.62 --- 6978.30 ms/batch
Step 00040750 L_out=0.080 Acc=0.82 ---33295.64 ms/batch
Step 00040800 L_out=0.048 Acc=0.89 ---59612.91 ms/batch
Step 00040850 L_out=0.071 Acc=0.47 ---86132.74 ms/batch
Step 00040900 L_out=0.169 Acc=0.87 ---112756.63 ms/batch
Step 00040950 L_out=0.020 Acc=0.72 ---138951.90 ms/batch
Step 00041000 L_out=0.181 Acc=0.78 ---165876.31 ms/batch
Step 00041050 L_out=0.056 Acc=0.81 ---192625.44 ms/batch
Step 00041100 L_out=0.177 Acc=0.84 ---218917.95 ms/batch
Step 00041150 L_out=0.089 Acc=0.91 ---245771.68 ms/batch
Step 00041200 L_out=0.097 Acc=0.83 ---272432.29 ms/batch
Step 00041250 L_out=0.157 Acc=0.85 ---299208.64 ms/batch
Step 00041300 L_out=0.111 Acc=0.81 ---326076.89 ms/batch
Step 00041350 L_out=0.119 Acc=0.78 ---352962.63 ms/batch
Round 4 | epoch=1, train costTime=355.03260493278503, | total_activation_sum=8932277
Round 4 | epoch=2, current m_iou=0.5327985092808964
Round 4 | Best m_IoU is: 0.533, OA is: 0.854 | val costTime=154.2336766719818
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.094 Acc=0.78 ---24776.50 ms/batch
Step 00041450 L_out=0.046 Acc=0.89 ---50804.22 ms/batch
Step 00041500 L_out=0.040 Acc=0.89 ---76898.00 ms/batch
Step 00041550 L_out=0.055 Acc=0.94 ---103871.14 ms/batch
Step 00041600 L_out=0.099 Acc=0.77 ---130080.69 ms/batch
Step 00041650 L_out=0.055 Acc=0.89 ---156405.09 ms/batch
Step 00041700 L_out=0.191 Acc=0.85 ---182827.61 ms/batch
Step 00041750 L_out=0.073 Acc=0.86 ---209087.34 ms/batch
Step 00041800 L_out=0.332 Acc=0.79 ---235749.30 ms/batch
Step 00041850 L_out=0.019 Acc=0.78 ---262277.01 ms/batch
Step 00041900 L_out=0.067 Acc=0.91 ---287983.00 ms/batch
Step 00041950 L_out=0.097 Acc=0.88 ---313116.74 ms/batch
Step 00042000 L_out=0.145 Acc=0.72 ---339262.99 ms/batch
Round 4 | epoch=2, train costTime=350.4610905647278, | total_activation_sum=9016638
Round 4 | epoch=3, current m_iou=0.5639839535434422
Round 4 | Best m_IoU is: 0.564, OA is: 0.845 | val costTime=150.37960720062256
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.041 Acc=0.90 ---15256.46 ms/batch
Step 00042100 L_out=0.192 Acc=0.81 ---41884.76 ms/batch
Step 00042150 L_out=0.609 Acc=0.71 ---68090.23 ms/batch
Step 00042200 L_out=0.659 Acc=0.74 ---94203.36 ms/batch
Step 00042250 L_out=0.074 Acc=0.86 ---120430.98 ms/batch
Step 00042300 L_out=0.065 Acc=0.76 ---146612.37 ms/batch
Step 00042350 L_out=0.215 Acc=0.90 ---172282.56 ms/batch
Step 00042400 L_out=0.131 Acc=0.86 ---198494.44 ms/batch
Step 00042450 L_out=0.105 Acc=0.94 ---224233.67 ms/batch
Step 00042500 L_out=0.071 Acc=0.82 ---250582.87 ms/batch
Step 00042550 L_out=0.094 Acc=0.87 ---276023.65 ms/batch
Step 00042600 L_out=0.115 Acc=0.76 ---300876.83 ms/batch
Step 00042650 L_out=0.174 Acc=0.74 ---326311.05 ms/batch
Round 4 | epoch=3, train costTime=345.4656617641449, | total_activation_sum=8946108
Round 4 | epoch=4, current m_iou=0.5862240336650715
Round 4 | Best m_IoU is: 0.586, OA is: 0.860 | val costTime=147.40680480003357
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.030 Acc=0.88 --- 6119.93 ms/batch
Step 00042750 L_out=0.314 Acc=0.74 ---31744.95 ms/batch
Step 00042800 L_out=0.094 Acc=0.84 ---56892.89 ms/batch
Step 00042850 L_out=0.093 Acc=0.92 ---82258.12 ms/batch
Step 00042900 L_out=0.042 Acc=0.67 ---107450.61 ms/batch
Step 00042950 L_out=0.056 Acc=0.95 ---132729.35 ms/batch
Step 00043000 L_out=0.207 Acc=0.66 ---158019.75 ms/batch
Step 00043050 L_out=0.195 Acc=0.78 ---183104.67 ms/batch
Step 00043100 L_out=0.178 Acc=0.92 ---208933.53 ms/batch
Step 00043150 L_out=0.095 Acc=0.91 ---234268.85 ms/batch
Step 00043200 L_out=0.079 Acc=0.94 ---259913.75 ms/batch
Step 00043250 L_out=0.106 Acc=0.81 ---285511.65 ms/batch
Step 00043300 L_out=0.083 Acc=0.68 ---310621.65 ms/batch
Step 00043350 L_out=0.016 Acc=0.85 ---335998.31 ms/batch
Round 4 | epoch=4, train costTime=338.6188521385193, | total_activation_sum=9086396
Round 4 | epoch=5, current m_iou=0.5974612327661627
Round 4 | Best m_IoU is: 0.597, OA is: 0.882 | val costTime=146.85322999954224
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.056 Acc=0.87 ---22762.58 ms/batch
Step 00043450 L_out=0.413 Acc=0.82 ---48027.40 ms/batch
Step 00043500 L_out=0.112 Acc=0.83 ---73013.34 ms/batch
Step 00043550 L_out=0.178 Acc=0.69 ---98266.33 ms/batch
Step 00043600 L_out=0.075 Acc=0.86 ---123516.06 ms/batch
Step 00043650 L_out=0.130 Acc=0.78 ---148756.77 ms/batch
Step 00043700 L_out=0.093 Acc=0.87 ---174101.11 ms/batch
Step 00043750 L_out=0.047 Acc=0.86 ---199197.96 ms/batch
Step 00043800 L_out=0.162 Acc=0.80 ---224737.27 ms/batch
Step 00043850 L_out=0.146 Acc=0.80 ---249840.97 ms/batch
Step 00043900 L_out=0.159 Acc=0.86 ---274939.15 ms/batch
Step 00043950 L_out=0.161 Acc=0.86 ---300290.65 ms/batch
Step 00044000 L_out=0.066 Acc=0.82 ---325681.23 ms/batch
Round 4 | epoch=5, train costTime=336.73669242858887, | total_activation_sum=8991223
Round 4 | epoch=6, current m_iou=0.5984118907215552
Round 4 | Best m_IoU is: 0.598, OA is: 0.894 | val costTime=147.98076581954956
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.035 Acc=0.95 ---13677.95 ms/batch
Step 00044100 L_out=0.191 Acc=0.83 ---38467.53 ms/batch
Step 00044150 L_out=0.055 Acc=0.91 ---62337.56 ms/batch
Step 00044200 L_out=0.072 Acc=0.94 ---86536.68 ms/batch
Step 00044250 L_out=0.068 Acc=0.95 ---110631.32 ms/batch
Step 00044300 L_out=0.180 Acc=0.88 ---134755.14 ms/batch
Step 00044350 L_out=0.073 Acc=0.88 ---159379.27 ms/batch
Step 00044400 L_out=0.092 Acc=0.78 ---183994.58 ms/batch
Step 00044450 L_out=0.248 Acc=0.75 ---208336.69 ms/batch
Step 00044500 L_out=0.018 Acc=0.75 ---232471.88 ms/batch
Step 00044550 L_out=0.158 Acc=0.88 ---256368.73 ms/batch
Step 00044600 L_out=0.122 Acc=0.77 ---280800.55 ms/batch
Step 00044650 L_out=0.084 Acc=0.85 ---305227.60 ms/batch
Round 4 | epoch=6, train costTime=324.2769842147827, | total_activation_sum=8882434
Round 4 | epoch=7, current m_iou=0.6314232812202991
Round 4 | Best m_IoU is: 0.631, OA is: 0.899 | val costTime=141.45954060554504
Round 4 | ****EPOCH 7****
Step 00044700 L_out=0.041 Acc=0.81 --- 5526.83 ms/batch
Step 00044750 L_out=0.035 Acc=0.96 ---29357.69 ms/batch
Step 00044800 L_out=0.096 Acc=0.80 ---53631.38 ms/batch
Step 00044850 L_out=0.092 Acc=0.66 ---78116.15 ms/batch
Step 00044900 L_out=0.085 Acc=0.87 ---102496.60 ms/batch
Step 00044950 L_out=0.065 Acc=0.84 ---126749.63 ms/batch
Step 00045000 L_out=0.069 Acc=0.88 ---151229.85 ms/batch
Step 00045050 L_out=0.112 Acc=0.90 ---175411.25 ms/batch
Step 00045100 L_out=0.078 Acc=0.86 ---199499.21 ms/batch
Step 00045150 L_out=0.255 Acc=0.86 ---223462.92 ms/batch
Step 00045200 L_out=0.173 Acc=0.92 ---247616.82 ms/batch
Step 00045250 L_out=0.123 Acc=0.91 ---271874.44 ms/batch
Step 00045300 L_out=0.052 Acc=0.90 ---296191.80 ms/batch
Step 00045350 L_out=0.075 Acc=0.88 ---320467.86 ms/batch
Round 4 | epoch=7, train costTime=323.440954208374, | total_activation_sum=9048646
Round 4 | epoch=8, current m_iou=0.6361512816453281
Round 4 | Best m_IoU is: 0.636, OA is: 0.902 | val costTime=141.47118425369263
Round 4 | ****EPOCH 8****
Step 00045400 L_out=0.231 Acc=0.81 ---21437.77 ms/batch
Step 00045450 L_out=0.104 Acc=0.85 ---45916.97 ms/batch
Step 00045500 L_out=0.099 Acc=0.88 ---70028.55 ms/batch
Step 00045550 L_out=0.012 Acc=0.89 ---95326.28 ms/batch
Step 00045600 L_out=0.022 Acc=0.92 ---119779.59 ms/batch
Step 00045650 L_out=0.029 Acc=0.82 ---144673.14 ms/batch
Step 00045700 L_out=0.098 Acc=0.91 ---169319.27 ms/batch
Step 00045750 L_out=0.114 Acc=0.86 ---194014.88 ms/batch
Step 00045800 L_out=0.077 Acc=0.91 ---218635.63 ms/batch
Step 00045850 L_out=0.096 Acc=0.89 ---243946.44 ms/batch
Step 00045900 L_out=0.289 Acc=0.83 ---268729.39 ms/batch
Step 00045950 L_out=0.429 Acc=0.87 ---294768.57 ms/batch
Step 00046000 L_out=0.026 Acc=0.93 ---320424.61 ms/batch
Round 4 | epoch=8, train costTime=332.32304215431213, | total_activation_sum=8944192
Round 4 | epoch=9, current m_iou=0.6420921395706969
Round 4 | Best m_IoU is: 0.642, OA is: 0.906 | val costTime=146.86439418792725
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.030 Acc=0.83 ---13633.62 ms/batch
Step 00046100 L_out=0.058 Acc=0.89 ---39132.72 ms/batch
Step 00046150 L_out=0.071 Acc=0.85 ---64870.57 ms/batch
Step 00046200 L_out=0.075 Acc=0.79 ---90630.99 ms/batch
Step 00046250 L_out=0.143 Acc=0.87 ---115693.82 ms/batch
Step 00046300 L_out=0.051 Acc=0.89 ---141499.51 ms/batch
Step 00046350 L_out=0.052 Acc=0.86 ---166787.24 ms/batch
Step 00046400 L_out=0.057 Acc=0.87 ---191699.11 ms/batch
Step 00046450 L_out=0.028 Acc=0.86 ---216586.83 ms/batch
Step 00046500 L_out=0.027 Acc=0.90 ---241215.85 ms/batch
Step 00046550 L_out=0.065 Acc=0.78 ---265401.31 ms/batch
Step 00046600 L_out=0.021 Acc=0.91 ---289478.75 ms/batch
Step 00046650 L_out=0.034 Acc=0.95 ---313460.52 ms/batch
Round 4 | epoch=9, train costTime=332.9799966812134, | total_activation_sum=9100235
Round 4 | epoch=10, current m_iou=0.6375313747401626
Round 4 | Best m_IoU is: 0.642, OA is: 0.906 | val costTime=142.29374074935913
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.099 Acc=0.80 --- 4912.54 ms/batch
Step 00046750 L_out=0.015 Acc=0.86 ---29882.00 ms/batch
Step 00046800 L_out=0.066 Acc=0.86 ---54384.74 ms/batch
Step 00046850 L_out=0.093 Acc=0.90 ---79077.29 ms/batch
Step 00046900 L_out=0.147 Acc=0.81 ---103929.23 ms/batch
Step 00046950 L_out=0.114 Acc=0.86 ---128211.71 ms/batch
Step 00047000 L_out=0.108 Acc=0.92 ---152544.24 ms/batch
Step 00047050 L_out=0.126 Acc=0.85 ---176940.92 ms/batch
Step 00047100 L_out=0.089 Acc=0.82 ---201885.21 ms/batch
Step 00047150 L_out=0.043 Acc=0.87 ---226873.67 ms/batch
Step 00047200 L_out=0.120 Acc=0.92 ---251639.31 ms/batch
Step 00047250 L_out=0.262 Acc=0.71 ---276857.06 ms/batch
Step 00047300 L_out=0.070 Acc=0.83 ---301256.30 ms/batch
Step 00047350 L_out=0.028 Acc=0.91 ---326055.65 ms/batch
Round 4 | epoch=10, train costTime=329.5106146335602, | total_activation_sum=8950386
Round 4 | epoch=11, current m_iou=0.6375443686775981
Round 4 | Best m_IoU is: 0.642, OA is: 0.906 | val costTime=142.55064749717712
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.076 Acc=0.89 ---20983.14 ms/batch
Step 00047450 L_out=0.065 Acc=0.92 ---45224.78 ms/batch
Step 00047500 L_out=0.019 Acc=0.88 ---69331.43 ms/batch
Step 00047550 L_out=0.021 Acc=0.93 ---93735.99 ms/batch
Step 00047600 L_out=0.102 Acc=0.81 ---118437.55 ms/batch
Step 00047650 L_out=0.069 Acc=0.85 ---143251.19 ms/batch
Step 00047700 L_out=0.121 Acc=0.84 ---167905.74 ms/batch
Step 00047750 L_out=0.196 Acc=0.80 ---192296.90 ms/batch
Step 00047800 L_out=0.056 Acc=0.88 ---216540.44 ms/batch
Step 00047850 L_out=0.022 Acc=0.85 ---240459.47 ms/batch
Step 00047900 L_out=0.151 Acc=0.88 ---264596.63 ms/batch
Step 00047950 L_out=0.018 Acc=0.86 ---288908.20 ms/batch
Step 00048000 L_out=0.179 Acc=0.90 ---313011.77 ms/batch
Round 4 | epoch=11, train costTime=324.728049993515, | total_activation_sum=8942270
Round 4 | epoch=12, current m_iou=0.6300355072684802
Round 4 | Best m_IoU is: 0.642, OA is: 0.906 | val costTime=141.33269667625427
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.104 Acc=0.88 ---12973.36 ms/batch
Step 00048100 L_out=0.055 Acc=0.94 ---37240.08 ms/batch
Step 00048150 L_out=0.060 Acc=0.74 ---61465.64 ms/batch
Step 00048200 L_out=0.034 Acc=0.87 ---85800.57 ms/batch
Step 00048250 L_out=0.011 Acc=0.93 ---110477.65 ms/batch
Step 00048300 L_out=0.062 Acc=0.84 ---134833.53 ms/batch
Step 00048350 L_out=0.018 Acc=0.89 ---159210.80 ms/batch
Step 00048400 L_out=0.016 Acc=0.89 ---183463.44 ms/batch
Step 00048450 L_out=0.030 Acc=0.90 ---207467.61 ms/batch
Step 00048500 L_out=0.758 Acc=0.49 ---231878.13 ms/batch
Step 00048550 L_out=0.078 Acc=0.93 ---255934.06 ms/batch
Step 00048600 L_out=0.166 Acc=0.79 ---280317.54 ms/batch
Step 00048650 L_out=0.040 Acc=0.85 ---304255.37 ms/batch
Round 4 | epoch=12, train costTime=323.918732881546, | total_activation_sum=9035462
Round 4 | epoch=13, current m_iou=0.6253361290632669
Round 4 | Best m_IoU is: 0.642, OA is: 0.906 | val costTime=141.9633388519287
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.024 Acc=0.92 --- 4505.08 ms/batch
Step 00048750 L_out=0.008 Acc=0.89 ---28537.71 ms/batch
Step 00048800 L_out=0.209 Acc=0.76 ---52866.85 ms/batch
Step 00048850 L_out=0.098 Acc=0.86 ---76988.98 ms/batch
Step 00048900 L_out=0.063 Acc=0.89 ---101905.40 ms/batch
Step 00048950 L_out=0.023 Acc=0.88 ---126493.48 ms/batch
Step 00049000 L_out=0.096 Acc=0.86 ---150895.67 ms/batch
Step 00049050 L_out=0.064 Acc=0.89 ---175324.52 ms/batch
Step 00049100 L_out=0.168 Acc=0.95 ---199546.77 ms/batch
Step 00049150 L_out=0.071 Acc=0.83 ---223938.70 ms/batch
Step 00049200 L_out=0.094 Acc=0.86 ---248752.02 ms/batch
Step 00049250 L_out=0.035 Acc=0.95 ---273295.82 ms/batch
Step 00049300 L_out=0.048 Acc=0.78 ---297758.52 ms/batch
Step 00049350 L_out=0.101 Acc=0.92 ---322005.37 ms/batch
Round 4 | epoch=13, train costTime=325.8288588523865, | total_activation_sum=8962329
Round 4 | epoch=14, current m_iou=0.6253735799088296
Round 4 | Best m_IoU is: 0.642, OA is: 0.906 | val costTime=138.82554817199707
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.068 Acc=0.92 ---20360.30 ms/batch
Step 00049450 L_out=0.025 Acc=0.84 ---44323.90 ms/batch
Step 00049500 L_out=0.056 Acc=0.90 ---68420.23 ms/batch
Step 00049550 L_out=0.067 Acc=0.87 ---92539.97 ms/batch
Step 00049600 L_out=0.055 Acc=0.81 ---116466.21 ms/batch
Step 00049650 L_out=0.109 Acc=0.88 ---141063.98 ms/batch
Step 00049700 L_out=0.169 Acc=0.93 ---165344.77 ms/batch
Step 00049750 L_out=0.050 Acc=0.92 ---189483.65 ms/batch
Step 00049800 L_out=0.063 Acc=0.95 ---213486.42 ms/batch
Step 00049850 L_out=0.033 Acc=0.94 ---237682.58 ms/batch
Step 00049900 L_out=0.285 Acc=0.76 ---262198.09 ms/batch
Step 00049950 L_out=0.114 Acc=0.80 ---287568.30 ms/batch
Step 00050000 L_out=0.126 Acc=0.70 ---312226.61 ms/batch
Round 4 | epoch=14, train costTime=324.55635023117065, | total_activation_sum=9053154
Round 4 | epoch=15, current m_iou=0.6266067777188156
Round 4 | Best m_IoU is: 0.642, OA is: 0.906 | val costTime=144.46701645851135
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.184 Acc=0.87 ---12427.36 ms/batch
Step 00050100 L_out=0.079 Acc=0.84 ---37184.69 ms/batch
Step 00050150 L_out=0.043 Acc=0.89 ---62367.43 ms/batch
Step 00050200 L_out=0.200 Acc=0.79 ---87293.89 ms/batch
Step 00050250 L_out=0.034 Acc=0.89 ---112170.75 ms/batch
Step 00050300 L_out=0.452 Acc=0.86 ---137396.95 ms/batch
Step 00050350 L_out=0.043 Acc=0.92 ---162601.27 ms/batch
Step 00050400 L_out=0.039 Acc=0.86 ---187730.67 ms/batch
Step 00050450 L_out=0.018 Acc=0.92 ---212682.00 ms/batch
Step 00050500 L_out=0.085 Acc=0.91 ---237697.27 ms/batch
Step 00050550 L_out=0.113 Acc=0.87 ---262484.06 ms/batch
Step 00050600 L_out=0.048 Acc=0.89 ---286510.64 ms/batch
Step 00050650 L_out=0.182 Acc=0.88 ---311097.86 ms/batch
Round 4 | epoch=15, train costTime=331.5984396934509, | total_activation_sum=8912888
Round 4 | epoch=16, current m_iou=0.6443336477500664
Round 4 | Best m_IoU is: 0.644, OA is: 0.905 | val costTime=143.42524695396423
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.053 Acc=0.86 --- 4008.13 ms/batch
Step 00050750 L_out=0.057 Acc=0.92 ---28336.11 ms/batch
Step 00050800 L_out=0.045 Acc=0.94 ---52450.92 ms/batch
Step 00050850 L_out=0.082 Acc=0.80 ---76679.63 ms/batch
Step 00050900 L_out=0.257 Acc=0.81 ---100802.09 ms/batch
Step 00050950 L_out=0.096 Acc=0.88 ---125696.75 ms/batch
Step 00051000 L_out=0.037 Acc=0.84 ---150503.88 ms/batch
Step 00051050 L_out=0.156 Acc=0.92 ---175487.14 ms/batch
Step 00051100 L_out=0.108 Acc=0.85 ---199936.32 ms/batch
Step 00051150 L_out=0.102 Acc=0.68 ---224526.53 ms/batch
Step 00051200 L_out=0.076 Acc=0.91 ---249442.70 ms/batch
Step 00051250 L_out=0.071 Acc=0.85 ---274735.52 ms/batch
Step 00051300 L_out=0.054 Acc=0.86 ---299610.95 ms/batch
Step 00051350 L_out=0.037 Acc=0.88 ---324874.77 ms/batch
Round 4 | epoch=16, train costTime=329.40149211883545, | total_activation_sum=9073231
Round 4 | epoch=17, current m_iou=0.634222068210724
Round 4 | Best m_IoU is: 0.644, OA is: 0.905 | val costTime=141.25168538093567
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.067 Acc=0.95 ---20435.10 ms/batch
Step 00051450 L_out=0.073 Acc=0.87 ---46759.53 ms/batch
Step 00051500 L_out=0.013 Acc=0.89 ---71792.00 ms/batch
Step 00051550 L_out=0.051 Acc=0.86 ---96827.16 ms/batch
Step 00051600 L_out=0.018 Acc=0.89 ---121871.51 ms/batch
Step 00051650 L_out=0.019 Acc=0.95 ---146896.24 ms/batch
Step 00051700 L_out=0.046 Acc=0.90 ---171854.09 ms/batch
Step 00051750 L_out=0.011 Acc=0.90 ---196648.80 ms/batch
Step 00051800 L_out=0.136 Acc=0.82 ---221064.82 ms/batch
Step 00051850 L_out=0.054 Acc=0.89 ---246106.10 ms/batch
Step 00051900 L_out=0.046 Acc=0.89 ---270923.94 ms/batch
Step 00051950 L_out=0.041 Acc=0.87 ---295794.48 ms/batch
Step 00052000 L_out=0.088 Acc=0.87 ---320637.61 ms/batch
Round 4 | epoch=17, train costTime=333.7241458892822, | total_activation_sum=8918609
Round 4 | epoch=18, current m_iou=0.6221176382680724
Round 4 | Best m_IoU is: 0.644, OA is: 0.905 | val costTime=144.1414830684662
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.099 Acc=0.83 ---12245.22 ms/batch
Step 00052100 L_out=0.054 Acc=0.87 ---37033.82 ms/batch
Step 00052150 L_out=0.049 Acc=0.92 ---61874.14 ms/batch
Step 00052200 L_out=0.085 Acc=0.91 ---86579.68 ms/batch
Step 00052250 L_out=0.086 Acc=0.92 ---111448.73 ms/batch
Step 00052300 L_out=0.078 Acc=0.88 ---136319.89 ms/batch
Step 00052350 L_out=0.040 Acc=0.86 ---161386.45 ms/batch
Step 00052400 L_out=0.062 Acc=0.94 ---186708.01 ms/batch
Step 00052450 L_out=0.040 Acc=0.95 ---211849.32 ms/batch
Step 00052500 L_out=0.124 Acc=0.86 ---236525.22 ms/batch
Step 00052550 L_out=0.010 Acc=0.91 ---261585.00 ms/batch
Step 00052600 L_out=0.102 Acc=0.91 ---286548.40 ms/batch
Step 00052650 L_out=0.033 Acc=0.90 ---311846.46 ms/batch
Round 4 | epoch=18, train costTime=333.3048937320709, | total_activation_sum=9024543
Round 4 | epoch=19, current m_iou=0.628237043321456
Round 4 | Best m_IoU is: 0.644, OA is: 0.905 | val costTime=144.6498246192932
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.020 Acc=0.89 --- 3436.83 ms/batch
Step 00052750 L_out=0.063 Acc=0.95 ---28451.47 ms/batch
Step 00052800 L_out=0.031 Acc=0.88 ---53340.75 ms/batch
Step 00052850 L_out=0.029 Acc=0.93 ---78793.56 ms/batch
Step 00052900 L_out=1.095 Acc=0.46 ---104137.35 ms/batch
Step 00052950 L_out=0.104 Acc=0.84 ---128770.09 ms/batch
Step 00053000 L_out=0.016 Acc=0.90 ---153639.80 ms/batch
Step 00053050 L_out=0.159 Acc=0.89 ---178299.22 ms/batch
Step 00053100 L_out=0.049 Acc=0.81 ---202491.06 ms/batch
Step 00053150 L_out=0.082 Acc=0.92 ---227254.16 ms/batch
Step 00053200 L_out=0.022 Acc=0.94 ---251679.62 ms/batch
Step 00053250 L_out=0.060 Acc=0.95 ---275734.38 ms/batch
Step 00053300 L_out=0.055 Acc=0.86 ---300107.22 ms/batch
Step 00053350 L_out=0.049 Acc=0.79 ---324823.80 ms/batch
Round 4 | epoch=19, train costTime=329.82326221466064, | total_activation_sum=9053485
Round 4 | epoch=20, current m_iou=0.6249070023553837
Round 4 | Best m_IoU is: 0.644, OA is: 0.905 | val costTime=160.50588464736938
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.031 Acc=0.91 ---23052.07 ms/batch
Step 00053450 L_out=0.038 Acc=0.95 ---51568.74 ms/batch
Step 00053500 L_out=0.020 Acc=0.85 ---80722.22 ms/batch
Step 00053550 L_out=0.035 Acc=0.90 ---110025.98 ms/batch
Step 00053600 L_out=0.032 Acc=0.93 ---139639.61 ms/batch
Step 00053650 L_out=0.036 Acc=0.96 ---169493.41 ms/batch
Step 00053700 L_out=0.078 Acc=0.92 ---199714.71 ms/batch
Step 00053750 L_out=0.043 Acc=0.91 ---229166.66 ms/batch
Step 00053800 L_out=0.066 Acc=0.88 ---257289.82 ms/batch
Step 00053850 L_out=0.019 Acc=0.92 ---286070.23 ms/batch
Step 00053900 L_out=0.034 Acc=0.90 ---314373.04 ms/batch
Step 00053950 L_out=0.094 Acc=0.96 ---343711.00 ms/batch
Step 00054000 L_out=0.068 Acc=0.88 ---373500.95 ms/batch
Round 4 | epoch=20, train costTime=389.33991050720215, | total_activation_sum=9010032
Round 4 | epoch=21, current m_iou=0.6332826590872882
Round 4 | Best m_IoU is: 0.644, OA is: 0.905 | val costTime=165.79921650886536
Round 4 | ****EPOCH 21****
Step 00054050 L_out=0.054 Acc=0.92 ---11066.65 ms/batch
Step 00054100 L_out=0.033 Acc=0.90 ---35106.22 ms/batch
Step 00054150 L_out=0.022 Acc=0.93 ---59208.60 ms/batch
Step 00054200 L_out=0.063 Acc=0.91 ---83140.89 ms/batch
Step 00054250 L_out=0.004 Acc=0.94 ---107102.50 ms/batch
Step 00054300 L_out=0.105 Acc=0.83 ---131013.98 ms/batch
Step 00054350 L_out=0.079 Acc=0.94 ---154740.90 ms/batch
Step 00054400 L_out=0.110 Acc=0.92 ---178801.06 ms/batch
Step 00054450 L_out=0.066 Acc=0.95 ---202712.21 ms/batch
Step 00054500 L_out=0.023 Acc=0.92 ---226816.41 ms/batch
Step 00054550 L_out=0.053 Acc=0.91 ---250884.26 ms/batch
Step 00054600 L_out=0.048 Acc=0.84 ---274733.74 ms/batch
Step 00054650 L_out=0.078 Acc=0.91 ---298738.55 ms/batch
Round 4 | epoch=21, train costTime=319.85628962516785, | total_activation_sum=8958225
Round 4 | epoch=22, current m_iou=0.6330771849221041
Round 4 | Best m_IoU is: 0.644, OA is: 0.905 | val costTime=139.68386006355286
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.074 Acc=0.92 --- 2899.94 ms/batch
Step 00054750 L_out=0.024 Acc=0.89 ---27355.95 ms/batch
Step 00054800 L_out=0.044 Acc=0.90 ---52037.81 ms/batch
Step 00054850 L_out=0.046 Acc=0.96 ---75977.65 ms/batch
Step 00054900 L_out=0.084 Acc=0.88 ---100408.61 ms/batch
Step 00054950 L_out=0.028 Acc=0.91 ---125083.96 ms/batch
Step 00055000 L_out=0.037 Acc=0.76 ---149430.10 ms/batch
Step 00055050 L_out=0.024 Acc=0.96 ---173559.02 ms/batch
Step 00055100 L_out=0.102 Acc=0.88 ---198185.75 ms/batch
Step 00055150 L_out=0.109 Acc=0.82 ---223061.99 ms/batch
Step 00055200 L_out=0.048 Acc=0.90 ---247897.52 ms/batch
Step 00055250 L_out=0.075 Acc=0.88 ---272132.21 ms/batch
Step 00055300 L_out=0.024 Acc=0.94 ---296563.58 ms/batch
Step 00055350 L_out=0.026 Acc=0.88 ---320881.41 ms/batch
Round 4 | epoch=22, train costTime=326.2322111129761, | total_activation_sum=9027970
Round 4 | epoch=23, current m_iou=0.6397646735152447
Round 4 | Best m_IoU is: 0.644, OA is: 0.905 | val costTime=145.0591003894806
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.033 Acc=0.96 ---19302.57 ms/batch
Step 00055450 L_out=0.126 Acc=0.85 ---43614.76 ms/batch
Step 00055500 L_out=0.056 Acc=0.90 ---68224.52 ms/batch
Step 00055550 L_out=0.015 Acc=0.91 ---92506.68 ms/batch
Step 00055600 L_out=0.130 Acc=0.89 ---116837.84 ms/batch
Step 00055650 L_out=0.063 Acc=0.90 ---141272.26 ms/batch
Step 00055700 L_out=0.018 Acc=0.92 ---165649.79 ms/batch
Step 00055750 L_out=0.042 Acc=0.89 ---190013.16 ms/batch
Step 00055800 L_out=0.071 Acc=0.92 ---214397.25 ms/batch
Step 00055850 L_out=0.078 Acc=0.94 ---239694.99 ms/batch
Step 00055900 L_out=0.020 Acc=0.91 ---263491.90 ms/batch
Step 00055950 L_out=0.046 Acc=0.87 ---287283.30 ms/batch
Step 00056000 L_out=0.044 Acc=0.94 ---311543.35 ms/batch
Round 4 | epoch=23, train costTime=324.8851602077484, | total_activation_sum=8987814
Round 4 | epoch=24, current m_iou=0.6409357119394907
Round 4 | Best m_IoU is: 0.644, OA is: 0.905 | val costTime=200.62176966667175
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.035 Acc=0.89 ---16898.23 ms/batch
Step 00056100 L_out=0.016 Acc=0.86 ---55552.13 ms/batch
Step 00056150 L_out=0.102 Acc=0.86 ---94227.14 ms/batch
Step 00056200 L_out=0.074 Acc=0.91 ---131215.84 ms/batch
Step 00056250 L_out=0.042 Acc=0.89 ---169948.46 ms/batch
Step 00056300 L_out=0.017 Acc=0.85 ---208907.14 ms/batch
Step 00056350 L_out=0.038 Acc=0.93 ---247631.46 ms/batch
Step 00056400 L_out=0.033 Acc=0.94 ---286480.78 ms/batch
Step 00056450 L_out=0.041 Acc=0.93 ---326010.40 ms/batch
Step 00056500 L_out=0.026 Acc=0.89 ---364866.01 ms/batch
Step 00056550 L_out=0.069 Acc=0.78 ---403911.25 ms/batch
Step 00056600 L_out=0.040 Acc=0.93 ---442883.19 ms/batch
Step 00056650 L_out=0.040 Acc=0.92 ---480147.72 ms/batch
Round 4 | epoch=24, train costTime=515.4357361793518, | total_activation_sum=8919142
Round 4 | epoch=25, current m_iou=0.6395054237745288
Round 4 | Best m_IoU is: 0.644, OA is: 0.905 | val costTime=205.1209065914154
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.036 Acc=0.93 --- 3691.26 ms/batch
Step 00056750 L_out=0.110 Acc=0.92 ---42099.45 ms/batch
Step 00056800 L_out=0.057 Acc=0.95 ---79875.17 ms/batch
Step 00056850 L_out=0.115 Acc=0.91 ---118538.53 ms/batch
Step 00056900 L_out=0.151 Acc=0.87 ---157393.79 ms/batch
Step 00056950 L_out=0.024 Acc=0.92 ---195818.21 ms/batch
Step 00057000 L_out=0.007 Acc=0.92 ---235091.30 ms/batch
Step 00057050 L_out=0.106 Acc=0.86 ---273510.12 ms/batch
Step 00057100 L_out=0.036 Acc=0.94 ---312270.79 ms/batch
Step 00057150 L_out=0.117 Acc=0.88 ---351430.64 ms/batch
Step 00057200 L_out=0.123 Acc=0.90 ---389057.81 ms/batch
Step 00057250 L_out=0.011 Acc=0.88 ---428100.21 ms/batch
Step 00057300 L_out=0.088 Acc=0.93 ---466851.84 ms/batch
Step 00057350 L_out=0.004 Acc=0.89 ---505367.63 ms/batch
Round 4 | epoch=25, train costTime=514.6263239383698, | total_activation_sum=9040852
Round 4 | epoch=26, current m_iou=0.6374285838734524
Round 4 | Best m_IoU is: 0.644, OA is: 0.905 | val costTime=193.45461773872375
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.062 Acc=0.91 ---29050.29 ms/batch
Step 00057450 L_out=0.103 Acc=0.95 ---67959.09 ms/batch
Step 00057500 L_out=0.027 Acc=0.91 ---106521.15 ms/batch
Step 00057550 L_out=0.051 Acc=0.91 ---145349.93 ms/batch
Step 00057600 L_out=0.050 Acc=0.94 ---183909.17 ms/batch
Step 00057650 L_out=0.034 Acc=0.92 ---222531.83 ms/batch
Step 00057700 L_out=0.050 Acc=0.92 ---261451.71 ms/batch
Step 00057750 L_out=0.041 Acc=0.91 ---300099.19 ms/batch
Step 00057800 L_out=0.017 Acc=0.92 ---337577.42 ms/batch
Step 00057850 L_out=0.077 Acc=0.84 ---376921.11 ms/batch
Step 00057900 L_out=0.059 Acc=0.84 ---415528.71 ms/batch
Step 00057950 L_out=0.027 Acc=0.90 ---454217.67 ms/batch
Step 00058000 L_out=0.029 Acc=0.89 ---493597.91 ms/batch
Round 4 | epoch=26, train costTime=516.3148927688599, | total_activation_sum=8989663
Round 4 | epoch=27, current m_iou=0.6444940009187345
Round 4 | Best m_IoU is: 0.644, OA is: 0.904 | val costTime=202.31012296676636
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.110 Acc=0.91 ---16121.44 ms/batch
Step 00058100 L_out=0.068 Acc=0.84 ---54918.72 ms/batch
Step 00058150 L_out=0.076 Acc=0.89 ---93299.33 ms/batch
Step 00058200 L_out=0.131 Acc=0.89 ---132809.58 ms/batch
Step 00058250 L_out=0.058 Acc=0.93 ---172099.55 ms/batch
Step 00058300 L_out=0.042 Acc=0.88 ---210627.11 ms/batch
Step 00058350 L_out=0.066 Acc=0.89 ---249393.69 ms/batch
Step 00058400 L_out=0.010 Acc=0.91 ---287287.37 ms/batch
Step 00058450 L_out=0.029 Acc=0.93 ---326271.80 ms/batch
Step 00058500 L_out=0.135 Acc=0.82 ---365170.01 ms/batch
Step 00058550 L_out=0.019 Acc=0.96 ---404223.75 ms/batch
Step 00058600 L_out=0.046 Acc=0.93 ---443436.36 ms/batch
Step 00058650 L_out=0.060 Acc=0.89 ---482005.13 ms/batch
Round 4 | epoch=27, train costTime=518.3759925365448, | total_activation_sum=8972168
Round 4 | epoch=28, current m_iou=0.6428228989447603
Round 4 | Best m_IoU is: 0.644, OA is: 0.904 | val costTime=209.76489996910095
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.062 Acc=0.92 --- 3137.14 ms/batch
Step 00058750 L_out=0.090 Acc=0.91 ---42125.42 ms/batch
Step 00058800 L_out=0.010 Acc=0.88 ---81002.61 ms/batch
Step 00058850 L_out=0.028 Acc=0.87 ---120127.59 ms/batch
Step 00058900 L_out=0.018 Acc=0.96 ---159346.65 ms/batch
Step 00058950 L_out=0.029 Acc=0.85 ---197624.15 ms/batch
Step 00059000 L_out=0.006 Acc=0.95 ---236821.65 ms/batch
Step 00059050 L_out=0.012 Acc=0.92 ---275470.25 ms/batch
Step 00059100 L_out=0.039 Acc=0.87 ---312631.67 ms/batch
Step 00059150 L_out=0.032 Acc=0.94 ---349774.77 ms/batch
Step 00059200 L_out=0.080 Acc=0.88 ---386980.94 ms/batch
Step 00059250 L_out=0.047 Acc=0.87 ---424016.76 ms/batch
Step 00059300 L_out=0.050 Acc=0.83 ---460844.13 ms/batch
Step 00059350 L_out=0.005 Acc=0.91 ---497401.91 ms/batch
Round 4 | epoch=28, train costTime=506.4770896434784, | total_activation_sum=9062328
Round 4 | epoch=29, current m_iou=0.6406775459427878
Round 4 | Best m_IoU is: 0.644, OA is: 0.904 | val costTime=194.14579319953918
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.017 Acc=0.95 ---27494.43 ms/batch
Step 00059450 L_out=0.119 Acc=0.92 ---64624.99 ms/batch
Step 00059500 L_out=0.036 Acc=0.84 ---101738.20 ms/batch
Step 00059550 L_out=0.014 Acc=0.91 ---137840.13 ms/batch
Step 00059600 L_out=0.042 Acc=0.91 ---175183.57 ms/batch
Step 00059650 L_out=0.019 Acc=0.87 ---212374.61 ms/batch
Step 00059700 L_out=0.116 Acc=0.89 ---249695.71 ms/batch
Step 00059750 L_out=0.033 Acc=0.89 ---286781.32 ms/batch
Step 00059800 L_out=0.024 Acc=0.84 ---324319.43 ms/batch
Step 00059850 L_out=0.081 Acc=0.86 ---362057.05 ms/batch
Step 00059900 L_out=0.066 Acc=0.95 ---399947.45 ms/batch
Step 00059950 L_out=0.101 Acc=0.85 ---437104.89 ms/batch
Step 00060000 L_out=0.011 Acc=0.95 ---474508.27 ms/batch
Round 4 | epoch=29, train costTime=496.97970390319824, | total_activation_sum=8963875
Round 4 | epoch=30, current m_iou=0.644384172249967
Round 4 | Best m_IoU is: 0.644, OA is: 0.904 | val costTime=199.32642149925232
Round 4 | ****EPOCH 30****
Round 5 | ****EPOCH 0****
Step 00060050 L_out=0.206 Acc=0.91 ---13805.45 ms/batch
Step 00060100 L_out=0.791 Acc=0.78 ---50702.19 ms/batch
Step 00060150 L_out=0.503 Acc=0.84 ---87643.07 ms/batch
Step 00060200 L_out=0.090 Acc=0.74 ---125084.32 ms/batch
Step 00060250 L_out=0.473 Acc=0.54 ---162278.07 ms/batch
Step 00060300 L_out=1.152 Acc=0.60 ---199232.21 ms/batch
Step 00060350 L_out=0.352 Acc=0.59 ---236498.03 ms/batch
Step 00060400 L_out=0.534 Acc=0.88 ---273491.40 ms/batch
Step 00060450 L_out=0.460 Acc=0.82 ---310285.27 ms/batch
Step 00060500 L_out=0.351 Acc=0.82 ---346208.16 ms/batch
Step 00060550 L_out=0.430 Acc=0.73 ---382682.50 ms/batch
Step 00060600 L_out=0.200 Acc=0.69 ---419586.28 ms/batch
Step 00060650 L_out=0.120 Acc=0.91 ---456288.15 ms/batch
Round 5 | epoch=0, train costTime=491.2698793411255, | total_activation_sum=10997781
Round 5 | epoch=1, current m_iou=0.5979779217948256
Round 5 | Best m_IoU is: 0.598, OA is: 0.881 | val costTime=202.59300136566162
Round 5 | ****EPOCH 1****
Step 00060700 L_out=0.113 Acc=0.77 --- 2366.34 ms/batch
Step 00060750 L_out=0.252 Acc=0.89 ---41821.91 ms/batch
Step 00060800 L_out=0.055 Acc=0.81 ---80910.58 ms/batch
Step 00060850 L_out=0.130 Acc=0.83 ---119894.01 ms/batch
Step 00060900 L_out=0.528 Acc=0.77 ---158915.55 ms/batch
Step 00060950 L_out=0.087 Acc=0.95 ---198109.83 ms/batch
Step 00061000 L_out=0.106 Acc=0.85 ---237448.29 ms/batch
Step 00061050 L_out=0.237 Acc=0.76 ---276688.30 ms/batch
Step 00061100 L_out=0.254 Acc=0.92 ---314736.05 ms/batch
Step 00061150 L_out=0.322 Acc=0.71 ---354303.86 ms/batch
Step 00061200 L_out=0.041 Acc=0.91 ---393830.91 ms/batch
Step 00061250 L_out=0.519 Acc=0.89 ---432814.43 ms/batch
Step 00061300 L_out=0.073 Acc=0.85 ---472648.76 ms/batch
Step 00061350 L_out=0.208 Acc=0.73 ---511636.17 ms/batch
Round 5 | epoch=1, train costTime=522.5242731571198, | total_activation_sum=11373237
Round 5 | epoch=2, current m_iou=0.6227783003283678
Round 5 | Best m_IoU is: 0.623, OA is: 0.887 | val costTime=203.49367427825928
Round 5 | ****EPOCH 2****
Step 00061400 L_out=0.104 Acc=0.90 ---27518.81 ms/batch
Step 00061450 L_out=0.054 Acc=0.84 ---65611.92 ms/batch
Step 00061500 L_out=0.134 Acc=0.79 ---103776.85 ms/batch
Step 00061550 L_out=0.345 Acc=0.75 ---141690.95 ms/batch
Step 00061600 L_out=0.238 Acc=0.92 ---179735.22 ms/batch
Step 00061650 L_out=0.150 Acc=0.72 ---217147.51 ms/batch
Step 00061700 L_out=0.190 Acc=0.78 ---254301.73 ms/batch
Step 00061750 L_out=0.198 Acc=0.85 ---292192.42 ms/batch
Step 00061800 L_out=0.076 Acc=0.90 ---330393.41 ms/batch
Step 00061850 L_out=0.304 Acc=0.85 ---369221.33 ms/batch
Step 00061900 L_out=0.172 Acc=0.86 ---407967.29 ms/batch
Step 00061950 L_out=0.059 Acc=0.73 ---446678.72 ms/batch
Step 00062000 L_out=0.323 Acc=0.79 ---483873.19 ms/batch
Round 5 | epoch=2, train costTime=506.92688274383545, | total_activation_sum=11362992
Round 5 | epoch=3, current m_iou=0.6547151254104921
Round 5 | Best m_IoU is: 0.655, OA is: 0.910 | val costTime=200.8736891746521
Round 5 | ****EPOCH 3****
Step 00062050 L_out=0.186 Acc=0.81 ---14841.83 ms/batch
Step 00062100 L_out=0.050 Acc=0.89 ---54258.94 ms/batch
Step 00062150 L_out=0.159 Acc=0.87 ---93507.20 ms/batch
Step 00062200 L_out=0.179 Acc=0.95 ---131793.71 ms/batch
Step 00062250 L_out=0.100 Acc=0.80 ---168593.46 ms/batch
Step 00062300 L_out=0.099 Acc=0.91 ---206388.57 ms/batch
Step 00062350 L_out=0.123 Acc=0.92 ---244204.32 ms/batch
Step 00062400 L_out=0.204 Acc=0.86 ---282245.47 ms/batch
Step 00062450 L_out=0.225 Acc=0.83 ---320289.07 ms/batch
Step 00062500 L_out=0.214 Acc=0.78 ---358358.38 ms/batch
Step 00062550 L_out=0.349 Acc=0.87 ---396534.32 ms/batch
Step 00062600 L_out=0.210 Acc=0.80 ---434473.66 ms/batch
Step 00062650 L_out=0.119 Acc=0.87 ---472796.98 ms/batch
Round 5 | epoch=3, train costTime=508.2608952522278, | total_activation_sum=11324971
Round 5 | epoch=4, current m_iou=0.6563563692535718
Round 5 | Best m_IoU is: 0.656, OA is: 0.908 | val costTime=207.42995643615723
Round 5 | ****EPOCH 4****
Step 00062700 L_out=0.095 Acc=0.87 --- 1645.51 ms/batch
Step 00062750 L_out=0.055 Acc=0.94 ---39917.97 ms/batch
Step 00062800 L_out=0.073 Acc=0.91 ---78370.64 ms/batch
Step 00062850 L_out=0.183 Acc=0.86 ---114823.35 ms/batch
Step 00062900 L_out=0.057 Acc=0.89 ---153134.68 ms/batch
Step 00062950 L_out=0.163 Acc=0.65 ---191450.47 ms/batch
Step 00063000 L_out=0.068 Acc=0.84 ---229285.23 ms/batch
Step 00063050 L_out=0.130 Acc=0.89 ---267162.91 ms/batch
Step 00063100 L_out=0.134 Acc=0.85 ---305586.26 ms/batch
Step 00063150 L_out=0.021 Acc=0.79 ---343585.62 ms/batch
Step 00063200 L_out=0.432 Acc=0.83 ---381776.75 ms/batch
Step 00063250 L_out=0.066 Acc=0.92 ---419745.96 ms/batch
Step 00063300 L_out=0.086 Acc=0.95 ---456889.48 ms/batch
Step 00063350 L_out=0.161 Acc=0.90 ---495082.66 ms/batch
Round 5 | epoch=4, train costTime=506.5579535961151, | total_activation_sum=11368164
Round 5 | epoch=5, current m_iou=0.6515287238978824
Round 5 | Best m_IoU is: 0.656, OA is: 0.908 | val costTime=211.0718457698822
Round 5 | ****EPOCH 5****
Step 00063400 L_out=0.323 Acc=0.88 ---25814.96 ms/batch
Step 00063450 L_out=0.174 Acc=0.91 ---63194.82 ms/batch
Step 00063500 L_out=0.141 Acc=0.77 ---101311.16 ms/batch
Step 00063550 L_out=0.153 Acc=0.94 ---139614.40 ms/batch
Step 00063600 L_out=0.102 Acc=0.86 ---177792.23 ms/batch
Step 00063650 L_out=0.100 Acc=0.83 ---216022.59 ms/batch
Step 00063700 L_out=0.031 Acc=0.95 ---254326.11 ms/batch
Step 00063750 L_out=0.380 Acc=0.85 ---292654.77 ms/batch
Step 00063800 L_out=0.201 Acc=0.81 ---330676.48 ms/batch
Step 00063850 L_out=0.327 Acc=0.79 ---367905.16 ms/batch
Step 00063900 L_out=0.039 Acc=0.85 ---405779.47 ms/batch
Step 00063950 L_out=0.100 Acc=0.94 ---443672.67 ms/batch
Step 00064000 L_out=0.083 Acc=0.85 ---481587.11 ms/batch
Round 5 | epoch=5, train costTime=505.7064230442047, | total_activation_sum=11320812
Round 5 | epoch=6, current m_iou=0.6326942777957649
Round 5 | Best m_IoU is: 0.656, OA is: 0.908 | val costTime=213.23946571350098
Round 5 | ****EPOCH 6****
Step 00064050 L_out=0.252 Acc=0.87 ---13799.73 ms/batch
Step 00064100 L_out=0.103 Acc=0.88 ---50849.52 ms/batch
Step 00064150 L_out=0.155 Acc=0.88 ---88354.02 ms/batch
Step 00064200 L_out=0.129 Acc=0.90 ---125905.53 ms/batch
Step 00064250 L_out=0.389 Acc=0.86 ---163340.18 ms/batch
Step 00064300 L_out=0.212 Acc=0.86 ---200671.98 ms/batch
Step 00064350 L_out=0.246 Acc=0.84 ---238402.91 ms/batch
Step 00064400 L_out=0.156 Acc=0.91 ---276164.56 ms/batch
Step 00064450 L_out=0.082 Acc=0.89 ---312432.78 ms/batch
Step 00064500 L_out=0.021 Acc=0.88 ---349903.51 ms/batch
Step 00064550 L_out=0.120 Acc=0.83 ---387938.46 ms/batch
Step 00064600 L_out=0.140 Acc=0.90 ---425386.30 ms/batch
Step 00064650 L_out=0.046 Acc=0.91 ---462680.56 ms/batch
Round 5 | epoch=6, train costTime=499.4840841293335, | total_activation_sum=11274275
Round 5 | epoch=7, current m_iou=0.6604820457649483
Round 5 | Best m_IoU is: 0.660, OA is: 0.908 | val costTime=194.93928384780884
Round 5 | ****EPOCH 7****
Step 00064700 L_out=0.112 Acc=0.92 ---  744.11 ms/batch
Step 00064750 L_out=0.125 Acc=0.86 ---37973.33 ms/batch
Step 00064800 L_out=0.165 Acc=0.80 ---75807.46 ms/batch
Step 00064850 L_out=0.065 Acc=0.78 ---113718.58 ms/batch
Step 00064900 L_out=0.101 Acc=0.95 ---151658.80 ms/batch
Step 00064950 L_out=0.058 Acc=0.94 ---189815.18 ms/batch
Step 00065000 L_out=0.113 Acc=0.94 ---227625.94 ms/batch
Step 00065050 L_out=0.086 Acc=0.90 ---264927.74 ms/batch
Step 00065100 L_out=0.066 Acc=0.90 ---303290.63 ms/batch
Step 00065150 L_out=0.021 Acc=0.87 ---341384.33 ms/batch
Step 00065200 L_out=0.111 Acc=0.85 ---379529.37 ms/batch
Step 00065250 L_out=0.346 Acc=0.81 ---417625.24 ms/batch
Step 00065300 L_out=0.097 Acc=0.83 ---455579.10 ms/batch
Step 00065350 L_out=0.081 Acc=0.92 ---493334.10 ms/batch
Round 5 | epoch=7, train costTime=505.6257019042969, | total_activation_sum=11401199
Round 5 | epoch=8, current m_iou=0.6567648805880194
Round 5 | Best m_IoU is: 0.660, OA is: 0.908 | val costTime=193.80693578720093
Round 5 | ****EPOCH 8****
Step 00065400 L_out=0.134 Acc=0.86 ---25637.20 ms/batch
Step 00065450 L_out=0.149 Acc=0.89 ---63307.13 ms/batch
Step 00065500 L_out=0.037 Acc=0.95 ---101192.62 ms/batch
Step 00065550 L_out=0.178 Acc=0.89 ---139348.78 ms/batch
Step 00065600 L_out=0.058 Acc=0.89 ---176969.56 ms/batch
Step 00065650 L_out=0.070 Acc=0.85 ---213771.99 ms/batch
Step 00065700 L_out=0.009 Acc=0.92 ---251821.68 ms/batch
Step 00065750 L_out=0.156 Acc=0.86 ---289819.18 ms/batch
Step 00065800 L_out=0.071 Acc=0.91 ---328004.91 ms/batch
Step 00065850 L_out=0.369 Acc=0.88 ---366044.73 ms/batch
Step 00065900 L_out=0.046 Acc=0.94 ---404112.56 ms/batch
Step 00065950 L_out=0.007 Acc=0.93 ---441962.20 ms/batch
Step 00066000 L_out=0.083 Acc=0.93 ---479856.90 ms/batch
Round 5 | epoch=8, train costTime=505.5346693992615, | total_activation_sum=11308100
Round 5 | epoch=9, current m_iou=0.6508110078106883
Round 5 | Best m_IoU is: 0.660, OA is: 0.908 | val costTime=198.59292006492615
Round 5 | ****EPOCH 9****
Step 00066050 L_out=0.078 Acc=0.93 ---12778.62 ms/batch
Step 00066100 L_out=0.088 Acc=0.94 ---50918.49 ms/batch
Step 00066150 L_out=0.243 Acc=0.88 ---88444.50 ms/batch
Step 00066200 L_out=0.030 Acc=0.95 ---126492.35 ms/batch
Step 00066250 L_out=0.043 Acc=0.90 ---162955.90 ms/batch
Step 00066300 L_out=0.095 Acc=0.92 ---200983.50 ms/batch
Step 00066350 L_out=0.328 Acc=0.89 ---238733.61 ms/batch
Step 00066400 L_out=0.188 Acc=0.70 ---276560.16 ms/batch
Step 00066450 L_out=0.086 Acc=0.93 ---314552.77 ms/batch
Step 00066500 L_out=0.063 Acc=0.94 ---352243.19 ms/batch
Step 00066550 L_out=0.111 Acc=0.83 ---390036.88 ms/batch
Step 00066600 L_out=0.019 Acc=0.92 ---427782.15 ms/batch
Step 00066650 L_out=0.275 Acc=0.81 ---465579.34 ms/batch
Step 00066700 L_out=0.113 Acc=0.91 ---502349.56 ms/batch
Round 5 | epoch=9, train costTime=502.34971141815186, | total_activation_sum=11363471
Round 5 | epoch=10, current m_iou=0.6449615804546005
Round 5 | Best m_IoU is: 0.660, OA is: 0.908 | val costTime=205.19796991348267
Round 5 | ****EPOCH 10****
Step 00066750 L_out=0.104 Acc=0.83 ---38031.59 ms/batch
Step 00066800 L_out=0.122 Acc=0.92 ---75879.91 ms/batch
Step 00066850 L_out=0.085 Acc=0.86 ---112812.13 ms/batch
Step 00066900 L_out=0.026 Acc=0.90 ---151315.72 ms/batch
Step 00066950 L_out=0.031 Acc=0.87 ---189071.19 ms/batch
Step 00067000 L_out=0.184 Acc=0.92 ---226972.96 ms/batch
Step 00067050 L_out=0.322 Acc=0.88 ---264720.15 ms/batch
Step 00067100 L_out=0.101 Acc=0.91 ---302280.10 ms/batch
Step 00067150 L_out=0.059 Acc=0.93 ---339726.39 ms/batch
Step 00067200 L_out=0.072 Acc=0.91 ---376985.66 ms/batch
Step 00067250 L_out=0.218 Acc=0.76 ---414695.65 ms/batch
Step 00067300 L_out=0.130 Acc=0.80 ---451819.52 ms/batch
Step 00067350 L_out=0.022 Acc=0.96 ---489628.00 ms/batch
Round 5 | epoch=10, train costTime=502.3903925418854, | total_activation_sum=11318247
Round 5 | epoch=11, current m_iou=0.6508571427675667
Round 5 | Best m_IoU is: 0.660, OA is: 0.908 | val costTime=207.81927108764648
Round 5 | ****EPOCH 11****
Step 00067400 L_out=0.039 Acc=0.91 ---24037.31 ms/batch
Step 00067450 L_out=0.185 Acc=0.84 ---61240.54 ms/batch
Step 00067500 L_out=0.082 Acc=0.93 ---99346.01 ms/batch
Step 00067550 L_out=0.108 Acc=0.88 ---137164.87 ms/batch
Step 00067600 L_out=0.053 Acc=0.93 ---174475.64 ms/batch
Step 00067650 L_out=0.091 Acc=0.87 ---211991.80 ms/batch
Step 00067700 L_out=0.100 Acc=0.83 ---249353.24 ms/batch
Step 00067750 L_out=0.054 Acc=0.94 ---286997.10 ms/batch
Step 00067800 L_out=0.106 Acc=0.92 ---324636.67 ms/batch
Step 00067850 L_out=0.085 Acc=0.96 ---360831.92 ms/batch
Step 00067900 L_out=0.132 Acc=0.88 ---398109.81 ms/batch
Step 00067950 L_out=0.225 Acc=0.79 ---435189.83 ms/batch
Step 00068000 L_out=0.048 Acc=0.91 ---472325.95 ms/batch
Round 5 | epoch=11, train costTime=497.49775552749634, | total_activation_sum=11446387
Round 5 | epoch=12, current m_iou=0.6499288785799764
Round 5 | Best m_IoU is: 0.660, OA is: 0.908 | val costTime=196.43760061264038
Round 5 | ****EPOCH 12****
Step 00068050 L_out=0.156 Acc=0.96 ---12073.43 ms/batch
Step 00068100 L_out=0.181 Acc=0.93 ---49665.13 ms/batch
Step 00068150 L_out=0.025 Acc=0.92 ---87621.82 ms/batch
Step 00068200 L_out=0.115 Acc=0.94 ---125217.58 ms/batch
Step 00068250 L_out=0.104 Acc=0.95 ---163190.41 ms/batch
Step 00068300 L_out=0.071 Acc=0.92 ---200893.18 ms/batch
Step 00068350 L_out=0.130 Acc=0.89 ---238680.97 ms/batch
Step 00068400 L_out=0.038 Acc=0.93 ---276117.99 ms/batch
Step 00068450 L_out=0.162 Acc=0.82 ---312217.41 ms/batch
Step 00068500 L_out=0.134 Acc=0.89 ---348594.47 ms/batch
Step 00068550 L_out=0.043 Acc=0.93 ---385422.26 ms/batch
Step 00068600 L_out=0.158 Acc=0.91 ---422028.33 ms/batch
Step 00068650 L_out=0.118 Acc=0.91 ---458916.61 ms/batch
Step 00068700 L_out=0.071 Acc=0.87 ---495864.87 ms/batch
Round 5 | epoch=12, train costTime=496.6370129585266, | total_activation_sum=11310360
Round 5 | epoch=13, current m_iou=0.6575451795576511
Round 5 | Best m_IoU is: 0.660, OA is: 0.908 | val costTime=192.3733868598938
Round 5 | ****EPOCH 13****
Step 00068750 L_out=0.081 Acc=0.86 ---36392.54 ms/batch
Step 00068800 L_out=0.076 Acc=0.96 ---73512.43 ms/batch
Step 00068850 L_out=0.198 Acc=0.91 ---110527.34 ms/batch
Step 00068900 L_out=0.037 Acc=0.87 ---147739.79 ms/batch
Step 00068950 L_out=0.324 Acc=0.81 ---184621.96 ms/batch
Step 00069000 L_out=0.035 Acc=0.92 ---221369.15 ms/batch
Step 00069050 L_out=0.025 Acc=0.95 ---258249.23 ms/batch
Step 00069100 L_out=0.159 Acc=0.88 ---293655.04 ms/batch
Step 00069150 L_out=0.036 Acc=0.97 ---330727.39 ms/batch
Step 00069200 L_out=0.044 Acc=0.88 ---367836.62 ms/batch
Step 00069250 L_out=0.159 Acc=0.89 ---405303.57 ms/batch
Step 00069300 L_out=0.128 Acc=0.89 ---444683.69 ms/batch
Step 00069350 L_out=0.142 Acc=0.82 ---484008.02 ms/batch
Round 5 | epoch=13, train costTime=498.0846972465515, | total_activation_sum=11418835
Round 5 | epoch=14, current m_iou=0.6590894166539255
Round 5 | Best m_IoU is: 0.660, OA is: 0.908 | val costTime=201.5088233947754
Round 5 | ****EPOCH 14****
Step 00069400 L_out=0.049 Acc=0.84 ---23494.91 ms/batch
Step 00069450 L_out=0.299 Acc=0.81 ---62097.54 ms/batch
Step 00069500 L_out=0.080 Acc=0.93 ---101283.94 ms/batch
Step 00069550 L_out=0.094 Acc=0.88 ---140658.39 ms/batch
Step 00069600 L_out=0.136 Acc=0.93 ---180025.26 ms/batch
Step 00069650 L_out=0.136 Acc=0.92 ---222192.49 ms/batch
Step 00069700 L_out=0.093 Acc=0.92 ---259860.41 ms/batch
Step 00069750 L_out=0.047 Acc=0.96 ---299591.23 ms/batch
Step 00069800 L_out=0.047 Acc=0.93 ---339097.65 ms/batch
Step 00069850 L_out=0.115 Acc=0.87 ---378339.81 ms/batch
Step 00069900 L_out=0.073 Acc=0.88 ---426326.21 ms/batch
Step 00069950 L_out=0.013 Acc=0.94 ---466223.10 ms/batch
Step 00070000 L_out=0.209 Acc=0.84 ---505514.95 ms/batch
Round 5 | epoch=14, train costTime=533.501139163971, | total_activation_sum=11268963
Round 5 | epoch=15, current m_iou=0.6572292203761501
Round 5 | Best m_IoU is: 0.660, OA is: 0.908 | val costTime=192.57981133460999
Round 5 | ****EPOCH 15****
Step 00070050 L_out=0.067 Acc=0.90 ---11644.73 ms/batch
Step 00070100 L_out=0.178 Acc=0.86 ---50940.96 ms/batch
Step 00070150 L_out=0.064 Acc=0.85 ---90326.19 ms/batch
Step 00070200 L_out=0.043 Acc=0.95 ---129374.26 ms/batch
Step 00070250 L_out=0.135 Acc=0.89 ---167155.33 ms/batch
Step 00070300 L_out=0.042 Acc=0.94 ---225091.36 ms/batch
Step 00070350 L_out=0.100 Acc=0.93 ---282824.17 ms/batch
Step 00070400 L_out=0.024 Acc=0.94 ---322165.88 ms/batch
Step 00070450 L_out=0.029 Acc=0.85 ---361440.64 ms/batch
Step 00070500 L_out=0.031 Acc=0.92 ---400681.70 ms/batch
Step 00070550 L_out=0.054 Acc=0.96 ---439468.12 ms/batch
Step 00070600 L_out=0.092 Acc=0.90 ---477346.29 ms/batch
Step 00070650 L_out=0.069 Acc=0.92 ---514642.97 ms/batch
Step 00070700 L_out=0.075 Acc=0.88 ---553248.31 ms/batch
Round 5 | epoch=15, train costTime=554.7677166461945, | total_activation_sum=11349509
Round 5 | epoch=16, current m_iou=0.6618675926018214
Round 5 | Best m_IoU is: 0.662, OA is: 0.913 | val costTime=175.1526861190796
Round 5 | ****EPOCH 16****
Step 00070750 L_out=0.019 Acc=0.90 ---37310.50 ms/batch
Step 00070800 L_out=0.057 Acc=0.89 ---76330.45 ms/batch
Step 00070850 L_out=0.058 Acc=0.89 ---115307.36 ms/batch
Step 00070900 L_out=0.036 Acc=0.87 ---154347.38 ms/batch
Step 00070950 L_out=0.081 Acc=0.83 ---193527.59 ms/batch
Step 00071000 L_out=0.101 Acc=0.95 ---232499.53 ms/batch
Step 00071050 L_out=0.069 Acc=0.86 ---271945.27 ms/batch
Step 00071100 L_out=0.120 Acc=0.85 ---311149.22 ms/batch
Step 00071150 L_out=0.011 Acc=0.95 ---350514.88 ms/batch
Step 00071200 L_out=0.213 Acc=0.90 ---389955.62 ms/batch
Step 00071250 L_out=0.151 Acc=0.91 ---429004.38 ms/batch
Step 00071300 L_out=0.008 Acc=0.93 ---468532.57 ms/batch
Step 00071350 L_out=0.064 Acc=0.88 ---508773.78 ms/batch
Round 5 | epoch=16, train costTime=524.426260471344, | total_activation_sum=11315569
Round 5 | epoch=17, current m_iou=0.6614857424343742
Round 5 | Best m_IoU is: 0.662, OA is: 0.913 | val costTime=185.728684425354
Round 5 | ****EPOCH 17****
Step 00071400 L_out=0.089 Acc=0.93 ---24210.47 ms/batch
Step 00071450 L_out=0.195 Acc=0.87 ---65063.74 ms/batch
Step 00071500 L_out=0.017 Acc=0.88 ---105847.51 ms/batch
Step 00071550 L_out=0.030 Acc=0.81 ---146890.65 ms/batch
Step 00071600 L_out=0.023 Acc=0.92 ---188010.98 ms/batch
Step 00071650 L_out=0.094 Acc=0.92 ---228653.63 ms/batch
Step 00071700 L_out=0.075 Acc=0.95 ---270067.49 ms/batch
Step 00071750 L_out=0.045 Acc=0.94 ---310887.39 ms/batch
Step 00071800 L_out=0.074 Acc=0.91 ---350819.06 ms/batch
Step 00071850 L_out=0.044 Acc=0.93 ---391443.74 ms/batch
Step 00071900 L_out=0.020 Acc=0.94 ---430709.27 ms/batch
Step 00071950 L_out=0.106 Acc=0.91 ---469497.73 ms/batch
Step 00072000 L_out=0.103 Acc=0.90 ---509008.82 ms/batch
Round 5 | epoch=17, train costTime=537.1678743362427, | total_activation_sum=11312719
Round 5 | epoch=18, current m_iou=0.6536502902888766
Round 5 | Best m_IoU is: 0.662, OA is: 0.913 | val costTime=193.02209734916687
Round 5 | ****EPOCH 18****
Step 00072050 L_out=0.125 Acc=0.87 ---11059.13 ms/batch
Step 00072100 L_out=0.058 Acc=0.92 ---50217.78 ms/batch
Step 00072150 L_out=0.047 Acc=0.93 ---89145.66 ms/batch
Step 00072200 L_out=0.154 Acc=0.86 ---128384.57 ms/batch
Step 00072250 L_out=0.060 Acc=0.93 ---167648.56 ms/batch
Step 00072300 L_out=0.065 Acc=0.80 ---206790.73 ms/batch
Step 00072350 L_out=0.071 Acc=0.91 ---246055.46 ms/batch
Step 00072400 L_out=0.046 Acc=0.92 ---283962.09 ms/batch
Step 00072450 L_out=0.077 Acc=0.85 ---323735.76 ms/batch
Step 00072500 L_out=0.134 Acc=0.92 ---363165.16 ms/batch
Step 00072550 L_out=0.026 Acc=0.87 ---402559.88 ms/batch
Step 00072600 L_out=0.045 Acc=0.95 ---441438.89 ms/batch
Step 00072650 L_out=0.009 Acc=0.97 ---480680.38 ms/batch
Step 00072700 L_out=0.072 Acc=0.87 ---520817.98 ms/batch
Round 5 | epoch=18, train costTime=523.1629664897919, | total_activation_sum=11463785
Round 5 | epoch=19, current m_iou=0.6490579751111696
Round 5 | Best m_IoU is: 0.662, OA is: 0.913 | val costTime=204.42843198776245
Round 5 | ****EPOCH 19****
Step 00072750 L_out=0.028 Acc=0.95 ---36575.30 ms/batch
Step 00072800 L_out=0.017 Acc=0.90 ---75881.21 ms/batch
Step 00072850 L_out=0.030 Acc=0.93 ---114804.81 ms/batch
Step 00072900 L_out=0.048 Acc=0.93 ---154127.65 ms/batch
Step 00072950 L_out=0.017 Acc=0.92 ---192322.64 ms/batch
Step 00073000 L_out=0.019 Acc=0.92 ---231934.03 ms/batch
Step 00073050 L_out=0.064 Acc=0.89 ---271256.18 ms/batch
Step 00073100 L_out=0.089 Acc=0.92 ---310453.44 ms/batch
Step 00073150 L_out=0.086 Acc=0.91 ---349520.84 ms/batch
Step 00073200 L_out=0.139 Acc=0.93 ---388883.56 ms/batch
Step 00073250 L_out=0.102 Acc=0.92 ---427706.19 ms/batch
Step 00073300 L_out=0.075 Acc=0.89 ---466519.82 ms/batch
Step 00073350 L_out=0.067 Acc=0.93 ---505830.09 ms/batch
Round 5 | epoch=19, train costTime=520.8498783111572, | total_activation_sum=11297323
Round 5 | epoch=20, current m_iou=0.6517765658342096
Round 5 | Best m_IoU is: 0.662, OA is: 0.913 | val costTime=198.10502171516418
Round 5 | ****EPOCH 20****
Step 00073400 L_out=0.076 Acc=0.94 ---23360.59 ms/batch
Step 00073450 L_out=0.024 Acc=0.89 ---62102.90 ms/batch
Step 00073500 L_out=0.019 Acc=0.92 ---102044.06 ms/batch
Step 00073550 L_out=0.026 Acc=0.97 ---139962.24 ms/batch
Step 00073600 L_out=0.092 Acc=0.90 ---179197.54 ms/batch
Step 00073650 L_out=0.071 Acc=0.93 ---218393.62 ms/batch
Step 00073700 L_out=0.065 Acc=0.92 ---257732.24 ms/batch
Step 00073750 L_out=0.105 Acc=0.87 ---296936.98 ms/batch
Step 00073800 L_out=0.143 Acc=0.78 ---336130.91 ms/batch
Step 00073850 L_out=0.088 Acc=0.94 ---375666.14 ms/batch
Step 00073900 L_out=0.043 Acc=0.89 ---414585.49 ms/batch
Step 00073950 L_out=0.145 Acc=0.89 ---451625.77 ms/batch
Step 00074000 L_out=0.246 Acc=0.85 ---490131.84 ms/batch
Round 5 | epoch=20, train costTime=518.5228443145752, | total_activation_sum=11387594
Round 5 | epoch=21, current m_iou=0.6517171262827549
Round 5 | Best m_IoU is: 0.662, OA is: 0.913 | val costTime=195.9639914035797
Round 5 | ****EPOCH 21****
Step 00074050 L_out=0.068 Acc=0.82 ---10953.48 ms/batch
Step 00074100 L_out=0.026 Acc=0.86 ---52398.25 ms/batch
Step 00074150 L_out=0.048 Acc=0.88 ---94066.73 ms/batch
Step 00074200 L_out=0.051 Acc=0.94 ---137187.24 ms/batch
Step 00074250 L_out=0.053 Acc=0.92 ---178883.47 ms/batch
Step 00074300 L_out=0.093 Acc=0.88 ---219673.67 ms/batch
Step 00074350 L_out=0.071 Acc=0.87 ---273665.65 ms/batch
Step 00074400 L_out=0.058 Acc=0.89 ---315344.38 ms/batch
Step 00074450 L_out=0.070 Acc=0.91 ---355853.84 ms/batch
Step 00074500 L_out=0.039 Acc=0.87 ---393914.13 ms/batch
Step 00074550 L_out=0.013 Acc=0.87 ---432947.67 ms/batch
Step 00074600 L_out=0.129 Acc=0.89 ---472163.62 ms/batch
Step 00074650 L_out=0.038 Acc=0.92 ---511127.44 ms/batch
Step 00074700 L_out=0.044 Acc=0.93 ---550455.92 ms/batch
Round 5 | epoch=21, train costTime=553.5831997394562, | total_activation_sum=11410902
Round 5 | epoch=22, current m_iou=0.655429768858965
Round 5 | Best m_IoU is: 0.662, OA is: 0.913 | val costTime=193.6413128376007
Round 5 | ****EPOCH 22****
Step 00074750 L_out=0.017 Acc=0.96 ---37042.45 ms/batch
Step 00074800 L_out=0.013 Acc=0.93 ---76050.65 ms/batch
Step 00074850 L_out=0.205 Acc=0.96 ---114751.26 ms/batch
Step 00074900 L_out=0.059 Acc=0.89 ---153763.51 ms/batch
Step 00074950 L_out=0.051 Acc=0.93 ---193519.20 ms/batch
Step 00075000 L_out=0.061 Acc=0.93 ---232545.73 ms/batch
Step 00075050 L_out=0.110 Acc=0.90 ---271342.94 ms/batch
Step 00075100 L_out=0.052 Acc=0.94 ---310533.57 ms/batch
Step 00075150 L_out=0.115 Acc=0.94 ---349499.62 ms/batch
Step 00075200 L_out=0.090 Acc=0.95 ---388608.76 ms/batch
Step 00075250 L_out=0.010 Acc=0.96 ---428450.22 ms/batch
Step 00075300 L_out=0.161 Acc=0.85 ---469095.59 ms/batch
Step 00075350 L_out=0.029 Acc=0.95 ---509429.53 ms/batch
Round 5 | epoch=22, train costTime=526.4793004989624, | total_activation_sum=11266850
Round 5 | epoch=23, current m_iou=0.660790663495689
Round 5 | Best m_IoU is: 0.662, OA is: 0.913 | val costTime=182.90496492385864
Round 5 | ****EPOCH 23****
Step 00075400 L_out=0.065 Acc=0.91 ---24154.60 ms/batch
Step 00075450 L_out=0.140 Acc=0.95 ---65210.19 ms/batch
Step 00075500 L_out=0.028 Acc=0.91 ---105304.19 ms/batch
Step 00075550 L_out=0.058 Acc=0.92 ---146126.08 ms/batch
Step 00075600 L_out=0.052 Acc=0.95 ---186747.57 ms/batch
Step 00075650 L_out=0.019 Acc=0.95 ---225565.38 ms/batch
Step 00075700 L_out=0.057 Acc=0.87 ---266323.16 ms/batch
Step 00075750 L_out=0.020 Acc=0.94 ---307087.08 ms/batch
Step 00075800 L_out=0.051 Acc=0.84 ---347344.87 ms/batch
Step 00075850 L_out=0.018 Acc=0.94 ---387816.49 ms/batch
Step 00075900 L_out=0.066 Acc=0.94 ---428411.93 ms/batch
Step 00075950 L_out=0.063 Acc=0.90 ---468811.05 ms/batch
Step 00076000 L_out=0.192 Acc=0.91 ---511032.91 ms/batch
Round 5 | epoch=23, train costTime=541.1533827781677, | total_activation_sum=11357768
Round 5 | epoch=24, current m_iou=0.6603740493475754
Round 5 | Best m_IoU is: 0.662, OA is: 0.913 | val costTime=187.3774197101593
Round 5 | ****EPOCH 24****
Step 00076050 L_out=0.011 Acc=0.84 --- 9599.57 ms/batch
Step 00076100 L_out=0.023 Acc=0.94 ---50097.66 ms/batch
Step 00076150 L_out=0.014 Acc=0.97 ---90412.69 ms/batch
Step 00076200 L_out=0.041 Acc=0.92 ---130704.89 ms/batch
Step 00076250 L_out=0.064 Acc=0.91 ---170112.83 ms/batch
Step 00076300 L_out=0.055 Acc=0.89 ---210935.81 ms/batch
Step 00076350 L_out=0.091 Acc=0.89 ---251704.97 ms/batch
Step 00076400 L_out=0.044 Acc=0.91 ---292797.74 ms/batch
Step 00076450 L_out=0.071 Acc=0.94 ---334104.08 ms/batch
Step 00076500 L_out=0.076 Acc=0.92 ---374566.25 ms/batch
Step 00076550 L_out=0.037 Acc=0.87 ---415095.75 ms/batch
Step 00076600 L_out=0.134 Acc=0.87 ---455815.01 ms/batch
Step 00076650 L_out=0.068 Acc=0.93 ---495190.59 ms/batch
Step 00076700 L_out=0.277 Acc=0.86 ---536887.79 ms/batch
Round 5 | epoch=24, train costTime=541.2859127521515, | total_activation_sum=11309937
Round 5 | epoch=25, current m_iou=0.660142935795055
Round 5 | Best m_IoU is: 0.662, OA is: 0.913 | val costTime=226.67294478416443
Round 5 | ****EPOCH 25****
Step 00076750 L_out=0.049 Acc=0.93 ---36704.50 ms/batch
Step 00076800 L_out=0.007 Acc=0.95 ---78922.54 ms/batch
Step 00076850 L_out=0.048 Acc=0.87 ---122864.28 ms/batch
Step 00076900 L_out=0.136 Acc=0.80 ---161068.24 ms/batch
Step 00076950 L_out=0.079 Acc=0.90 ---202337.03 ms/batch
Step 00077000 L_out=0.202 Acc=0.93 ---243157.54 ms/batch
Step 00077050 L_out=0.076 Acc=0.89 ---284280.86 ms/batch
Step 00077100 L_out=0.115 Acc=0.93 ---326577.18 ms/batch
Step 00077150 L_out=0.034 Acc=0.85 ---364651.28 ms/batch
Step 00077200 L_out=0.081 Acc=0.91 ---406381.17 ms/batch
Step 00077250 L_out=0.175 Acc=0.88 ---447777.84 ms/batch
Step 00077300 L_out=0.017 Acc=0.83 ---488934.54 ms/batch
Step 00077350 L_out=0.007 Acc=0.89 ---529509.04 ms/batch
Round 5 | epoch=25, train costTime=547.505350112915, | total_activation_sum=11378322
Round 5 | epoch=26, current m_iou=0.6583858545268413
Round 5 | Best m_IoU is: 0.662, OA is: 0.913 | val costTime=191.52671027183533
Round 5 | ****EPOCH 26****
Step 00077400 L_out=0.084 Acc=0.92 ---22395.61 ms/batch
Step 00077450 L_out=0.119 Acc=0.88 ---62427.11 ms/batch
Step 00077500 L_out=0.061 Acc=0.88 ---103816.10 ms/batch
Step 00077550 L_out=0.090 Acc=0.84 ---144748.17 ms/batch
Step 00077600 L_out=0.055 Acc=0.92 ---185872.37 ms/batch
Step 00077650 L_out=0.125 Acc=0.89 ---226681.00 ms/batch
Step 00077700 L_out=0.031 Acc=0.94 ---266682.01 ms/batch
Step 00077750 L_out=0.154 Acc=0.91 ---307299.78 ms/batch
Step 00077800 L_out=0.132 Acc=0.90 ---348199.16 ms/batch
Step 00077850 L_out=0.087 Acc=0.86 ---390761.05 ms/batch
Step 00077900 L_out=0.114 Acc=0.90 ---432952.59 ms/batch
Step 00077950 L_out=0.046 Acc=0.91 ---474719.95 ms/batch
Step 00078000 L_out=0.018 Acc=0.90 ---516842.22 ms/batch
Round 5 | epoch=26, train costTime=550.1137013435364, | total_activation_sum=11456813
Round 5 | epoch=27, current m_iou=0.6589761651740607
Round 5 | Best m_IoU is: 0.662, OA is: 0.913 | val costTime=189.10463213920593
Round 5 | ****EPOCH 27****
Step 00078050 L_out=0.055 Acc=0.91 --- 8126.24 ms/batch
Step 00078100 L_out=0.063 Acc=0.93 ---46108.15 ms/batch
Step 00078150 L_out=0.133 Acc=0.92 ---87217.30 ms/batch
Step 00078200 L_out=0.072 Acc=0.91 ---128999.70 ms/batch
Step 00078250 L_out=0.132 Acc=0.90 ---168482.25 ms/batch
Step 00078300 L_out=0.037 Acc=0.93 ---210491.83 ms/batch
Step 00078350 L_out=0.069 Acc=0.89 ---251301.58 ms/batch
Step 00078400 L_out=0.008 Acc=0.97 ---291891.72 ms/batch
Step 00078450 L_out=0.079 Acc=0.94 ---333932.34 ms/batch
Step 00078500 L_out=0.026 Acc=0.93 ---375515.92 ms/batch
Step 00078550 L_out=0.004 Acc=0.92 ---416610.70 ms/batch
Step 00078600 L_out=0.033 Acc=0.90 ---457362.29 ms/batch
Step 00078650 L_out=0.013 Acc=0.96 ---497825.68 ms/batch
Step 00078700 L_out=0.034 Acc=0.86 ---538817.50 ms/batch
Round 5 | epoch=27, train costTime=543.7669491767883, | total_activation_sum=11364275
Round 5 | epoch=28, current m_iou=0.6588112128413872
Round 5 | Best m_IoU is: 0.662, OA is: 0.913 | val costTime=191.44160985946655
Round 5 | ****EPOCH 28****
Step 00078750 L_out=0.105 Acc=0.71 ---35797.86 ms/batch
Step 00078800 L_out=0.076 Acc=0.87 ---76382.91 ms/batch
Step 00078850 L_out=0.136 Acc=0.90 ---117832.16 ms/batch
Step 00078900 L_out=0.078 Acc=0.97 ---160323.81 ms/batch
Step 00078950 L_out=0.037 Acc=0.85 ---201696.20 ms/batch
Step 00079000 L_out=0.121 Acc=0.92 ---244380.70 ms/batch
Step 00079050 L_out=0.037 Acc=0.87 ---286902.20 ms/batch
Step 00079100 L_out=0.116 Acc=0.94 ---328880.23 ms/batch
Step 00079150 L_out=0.046 Acc=0.95 ---371110.50 ms/batch
Step 00079200 L_out=0.060 Acc=0.93 ---412488.02 ms/batch
Step 00079250 L_out=0.053 Acc=0.95 ---453887.63 ms/batch
Step 00079300 L_out=0.034 Acc=0.92 ---495181.83 ms/batch
Step 00079350 L_out=0.079 Acc=0.89 ---536174.02 ms/batch
Round 5 | epoch=28, train costTime=555.1701092720032, | total_activation_sum=11268868
Round 5 | epoch=29, current m_iou=0.6549816032201834
Round 5 | Best m_IoU is: 0.662, OA is: 0.913 | val costTime=191.80373239517212
Round 5 | ****EPOCH 29****
Step 00079400 L_out=0.072 Acc=0.89 ---22055.03 ms/batch
Step 00079450 L_out=0.068 Acc=0.93 ---63676.68 ms/batch
Step 00079500 L_out=0.131 Acc=0.89 ---104477.17 ms/batch
Step 00079550 L_out=0.019 Acc=0.95 ---145666.64 ms/batch
Step 00079600 L_out=0.030 Acc=0.93 ---186630.94 ms/batch
Step 00079650 L_out=0.119 Acc=0.91 ---228057.87 ms/batch
Step 00079700 L_out=0.047 Acc=0.89 ---271078.54 ms/batch
Step 00079750 L_out=0.153 Acc=0.88 ---311138.57 ms/batch
Step 00079800 L_out=0.028 Acc=0.92 ---352439.60 ms/batch
Step 00079850 L_out=0.088 Acc=0.90 ---394903.79 ms/batch
Step 00079900 L_out=0.243 Acc=0.88 ---436653.41 ms/batch
Step 00079950 L_out=0.010 Acc=0.88 ---478728.44 ms/batch
Step 00080000 L_out=0.117 Acc=0.94 ---521117.44 ms/batch
Round 5 | epoch=29, train costTime=554.2910115718842, | total_activation_sum=11410330
Round 5 | epoch=30, current m_iou=0.6590059520682559
Round 5 | Best m_IoU is: 0.662, OA is: 0.913 | val costTime=193.04015827178955
Round 5 | ****EPOCH 30****
Round 6 | ****EPOCH 0****
Step 00080050 L_out=0.375 Acc=0.64 --- 9206.61 ms/batch
Step 00080100 L_out=1.287 Acc=0.60 ---57219.28 ms/batch
Step 00080150 L_out=0.732 Acc=0.74 ---268507.83 ms/batch
Step 00080200 L_out=0.204 Acc=0.78 ---309060.12 ms/batch
Step 00080250 L_out=0.200 Acc=0.75 ---349833.72 ms/batch
Step 00080300 L_out=0.210 Acc=0.85 ---388779.66 ms/batch
Step 00080350 L_out=0.394 Acc=0.81 ---428512.49 ms/batch
Step 00080400 L_out=0.164 Acc=0.80 ---469434.11 ms/batch
Step 00080450 L_out=0.188 Acc=0.86 ---510286.84 ms/batch
Step 00080500 L_out=0.124 Acc=0.88 ---551428.99 ms/batch
Step 00080550 L_out=0.148 Acc=0.77 ---591955.45 ms/batch
Step 00080600 L_out=0.219 Acc=0.85 ---632510.72 ms/batch
Step 00080650 L_out=0.107 Acc=0.85 ---673320.46 ms/batch
Step 00080700 L_out=0.136 Acc=0.86 ---713341.39 ms/batch
Round 6 | epoch=0, train costTime=718.7998132705688, | total_activation_sum=12771899
Round 6 | epoch=1, current m_iou=0.589392829903788
Round 6 | Best m_IoU is: 0.589, OA is: 0.877 | val costTime=184.8469181060791
Round 6 | ****EPOCH 1****
Step 00080750 L_out=1.018 Acc=0.14 ---35235.60 ms/batch
Step 00080800 L_out=0.549 Acc=0.78 ---76628.85 ms/batch
Step 00080850 L_out=0.448 Acc=0.82 ---117123.23 ms/batch
Step 00080900 L_out=0.646 Acc=0.89 ---156605.87 ms/batch
Step 00080950 L_out=0.305 Acc=0.88 ---196709.38 ms/batch
Step 00081000 L_out=0.244 Acc=0.85 ---238797.20 ms/batch
Step 00081050 L_out=0.181 Acc=0.88 ---279903.26 ms/batch
Step 00081100 L_out=0.209 Acc=0.91 ---320526.44 ms/batch
Step 00081150 L_out=0.326 Acc=0.85 ---361737.13 ms/batch
Step 00081200 L_out=0.255 Acc=0.81 ---402035.21 ms/batch
Step 00081250 L_out=0.206 Acc=0.82 ---442728.92 ms/batch
Step 00081300 L_out=0.067 Acc=0.84 ---483201.37 ms/batch
Step 00081350 L_out=0.361 Acc=0.89 ---524093.46 ms/batch
Round 6 | epoch=1, train costTime=543.4826602935791, | total_activation_sum=13212821
Round 6 | epoch=2, current m_iou=0.6083464673838678
Round 6 | Best m_IoU is: 0.608, OA is: 0.886 | val costTime=184.57262682914734
Round 6 | ****EPOCH 2****
Step 00081400 L_out=0.099 Acc=0.80 ---20993.52 ms/batch
Step 00081450 L_out=0.112 Acc=0.89 ---61144.21 ms/batch
Step 00081500 L_out=0.091 Acc=0.86 ---102185.48 ms/batch
Step 00081550 L_out=0.265 Acc=0.85 ---143037.67 ms/batch
Step 00081600 L_out=0.135 Acc=0.94 ---183965.84 ms/batch
Step 00081650 L_out=0.668 Acc=0.79 ---225023.71 ms/batch
Step 00081700 L_out=0.369 Acc=0.64 ---266451.35 ms/batch
Step 00081750 L_out=0.064 Acc=0.93 ---307828.08 ms/batch
Step 00081800 L_out=0.123 Acc=0.90 ---348769.42 ms/batch
Step 00081850 L_out=0.116 Acc=0.89 ---388846.08 ms/batch
Step 00081900 L_out=0.055 Acc=0.83 ---430109.43 ms/batch
Step 00081950 L_out=0.141 Acc=0.88 ---471076.45 ms/batch
Step 00082000 L_out=0.076 Acc=0.83 ---511558.18 ms/batch
Round 6 | epoch=2, train costTime=545.2586305141449, | total_activation_sum=13361727
Round 6 | epoch=3, current m_iou=0.6653765275235564
Round 6 | Best m_IoU is: 0.665, OA is: 0.911 | val costTime=188.792067527771
Round 6 | ****EPOCH 3****
Step 00082050 L_out=0.107 Acc=0.90 --- 7334.11 ms/batch
Step 00082100 L_out=0.186 Acc=0.92 ---48391.82 ms/batch
Step 00082150 L_out=0.051 Acc=0.90 ---89594.70 ms/batch
Step 00082200 L_out=0.114 Acc=0.91 ---130744.47 ms/batch
Step 00082250 L_out=0.085 Acc=0.92 ---171544.19 ms/batch
Step 00082300 L_out=0.155 Acc=0.95 ---212384.92 ms/batch
Step 00082350 L_out=0.263 Acc=0.81 ---253479.76 ms/batch
Step 00082400 L_out=0.262 Acc=0.80 ---294260.09 ms/batch
Step 00082450 L_out=0.013 Acc=0.89 ---334513.85 ms/batch
Step 00082500 L_out=0.110 Acc=0.85 ---375654.48 ms/batch
Step 00082550 L_out=0.057 Acc=0.87 ---416906.84 ms/batch
Step 00082600 L_out=0.199 Acc=0.93 ---458297.61 ms/batch
Step 00082650 L_out=0.070 Acc=0.91 ---499025.35 ms/batch
Step 00082700 L_out=0.325 Acc=0.92 ---540087.27 ms/batch
Round 6 | epoch=3, train costTime=546.6062304973602, | total_activation_sum=13165331
Round 6 | epoch=4, current m_iou=0.6506216984437643
Round 6 | Best m_IoU is: 0.665, OA is: 0.911 | val costTime=190.5549235343933
Round 6 | ****EPOCH 4****
Step 00082750 L_out=0.087 Acc=0.92 ---34671.90 ms/batch
Step 00082800 L_out=0.591 Acc=0.79 ---75892.76 ms/batch
Step 00082850 L_out=0.175 Acc=0.92 ---117385.76 ms/batch
Step 00082900 L_out=0.187 Acc=0.85 ---158308.83 ms/batch
Step 00082950 L_out=0.192 Acc=0.81 ---198846.35 ms/batch
Step 00083000 L_out=0.061 Acc=0.90 ---239014.55 ms/batch
Step 00083050 L_out=0.090 Acc=0.91 ---280061.81 ms/batch
Step 00083100 L_out=0.328 Acc=0.73 ---321765.67 ms/batch
Step 00083150 L_out=0.103 Acc=0.92 ---362585.68 ms/batch
Step 00083200 L_out=0.107 Acc=0.89 ---403194.29 ms/batch
Step 00083250 L_out=0.278 Acc=0.88 ---443869.87 ms/batch
Step 00083300 L_out=0.086 Acc=0.90 ---484767.11 ms/batch
Step 00083350 L_out=0.094 Acc=0.89 ---525678.09 ms/batch
Round 6 | epoch=4, train costTime=545.1254143714905, | total_activation_sum=13355552
Round 6 | epoch=5, current m_iou=0.6462870643268126
Round 6 | Best m_IoU is: 0.665, OA is: 0.911 | val costTime=192.6166639328003
Round 6 | ****EPOCH 5****
Step 00083400 L_out=0.156 Acc=0.92 ---20698.67 ms/batch
Step 00083450 L_out=0.093 Acc=0.95 ---62169.20 ms/batch
Step 00083500 L_out=0.225 Acc=0.84 ---105014.36 ms/batch
Step 00083550 L_out=0.025 Acc=0.72 ---146144.38 ms/batch
Step 00083600 L_out=0.088 Acc=0.94 ---187643.44 ms/batch
Step 00083650 L_out=0.145 Acc=0.91 ---229870.04 ms/batch
Step 00083700 L_out=0.118 Acc=0.92 ---271304.26 ms/batch
Step 00083750 L_out=0.133 Acc=0.90 ---312128.36 ms/batch
Step 00083800 L_out=0.330 Acc=0.85 ---354133.99 ms/batch
Step 00083850 L_out=0.097 Acc=0.86 ---395641.36 ms/batch
Step 00083900 L_out=0.159 Acc=0.83 ---436429.98 ms/batch
Step 00083950 L_out=0.090 Acc=0.91 ---476779.98 ms/batch
Step 00084000 L_out=0.177 Acc=0.88 ---516198.54 ms/batch
Round 6 | epoch=5, train costTime=550.3516271114349, | total_activation_sum=13197218
Round 6 | epoch=6, current m_iou=0.6440181918825718
Round 6 | Best m_IoU is: 0.665, OA is: 0.911 | val costTime=191.15372610092163
Round 6 | ****EPOCH 6****
Step 00084050 L_out=0.157 Acc=0.70 --- 6549.79 ms/batch
Step 00084100 L_out=0.113 Acc=0.80 ---38627.53 ms/batch
Step 00084150 L_out=0.072 Acc=0.93 ---64239.49 ms/batch
Step 00084200 L_out=0.101 Acc=0.84 ---89814.01 ms/batch
Step 00084250 L_out=0.084 Acc=0.93 ---115207.50 ms/batch
Step 00084300 L_out=0.113 Acc=0.84 ---140816.93 ms/batch
Step 00084350 L_out=0.257 Acc=0.83 ---166483.00 ms/batch
Step 00084400 L_out=0.129 Acc=0.88 ---192069.55 ms/batch
Step 00084450 L_out=0.069 Acc=0.95 ---218003.47 ms/batch
Step 00084500 L_out=0.149 Acc=0.88 ---244021.23 ms/batch
Step 00084550 L_out=0.277 Acc=0.92 ---269532.16 ms/batch
Step 00084600 L_out=0.093 Acc=0.86 ---295114.04 ms/batch
Step 00084650 L_out=0.150 Acc=0.87 ---320975.76 ms/batch
Step 00084700 L_out=0.137 Acc=0.86 ---346585.23 ms/batch
Round 6 | epoch=6, train costTime=351.20683217048645, | total_activation_sum=13214100
Round 6 | epoch=7, current m_iou=0.6597194187625651
Round 6 | Best m_IoU is: 0.665, OA is: 0.911 | val costTime=144.612854719162
Round 6 | ****EPOCH 7****
Step 00084750 L_out=0.107 Acc=0.83 ---21034.63 ms/batch
Step 00084800 L_out=0.155 Acc=0.94 ---46641.00 ms/batch
Step 00084850 L_out=0.072 Acc=0.90 ---72455.83 ms/batch
Step 00084900 L_out=0.077 Acc=0.95 ---97934.82 ms/batch
Step 00084950 L_out=0.085 Acc=0.93 ---123785.53 ms/batch
Step 00085000 L_out=0.082 Acc=0.93 ---149276.92 ms/batch
Step 00085050 L_out=0.176 Acc=0.88 ---174704.36 ms/batch
Step 00085100 L_out=0.180 Acc=0.89 ---200179.82 ms/batch
Step 00085150 L_out=0.296 Acc=0.88 ---225999.72 ms/batch
Step 00085200 L_out=0.102 Acc=0.91 ---251543.89 ms/batch
Step 00085250 L_out=0.048 Acc=0.92 ---277366.50 ms/batch
Step 00085300 L_out=0.018 Acc=0.89 ---303125.79 ms/batch
Step 00085350 L_out=0.067 Acc=0.92 ---328699.15 ms/batch
Round 6 | epoch=7, train costTime=341.7347791194916, | total_activation_sum=13358578
Round 6 | epoch=8, current m_iou=0.6532107206339135
Round 6 | Best m_IoU is: 0.665, OA is: 0.911 | val costTime=144.93738651275635
Round 6 | ****EPOCH 8****
Step 00085400 L_out=0.084 Acc=0.87 ---12647.11 ms/batch
Step 00085450 L_out=0.232 Acc=0.85 ---38169.25 ms/batch
Step 00085500 L_out=0.195 Acc=0.84 ---63526.03 ms/batch
Step 00085550 L_out=0.098 Acc=0.93 ---89669.10 ms/batch
Step 00085600 L_out=0.354 Acc=0.90 ---116227.70 ms/batch
Step 00085650 L_out=0.228 Acc=0.86 ---142360.05 ms/batch
Step 00085700 L_out=0.755 Acc=0.69 ---168252.82 ms/batch
Step 00085750 L_out=0.022 Acc=0.89 ---193635.15 ms/batch
Step 00085800 L_out=0.227 Acc=0.93 ---219183.11 ms/batch
Step 00085850 L_out=0.272 Acc=0.86 ---245253.10 ms/batch
Step 00085900 L_out=0.168 Acc=0.87 ---270954.87 ms/batch
Step 00085950 L_out=0.147 Acc=0.93 ---296839.77 ms/batch
Step 00086000 L_out=0.115 Acc=0.88 ---322460.86 ms/batch
Round 6 | epoch=8, train costTime=345.01978158950806, | total_activation_sum=13209993
Round 6 | epoch=9, current m_iou=0.6562962919014226
Round 6 | Best m_IoU is: 0.665, OA is: 0.911 | val costTime=148.99099111557007
Round 6 | ****EPOCH 9****
Step 00086050 L_out=0.039 Acc=0.80 --- 3479.65 ms/batch
Step 00086100 L_out=0.069 Acc=0.90 ---29276.32 ms/batch
Step 00086150 L_out=0.122 Acc=0.90 ---54651.41 ms/batch
Step 00086200 L_out=0.105 Acc=0.94 ---80664.45 ms/batch
Step 00086250 L_out=0.155 Acc=0.78 ---106657.98 ms/batch
Step 00086300 L_out=0.066 Acc=0.87 ---132179.31 ms/batch
Step 00086350 L_out=0.083 Acc=0.68 ---157674.41 ms/batch
Step 00086400 L_out=0.142 Acc=0.92 ---183044.04 ms/batch
Step 00086450 L_out=0.108 Acc=0.89 ---208438.83 ms/batch
Step 00086500 L_out=0.049 Acc=0.90 ---234967.30 ms/batch
Step 00086550 L_out=0.230 Acc=0.87 ---260642.54 ms/batch
Step 00086600 L_out=0.237 Acc=0.87 ---286992.07 ms/batch
Step 00086650 L_out=0.205 Acc=0.94 ---313461.75 ms/batch
Step 00086700 L_out=0.074 Acc=0.91 ---339924.81 ms/batch
Round 6 | epoch=9, train costTime=345.31081986427307, | total_activation_sum=13280105
Round 6 | epoch=10, current m_iou=0.6694858053392075
Round 6 | Best m_IoU is: 0.669, OA is: 0.908 | val costTime=154.31240725517273
Round 6 | ****EPOCH 10****
Step 00086750 L_out=0.161 Acc=0.92 ---29807.53 ms/batch
Step 00086800 L_out=0.090 Acc=0.87 ---67097.46 ms/batch
Step 00086850 L_out=0.125 Acc=0.89 ---103299.63 ms/batch
Step 00086900 L_out=0.318 Acc=0.89 ---139218.75 ms/batch
Step 00086950 L_out=0.075 Acc=0.88 ---175908.82 ms/batch
Step 00087000 L_out=0.060 Acc=0.94 ---210565.76 ms/batch
Step 00087050 L_out=0.198 Acc=0.90 ---243326.45 ms/batch
Step 00087100 L_out=0.056 Acc=0.95 ---269434.98 ms/batch
Step 00087150 L_out=0.341 Acc=0.86 ---295544.38 ms/batch
Step 00087200 L_out=0.119 Acc=0.83 ---321604.74 ms/batch
Step 00087250 L_out=0.059 Acc=0.96 ---347938.10 ms/batch
Step 00087300 L_out=0.261 Acc=0.90 ---373817.00 ms/batch
Step 00087350 L_out=0.110 Acc=0.91 ---400095.17 ms/batch
Round 6 | epoch=10, train costTime=414.27992129325867, | total_activation_sum=13261151
Round 6 | epoch=11, current m_iou=0.6584918270701375
Round 6 | Best m_IoU is: 0.669, OA is: 0.908 | val costTime=147.39425945281982
Round 6 | ****EPOCH 11****
Step 00087400 L_out=0.176 Acc=0.90 ---12231.90 ms/batch
Step 00087450 L_out=0.154 Acc=0.90 ---38355.18 ms/batch
Step 00087500 L_out=0.052 Acc=0.86 ---64684.32 ms/batch
Step 00087550 L_out=0.184 Acc=0.94 ---91024.96 ms/batch
Step 00087600 L_out=0.086 Acc=0.93 ---118346.32 ms/batch
Step 00087650 L_out=0.218 Acc=0.88 ---144700.86 ms/batch
Step 00087700 L_out=0.040 Acc=0.94 ---171006.95 ms/batch
Step 00087750 L_out=0.155 Acc=0.88 ---197371.77 ms/batch
Step 00087800 L_out=0.062 Acc=0.89 ---222434.02 ms/batch
Step 00087850 L_out=0.226 Acc=0.92 ---247838.15 ms/batch
Step 00087900 L_out=0.183 Acc=0.93 ---273360.48 ms/batch
Step 00087950 L_out=0.077 Acc=0.93 ---298819.40 ms/batch
Step 00088000 L_out=0.031 Acc=0.95 ---324353.24 ms/batch
Round 6 | epoch=11, train costTime=347.0800805091858, | total_activation_sum=13224939
Round 6 | epoch=12, current m_iou=0.6492144590557014
Round 6 | Best m_IoU is: 0.669, OA is: 0.908 | val costTime=149.13153672218323
Round 6 | ****EPOCH 12****
Step 00088050 L_out=0.089 Acc=0.90 --- 2870.42 ms/batch
Step 00088100 L_out=0.046 Acc=0.74 ---28208.61 ms/batch
Step 00088150 L_out=0.269 Acc=0.86 ---53417.53 ms/batch
Step 00088200 L_out=0.130 Acc=0.92 ---78978.07 ms/batch
Step 00088250 L_out=0.034 Acc=0.94 ---104425.08 ms/batch
Step 00088300 L_out=0.127 Acc=0.85 ---129228.96 ms/batch
Step 00088350 L_out=0.073 Acc=0.94 ---154155.55 ms/batch
Step 00088400 L_out=0.039 Acc=0.94 ---179478.63 ms/batch
Step 00088450 L_out=0.412 Acc=0.86 ---203493.81 ms/batch
Step 00088500 L_out=0.155 Acc=0.86 ---225532.49 ms/batch
Step 00088550 L_out=0.073 Acc=0.92 ---247546.54 ms/batch
Step 00088600 L_out=0.045 Acc=0.88 ---269754.71 ms/batch
Step 00088650 L_out=0.036 Acc=0.83 ---291652.50 ms/batch
Step 00088700 L_out=0.206 Acc=0.90 ---313969.88 ms/batch
Round 6 | epoch=12, train costTime=318.82682371139526, | total_activation_sum=13183330
Round 6 | epoch=13, current m_iou=0.655911510418624
Round 6 | Best m_IoU is: 0.669, OA is: 0.908 | val costTime=120.26651883125305
Round 6 | ****EPOCH 13****
Step 00088750 L_out=0.184 Acc=0.81 ---17352.32 ms/batch
Step 00088800 L_out=0.073 Acc=0.96 ---39798.95 ms/batch
Step 00088850 L_out=0.132 Acc=0.92 ---61574.62 ms/batch
Step 00088900 L_out=0.017 Acc=0.88 ---83789.92 ms/batch
Step 00088950 L_out=0.037 Acc=0.91 ---105936.88 ms/batch
Step 00089000 L_out=0.110 Acc=0.91 ---128156.26 ms/batch
Step 00089050 L_out=0.034 Acc=0.91 ---150214.92 ms/batch
Step 00089100 L_out=0.220 Acc=0.83 ---172242.24 ms/batch
Step 00089150 L_out=0.169 Acc=0.90 ---194296.81 ms/batch
Step 00089200 L_out=0.098 Acc=0.86 ---216386.59 ms/batch
Step 00089250 L_out=0.101 Acc=0.92 ---238440.03 ms/batch
Step 00089300 L_out=0.049 Acc=0.82 ---260637.21 ms/batch
Step 00089350 L_out=0.071 Acc=0.90 ---282862.93 ms/batch
Round 6 | epoch=13, train costTime=295.2414734363556, | total_activation_sum=13276386
Round 6 | epoch=14, current m_iou=0.6543908507418492
Round 6 | Best m_IoU is: 0.669, OA is: 0.908 | val costTime=119.53679728507996
Round 6 | ****EPOCH 14****
Step 00089400 L_out=0.083 Acc=0.94 --- 9676.68 ms/batch
Step 00089450 L_out=0.076 Acc=0.94 ---31870.09 ms/batch
Step 00089500 L_out=0.080 Acc=0.96 ---54101.16 ms/batch
Step 00089550 L_out=0.132 Acc=0.89 ---76319.60 ms/batch
Step 00089600 L_out=0.096 Acc=0.89 ---98612.91 ms/batch
Step 00089650 L_out=0.131 Acc=0.83 ---120796.61 ms/batch
Step 00089700 L_out=0.062 Acc=0.93 ---142855.30 ms/batch
Step 00089750 L_out=0.051 Acc=0.88 ---164979.26 ms/batch
Step 00089800 L_out=0.042 Acc=0.90 ---187182.36 ms/batch
Step 00089850 L_out=0.148 Acc=0.92 ---209238.43 ms/batch
Step 00089900 L_out=0.078 Acc=0.94 ---231278.66 ms/batch
Step 00089950 L_out=0.076 Acc=0.94 ---253287.49 ms/batch
Step 00090000 L_out=0.179 Acc=0.85 ---275417.20 ms/batch
Round 6 | epoch=14, train costTime=295.42222595214844, | total_activation_sum=13180651
Round 6 | epoch=15, current m_iou=0.6507588408866865
Round 6 | Best m_IoU is: 0.669, OA is: 0.908 | val costTime=119.51171731948853
Round 6 | ****EPOCH 15****
Step 00090050 L_out=0.048 Acc=0.85 --- 2171.23 ms/batch
Step 00090100 L_out=0.100 Acc=0.93 ---24113.63 ms/batch
Step 00090150 L_out=0.416 Acc=0.64 ---46282.19 ms/batch
Step 00090200 L_out=0.147 Acc=0.93 ---68381.36 ms/batch
Step 00090250 L_out=0.020 Acc=0.93 ---90401.86 ms/batch
Step 00090300 L_out=0.167 Acc=0.92 ---112736.89 ms/batch
Step 00090350 L_out=0.321 Acc=0.92 ---134962.84 ms/batch
Step 00090400 L_out=0.077 Acc=0.93 ---157024.53 ms/batch
Step 00090450 L_out=0.092 Acc=0.89 ---179105.28 ms/batch
Step 00090500 L_out=0.072 Acc=0.83 ---201195.71 ms/batch
Step 00090550 L_out=0.059 Acc=0.93 ---223492.94 ms/batch
Step 00090600 L_out=0.138 Acc=0.88 ---245685.39 ms/batch
Step 00090650 L_out=0.236 Acc=0.88 ---267638.12 ms/batch
Step 00090700 L_out=0.099 Acc=0.88 ---289720.68 ms/batch
Round 6 | epoch=15, train costTime=295.0766453742981, | total_activation_sum=13355929
Round 6 | epoch=16, current m_iou=0.6608620700980146
Round 6 | Best m_IoU is: 0.669, OA is: 0.908 | val costTime=119.45202302932739
Round 6 | ****EPOCH 16****
Step 00090750 L_out=0.085 Acc=0.95 ---16949.86 ms/batch
Step 00090800 L_out=0.101 Acc=0.91 ---38981.86 ms/batch
Step 00090850 L_out=0.095 Acc=0.91 ---61065.82 ms/batch
Step 00090900 L_out=0.082 Acc=0.91 ---83127.35 ms/batch
Step 00090950 L_out=0.040 Acc=0.91 ---105197.34 ms/batch
Step 00091000 L_out=0.073 Acc=0.92 ---127409.75 ms/batch
Step 00091050 L_out=0.060 Acc=0.92 ---149372.28 ms/batch
Step 00091100 L_out=0.221 Acc=0.90 ---171666.07 ms/batch
Step 00091150 L_out=0.009 Acc=0.93 ---193891.63 ms/batch
Step 00091200 L_out=0.186 Acc=0.81 ---216067.58 ms/batch
Step 00091250 L_out=0.070 Acc=0.90 ---238291.99 ms/batch
Step 00091300 L_out=0.095 Acc=0.93 ---260396.03 ms/batch
Step 00091350 L_out=0.061 Acc=0.95 ---282440.26 ms/batch
Round 6 | epoch=16, train costTime=295.27746963500977, | total_activation_sum=13269813
Round 6 | epoch=17, current m_iou=0.6623129408973634
Round 6 | Best m_IoU is: 0.669, OA is: 0.908 | val costTime=119.36137795448303
Round 6 | ****EPOCH 17****
Step 00091400 L_out=0.017 Acc=0.91 --- 9162.72 ms/batch
Step 00091450 L_out=0.069 Acc=0.91 ---31393.30 ms/batch
Step 00091500 L_out=0.128 Acc=0.90 ---53538.01 ms/batch
Step 00091550 L_out=0.083 Acc=0.91 ---75734.21 ms/batch
Step 00091600 L_out=0.127 Acc=0.79 ---97853.74 ms/batch
Step 00091650 L_out=0.031 Acc=0.86 ---119811.98 ms/batch
Step 00091700 L_out=0.059 Acc=0.91 ---142075.90 ms/batch
Step 00091750 L_out=0.030 Acc=0.95 ---164342.45 ms/batch
Step 00091800 L_out=0.107 Acc=0.87 ---186414.94 ms/batch
Step 00091850 L_out=0.193 Acc=0.93 ---208539.65 ms/batch
Step 00091900 L_out=0.081 Acc=0.90 ---230719.12 ms/batch
Step 00091950 L_out=0.062 Acc=0.90 ---252763.41 ms/batch
Step 00092000 L_out=0.121 Acc=0.90 ---274802.59 ms/batch
Round 6 | epoch=17, train costTime=295.1480972766876, | total_activation_sum=13233198
Round 6 | epoch=18, current m_iou=0.6550034378964327
Round 6 | Best m_IoU is: 0.669, OA is: 0.908 | val costTime=120.04824233055115
Round 6 | ****EPOCH 18****
Step 00092050 L_out=0.058 Acc=0.94 --- 1828.40 ms/batch
Step 00092100 L_out=0.141 Acc=0.95 ---23926.29 ms/batch
Step 00092150 L_out=0.034 Acc=0.96 ---45894.81 ms/batch
Step 00092200 L_out=0.084 Acc=0.92 ---68022.25 ms/batch
Step 00092250 L_out=0.074 Acc=0.86 ---90158.73 ms/batch
Step 00092300 L_out=0.070 Acc=0.90 ---112395.65 ms/batch
Step 00092350 L_out=0.049 Acc=0.88 ---134398.18 ms/batch
Step 00092400 L_out=0.124 Acc=0.93 ---156417.61 ms/batch
Step 00092450 L_out=0.037 Acc=0.94 ---178533.57 ms/batch
Step 00092500 L_out=0.255 Acc=0.80 ---200604.35 ms/batch
Step 00092550 L_out=0.098 Acc=0.93 ---222742.48 ms/batch
Step 00092600 L_out=0.040 Acc=0.92 ---244816.65 ms/batch
Step 00092650 L_out=0.040 Acc=0.93 ---267127.97 ms/batch
Step 00092700 L_out=0.088 Acc=0.92 ---289430.98 ms/batch
Round 6 | epoch=18, train costTime=295.2052044868469, | total_activation_sum=13264704
Round 6 | epoch=19, current m_iou=0.6525423766220166
Round 6 | Best m_IoU is: 0.669, OA is: 0.908 | val costTime=119.67585635185242
Round 6 | ****EPOCH 19****
Step 00092750 L_out=0.032 Acc=0.93 ---16440.39 ms/batch
Step 00092800 L_out=0.094 Acc=0.83 ---38655.29 ms/batch
Step 00092850 L_out=0.273 Acc=0.93 ---60595.50 ms/batch
Step 00092900 L_out=0.066 Acc=0.92 ---82745.16 ms/batch
Step 00092950 L_out=0.102 Acc=0.89 ---104831.46 ms/batch
Step 00093000 L_out=0.032 Acc=0.91 ---126928.60 ms/batch
Step 00093050 L_out=0.035 Acc=0.95 ---149081.88 ms/batch
Step 00093100 L_out=0.082 Acc=0.95 ---171184.75 ms/batch
Step 00093150 L_out=0.165 Acc=0.92 ---193319.24 ms/batch
Step 00093200 L_out=0.111 Acc=0.97 ---215480.13 ms/batch
Step 00093250 L_out=0.121 Acc=0.88 ---237671.35 ms/batch
Step 00093300 L_out=0.113 Acc=0.93 ---259788.96 ms/batch
Step 00093350 L_out=0.056 Acc=0.86 ---281880.97 ms/batch
Round 6 | epoch=19, train costTime=295.16377449035645, | total_activation_sum=13339419
Round 6 | epoch=20, current m_iou=0.6619974390814507
Round 6 | Best m_IoU is: 0.669, OA is: 0.908 | val costTime=119.92188858985901
Round 6 | ****EPOCH 20****
Step 00093400 L_out=0.073 Acc=0.89 --- 8911.82 ms/batch
Step 00093450 L_out=0.029 Acc=0.84 ---30986.10 ms/batch
Step 00093500 L_out=0.160 Acc=0.92 ---53309.25 ms/batch
Step 00093550 L_out=0.045 Acc=0.94 ---75541.97 ms/batch
Step 00093600 L_out=0.045 Acc=0.94 ---97583.49 ms/batch
Step 00093650 L_out=0.093 Acc=0.88 ---119634.30 ms/batch
Step 00093700 L_out=0.081 Acc=0.91 ---141743.24 ms/batch
Step 00093750 L_out=0.090 Acc=0.90 ---163916.39 ms/batch
Step 00093800 L_out=0.116 Acc=0.89 ---186140.79 ms/batch
Step 00093850 L_out=0.174 Acc=0.92 ---208241.82 ms/batch
Step 00093900 L_out=0.066 Acc=0.94 ---230253.14 ms/batch
Step 00093950 L_out=0.211 Acc=0.92 ---252347.04 ms/batch
Step 00094000 L_out=0.120 Acc=0.86 ---274806.02 ms/batch
Round 6 | epoch=20, train costTime=295.54805159568787, | total_activation_sum=13176349
Round 6 | epoch=21, current m_iou=0.6637844781074413
Round 6 | Best m_IoU is: 0.669, OA is: 0.908 | val costTime=119.75545978546143
Round 6 | ****EPOCH 21****
Step 00094050 L_out=0.030 Acc=0.95 --- 1311.03 ms/batch
Step 00094100 L_out=0.157 Acc=0.87 ---23281.51 ms/batch
Step 00094150 L_out=0.162 Acc=0.90 ---45418.86 ms/batch
Step 00094200 L_out=0.029 Acc=0.93 ---67506.79 ms/batch
Step 00094250 L_out=0.093 Acc=0.92 ---89533.53 ms/batch
Step 00094300 L_out=0.149 Acc=0.93 ---111642.22 ms/batch
Step 00094350 L_out=0.051 Acc=0.95 ---133906.38 ms/batch
Step 00094400 L_out=0.064 Acc=0.92 ---156160.90 ms/batch
Step 00094450 L_out=0.051 Acc=0.88 ---178303.80 ms/batch
Step 00094500 L_out=0.041 Acc=0.83 ---200434.81 ms/batch
Step 00094550 L_out=0.231 Acc=0.80 ---222501.54 ms/batch
Step 00094600 L_out=0.203 Acc=0.81 ---244561.88 ms/batch
Step 00094650 L_out=0.056 Acc=0.89 ---266857.05 ms/batch
Step 00094700 L_out=0.043 Acc=0.94 ---288953.23 ms/batch
Round 6 | epoch=21, train costTime=295.1649560928345, | total_activation_sum=13189063
Round 6 | epoch=22, current m_iou=0.6647845200565403
Round 6 | Best m_IoU is: 0.669, OA is: 0.908 | val costTime=119.42397570610046
Round 6 | ****EPOCH 22****
Step 00094750 L_out=0.004 Acc=0.93 ---15895.84 ms/batch
Step 00094800 L_out=0.049 Acc=0.91 ---38049.41 ms/batch
Step 00094850 L_out=0.075 Acc=0.83 ---60003.42 ms/batch
Step 00094900 L_out=0.114 Acc=0.84 ---82065.31 ms/batch
Step 00094950 L_out=0.032 Acc=0.91 ---104223.47 ms/batch
Step 00095000 L_out=0.069 Acc=0.89 ---126210.36 ms/batch
Step 00095050 L_out=0.069 Acc=0.94 ---148521.04 ms/batch
Step 00095100 L_out=0.018 Acc=0.97 ---170532.24 ms/batch
Step 00095150 L_out=0.193 Acc=0.82 ---192678.68 ms/batch
Step 00095200 L_out=0.204 Acc=0.89 ---214816.18 ms/batch
Step 00095250 L_out=0.041 Acc=0.91 ---236880.57 ms/batch
Step 00095300 L_out=0.034 Acc=0.91 ---258949.82 ms/batch
Step 00095350 L_out=0.131 Acc=0.91 ---281068.22 ms/batch
Round 6 | epoch=22, train costTime=294.81674361228943, | total_activation_sum=13223388
Round 6 | epoch=23, current m_iou=0.6631539136250222
Round 6 | Best m_IoU is: 0.669, OA is: 0.908 | val costTime=119.65133714675903
Round 6 | ****EPOCH 23****
Step 00095400 L_out=0.089 Acc=0.86 --- 8576.48 ms/batch
Step 00095450 L_out=0.212 Acc=0.91 ---30636.35 ms/batch
Step 00095500 L_out=0.146 Acc=0.92 ---52725.31 ms/batch
Step 00095550 L_out=0.026 Acc=0.94 ---74798.81 ms/batch
Step 00095600 L_out=0.230 Acc=0.90 ---96925.97 ms/batch
Step 00095650 L_out=0.180 Acc=0.94 ---119125.65 ms/batch
Step 00095700 L_out=0.027 Acc=0.92 ---141160.38 ms/batch
Step 00095750 L_out=0.094 Acc=0.85 ---163166.02 ms/batch
Step 00095800 L_out=0.035 Acc=0.96 ---185270.47 ms/batch
Step 00095850 L_out=0.092 Acc=0.94 ---207463.95 ms/batch
Step 00095900 L_out=0.030 Acc=0.92 ---229594.11 ms/batch
Step 00095950 L_out=0.059 Acc=0.95 ---251733.77 ms/batch
Step 00096000 L_out=0.019 Acc=0.93 ---273858.09 ms/batch
Round 6 | epoch=23, train costTime=295.09654808044434, | total_activation_sum=13279078
Round 6 | epoch=24, current m_iou=0.6629870791294455
Round 6 | Best m_IoU is: 0.669, OA is: 0.908 | val costTime=120.12794208526611
Round 6 | ****EPOCH 24****
Step 00096050 L_out=0.030 Acc=0.89 ---  912.03 ms/batch
Step 00096100 L_out=0.017 Acc=0.96 ---23090.85 ms/batch
Step 00096150 L_out=0.084 Acc=0.94 ---45317.79 ms/batch
Step 00096200 L_out=0.037 Acc=0.93 ---67558.28 ms/batch
Step 00096250 L_out=0.110 Acc=0.85 ---89574.98 ms/batch
Step 00096300 L_out=0.018 Acc=0.92 ---111653.53 ms/batch
Step 00096350 L_out=0.029 Acc=0.87 ---133906.72 ms/batch
Step 00096400 L_out=0.101 Acc=0.89 ---156030.55 ms/batch
Step 00096450 L_out=0.018 Acc=0.93 ---178213.91 ms/batch
Step 00096500 L_out=0.071 Acc=0.94 ---200431.83 ms/batch
Step 00096550 L_out=0.037 Acc=0.94 ---222509.23 ms/batch
Step 00096600 L_out=0.137 Acc=0.94 ---244763.40 ms/batch
Step 00096650 L_out=0.043 Acc=0.90 ---266826.87 ms/batch
Step 00096700 L_out=0.029 Acc=0.93 ---288869.66 ms/batch
Round 6 | epoch=24, train costTime=295.53222155570984, | total_activation_sum=13250918
Round 6 | epoch=25, current m_iou=0.6593946405296875
Round 6 | Best m_IoU is: 0.669, OA is: 0.908 | val costTime=120.21763849258423
Round 6 | ****EPOCH 25****
Step 00096750 L_out=0.085 Acc=0.81 ---15331.33 ms/batch
Step 00096800 L_out=0.149 Acc=0.89 ---37321.75 ms/batch
Step 00096850 L_out=0.041 Acc=0.94 ---59338.23 ms/batch
Step 00096900 L_out=0.138 Acc=0.92 ---81473.62 ms/batch
Step 00096950 L_out=0.016 Acc=0.92 ---103642.02 ms/batch
Step 00097000 L_out=0.042 Acc=0.87 ---125712.62 ms/batch
Step 00097050 L_out=0.043 Acc=0.87 ---147900.41 ms/batch
Step 00097100 L_out=0.024 Acc=0.92 ---169866.48 ms/batch
Step 00097150 L_out=0.156 Acc=0.92 ---192023.17 ms/batch
Step 00097200 L_out=0.119 Acc=0.88 ---214019.31 ms/batch
Step 00097250 L_out=0.077 Acc=0.93 ---236154.17 ms/batch
Step 00097300 L_out=0.076 Acc=0.93 ---258280.40 ms/batch
Step 00097350 L_out=0.082 Acc=0.91 ---280578.93 ms/batch
Round 6 | epoch=25, train costTime=294.7358603477478, | total_activation_sum=13268204
Round 6 | epoch=26, current m_iou=0.6588054065236257
Round 6 | Best m_IoU is: 0.669, OA is: 0.908 | val costTime=118.96045994758606
Round 6 | ****EPOCH 26****
Step 00097400 L_out=0.223 Acc=0.84 --- 7870.72 ms/batch
Step 00097450 L_out=0.072 Acc=0.86 ---29961.17 ms/batch
Step 00097500 L_out=0.052 Acc=0.94 ---52140.24 ms/batch
Step 00097550 L_out=0.076 Acc=0.92 ---74243.26 ms/batch
Step 00097600 L_out=0.071 Acc=0.93 ---96291.54 ms/batch
Step 00097650 L_out=0.041 Acc=0.91 ---118552.14 ms/batch
Step 00097700 L_out=0.024 Acc=0.95 ---140629.63 ms/batch
Step 00097750 L_out=0.095 Acc=0.92 ---162719.24 ms/batch
Step 00097800 L_out=0.100 Acc=0.86 ---184819.63 ms/batch
Step 00097850 L_out=0.086 Acc=0.95 ---207069.61 ms/batch
Step 00097900 L_out=0.024 Acc=0.93 ---229416.74 ms/batch
Step 00097950 L_out=0.034 Acc=0.95 ---251492.69 ms/batch
Step 00098000 L_out=0.337 Acc=0.82 ---273628.91 ms/batch
Round 6 | epoch=26, train costTime=295.3866662979126, | total_activation_sum=13170336
Round 6 | epoch=27, current m_iou=0.6551365299866609
Round 6 | Best m_IoU is: 0.669, OA is: 0.908 | val costTime=119.14698719978333
Round 6 | ****EPOCH 27****
Step 00098050 L_out=0.048 Acc=0.93 ---  426.33 ms/batch
Step 00098100 L_out=0.206 Acc=0.87 ---22455.08 ms/batch
Step 00098150 L_out=0.014 Acc=0.96 ---44599.71 ms/batch
Step 00098200 L_out=0.014 Acc=0.91 ---66546.29 ms/batch
Step 00098250 L_out=0.006 Acc=0.95 ---88692.68 ms/batch
Step 00098300 L_out=0.054 Acc=0.92 ---110841.00 ms/batch
Step 00098350 L_out=0.144 Acc=0.76 ---132850.99 ms/batch
Step 00098400 L_out=0.015 Acc=0.93 ---154983.62 ms/batch
Step 00098450 L_out=0.030 Acc=0.91 ---177194.36 ms/batch
Step 00098500 L_out=0.026 Acc=0.97 ---199309.25 ms/batch
Step 00098550 L_out=0.042 Acc=0.94 ---221333.72 ms/batch
Step 00098600 L_out=0.019 Acc=0.96 ---243617.93 ms/batch
Step 00098650 L_out=0.111 Acc=0.92 ---265853.25 ms/batch
Step 00098700 L_out=0.028 Acc=0.91 ---287822.00 ms/batch
Round 6 | epoch=27, train costTime=294.9717130661011, | total_activation_sum=13218671
Round 6 | epoch=28, current m_iou=0.6522564786951406
Round 6 | Best m_IoU is: 0.669, OA is: 0.908 | val costTime=119.57177448272705
Round 6 | ****EPOCH 28****
Step 00098750 L_out=0.046 Acc=0.93 ---14978.75 ms/batch
Step 00098800 L_out=0.011 Acc=0.85 ---37208.37 ms/batch
Step 00098850 L_out=0.032 Acc=0.98 ---59468.97 ms/batch
Step 00098900 L_out=0.290 Acc=0.88 ---81515.11 ms/batch
Step 00098950 L_out=0.075 Acc=0.91 ---103723.99 ms/batch
Step 00099000 L_out=0.031 Acc=0.91 ---125817.95 ms/batch
Step 00099050 L_out=0.036 Acc=0.89 ---148001.96 ms/batch
Step 00099100 L_out=0.058 Acc=0.96 ---170085.54 ms/batch
Step 00099150 L_out=0.146 Acc=0.89 ---192167.92 ms/batch
Step 00099200 L_out=0.052 Acc=0.94 ---214179.15 ms/batch
Step 00099250 L_out=0.020 Acc=0.94 ---236340.08 ms/batch
Step 00099300 L_out=0.047 Acc=0.96 ---258515.96 ms/batch
Step 00099350 L_out=0.052 Acc=0.87 ---280446.67 ms/batch
Round 6 | epoch=28, train costTime=295.1649899482727, | total_activation_sum=13299539
Round 6 | epoch=29, current m_iou=0.658193990048932
Round 6 | Best m_IoU is: 0.669, OA is: 0.908 | val costTime=119.70192193984985
Round 6 | ****EPOCH 29****
Step 00099400 L_out=0.029 Acc=0.93 --- 7416.08 ms/batch
Step 00099450 L_out=0.018 Acc=0.94 ---29609.16 ms/batch
Step 00099500 L_out=0.084 Acc=0.94 ---51725.09 ms/batch
Step 00099550 L_out=0.085 Acc=0.91 ---73965.04 ms/batch
Step 00099600 L_out=0.063 Acc=0.92 ---96139.85 ms/batch
Step 00099650 L_out=0.058 Acc=0.93 ---118218.58 ms/batch
Step 00099700 L_out=0.044 Acc=0.94 ---140249.13 ms/batch
Step 00099750 L_out=0.168 Acc=0.92 ---162428.41 ms/batch
Step 00099800 L_out=0.090 Acc=0.92 ---184708.97 ms/batch
Step 00099850 L_out=0.042 Acc=0.94 ---206810.17 ms/batch
Step 00099900 L_out=0.109 Acc=0.90 ---228882.18 ms/batch
Step 00099950 L_out=0.039 Acc=0.74 ---250868.79 ms/batch
Step 00100000 L_out=0.031 Acc=0.94 ---273146.79 ms/batch
Step 00100050 L_out=0.026 Acc=0.94 ---295202.76 ms/batch
Round 6 | epoch=29, train costTime=295.20285081863403, | total_activation_sum=13363229
Round 6 | epoch=30, current m_iou=0.6618270824193276
Round 6 | Best m_IoU is: 0.669, OA is: 0.908 | val costTime=119.64447498321533
Round 6 | ****EPOCH 30****
Round 7 | ****EPOCH 0****
Step 00100100 L_out=0.231 Acc=0.82 ---22236.37 ms/batch
Step 00100150 L_out=0.135 Acc=0.91 ---44434.76 ms/batch
Step 00100200 L_out=0.268 Acc=0.79 ---66737.29 ms/batch
Step 00100250 L_out=0.036 Acc=0.91 ---88793.43 ms/batch
Step 00100300 L_out=0.141 Acc=0.88 ---110964.74 ms/batch
Step 00100350 L_out=0.493 Acc=0.87 ---133349.51 ms/batch
Step 00100400 L_out=0.446 Acc=0.78 ---155889.34 ms/batch
Step 00100450 L_out=0.450 Acc=0.59 ---178131.41 ms/batch
Step 00100500 L_out=1.144 Acc=0.80 ---200263.81 ms/batch
Step 00100550 L_out=0.613 Acc=0.74 ---222429.92 ms/batch
Step 00100600 L_out=0.171 Acc=0.89 ---244583.07 ms/batch
Step 00100650 L_out=0.232 Acc=0.76 ---266671.91 ms/batch
Step 00100700 L_out=0.032 Acc=0.94 ---288704.78 ms/batch
Round 7 | epoch=0, train costTime=296.2688512802124, | total_activation_sum=14419946
Round 7 | epoch=1, current m_iou=0.5576903510603617
Round 7 | Best m_IoU is: 0.558, OA is: 0.877 | val costTime=119.66875433921814
Round 7 | ****EPOCH 1****
Step 00100750 L_out=0.212 Acc=0.93 ---14658.71 ms/batch
Step 00100800 L_out=0.142 Acc=0.92 ---36693.14 ms/batch
Step 00100850 L_out=0.101 Acc=0.93 ---59047.52 ms/batch
Step 00100900 L_out=0.145 Acc=0.95 ---81181.04 ms/batch
Step 00100950 L_out=0.162 Acc=0.80 ---103269.65 ms/batch
Step 00101000 L_out=0.143 Acc=0.84 ---125401.91 ms/batch
Step 00101050 L_out=0.079 Acc=0.83 ---147609.72 ms/batch
Step 00101100 L_out=0.221 Acc=0.92 ---169658.04 ms/batch
Step 00101150 L_out=0.100 Acc=0.90 ---191810.55 ms/batch
Step 00101200 L_out=0.164 Acc=0.88 ---213908.93 ms/batch
Step 00101250 L_out=0.088 Acc=0.85 ---236006.58 ms/batch
Step 00101300 L_out=0.944 Acc=0.89 ---258172.61 ms/batch
Step 00101350 L_out=0.036 Acc=0.88 ---280128.48 ms/batch
Round 7 | epoch=1, train costTime=295.1822507381439, | total_activation_sum=14823177
Round 7 | epoch=2, current m_iou=0.6573566229452814
Round 7 | Best m_IoU is: 0.657, OA is: 0.904 | val costTime=119.31717705726624
Round 7 | ****EPOCH 2****
Step 00101400 L_out=0.452 Acc=0.93 --- 7068.80 ms/batch
Step 00101450 L_out=0.084 Acc=0.87 ---29202.94 ms/batch
Step 00101500 L_out=0.178 Acc=0.79 ---51362.99 ms/batch
Step 00101550 L_out=0.297 Acc=0.77 ---73505.37 ms/batch
Step 00101600 L_out=0.130 Acc=0.89 ---95534.43 ms/batch
Step 00101650 L_out=1.460 Acc=0.82 ---117805.10 ms/batch
Step 00101700 L_out=0.160 Acc=0.92 ---140065.72 ms/batch
Step 00101750 L_out=0.107 Acc=0.96 ---162282.65 ms/batch
Step 00101800 L_out=0.130 Acc=0.83 ---184373.35 ms/batch
Step 00101850 L_out=0.819 Acc=0.82 ---206470.19 ms/batch
Step 00101900 L_out=0.065 Acc=0.81 ---228745.13 ms/batch
Step 00101950 L_out=0.187 Acc=0.86 ---250754.73 ms/batch
Step 00102000 L_out=0.140 Acc=0.86 ---272788.30 ms/batch
Step 00102050 L_out=0.488 Acc=0.83 ---294882.23 ms/batch
Round 7 | epoch=2, train costTime=295.33076429367065, | total_activation_sum=15048799
Round 7 | epoch=3, current m_iou=0.6353060111513362
Round 7 | Best m_IoU is: 0.657, OA is: 0.904 | val costTime=119.38152527809143
Round 7 | ****EPOCH 3****
Step 00102100 L_out=0.116 Acc=0.70 ---21624.84 ms/batch
Step 00102150 L_out=0.268 Acc=0.84 ---43925.43 ms/batch
Step 00102200 L_out=0.024 Acc=0.91 ---66076.69 ms/batch
Step 00102250 L_out=0.271 Acc=0.83 ---88104.75 ms/batch
Step 00102300 L_out=0.159 Acc=0.92 ---110155.05 ms/batch
Step 00102350 L_out=0.282 Acc=0.87 ---132192.51 ms/batch
Step 00102400 L_out=0.159 Acc=0.90 ---154266.73 ms/batch
Step 00102450 L_out=0.340 Acc=0.90 ---176422.10 ms/batch
Step 00102500 L_out=0.200 Acc=0.92 ---198821.07 ms/batch
Step 00102550 L_out=0.286 Acc=0.88 ---220990.33 ms/batch
Step 00102600 L_out=0.009 Acc=0.93 ---243138.73 ms/batch
Step 00102650 L_out=0.151 Acc=0.74 ---265123.44 ms/batch
Step 00102700 L_out=0.108 Acc=0.78 ---287350.59 ms/batch
Round 7 | epoch=3, train costTime=295.42084527015686, | total_activation_sum=14857504
Round 7 | epoch=4, current m_iou=0.6349417217512592
Round 7 | Best m_IoU is: 0.657, OA is: 0.904 | val costTime=119.33098244667053
Round 7 | ****EPOCH 4****
Step 00102750 L_out=0.507 Acc=0.63 ---14093.58 ms/batch
Step 00102800 L_out=0.176 Acc=0.86 ---36209.91 ms/batch
Step 00102850 L_out=0.095 Acc=0.93 ---58293.78 ms/batch
Step 00102900 L_out=0.043 Acc=0.91 ---80407.25 ms/batch
Step 00102950 L_out=0.235 Acc=0.84 ---102314.97 ms/batch
Step 00103000 L_out=0.043 Acc=0.90 ---124329.15 ms/batch
Step 00103050 L_out=0.801 Acc=0.85 ---146503.92 ms/batch
Step 00103100 L_out=0.112 Acc=0.96 ---168695.87 ms/batch
Step 00103150 L_out=0.310 Acc=0.88 ---190750.18 ms/batch
Step 00103200 L_out=0.168 Acc=0.91 ---212934.46 ms/batch
Step 00103250 L_out=0.083 Acc=0.91 ---235005.74 ms/batch
Step 00103300 L_out=0.123 Acc=0.92 ---257078.95 ms/batch
Step 00103350 L_out=0.099 Acc=0.73 ---279126.91 ms/batch
Round 7 | epoch=4, train costTime=294.49193024635315, | total_activation_sum=14866607
Round 7 | epoch=5, current m_iou=0.6548510779085458
Round 7 | Best m_IoU is: 0.657, OA is: 0.904 | val costTime=118.75361347198486
Round 7 | ****EPOCH 5****
Step 00103400 L_out=0.159 Acc=0.94 --- 6657.94 ms/batch
Step 00103450 L_out=0.054 Acc=0.93 ---28804.57 ms/batch
Step 00103500 L_out=0.070 Acc=0.91 ---51040.52 ms/batch
Step 00103550 L_out=0.412 Acc=0.80 ---73141.92 ms/batch
Step 00103600 L_out=0.108 Acc=0.87 ---95233.20 ms/batch
Step 00103650 L_out=0.211 Acc=0.80 ---117330.28 ms/batch
Step 00103700 L_out=0.108 Acc=0.83 ---139318.71 ms/batch
Step 00103750 L_out=0.083 Acc=0.87 ---161484.02 ms/batch
Step 00103800 L_out=0.036 Acc=0.95 ---183553.08 ms/batch
Step 00103850 L_out=0.128 Acc=0.89 ---205936.75 ms/batch
Step 00103900 L_out=0.101 Acc=0.92 ---228020.50 ms/batch
Step 00103950 L_out=0.126 Acc=0.92 ---250158.48 ms/batch
Step 00104000 L_out=0.153 Acc=0.84 ---272363.15 ms/batch
Step 00104050 L_out=0.084 Acc=0.93 ---294517.24 ms/batch
Round 7 | epoch=5, train costTime=295.41366386413574, | total_activation_sum=14956822
Round 7 | epoch=6, current m_iou=0.65506232945109
Round 7 | Best m_IoU is: 0.657, OA is: 0.904 | val costTime=119.96096229553223
Round 7 | ****EPOCH 6****
Step 00104100 L_out=0.089 Acc=0.78 ---21180.35 ms/batch
Step 00104150 L_out=0.074 Acc=0.90 ---43222.07 ms/batch
Step 00104200 L_out=0.218 Acc=0.90 ---65337.58 ms/batch
Step 00104250 L_out=0.100 Acc=0.91 ---87504.86 ms/batch
Step 00104300 L_out=0.146 Acc=0.92 ---109559.37 ms/batch
Step 00104350 L_out=0.167 Acc=0.80 ---131805.11 ms/batch
Step 00104400 L_out=0.044 Acc=0.94 ---153871.28 ms/batch
Step 00104450 L_out=0.195 Acc=0.93 ---175963.20 ms/batch
Step 00104500 L_out=0.028 Acc=0.84 ---198125.82 ms/batch
Step 00104550 L_out=0.059 Acc=0.94 ---220190.78 ms/batch
Step 00104600 L_out=0.186 Acc=0.90 ---242208.27 ms/batch
Step 00104650 L_out=0.026 Acc=0.96 ---264335.79 ms/batch
Step 00104700 L_out=0.102 Acc=0.93 ---286578.10 ms/batch
Round 7 | epoch=6, train costTime=295.0846252441406, | total_activation_sum=14857008
Round 7 | epoch=7, current m_iou=0.6538210448059398
Round 7 | Best m_IoU is: 0.657, OA is: 0.904 | val costTime=119.42701435089111
Round 7 | ****EPOCH 7****
Step 00104750 L_out=0.125 Acc=0.89 ---13628.19 ms/batch
Step 00104800 L_out=0.158 Acc=0.90 ---35753.16 ms/batch
Step 00104850 L_out=0.047 Acc=0.95 ---57963.97 ms/batch
Step 00104900 L_out=0.075 Acc=0.88 ---80016.79 ms/batch
Step 00104950 L_out=0.066 Acc=0.93 ---102024.49 ms/batch
Step 00105000 L_out=0.187 Acc=0.79 ---124282.59 ms/batch
Step 00105050 L_out=0.027 Acc=0.93 ---146333.10 ms/batch
Step 00105100 L_out=0.458 Acc=0.86 ---168402.47 ms/batch
Step 00105150 L_out=0.091 Acc=0.91 ---190561.73 ms/batch
Step 00105200 L_out=0.019 Acc=0.89 ---212802.48 ms/batch
Step 00105250 L_out=0.047 Acc=0.88 ---234968.03 ms/batch
Step 00105300 L_out=0.213 Acc=0.91 ---257077.82 ms/batch
Step 00105350 L_out=0.044 Acc=0.93 ---279290.01 ms/batch
Round 7 | epoch=7, train costTime=295.3099389076233, | total_activation_sum=14931966
Round 7 | epoch=8, current m_iou=0.6535841574263543
Round 7 | Best m_IoU is: 0.657, OA is: 0.904 | val costTime=119.50798153877258
Round 7 | ****EPOCH 8****
Step 00105400 L_out=0.145 Acc=0.89 --- 6163.95 ms/batch
Step 00105450 L_out=0.051 Acc=0.89 ---28260.42 ms/batch
Step 00105500 L_out=0.100 Acc=0.89 ---50381.42 ms/batch
Step 00105550 L_out=0.027 Acc=0.82 ---72379.83 ms/batch
Step 00105600 L_out=0.073 Acc=0.96 ---94738.91 ms/batch
Step 00105650 L_out=0.142 Acc=0.88 ---116883.62 ms/batch
Step 00105700 L_out=0.255 Acc=0.87 ---139127.46 ms/batch
Step 00105750 L_out=0.114 Acc=0.94 ---161219.58 ms/batch
Step 00105800 L_out=0.025 Acc=0.91 ---183545.14 ms/batch
Step 00105850 L_out=0.080 Acc=0.91 ---205607.74 ms/batch
Step 00105900 L_out=0.305 Acc=0.91 ---227617.54 ms/batch
Step 00105950 L_out=0.044 Acc=0.89 ---249743.71 ms/batch
Step 00106000 L_out=0.378 Acc=0.66 ---271758.16 ms/batch
Step 00106050 L_out=0.027 Acc=0.94 ---294014.00 ms/batch
Round 7 | epoch=8, train costTime=295.3632233142853, | total_activation_sum=14768831
Round 7 | epoch=9, current m_iou=0.6598468480368719
Round 7 | Best m_IoU is: 0.660, OA is: 0.914 | val costTime=119.87658095359802
Round 7 | ****EPOCH 9****
Step 00106100 L_out=0.056 Acc=0.94 ---20806.66 ms/batch
Step 00106150 L_out=0.311 Acc=0.88 ---42700.23 ms/batch
Step 00106200 L_out=0.076 Acc=0.94 ---64751.41 ms/batch
Step 00106250 L_out=0.240 Acc=0.93 ---87048.97 ms/batch
Step 00106300 L_out=0.059 Acc=0.97 ---109190.15 ms/batch
Step 00106350 L_out=0.107 Acc=0.88 ---131284.86 ms/batch
Step 00106400 L_out=0.026 Acc=0.91 ---153502.03 ms/batch
Step 00106450 L_out=0.215 Acc=0.86 ---175315.95 ms/batch
Step 00106500 L_out=0.247 Acc=0.85 ---197507.72 ms/batch
Step 00106550 L_out=0.320 Acc=0.91 ---219629.21 ms/batch
Step 00106600 L_out=0.075 Acc=0.93 ---241700.95 ms/batch
Step 00106650 L_out=0.152 Acc=0.95 ---263832.66 ms/batch
Step 00106700 L_out=0.042 Acc=0.94 ---285894.96 ms/batch
Round 7 | epoch=9, train costTime=294.70357179641724, | total_activation_sum=14949002
Round 7 | epoch=10, current m_iou=0.6467992841297646
Round 7 | Best m_IoU is: 0.660, OA is: 0.914 | val costTime=119.73257207870483
Round 7 | ****EPOCH 10****
Step 00106750 L_out=0.206 Acc=0.86 ---13266.78 ms/batch
Step 00106800 L_out=0.120 Acc=0.88 ---35287.12 ms/batch
Step 00106850 L_out=0.120 Acc=0.91 ---57403.12 ms/batch
Step 00106900 L_out=0.224 Acc=0.83 ---79578.14 ms/batch
Step 00106950 L_out=0.119 Acc=0.94 ---101818.64 ms/batch
Step 00107000 L_out=0.146 Acc=0.86 ---123992.01 ms/batch
Step 00107050 L_out=0.174 Acc=0.90 ---146086.12 ms/batch
Step 00107100 L_out=0.114 Acc=0.91 ---168148.11 ms/batch
Step 00107150 L_out=0.044 Acc=0.93 ---190339.41 ms/batch
Step 00107200 L_out=0.082 Acc=0.90 ---212474.47 ms/batch
Step 00107250 L_out=0.088 Acc=0.93 ---234639.78 ms/batch
Step 00107300 L_out=0.080 Acc=0.90 ---256789.06 ms/batch
Step 00107350 L_out=0.361 Acc=0.82 ---278859.21 ms/batch
Round 7 | epoch=10, train costTime=295.25970244407654, | total_activation_sum=14891914
Round 7 | epoch=11, current m_iou=0.6579581061919356
Round 7 | Best m_IoU is: 0.660, OA is: 0.914 | val costTime=119.95907545089722
Round 7 | ****EPOCH 11****
Step 00107400 L_out=0.153 Acc=0.90 --- 5783.66 ms/batch
Step 00107450 L_out=0.200 Acc=0.79 ---28023.26 ms/batch
Step 00107500 L_out=0.169 Acc=0.88 ---50072.01 ms/batch
Step 00107550 L_out=0.176 Acc=0.87 ---72496.37 ms/batch
Step 00107600 L_out=0.228 Acc=0.88 ---94774.23 ms/batch
Step 00107650 L_out=0.108 Acc=0.95 ---116886.70 ms/batch
Step 00107700 L_out=0.173 Acc=0.87 ---138990.35 ms/batch
Step 00107750 L_out=0.172 Acc=0.95 ---161116.84 ms/batch
Step 00107800 L_out=0.042 Acc=0.94 ---183315.04 ms/batch
Step 00107850 L_out=0.092 Acc=0.97 ---205440.71 ms/batch
Step 00107900 L_out=0.122 Acc=0.93 ---227622.74 ms/batch
Step 00107950 L_out=0.171 Acc=0.93 ---249760.40 ms/batch
Step 00108000 L_out=0.388 Acc=0.87 ---271953.41 ms/batch
Step 00108050 L_out=0.059 Acc=0.88 ---293999.23 ms/batch
Round 7 | epoch=11, train costTime=295.75481152534485, | total_activation_sum=14912952
Round 7 | epoch=12, current m_iou=0.6553701856221974
Round 7 | Best m_IoU is: 0.660, OA is: 0.914 | val costTime=119.62778520584106
Round 7 | ****EPOCH 12****
Step 00108100 L_out=0.066 Acc=0.94 ---20502.32 ms/batch
Step 00108150 L_out=0.183 Acc=0.86 ---42595.47 ms/batch
Step 00108200 L_out=0.063 Acc=0.93 ---64781.25 ms/batch
Step 00108250 L_out=0.178 Acc=0.92 ---86875.96 ms/batch
Step 00108300 L_out=0.124 Acc=0.92 ---108924.57 ms/batch
Step 00108350 L_out=0.110 Acc=0.80 ---131063.51 ms/batch
Step 00108400 L_out=0.018 Acc=0.90 ---153145.87 ms/batch
Step 00108450 L_out=0.024 Acc=0.93 ---175435.53 ms/batch
Step 00108500 L_out=0.079 Acc=0.92 ---197832.87 ms/batch
Step 00108550 L_out=0.047 Acc=0.95 ---220111.79 ms/batch
Step 00108600 L_out=0.046 Acc=0.90 ---242224.46 ms/batch
Step 00108650 L_out=0.036 Acc=0.95 ---264245.76 ms/batch
Step 00108700 L_out=0.136 Acc=0.96 ---286380.07 ms/batch
Round 7 | epoch=12, train costTime=295.61696314811707, | total_activation_sum=14811713
Round 7 | epoch=13, current m_iou=0.6501855912053894
Round 7 | Best m_IoU is: 0.660, OA is: 0.914 | val costTime=120.28806495666504
Round 7 | ****EPOCH 13****
Step 00108750 L_out=0.150 Acc=0.90 ---12867.03 ms/batch
Step 00108800 L_out=0.150 Acc=0.91 ---34954.66 ms/batch
Step 00108850 L_out=0.287 Acc=0.89 ---57014.77 ms/batch
Step 00108900 L_out=0.073 Acc=0.94 ---79092.22 ms/batch
Step 00108950 L_out=0.151 Acc=0.89 ---101267.89 ms/batch
Step 00109000 L_out=0.438 Acc=0.90 ---123354.41 ms/batch
Step 00109050 L_out=0.021 Acc=0.95 ---145479.76 ms/batch
Step 00109100 L_out=0.120 Acc=0.86 ---167672.15 ms/batch
Step 00109150 L_out=0.034 Acc=0.85 ---189781.07 ms/batch
Step 00109200 L_out=0.193 Acc=0.85 ---211822.10 ms/batch
Step 00109250 L_out=0.054 Acc=0.95 ---234004.91 ms/batch
Step 00109300 L_out=0.071 Acc=0.89 ---256229.51 ms/batch
Step 00109350 L_out=0.103 Acc=0.92 ---278405.33 ms/batch
Round 7 | epoch=13, train costTime=295.24458408355713, | total_activation_sum=14853375
Round 7 | epoch=14, current m_iou=0.6607272948439276
Round 7 | Best m_IoU is: 0.661, OA is: 0.914 | val costTime=120.7629029750824
Round 7 | ****EPOCH 14****
Step 00109400 L_out=0.040 Acc=0.94 --- 5268.28 ms/batch
Step 00109450 L_out=0.131 Acc=0.89 ---27392.68 ms/batch
Step 00109500 L_out=0.034 Acc=0.97 ---49556.14 ms/batch
Step 00109550 L_out=0.056 Acc=0.94 ---71739.52 ms/batch
Step 00109600 L_out=0.061 Acc=0.96 ---93948.84 ms/batch
Step 00109650 L_out=0.111 Acc=0.94 ---116133.55 ms/batch
Step 00109700 L_out=0.039 Acc=0.96 ---138129.34 ms/batch
Step 00109750 L_out=0.068 Acc=0.95 ---160124.70 ms/batch
Step 00109800 L_out=0.070 Acc=0.91 ---182335.73 ms/batch
Step 00109850 L_out=0.257 Acc=0.92 ---204511.82 ms/batch
Step 00109900 L_out=0.225 Acc=0.84 ---226583.12 ms/batch
Step 00109950 L_out=0.022 Acc=0.92 ---248649.27 ms/batch
Step 00110000 L_out=0.013 Acc=0.93 ---270615.88 ms/batch
Step 00110050 L_out=0.049 Acc=0.96 ---292784.27 ms/batch
Round 7 | epoch=14, train costTime=294.98499298095703, | total_activation_sum=14932182
Round 7 | epoch=15, current m_iou=0.6648563997767306
Round 7 | Best m_IoU is: 0.665, OA is: 0.915 | val costTime=120.49002957344055
Round 7 | ****EPOCH 15****
Step 00110100 L_out=0.048 Acc=0.91 ---19824.99 ms/batch
Step 00110150 L_out=0.012 Acc=0.92 ---41967.60 ms/batch
Step 00110200 L_out=0.302 Acc=0.86 ---64263.46 ms/batch
Step 00110250 L_out=0.056 Acc=0.88 ---86431.04 ms/batch
Step 00110300 L_out=0.040 Acc=0.94 ---108615.15 ms/batch
Step 00110350 L_out=0.193 Acc=0.91 ---130731.60 ms/batch
Step 00110400 L_out=0.195 Acc=0.87 ---152974.16 ms/batch
Step 00110450 L_out=0.098 Acc=0.92 ---175240.35 ms/batch
Step 00110500 L_out=0.091 Acc=0.94 ---197496.88 ms/batch
Step 00110550 L_out=0.278 Acc=0.90 ---219552.40 ms/batch
Step 00110600 L_out=0.060 Acc=0.87 ---241786.29 ms/batch
Step 00110650 L_out=0.085 Acc=0.90 ---263876.71 ms/batch
Step 00110700 L_out=0.068 Acc=0.90 ---285975.58 ms/batch
Round 7 | epoch=15, train costTime=295.7417187690735, | total_activation_sum=14884101
Round 7 | epoch=16, current m_iou=0.6625825867460526
Round 7 | Best m_IoU is: 0.665, OA is: 0.915 | val costTime=120.3452787399292
Round 7 | ****EPOCH 16****
Step 00110750 L_out=0.107 Acc=0.88 ---12568.40 ms/batch
Step 00110800 L_out=0.110 Acc=0.92 ---34448.64 ms/batch
Step 00110850 L_out=0.333 Acc=0.91 ---56579.89 ms/batch
Step 00110900 L_out=0.077 Acc=0.95 ---78834.82 ms/batch
Step 00110950 L_out=0.168 Acc=0.86 ---101017.39 ms/batch
Step 00111000 L_out=0.081 Acc=0.94 ---123042.37 ms/batch
Step 00111050 L_out=0.055 Acc=0.94 ---145097.79 ms/batch
Step 00111100 L_out=0.084 Acc=0.95 ---167206.83 ms/batch
Step 00111150 L_out=0.128 Acc=0.93 ---189364.75 ms/batch
Step 00111200 L_out=0.052 Acc=0.92 ---211557.76 ms/batch
Step 00111250 L_out=0.091 Acc=0.85 ---233892.04 ms/batch
Step 00111300 L_out=0.142 Acc=0.92 ---256000.39 ms/batch
Step 00111350 L_out=0.124 Acc=0.92 ---278210.85 ms/batch
Round 7 | epoch=16, train costTime=295.3994550704956, | total_activation_sum=14880885
Round 7 | epoch=17, current m_iou=0.6633374092555216
Round 7 | Best m_IoU is: 0.665, OA is: 0.915 | val costTime=120.06616616249084
Round 7 | ****EPOCH 17****
Step 00111400 L_out=0.075 Acc=0.91 --- 4880.37 ms/batch
Step 00111450 L_out=0.085 Acc=0.93 ---27160.83 ms/batch
Step 00111500 L_out=0.134 Acc=0.92 ---49167.16 ms/batch
Step 00111550 L_out=0.154 Acc=0.92 ---71248.73 ms/batch
Step 00111600 L_out=0.257 Acc=0.94 ---93397.72 ms/batch
Step 00111650 L_out=0.158 Acc=0.92 ---115385.08 ms/batch
Step 00111700 L_out=0.138 Acc=0.94 ---137574.84 ms/batch
Step 00111750 L_out=0.198 Acc=0.82 ---159710.08 ms/batch
Step 00111800 L_out=0.156 Acc=0.85 ---181789.22 ms/batch
Step 00111850 L_out=0.395 Acc=0.91 ---203944.77 ms/batch
Step 00111900 L_out=0.127 Acc=0.95 ---226315.26 ms/batch
Step 00111950 L_out=0.012 Acc=0.90 ---248564.02 ms/batch
Step 00112000 L_out=0.067 Acc=0.91 ---270625.32 ms/batch
Step 00112050 L_out=0.075 Acc=0.93 ---292824.91 ms/batch
Round 7 | epoch=17, train costTime=295.4698255062103, | total_activation_sum=14983931
Round 7 | epoch=18, current m_iou=0.6640105753667009
Round 7 | Best m_IoU is: 0.665, OA is: 0.915 | val costTime=120.00441575050354
Round 7 | ****EPOCH 18****
Step 00112100 L_out=0.027 Acc=0.95 ---19375.94 ms/batch
Step 00112150 L_out=0.018 Acc=0.92 ---41215.56 ms/batch
Step 00112200 L_out=0.027 Acc=0.92 ---63491.63 ms/batch
Step 00112250 L_out=0.121 Acc=0.93 ---85709.68 ms/batch
Step 00112300 L_out=0.172 Acc=0.89 ---107791.67 ms/batch
Step 00112350 L_out=0.157 Acc=0.85 ---129812.56 ms/batch
Step 00112400 L_out=0.074 Acc=0.88 ---151791.33 ms/batch
Step 00112450 L_out=0.053 Acc=0.89 ---173930.47 ms/batch
Step 00112500 L_out=0.060 Acc=0.90 ---196076.52 ms/batch
Step 00112550 L_out=0.087 Acc=0.94 ---218359.31 ms/batch
Step 00112600 L_out=0.065 Acc=0.90 ---240388.55 ms/batch
Step 00112650 L_out=0.064 Acc=0.82 ---262598.87 ms/batch
Step 00112700 L_out=0.124 Acc=0.87 ---284845.66 ms/batch
Round 7 | epoch=18, train costTime=295.0341682434082, | total_activation_sum=14884681
Round 7 | epoch=19, current m_iou=0.6610805211908748
Round 7 | Best m_IoU is: 0.665, OA is: 0.915 | val costTime=122.82927775382996
Round 7 | ****EPOCH 19****
Step 00112750 L_out=0.047 Acc=0.85 ---12176.37 ms/batch
Step 00112800 L_out=0.145 Acc=0.89 ---34667.65 ms/batch
Step 00112850 L_out=0.063 Acc=0.94 ---56848.89 ms/batch
Step 00112900 L_out=0.109 Acc=0.94 ---79066.76 ms/batch
Step 00112950 L_out=0.131 Acc=0.95 ---101046.37 ms/batch
Step 00113000 L_out=0.235 Acc=0.90 ---123216.90 ms/batch
Step 00113050 L_out=0.061 Acc=0.91 ---145405.27 ms/batch
Step 00113100 L_out=0.105 Acc=0.94 ---167481.82 ms/batch
Step 00113150 L_out=0.035 Acc=0.93 ---189714.18 ms/batch
Step 00113200 L_out=0.082 Acc=0.94 ---211915.76 ms/batch
Step 00113250 L_out=0.051 Acc=0.89 ---233954.09 ms/batch
Step 00113300 L_out=0.008 Acc=0.93 ---255935.82 ms/batch
Step 00113350 L_out=0.043 Acc=0.92 ---278152.02 ms/batch
Round 7 | epoch=19, train costTime=295.70892810821533, | total_activation_sum=14914819
Round 7 | epoch=20, current m_iou=0.6700002531027615
Round 7 | Best m_IoU is: 0.670, OA is: 0.916 | val costTime=120.1821722984314
Round 7 | ****EPOCH 20****
Step 00113400 L_out=0.056 Acc=0.83 --- 4499.78 ms/batch
Step 00113450 L_out=0.030 Acc=0.93 ---26627.77 ms/batch
Step 00113500 L_out=0.171 Acc=0.94 ---48840.85 ms/batch
Step 00113550 L_out=0.062 Acc=0.89 ---70762.11 ms/batch
Step 00113600 L_out=0.133 Acc=0.93 ---92947.02 ms/batch
Step 00113650 L_out=0.083 Acc=0.92 ---115110.95 ms/batch
Step 00113700 L_out=0.176 Acc=0.79 ---137289.88 ms/batch
Step 00113750 L_out=0.022 Acc=0.89 ---159464.97 ms/batch
Step 00113800 L_out=0.022 Acc=0.96 ---181614.74 ms/batch
Step 00113850 L_out=0.155 Acc=0.92 ---203673.03 ms/batch
Step 00113900 L_out=0.026 Acc=0.93 ---225888.12 ms/batch
Step 00113950 L_out=0.040 Acc=0.92 ---247919.84 ms/batch
Step 00114000 L_out=0.185 Acc=0.95 ---270090.53 ms/batch
Step 00114050 L_out=0.039 Acc=0.97 ---292154.07 ms/batch
Round 7 | epoch=20, train costTime=295.2589764595032, | total_activation_sum=14763947
Round 7 | epoch=21, current m_iou=0.6649452917557923
Round 7 | Best m_IoU is: 0.670, OA is: 0.916 | val costTime=120.11896228790283
Round 7 | ****EPOCH 21****
Step 00114100 L_out=0.091 Acc=0.92 ---18994.13 ms/batch
Step 00114150 L_out=0.786 Acc=0.93 ---41053.03 ms/batch
Step 00114200 L_out=0.036 Acc=0.93 ---63222.69 ms/batch
Step 00114250 L_out=0.096 Acc=0.91 ---85365.60 ms/batch
Step 00114300 L_out=0.119 Acc=0.95 ---107444.93 ms/batch
Step 00114350 L_out=0.037 Acc=0.88 ---129534.30 ms/batch
Step 00114400 L_out=0.138 Acc=0.94 ---151560.09 ms/batch
Step 00114450 L_out=0.030 Acc=0.94 ---173464.99 ms/batch
Step 00114500 L_out=0.013 Acc=0.95 ---195615.99 ms/batch
Step 00114550 L_out=0.043 Acc=0.94 ---217829.43 ms/batch
Step 00114600 L_out=0.094 Acc=0.90 ---239748.99 ms/batch
Step 00114650 L_out=0.030 Acc=0.93 ---261860.47 ms/batch
Step 00114700 L_out=0.007 Acc=0.88 ---284081.98 ms/batch
Round 7 | epoch=21, train costTime=294.75866174697876, | total_activation_sum=14910444
Round 7 | epoch=22, current m_iou=0.6626558724489615
Round 7 | Best m_IoU is: 0.670, OA is: 0.916 | val costTime=119.81361150741577
Round 7 | ****EPOCH 22****
Step 00114750 L_out=0.010 Acc=0.97 ---11450.16 ms/batch
Step 00114800 L_out=0.100 Acc=0.86 ---33671.51 ms/batch
Step 00114850 L_out=0.089 Acc=0.93 ---55816.76 ms/batch
Step 00114900 L_out=0.084 Acc=0.91 ---78109.28 ms/batch
Step 00114950 L_out=0.062 Acc=0.94 ---100425.94 ms/batch
Step 00115000 L_out=0.088 Acc=0.83 ---122641.95 ms/batch
Step 00115050 L_out=0.055 Acc=0.91 ---144832.09 ms/batch
Step 00115100 L_out=0.035 Acc=0.97 ---166939.29 ms/batch
Step 00115150 L_out=0.042 Acc=0.90 ---189216.38 ms/batch
Step 00115200 L_out=0.053 Acc=0.91 ---211379.84 ms/batch
Step 00115250 L_out=0.046 Acc=0.93 ---233322.02 ms/batch
Step 00115300 L_out=0.089 Acc=0.93 ---255417.48 ms/batch
Step 00115350 L_out=0.090 Acc=0.83 ---277558.33 ms/batch
Round 7 | epoch=22, train costTime=295.6318166255951, | total_activation_sum=14762810
Round 7 | epoch=23, current m_iou=0.6618052716118064
Round 7 | Best m_IoU is: 0.670, OA is: 0.916 | val costTime=119.56374669075012
Round 7 | ****EPOCH 23****
Step 00115400 L_out=0.070 Acc=0.95 --- 3988.57 ms/batch
Step 00115450 L_out=0.068 Acc=0.94 ---26077.53 ms/batch
Step 00115500 L_out=0.143 Acc=0.90 ---48260.33 ms/batch
Step 00115550 L_out=0.093 Acc=0.90 ---70467.12 ms/batch
Step 00115600 L_out=0.033 Acc=0.95 ---92575.24 ms/batch
Step 00115650 L_out=0.101 Acc=0.93 ---114579.60 ms/batch
Step 00115700 L_out=0.125 Acc=0.93 ---136487.97 ms/batch
Step 00115750 L_out=0.055 Acc=0.93 ---158612.47 ms/batch
Step 00115800 L_out=0.319 Acc=0.94 ---180792.72 ms/batch
Step 00115850 L_out=0.013 Acc=0.95 ---202901.95 ms/batch
Step 00115900 L_out=0.136 Acc=0.93 ---224823.74 ms/batch
Step 00115950 L_out=0.100 Acc=0.92 ---246898.67 ms/batch
Step 00116000 L_out=0.115 Acc=0.91 ---269228.92 ms/batch
Step 00116050 L_out=0.151 Acc=0.90 ---291348.04 ms/batch
Round 7 | epoch=23, train costTime=294.9516050815582, | total_activation_sum=15023829
Round 7 | epoch=24, current m_iou=0.6584876299156399
Round 7 | Best m_IoU is: 0.670, OA is: 0.916 | val costTime=119.898029088974
Round 7 | ****EPOCH 24****
Step 00116100 L_out=0.042 Acc=0.97 ---18543.88 ms/batch
Step 00116150 L_out=0.093 Acc=0.85 ---40564.76 ms/batch
Step 00116200 L_out=0.107 Acc=0.93 ---62734.84 ms/batch
Step 00116250 L_out=0.039 Acc=0.95 ---84825.14 ms/batch
Step 00116300 L_out=0.036 Acc=0.96 ---106944.29 ms/batch
Step 00116350 L_out=0.048 Acc=0.94 ---129110.80 ms/batch
Step 00116400 L_out=0.047 Acc=0.85 ---151518.53 ms/batch
Step 00116450 L_out=0.106 Acc=0.89 ---173691.91 ms/batch
Step 00116500 L_out=0.026 Acc=0.93 ---195762.89 ms/batch
Step 00116550 L_out=0.074 Acc=0.94 ---217933.34 ms/batch
Step 00116600 L_out=0.067 Acc=0.91 ---240146.96 ms/batch
Step 00116650 L_out=0.126 Acc=0.92 ---262293.60 ms/batch
Step 00116700 L_out=0.048 Acc=0.92 ---284267.19 ms/batch
Round 7 | epoch=24, train costTime=295.3407828807831, | total_activation_sum=14846892
Round 7 | epoch=25, current m_iou=0.6606353933241023
Round 7 | Best m_IoU is: 0.670, OA is: 0.916 | val costTime=119.50884628295898
Round 7 | ****EPOCH 25****
Step 00116750 L_out=0.078 Acc=0.90 ---11094.91 ms/batch
Step 00116800 L_out=0.073 Acc=0.89 ---33216.43 ms/batch
Step 00116850 L_out=0.026 Acc=0.90 ---55312.04 ms/batch
Step 00116900 L_out=0.160 Acc=0.94 ---77419.36 ms/batch
Step 00116950 L_out=0.187 Acc=0.93 ---99563.92 ms/batch
Step 00117000 L_out=0.095 Acc=0.90 ---121598.24 ms/batch
Step 00117050 L_out=0.027 Acc=0.87 ---143713.70 ms/batch
Step 00117100 L_out=0.174 Acc=0.96 ---166020.85 ms/batch
Step 00117150 L_out=0.087 Acc=0.90 ---188645.42 ms/batch
Step 00117200 L_out=0.057 Acc=0.91 ---210831.52 ms/batch
Step 00117250 L_out=0.133 Acc=0.87 ---232892.31 ms/batch
Step 00117300 L_out=0.020 Acc=0.93 ---258117.49 ms/batch
Step 00117350 L_out=0.089 Acc=0.89 ---285387.95 ms/batch
Round 7 | epoch=25, train costTime=308.35482931137085, | total_activation_sum=15043401
Round 7 | epoch=26, current m_iou=0.6625747564386896
Round 7 | Best m_IoU is: 0.670, OA is: 0.916 | val costTime=151.6497507095337
Round 7 | ****EPOCH 26****
Step 00117400 L_out=0.043 Acc=0.93 --- 4379.65 ms/batch
Step 00117450 L_out=0.434 Acc=0.80 ---32216.45 ms/batch
Step 00117500 L_out=0.038 Acc=0.95 ---59367.46 ms/batch
Step 00117550 L_out=0.036 Acc=0.93 ---86948.95 ms/batch
Step 00117600 L_out=0.034 Acc=0.98 ---114159.20 ms/batch
Step 00117650 L_out=0.126 Acc=0.98 ---142149.28 ms/batch
Step 00117700 L_out=0.067 Acc=0.88 ---170476.31 ms/batch
Step 00117750 L_out=0.082 Acc=0.96 ---197849.70 ms/batch
Step 00117800 L_out=0.168 Acc=0.86 ---225158.35 ms/batch
Step 00117850 L_out=0.038 Acc=0.91 ---252864.92 ms/batch
Step 00117900 L_out=0.057 Acc=0.94 ---280123.00 ms/batch
Step 00117950 L_out=0.084 Acc=0.89 ---308108.65 ms/batch
Step 00118000 L_out=0.034 Acc=0.91 ---335658.77 ms/batch
Step 00118050 L_out=0.134 Acc=0.90 ---363063.47 ms/batch
Round 7 | epoch=26, train costTime=368.01244926452637, | total_activation_sum=14848771
Round 7 | epoch=27, current m_iou=0.6638901557217509
Round 7 | Best m_IoU is: 0.670, OA is: 0.916 | val costTime=159.54832792282104
Round 7 | ****EPOCH 27****
Step 00118100 L_out=0.158 Acc=0.95 ---22304.93 ms/batch
Step 00118150 L_out=0.036 Acc=0.83 ---49470.39 ms/batch
Step 00118200 L_out=0.020 Acc=0.96 ---76926.57 ms/batch
Step 00118250 L_out=0.124 Acc=0.88 ---104400.62 ms/batch
Step 00118300 L_out=0.049 Acc=0.93 ---131733.94 ms/batch
Step 00118350 L_out=0.067 Acc=0.95 ---159336.77 ms/batch
Step 00118400 L_out=0.031 Acc=0.89 ---186985.35 ms/batch
Step 00118450 L_out=0.043 Acc=0.92 ---215077.02 ms/batch
Step 00118500 L_out=0.068 Acc=0.89 ---242459.54 ms/batch
Step 00118550 L_out=0.148 Acc=0.92 ---269703.55 ms/batch
Step 00118600 L_out=0.110 Acc=0.91 ---297073.92 ms/batch
Step 00118650 L_out=0.123 Acc=0.93 ---324456.98 ms/batch
Step 00118700 L_out=0.151 Acc=0.93 ---355381.48 ms/batch
Round 7 | epoch=27, train costTime=369.65735507011414, | total_activation_sum=14803028
Round 7 | epoch=28, current m_iou=0.661495928601215
Round 7 | Best m_IoU is: 0.670, OA is: 0.916 | val costTime=170.55544447898865
Round 7 | ****EPOCH 28****
Step 00118750 L_out=0.052 Acc=0.91 ---12937.24 ms/batch
Step 00118800 L_out=0.012 Acc=0.95 ---40246.70 ms/batch
Step 00118850 L_out=0.004 Acc=0.95 ---67717.60 ms/batch
Step 00118900 L_out=0.123 Acc=0.96 ---95946.38 ms/batch
Step 00118950 L_out=0.083 Acc=0.93 ---123182.03 ms/batch
Step 00119000 L_out=0.027 Acc=0.91 ---150531.41 ms/batch
Step 00119050 L_out=0.118 Acc=0.95 ---178341.74 ms/batch
Step 00119100 L_out=0.039 Acc=0.92 ---205807.42 ms/batch
Step 00119150 L_out=0.055 Acc=0.89 ---233573.79 ms/batch
Step 00119200 L_out=0.106 Acc=0.92 ---260825.03 ms/batch
Step 00119250 L_out=0.091 Acc=0.93 ---288048.53 ms/batch
Step 00119300 L_out=0.100 Acc=0.92 ---315489.23 ms/batch
Step 00119350 L_out=0.069 Acc=0.94 ---342897.55 ms/batch
Round 7 | epoch=28, train costTime=366.06333351135254, | total_activation_sum=14972546
Round 7 | epoch=29, current m_iou=0.6605224646580976
Round 7 | Best m_IoU is: 0.670, OA is: 0.916 | val costTime=177.27271056175232
Round 7 | ****EPOCH 29****
Step 00119400 L_out=0.092 Acc=0.94 --- 5157.01 ms/batch
Step 00119450 L_out=0.126 Acc=0.93 ---42909.18 ms/batch
Step 00119500 L_out=0.177 Acc=0.93 ---79584.42 ms/batch
Step 00119550 L_out=0.127 Acc=0.92 ---116216.55 ms/batch
Step 00119600 L_out=0.029 Acc=0.92 ---150696.51 ms/batch
Step 00119650 L_out=0.041 Acc=0.94 ---177850.33 ms/batch
Step 00119700 L_out=0.104 Acc=0.93 ---204239.79 ms/batch
Step 00119750 L_out=0.065 Acc=0.92 ---230560.87 ms/batch
Step 00119800 L_out=0.041 Acc=0.98 ---257007.45 ms/batch
Step 00119850 L_out=0.044 Acc=0.96 ---283410.75 ms/batch
Step 00119900 L_out=0.026 Acc=0.95 ---309863.40 ms/batch
Step 00119950 L_out=0.054 Acc=0.94 ---335962.89 ms/batch
Step 00120000 L_out=0.265 Acc=0.90 ---362377.36 ms/batch
Step 00120050 L_out=0.038 Acc=0.92 ---388683.64 ms/batch
Round 7 | epoch=29, train costTime=394.2252502441406, | total_activation_sum=14871212
Round 7 | epoch=30, current m_iou=0.6629992924041739
Round 7 | Best m_IoU is: 0.670, OA is: 0.916 | val costTime=154.83375549316406
Round 7 | ****EPOCH 30****
Round 8 | ****EPOCH 0****
Step 00120100 L_out=0.740 Acc=0.83 ---21832.40 ms/batch
Step 00120150 L_out=1.747 Acc=0.81 ---49695.59 ms/batch
Step 00120200 L_out=0.333 Acc=0.83 ---77230.41 ms/batch
Step 00120250 L_out=0.245 Acc=0.74 ---104514.94 ms/batch
Step 00120300 L_out=0.190 Acc=0.79 ---131894.00 ms/batch
Step 00120350 L_out=0.940 Acc=0.67 ---159272.51 ms/batch
Step 00120400 L_out=0.784 Acc=0.72 ---186540.88 ms/batch
Step 00120450 L_out=0.249 Acc=0.85 ---213912.56 ms/batch
Step 00120500 L_out=0.271 Acc=0.95 ---241503.42 ms/batch
Step 00120550 L_out=0.090 Acc=0.92 ---268297.01 ms/batch
Step 00120600 L_out=0.490 Acc=0.87 ---294976.83 ms/batch
Step 00120650 L_out=0.274 Acc=0.82 ---322140.47 ms/batch
Step 00120700 L_out=0.075 Acc=0.87 ---349129.44 ms/batch
Round 8 | epoch=0, train costTime=364.048796415329, | total_activation_sum=15878584
Round 8 | epoch=1, current m_iou=0.5734978441314258
Round 8 | Best m_IoU is: 0.573, OA is: 0.879 | val costTime=157.74364042282104
Round 8 | ****EPOCH 1****
Step 00120750 L_out=0.109 Acc=0.91 ---12883.30 ms/batch
Step 00120800 L_out=0.260 Acc=0.91 ---40490.70 ms/batch
Step 00120850 L_out=0.117 Acc=0.87 ---67473.77 ms/batch
Step 00120900 L_out=0.166 Acc=0.84 ---94719.11 ms/batch
Step 00120950 L_out=0.240 Acc=0.86 ---121970.02 ms/batch
Step 00121000 L_out=0.207 Acc=0.87 ---149114.36 ms/batch
Step 00121050 L_out=0.107 Acc=0.95 ---176402.75 ms/batch
Step 00121100 L_out=0.110 Acc=0.89 ---203897.40 ms/batch
Step 00121150 L_out=0.185 Acc=0.72 ---231543.76 ms/batch
Step 00121200 L_out=0.278 Acc=0.91 ---259064.86 ms/batch
Step 00121250 L_out=0.073 Acc=0.80 ---286343.29 ms/batch
Step 00121300 L_out=0.292 Acc=0.87 ---313722.40 ms/batch
Step 00121350 L_out=0.347 Acc=0.83 ---341056.24 ms/batch
Round 8 | epoch=1, train costTime=365.5874466896057, | total_activation_sum=16479558
Round 8 | epoch=2, current m_iou=0.637735751027726
Round 8 | Best m_IoU is: 0.638, OA is: 0.903 | val costTime=153.92794823646545
Round 8 | ****EPOCH 2****
Step 00121400 L_out=0.197 Acc=0.84 --- 3192.05 ms/batch
Step 00121450 L_out=0.140 Acc=0.95 ---29567.89 ms/batch
Step 00121500 L_out=0.089 Acc=0.87 ---56197.19 ms/batch
Step 00121550 L_out=0.077 Acc=0.91 ---82844.37 ms/batch
Step 00121600 L_out=0.086 Acc=0.91 ---109474.72 ms/batch
Step 00121650 L_out=0.201 Acc=0.87 ---135613.90 ms/batch
Step 00121700 L_out=0.195 Acc=0.76 ---161317.65 ms/batch
Step 00121750 L_out=0.121 Acc=0.89 ---187514.90 ms/batch
Step 00121800 L_out=0.674 Acc=0.85 ---214015.18 ms/batch
Step 00121850 L_out=0.204 Acc=0.93 ---240659.82 ms/batch
Step 00121900 L_out=0.129 Acc=0.85 ---266947.86 ms/batch
Step 00121950 L_out=0.100 Acc=0.93 ---293351.43 ms/batch
Step 00122000 L_out=0.154 Acc=0.94 ---320956.81 ms/batch
Step 00122050 L_out=0.078 Acc=0.83 ---347448.62 ms/batch
Round 8 | epoch=2, train costTime=353.10096740722656, | total_activation_sum=16446539
Round 8 | epoch=3, current m_iou=0.6566902518469964
Round 8 | Best m_IoU is: 0.657, OA is: 0.913 | val costTime=156.5058925151825
Round 8 | ****EPOCH 3****
Step 00122100 L_out=0.289 Acc=0.92 ---21136.49 ms/batch
Step 00122150 L_out=0.078 Acc=0.91 ---48167.54 ms/batch
Step 00122200 L_out=0.178 Acc=0.93 ---75585.30 ms/batch
Step 00122250 L_out=0.077 Acc=0.91 ---102564.00 ms/batch
Step 00122300 L_out=0.108 Acc=0.91 ---130138.11 ms/batch
Step 00122350 L_out=0.040 Acc=0.90 ---157196.15 ms/batch
Step 00122400 L_out=0.199 Acc=0.92 ---184562.55 ms/batch
Step 00122450 L_out=0.237 Acc=0.89 ---212646.36 ms/batch
Step 00122500 L_out=0.184 Acc=0.90 ---240378.56 ms/batch
Step 00122550 L_out=0.109 Acc=0.94 ---268219.70 ms/batch
Step 00122600 L_out=0.089 Acc=0.96 ---295100.61 ms/batch
Step 00122650 L_out=0.050 Acc=0.93 ---323061.29 ms/batch
Step 00122700 L_out=0.036 Acc=0.90 ---350867.47 ms/batch
Round 8 | epoch=3, train costTime=366.21821665763855, | total_activation_sum=16413855
Round 8 | epoch=4, current m_iou=0.6157795047711189
Round 8 | Best m_IoU is: 0.657, OA is: 0.913 | val costTime=159.18814539909363
Round 8 | ****EPOCH 4****
Step 00122750 L_out=0.035 Acc=0.96 ---12228.79 ms/batch
Step 00122800 L_out=0.266 Acc=0.87 ---39392.40 ms/batch
Step 00122850 L_out=0.199 Acc=0.93 ---66205.99 ms/batch
Step 00122900 L_out=0.115 Acc=0.90 ---93703.41 ms/batch
Step 00122950 L_out=0.431 Acc=0.59 ---121160.57 ms/batch
Step 00123000 L_out=0.047 Acc=0.94 ---148596.61 ms/batch
Step 00123050 L_out=0.085 Acc=0.95 ---176373.13 ms/batch
Step 00123100 L_out=0.056 Acc=0.93 ---203304.65 ms/batch
Step 00123150 L_out=0.095 Acc=0.93 ---230680.57 ms/batch
Step 00123200 L_out=0.016 Acc=0.94 ---257730.61 ms/batch
Step 00123250 L_out=0.273 Acc=0.88 ---285275.61 ms/batch
Step 00123300 L_out=0.204 Acc=0.87 ---312207.54 ms/batch
Step 00123350 L_out=0.093 Acc=0.90 ---339089.83 ms/batch
Round 8 | epoch=4, train costTime=363.7871153354645, | total_activation_sum=16418581
Round 8 | epoch=5, current m_iou=0.6638674797551269
Round 8 | Best m_IoU is: 0.664, OA is: 0.913 | val costTime=156.76064777374268
Round 8 | ****EPOCH 5****
Step 00123400 L_out=0.096 Acc=0.88 --- 2677.31 ms/batch
Step 00123450 L_out=0.083 Acc=0.95 ---30391.63 ms/batch
Step 00123500 L_out=0.148 Acc=0.84 ---57693.09 ms/batch
Step 00123550 L_out=0.072 Acc=0.92 ---84984.37 ms/batch
Step 00123600 L_out=0.105 Acc=0.89 ---112292.09 ms/batch
Step 00123650 L_out=0.083 Acc=0.90 ---139312.94 ms/batch
Step 00123700 L_out=0.146 Acc=0.93 ---166468.84 ms/batch
Step 00123750 L_out=0.136 Acc=0.88 ---193928.43 ms/batch
Step 00123800 L_out=0.238 Acc=0.87 ---221991.93 ms/batch
Step 00123850 L_out=0.075 Acc=0.94 ---249233.12 ms/batch
Step 00123900 L_out=0.213 Acc=0.92 ---276688.80 ms/batch
Step 00123950 L_out=0.181 Acc=0.83 ---303946.26 ms/batch
Step 00124000 L_out=0.057 Acc=0.87 ---331021.11 ms/batch
Step 00124050 L_out=0.084 Acc=0.88 ---358500.66 ms/batch
Round 8 | epoch=5, train costTime=365.29328441619873, | total_activation_sum=16343269
Round 8 | epoch=6, current m_iou=0.6485816265757891
Round 8 | Best m_IoU is: 0.664, OA is: 0.913 | val costTime=157.79787349700928
Round 8 | ****EPOCH 6****
Step 00124100 L_out=0.250 Acc=0.91 ---20831.41 ms/batch
Step 00124150 L_out=0.115 Acc=0.83 ---48704.61 ms/batch
Step 00124200 L_out=0.118 Acc=0.89 ---75798.63 ms/batch
Step 00124250 L_out=0.075 Acc=0.90 ---103167.10 ms/batch
Step 00124300 L_out=0.158 Acc=0.94 ---129831.34 ms/batch
Step 00124350 L_out=0.195 Acc=0.91 ---156928.80 ms/batch
Step 00124400 L_out=0.196 Acc=0.89 ---184232.31 ms/batch
Step 00124450 L_out=0.043 Acc=0.94 ---210889.48 ms/batch
Step 00124500 L_out=0.791 Acc=0.87 ---237290.34 ms/batch
Step 00124550 L_out=0.133 Acc=0.85 ---263326.45 ms/batch
Step 00124600 L_out=0.087 Acc=0.92 ---290350.21 ms/batch
Step 00124650 L_out=0.032 Acc=0.97 ---317253.80 ms/batch
Step 00124700 L_out=0.081 Acc=0.97 ---343692.45 ms/batch
Round 8 | epoch=6, train costTime=359.1650140285492, | total_activation_sum=16441422
Round 8 | epoch=7, current m_iou=0.6610621591551147
Round 8 | Best m_IoU is: 0.664, OA is: 0.913 | val costTime=154.79686427116394
Round 8 | ****EPOCH 7****
Step 00124750 L_out=0.320 Acc=0.86 ---11133.40 ms/batch
Step 00124800 L_out=0.305 Acc=0.95 ---38294.57 ms/batch
Step 00124850 L_out=0.160 Acc=0.95 ---64761.89 ms/batch
Step 00124900 L_out=0.047 Acc=0.93 ---91773.96 ms/batch
Step 00124950 L_out=0.082 Acc=0.92 ---118971.60 ms/batch
Step 00125000 L_out=0.093 Acc=0.92 ---146251.99 ms/batch
Step 00125050 L_out=0.088 Acc=0.90 ---173078.27 ms/batch
Step 00125100 L_out=0.095 Acc=0.90 ---197538.44 ms/batch
Step 00125150 L_out=0.140 Acc=0.94 ---219936.55 ms/batch
Step 00125200 L_out=0.024 Acc=0.79 ---244289.09 ms/batch
Step 00125250 L_out=0.307 Acc=0.85 ---271319.59 ms/batch
Step 00125300 L_out=0.096 Acc=0.94 ---297983.76 ms/batch
Step 00125350 L_out=0.128 Acc=0.88 ---324712.99 ms/batch
Round 8 | epoch=7, train costTime=348.9857816696167, | total_activation_sum=16476508
Round 8 | epoch=8, current m_iou=0.6556397680806318
Round 8 | Best m_IoU is: 0.664, OA is: 0.913 | val costTime=154.4985110759735
Round 8 | ****EPOCH 8****
Step 00125400 L_out=0.114 Acc=0.92 --- 2118.76 ms/batch
Step 00125450 L_out=0.330 Acc=0.92 ---28370.78 ms/batch
Step 00125500 L_out=0.157 Acc=0.89 ---54782.13 ms/batch
Step 00125550 L_out=0.247 Acc=0.86 ---81473.23 ms/batch
Step 00125600 L_out=0.040 Acc=0.89 ---108066.63 ms/batch
Step 00125650 L_out=0.088 Acc=0.87 ---134747.79 ms/batch
Step 00125700 L_out=0.070 Acc=0.94 ---161239.77 ms/batch
Step 00125750 L_out=0.115 Acc=0.88 ---187754.71 ms/batch
Step 00125800 L_out=0.060 Acc=0.87 ---214199.75 ms/batch
Step 00125850 L_out=0.083 Acc=0.93 ---241024.41 ms/batch
Step 00125900 L_out=0.061 Acc=0.96 ---268226.44 ms/batch
Step 00125950 L_out=0.032 Acc=0.95 ---295587.83 ms/batch
Step 00126000 L_out=0.071 Acc=0.90 ---322521.95 ms/batch
Step 00126050 L_out=3.285 Acc=0.80 ---350594.64 ms/batch
Round 8 | epoch=8, train costTime=357.7215552330017, | total_activation_sum=16401766
Round 8 | epoch=9, current m_iou=0.6448660727920472
Round 8 | Best m_IoU is: 0.664, OA is: 0.913 | val costTime=160.89295554161072
Round 8 | ****EPOCH 9****
Step 00126100 L_out=0.545 Acc=0.84 ---20036.68 ms/batch
Step 00126150 L_out=0.159 Acc=0.93 ---47531.58 ms/batch
Step 00126200 L_out=0.082 Acc=0.92 ---75286.29 ms/batch
Step 00126250 L_out=0.438 Acc=0.78 ---102517.07 ms/batch
Step 00126300 L_out=0.056 Acc=0.92 ---130459.80 ms/batch
Step 00126350 L_out=0.084 Acc=0.95 ---157723.85 ms/batch
Step 00126400 L_out=0.087 Acc=0.88 ---184803.22 ms/batch
Step 00126450 L_out=0.096 Acc=0.93 ---212541.88 ms/batch
Step 00126500 L_out=0.143 Acc=0.89 ---240259.15 ms/batch
Step 00126550 L_out=0.234 Acc=0.95 ---268459.08 ms/batch
Step 00126600 L_out=0.145 Acc=0.82 ---295967.89 ms/batch
Step 00126650 L_out=0.102 Acc=0.95 ---323304.81 ms/batch
Step 00126700 L_out=0.036 Acc=0.94 ---350607.52 ms/batch
Round 8 | epoch=9, train costTime=366.9607710838318, | total_activation_sum=16437335
Round 8 | epoch=10, current m_iou=0.6500775383933659
Round 8 | Best m_IoU is: 0.664, OA is: 0.913 | val costTime=153.69796895980835
Round 8 | ****EPOCH 10****
Step 00126750 L_out=0.082 Acc=0.83 ---10660.07 ms/batch
Step 00126800 L_out=0.044 Acc=0.94 ---37398.82 ms/batch
Step 00126850 L_out=0.053 Acc=0.94 ---63696.62 ms/batch
Step 00126900 L_out=0.053 Acc=0.93 ---89784.09 ms/batch
Step 00126950 L_out=0.098 Acc=0.93 ---116318.44 ms/batch
Step 00127000 L_out=0.116 Acc=0.92 ---143021.86 ms/batch
Step 00127050 L_out=0.133 Acc=0.91 ---170355.06 ms/batch
Step 00127100 L_out=0.154 Acc=0.89 ---197939.16 ms/batch
Step 00127150 L_out=0.094 Acc=0.95 ---225620.72 ms/batch
Step 00127200 L_out=0.062 Acc=0.95 ---253220.24 ms/batch
Step 00127250 L_out=0.089 Acc=0.94 ---281066.81 ms/batch
Step 00127300 L_out=0.075 Acc=0.87 ---307540.00 ms/batch
Step 00127350 L_out=0.044 Acc=0.93 ---334634.87 ms/batch
Round 8 | epoch=10, train costTime=359.80314779281616, | total_activation_sum=16322969
Round 8 | epoch=11, current m_iou=0.6528189063994968
Round 8 | Best m_IoU is: 0.664, OA is: 0.913 | val costTime=158.04229545593262
Round 8 | ****EPOCH 11****
Step 00127400 L_out=0.157 Acc=0.89 --- 1477.33 ms/batch
Step 00127450 L_out=0.119 Acc=0.94 ---27659.83 ms/batch
Step 00127500 L_out=0.049 Acc=0.90 ---54140.96 ms/batch
Step 00127550 L_out=0.129 Acc=0.93 ---80734.11 ms/batch
Step 00127600 L_out=0.150 Acc=0.90 ---106671.33 ms/batch
Step 00127650 L_out=0.075 Acc=0.95 ---133202.50 ms/batch
Step 00127700 L_out=0.064 Acc=0.88 ---160078.00 ms/batch
Step 00127750 L_out=0.371 Acc=0.94 ---186319.29 ms/batch
Step 00127800 L_out=0.229 Acc=0.89 ---212728.48 ms/batch
Step 00127850 L_out=0.122 Acc=0.93 ---239293.48 ms/batch
Step 00127900 L_out=0.030 Acc=0.96 ---265519.96 ms/batch
Step 00127950 L_out=0.218 Acc=0.83 ---291695.42 ms/batch
Step 00128000 L_out=0.080 Acc=0.93 ---317488.54 ms/batch
Step 00128050 L_out=0.045 Acc=0.90 ---342696.26 ms/batch
Round 8 | epoch=11, train costTime=349.8084580898285, | total_activation_sum=16452861
Round 8 | epoch=12, current m_iou=0.656595262442087
Round 8 | Best m_IoU is: 0.664, OA is: 0.913 | val costTime=146.54446458816528
Round 8 | ****EPOCH 12****
Step 00128100 L_out=0.082 Acc=0.91 ---18311.25 ms/batch
Step 00128150 L_out=0.105 Acc=0.91 ---43853.63 ms/batch
Step 00128200 L_out=0.134 Acc=0.91 ---69963.36 ms/batch
Step 00128250 L_out=0.066 Acc=0.93 ---95555.97 ms/batch
Step 00128300 L_out=0.052 Acc=0.93 ---120968.52 ms/batch
Step 00128350 L_out=0.135 Acc=0.90 ---146356.50 ms/batch
Step 00128400 L_out=0.270 Acc=0.89 ---171939.91 ms/batch
Step 00128450 L_out=0.707 Acc=0.83 ---197260.75 ms/batch
Step 00128500 L_out=0.062 Acc=0.91 ---223102.56 ms/batch
Step 00128550 L_out=0.029 Acc=0.90 ---248752.29 ms/batch
Step 00128600 L_out=0.044 Acc=0.95 ---274684.42 ms/batch
Step 00128650 L_out=0.078 Acc=0.92 ---300835.32 ms/batch
Step 00128700 L_out=0.076 Acc=0.90 ---326481.77 ms/batch
Round 8 | epoch=12, train costTime=342.1572177410126, | total_activation_sum=16430104
Round 8 | epoch=13, current m_iou=0.6664797502176774
Round 8 | Best m_IoU is: 0.666, OA is: 0.914 | val costTime=147.2467520236969
Round 8 | ****EPOCH 13****
Step 00128750 L_out=0.156 Acc=0.87 --- 9710.29 ms/batch
Step 00128800 L_out=0.090 Acc=0.90 ---35472.08 ms/batch
Step 00128850 L_out=0.041 Acc=0.97 ---61048.27 ms/batch
Step 00128900 L_out=0.161 Acc=0.95 ---86825.24 ms/batch
Step 00128950 L_out=0.237 Acc=0.89 ---112421.05 ms/batch
Step 00129000 L_out=0.110 Acc=0.92 ---138139.53 ms/batch
Step 00129050 L_out=0.148 Acc=0.87 ---163698.57 ms/batch
Step 00129100 L_out=0.151 Acc=0.93 ---189104.80 ms/batch
Step 00129150 L_out=0.078 Acc=0.83 ---214912.76 ms/batch
Step 00129200 L_out=0.053 Acc=0.92 ---241103.88 ms/batch
Step 00129250 L_out=0.071 Acc=0.92 ---267081.20 ms/batch
Step 00129300 L_out=0.171 Acc=0.84 ---292620.46 ms/batch
Step 00129350 L_out=0.090 Acc=0.93 ---318503.90 ms/batch
Round 8 | epoch=13, train costTime=343.58363938331604, | total_activation_sum=16466058
Round 8 | epoch=14, current m_iou=0.6667601093673154
Round 8 | Best m_IoU is: 0.667, OA is: 0.913 | val costTime=149.32915806770325
Round 8 | ****EPOCH 14****
Step 00129400 L_out=0.130 Acc=0.81 ---  973.60 ms/batch
Step 00129450 L_out=0.166 Acc=0.88 ---27015.48 ms/batch
Step 00129500 L_out=0.093 Acc=0.87 ---52830.10 ms/batch
Step 00129550 L_out=0.058 Acc=0.89 ---78326.68 ms/batch
Step 00129600 L_out=0.094 Acc=0.94 ---103986.27 ms/batch
Step 00129650 L_out=0.227 Acc=0.85 ---129535.66 ms/batch
Step 00129700 L_out=0.040 Acc=0.88 ---155108.96 ms/batch
Step 00129750 L_out=0.037 Acc=0.97 ---181553.47 ms/batch
Step 00129800 L_out=0.027 Acc=0.92 ---207445.45 ms/batch
Step 00129850 L_out=0.343 Acc=0.87 ---233564.70 ms/batch
Step 00129900 L_out=0.256 Acc=0.94 ---260541.27 ms/batch
Step 00129950 L_out=0.037 Acc=0.89 ---286777.59 ms/batch
Step 00130000 L_out=0.091 Acc=0.96 ---313326.38 ms/batch
Step 00130050 L_out=0.047 Acc=0.93 ---339495.87 ms/batch
Round 8 | epoch=14, train costTime=347.2825491428375, | total_activation_sum=16411389
Round 8 | epoch=15, current m_iou=0.6700062726085744
Round 8 | Best m_IoU is: 0.670, OA is: 0.915 | val costTime=152.67785358428955
Round 8 | ****EPOCH 15****
Step 00130100 L_out=0.091 Acc=0.92 ---18052.83 ms/batch
Step 00130150 L_out=0.049 Acc=0.94 ---44086.45 ms/batch
Step 00130200 L_out=0.066 Acc=0.94 ---69719.89 ms/batch
Step 00130250 L_out=0.056 Acc=0.96 ---95903.57 ms/batch
Step 00130300 L_out=0.062 Acc=0.93 ---121821.23 ms/batch
Step 00130350 L_out=0.072 Acc=0.91 ---147759.22 ms/batch
Step 00130400 L_out=0.079 Acc=0.90 ---173093.21 ms/batch
Step 00130450 L_out=0.141 Acc=0.91 ---198773.38 ms/batch
Step 00130500 L_out=0.053 Acc=0.96 ---224370.57 ms/batch
Step 00130550 L_out=0.033 Acc=0.89 ---255301.21 ms/batch
Step 00130600 L_out=0.059 Acc=0.94 ---288564.64 ms/batch
Step 00130650 L_out=0.060 Acc=0.92 ---321176.79 ms/batch
Step 00130700 L_out=0.114 Acc=0.96 ---354654.27 ms/batch
Round 8 | epoch=15, train costTime=375.42386198043823, | total_activation_sum=16339837
Round 8 | epoch=16, current m_iou=0.6690241541659658
Round 8 | Best m_IoU is: 0.670, OA is: 0.915 | val costTime=183.6911542415619
Round 8 | ****EPOCH 16****
Step 00130750 L_out=0.197 Acc=0.91 ---12141.23 ms/batch
Step 00130800 L_out=0.084 Acc=0.93 ---57894.88 ms/batch
Step 00130850 L_out=0.033 Acc=0.93 ---107726.13 ms/batch
Step 00130900 L_out=0.019 Acc=0.93 ---156370.99 ms/batch
Step 00130950 L_out=0.051 Acc=0.88 ---189571.21 ms/batch
Step 00131000 L_out=0.137 Acc=0.92 ---222956.07 ms/batch
Step 00131050 L_out=0.387 Acc=0.93 ---256607.32 ms/batch
Step 00131100 L_out=0.095 Acc=0.95 ---297716.07 ms/batch
Step 00131150 L_out=0.109 Acc=0.93 ---338286.40 ms/batch
Step 00131200 L_out=0.107 Acc=0.91 ---372212.49 ms/batch
Step 00131250 L_out=0.067 Acc=0.92 ---405308.90 ms/batch
Step 00131300 L_out=0.089 Acc=0.96 ---439117.29 ms/batch
Step 00131350 L_out=0.046 Acc=0.94 ---489360.12 ms/batch
Round 8 | epoch=16, train costTime=538.6127109527588, | total_activation_sum=16356493
Round 8 | epoch=17, current m_iou=0.6715510483223436
Round 8 | Best m_IoU is: 0.672, OA is: 0.916 | val costTime=225.6212351322174
Round 8 | ****EPOCH 17****
Step 00131400 L_out=0.138 Acc=0.94 ---  790.40 ms/batch
Step 00131450 L_out=0.080 Acc=0.93 ---42125.01 ms/batch
Step 00131500 L_out=0.106 Acc=0.96 ---83108.24 ms/batch
Step 00131550 L_out=0.020 Acc=0.98 ---123738.35 ms/batch
Step 00131600 L_out=0.076 Acc=0.93 ---164298.78 ms/batch
Step 00131650 L_out=0.042 Acc=0.97 ---205071.90 ms/batch
Step 00131700 L_out=0.160 Acc=0.93 ---241568.44 ms/batch
Step 00131750 L_out=0.180 Acc=0.85 ---277696.80 ms/batch
Step 00131800 L_out=0.055 Acc=0.94 ---313689.10 ms/batch
Step 00131850 L_out=0.252 Acc=0.85 ---348376.66 ms/batch
Step 00131900 L_out=0.063 Acc=0.82 ---384443.37 ms/batch
Step 00131950 L_out=0.085 Acc=0.91 ---420867.47 ms/batch
Step 00132000 L_out=0.407 Acc=0.87 ---456754.50 ms/batch
Step 00132050 L_out=0.092 Acc=0.89 ---492920.14 ms/batch
Round 8 | epoch=17, train costTime=504.62805247306824, | total_activation_sum=16437244
Round 8 | epoch=18, current m_iou=0.6691755036256799
Round 8 | Best m_IoU is: 0.672, OA is: 0.916 | val costTime=165.35596418380737
Round 8 | ****EPOCH 18****
Step 00132100 L_out=0.052 Acc=0.86 ---24539.10 ms/batch
Step 00132150 L_out=0.043 Acc=0.90 ---60898.25 ms/batch
Step 00132200 L_out=0.099 Acc=0.94 ---96984.80 ms/batch
Step 00132250 L_out=0.043 Acc=0.92 ---133120.79 ms/batch
Step 00132300 L_out=0.097 Acc=0.92 ---169350.19 ms/batch
Step 00132350 L_out=0.042 Acc=0.97 ---205647.56 ms/batch
Step 00132400 L_out=0.044 Acc=0.95 ---241871.30 ms/batch
Step 00132450 L_out=0.066 Acc=0.91 ---278217.02 ms/batch
Step 00132500 L_out=0.169 Acc=0.88 ---314559.34 ms/batch
Step 00132550 L_out=0.137 Acc=0.89 ---349660.65 ms/batch
Step 00132600 L_out=0.043 Acc=0.92 ---385953.04 ms/batch
Step 00132650 L_out=0.079 Acc=0.81 ---421834.71 ms/batch
Step 00132700 L_out=0.095 Acc=0.97 ---457997.67 ms/batch
Round 8 | epoch=18, train costTime=481.79998326301575, | total_activation_sum=16466822
Round 8 | epoch=19, current m_iou=0.6684175925445314
Round 8 | Best m_IoU is: 0.672, OA is: 0.916 | val costTime=163.40381979942322
Round 8 | ****EPOCH 19****
Step 00132750 L_out=0.233 Acc=0.89 ---12451.30 ms/batch
Step 00132800 L_out=0.058 Acc=0.91 ---47262.96 ms/batch
Step 00132850 L_out=0.023 Acc=0.91 ---83633.79 ms/batch
Step 00132900 L_out=0.082 Acc=0.87 ---119954.01 ms/batch
Step 00132950 L_out=0.062 Acc=0.89 ---156159.86 ms/batch
Step 00133000 L_out=0.043 Acc=0.95 ---192194.97 ms/batch
Step 00133050 L_out=0.048 Acc=0.96 ---228320.16 ms/batch
Step 00133100 L_out=0.124 Acc=0.93 ---264314.65 ms/batch
Step 00133150 L_out=0.166 Acc=0.95 ---300294.88 ms/batch
Step 00133200 L_out=0.076 Acc=0.92 ---336388.22 ms/batch
Step 00133250 L_out=0.070 Acc=0.92 ---372506.40 ms/batch
Step 00133300 L_out=0.047 Acc=0.94 ---407823.92 ms/batch
Step 00133350 L_out=0.023 Acc=0.91 ---443796.35 ms/batch
Step 00133400 L_out=0.109 Acc=0.93 ---480063.75 ms/batch
Round 8 | epoch=19, train costTime=480.0638644695282, | total_activation_sum=16484074
Round 8 | epoch=20, current m_iou=0.670624470608232
Round 8 | Best m_IoU is: 0.672, OA is: 0.916 | val costTime=159.71036028862
Round 8 | ****EPOCH 20****
Step 00133450 L_out=0.072 Acc=0.93 ---36452.46 ms/batch
Step 00133500 L_out=0.017 Acc=0.93 ---72463.69 ms/batch
Step 00133550 L_out=0.016 Acc=0.96 ---107747.43 ms/batch
Step 00133600 L_out=0.050 Acc=0.94 ---143929.27 ms/batch
Step 00133650 L_out=0.039 Acc=0.94 ---180399.54 ms/batch
Step 00133700 L_out=0.070 Acc=0.94 ---216537.33 ms/batch
Step 00133750 L_out=0.221 Acc=0.88 ---252657.70 ms/batch
Step 00133800 L_out=0.061 Acc=0.91 ---288590.65 ms/batch
Step 00133850 L_out=0.039 Acc=0.92 ---324712.83 ms/batch
Step 00133900 L_out=0.087 Acc=0.94 ---360852.79 ms/batch
Step 00133950 L_out=0.202 Acc=0.86 ---397359.05 ms/batch
Step 00134000 L_out=0.139 Acc=0.92 ---432310.73 ms/batch
Step 00134050 L_out=0.026 Acc=0.90 ---468514.27 ms/batch
Round 8 | epoch=20, train costTime=480.9386520385742, | total_activation_sum=16391060
Round 8 | epoch=21, current m_iou=0.665827352249923
Round 8 | Best m_IoU is: 0.672, OA is: 0.916 | val costTime=160.11061310768127
Round 8 | ****EPOCH 21****
Step 00134100 L_out=0.090 Acc=0.89 ---23857.80 ms/batch
Step 00134150 L_out=0.046 Acc=0.94 ---60049.19 ms/batch
Step 00134200 L_out=0.031 Acc=0.89 ---96391.73 ms/batch
Step 00134250 L_out=0.013 Acc=0.92 ---131370.96 ms/batch
Step 00134300 L_out=0.029 Acc=0.85 ---167737.30 ms/batch
Step 00134350 L_out=0.065 Acc=0.94 ---203812.18 ms/batch
Step 00134400 L_out=0.110 Acc=0.85 ---239550.23 ms/batch
Step 00134450 L_out=0.089 Acc=0.87 ---275779.72 ms/batch
Step 00134500 L_out=0.074 Acc=0.88 ---311983.34 ms/batch
Step 00134550 L_out=0.108 Acc=0.91 ---348276.45 ms/batch
Step 00134600 L_out=0.119 Acc=0.95 ---384369.34 ms/batch
Step 00134650 L_out=0.103 Acc=0.88 ---420849.41 ms/batch
Step 00134700 L_out=0.030 Acc=0.92 ---457214.48 ms/batch
Round 8 | epoch=21, train costTime=480.7068202495575, | total_activation_sum=16407988
Round 8 | epoch=22, current m_iou=0.6693431978788794
Round 8 | Best m_IoU is: 0.672, OA is: 0.916 | val costTime=160.08837175369263
Round 8 | ****EPOCH 22****
Step 00134750 L_out=0.113 Acc=0.94 ---11537.21 ms/batch
Step 00134800 L_out=0.046 Acc=0.94 ---47945.05 ms/batch
Step 00134850 L_out=0.073 Acc=0.90 ---84006.59 ms/batch
Step 00134900 L_out=0.082 Acc=0.94 ---120197.03 ms/batch
Step 00134950 L_out=0.058 Acc=0.90 ---156229.65 ms/batch
Step 00135000 L_out=0.061 Acc=0.91 ---191615.14 ms/batch
Step 00135050 L_out=0.120 Acc=0.91 ---228317.77 ms/batch
Step 00135100 L_out=0.044 Acc=0.92 ---264930.69 ms/batch
Step 00135150 L_out=0.239 Acc=0.87 ---301432.57 ms/batch
Step 00135200 L_out=0.021 Acc=0.94 ---338017.86 ms/batch
Step 00135250 L_out=0.039 Acc=0.92 ---374483.40 ms/batch
Step 00135300 L_out=0.182 Acc=0.93 ---411009.66 ms/batch
Step 00135350 L_out=0.077 Acc=0.94 ---447472.00 ms/batch
Step 00135400 L_out=0.035 Acc=0.90 ---483604.59 ms/batch
Round 8 | epoch=22, train costTime=484.3423640727997, | total_activation_sum=16350963
Round 8 | epoch=23, current m_iou=0.6691580746423114
Round 8 | Best m_IoU is: 0.672, OA is: 0.916 | val costTime=161.81581902503967
Round 8 | ****EPOCH 23****
Step 00135450 L_out=0.091 Acc=0.87 ---36049.82 ms/batch
Step 00135500 L_out=0.103 Acc=0.94 ---72345.66 ms/batch
Step 00135550 L_out=0.051 Acc=0.95 ---108584.59 ms/batch
Step 00135600 L_out=0.096 Acc=0.77 ---144972.12 ms/batch
Step 00135650 L_out=0.055 Acc=0.92 ---181215.67 ms/batch
Step 00135700 L_out=0.036 Acc=0.94 ---216163.12 ms/batch
Step 00135750 L_out=0.071 Acc=0.91 ---252596.55 ms/batch
Step 00135800 L_out=0.049 Acc=0.88 ---288940.05 ms/batch
Step 00135850 L_out=0.145 Acc=0.89 ---325169.29 ms/batch
Step 00135900 L_out=0.097 Acc=0.92 ---361447.39 ms/batch
Step 00135950 L_out=0.055 Acc=0.97 ---397749.26 ms/batch
Step 00136000 L_out=0.024 Acc=0.96 ---434101.24 ms/batch
Step 00136050 L_out=0.168 Acc=0.85 ---470116.16 ms/batch
Round 8 | epoch=23, train costTime=483.146954536438, | total_activation_sum=16418179
Round 8 | epoch=24, current m_iou=0.6696576108121903
Round 8 | Best m_IoU is: 0.672, OA is: 0.916 | val costTime=160.34967398643494
Round 8 | ****EPOCH 24****
Step 00136100 L_out=0.056 Acc=0.95 ---23130.36 ms/batch
Step 00136150 L_out=0.171 Acc=0.93 ---59454.17 ms/batch
Step 00136200 L_out=0.108 Acc=0.94 ---95843.33 ms/batch
Step 00136250 L_out=0.097 Acc=0.91 ---132600.19 ms/batch
Step 00136300 L_out=0.156 Acc=0.92 ---168767.61 ms/batch
Step 00136350 L_out=0.053 Acc=0.96 ---205096.40 ms/batch
Step 00136400 L_out=0.195 Acc=0.95 ---240894.13 ms/batch
Step 00136450 L_out=0.092 Acc=0.89 ---276739.03 ms/batch
Step 00136500 L_out=0.137 Acc=0.89 ---313449.14 ms/batch
Step 00136550 L_out=0.080 Acc=0.89 ---349862.26 ms/batch
Step 00136600 L_out=0.097 Acc=0.89 ---386118.07 ms/batch
Step 00136650 L_out=0.111 Acc=0.92 ---422781.25 ms/batch
Step 00136700 L_out=0.024 Acc=0.93 ---459501.16 ms/batch
Round 8 | epoch=24, train costTime=485.03246665000916, | total_activation_sum=16478630
Round 8 | epoch=25, current m_iou=0.6698009222382046
Round 8 | Best m_IoU is: 0.672, OA is: 0.916 | val costTime=160.0985939502716
Round 8 | ****EPOCH 25****
Step 00136750 L_out=0.125 Acc=0.86 ---10803.63 ms/batch
Step 00136800 L_out=0.019 Acc=0.95 ---46929.14 ms/batch
Step 00136850 L_out=0.066 Acc=0.96 ---83240.53 ms/batch
Step 00136900 L_out=0.051 Acc=0.95 ---119472.46 ms/batch
Step 00136950 L_out=0.060 Acc=0.91 ---155705.66 ms/batch
Step 00137000 L_out=0.058 Acc=0.96 ---192071.96 ms/batch
Step 00137050 L_out=0.043 Acc=0.94 ---228295.82 ms/batch
Step 00137100 L_out=0.284 Acc=0.83 ---264668.44 ms/batch
Step 00137150 L_out=0.404 Acc=0.79 ---299732.76 ms/batch
Step 00137200 L_out=0.141 Acc=0.91 ---336087.19 ms/batch
Step 00137250 L_out=0.058 Acc=0.92 ---372451.64 ms/batch
Step 00137300 L_out=0.068 Acc=0.93 ---409049.10 ms/batch
Step 00137350 L_out=0.039 Acc=0.94 ---445245.39 ms/batch
Step 00137400 L_out=0.031 Acc=0.90 ---481699.75 ms/batch
Round 8 | epoch=25, train costTime=483.1833231449127, | total_activation_sum=16364737
Round 8 | epoch=26, current m_iou=0.6702233314778392
Round 8 | Best m_IoU is: 0.672, OA is: 0.916 | val costTime=159.03062105178833
Round 8 | ****EPOCH 26****
Step 00137450 L_out=0.040 Acc=0.94 ---34957.44 ms/batch
Step 00137500 L_out=0.076 Acc=0.94 ---71281.31 ms/batch
Step 00137550 L_out=0.065 Acc=0.91 ---107458.54 ms/batch
Step 00137600 L_out=0.048 Acc=0.88 ---143946.58 ms/batch
Step 00137650 L_out=0.093 Acc=0.93 ---180367.11 ms/batch
Step 00137700 L_out=0.062 Acc=0.89 ---216901.94 ms/batch
Step 00137750 L_out=0.075 Acc=0.88 ---253015.78 ms/batch
Step 00137800 L_out=0.138 Acc=0.87 ---289322.99 ms/batch
Step 00137850 L_out=0.034 Acc=0.94 ---324973.06 ms/batch
Step 00137900 L_out=0.031 Acc=0.91 ---360632.92 ms/batch
Step 00137950 L_out=0.054 Acc=0.91 ---396522.89 ms/batch
Step 00138000 L_out=0.075 Acc=0.91 ---432743.92 ms/batch
Step 00138050 L_out=0.086 Acc=0.89 ---469036.22 ms/batch
Round 8 | epoch=26, train costTime=483.0264370441437, | total_activation_sum=16432541
Round 8 | epoch=27, current m_iou=0.6667318076052879
Round 8 | Best m_IoU is: 0.672, OA is: 0.916 | val costTime=171.3778533935547
Round 8 | ****EPOCH 27****
Step 00138100 L_out=0.034 Acc=0.89 ---22929.52 ms/batch
Step 00138150 L_out=0.123 Acc=0.92 ---61032.55 ms/batch
Step 00138200 L_out=0.084 Acc=0.92 ---99500.75 ms/batch
Step 00138250 L_out=0.086 Acc=0.94 ---138064.98 ms/batch
Step 00138300 L_out=0.085 Acc=0.91 ---176519.96 ms/batch
Step 00138350 L_out=0.059 Acc=0.92 ---215291.90 ms/batch
Step 00138400 L_out=0.063 Acc=0.96 ---253546.01 ms/batch
Step 00138450 L_out=0.150 Acc=0.88 ---292204.26 ms/batch
Step 00138500 L_out=0.162 Acc=0.95 ---330505.66 ms/batch
Step 00138550 L_out=0.180 Acc=0.90 ---367620.73 ms/batch
Step 00138600 L_out=0.052 Acc=0.95 ---406237.59 ms/batch
Step 00138650 L_out=0.111 Acc=0.92 ---444362.36 ms/batch
Step 00138700 L_out=0.064 Acc=0.94 ---482575.80 ms/batch
Round 8 | epoch=27, train costTime=510.1777124404907, | total_activation_sum=16403412
Round 8 | epoch=28, current m_iou=0.6655340385114136
Round 8 | Best m_IoU is: 0.672, OA is: 0.916 | val costTime=176.16628098487854
Round 8 | ****EPOCH 28****
Step 00138750 L_out=0.032 Acc=0.87 ---10352.33 ms/batch
Step 00138800 L_out=0.020 Acc=0.87 ---47690.45 ms/batch
Step 00138850 L_out=0.062 Acc=0.90 ---85432.23 ms/batch
Step 00138900 L_out=0.042 Acc=0.97 ---122982.11 ms/batch
Step 00138950 L_out=0.162 Acc=0.95 ---161041.85 ms/batch
Step 00139000 L_out=0.096 Acc=0.91 ---199351.66 ms/batch
Step 00139050 L_out=0.096 Acc=0.91 ---237861.53 ms/batch
Step 00139100 L_out=0.019 Acc=0.89 ---275580.91 ms/batch
Step 00139150 L_out=0.051 Acc=0.93 ---313459.12 ms/batch
Step 00139200 L_out=0.069 Acc=0.98 ---350155.83 ms/batch
Step 00139250 L_out=0.086 Acc=0.92 ---387947.11 ms/batch
Step 00139300 L_out=0.064 Acc=0.91 ---425206.76 ms/batch
Step 00139350 L_out=0.012 Acc=0.93 ---463255.27 ms/batch
Step 00139400 L_out=0.204 Acc=0.91 ---500517.03 ms/batch
Round 8 | epoch=28, train costTime=502.82902002334595, | total_activation_sum=16350980
Round 8 | epoch=29, current m_iou=0.6672469485807565
Round 8 | Best m_IoU is: 0.672, OA is: 0.916 | val costTime=181.38707160949707
Round 8 | ****EPOCH 29****
Step 00139450 L_out=0.038 Acc=0.92 ---35153.34 ms/batch
Step 00139500 L_out=0.042 Acc=0.95 ---72731.84 ms/batch
Step 00139550 L_out=0.010 Acc=0.93 ---110654.48 ms/batch
Step 00139600 L_out=0.070 Acc=0.92 ---148823.52 ms/batch
Step 00139650 L_out=0.110 Acc=0.90 ---186857.20 ms/batch
Step 00139700 L_out=0.120 Acc=0.95 ---224970.73 ms/batch
Step 00139750 L_out=0.041 Acc=0.95 ---263611.97 ms/batch
Step 00139800 L_out=0.121 Acc=0.94 ---301553.32 ms/batch
Step 00139850 L_out=0.065 Acc=0.94 ---338314.37 ms/batch
Step 00139900 L_out=0.019 Acc=0.93 ---376141.00 ms/batch
Step 00139950 L_out=0.077 Acc=0.91 ---413000.21 ms/batch
Step 00140000 L_out=0.178 Acc=0.94 ---449475.67 ms/batch
Step 00140050 L_out=0.032 Acc=0.94 ---485646.47 ms/batch
Round 8 | epoch=29, train costTime=502.44296383857727, | total_activation_sum=16438418
Round 8 | epoch=30, current m_iou=0.6659805016289653
Round 8 | Best m_IoU is: 0.672, OA is: 0.916 | val costTime=221.69427347183228
Round 8 | ****EPOCH 30****
Round 9 | ****EPOCH 0****
Step 00140100 L_out=0.446 Acc=0.67 ---23114.72 ms/batch
Step 00140150 L_out=0.269 Acc=0.61 ---61909.01 ms/batch
Step 00140200 L_out=0.422 Acc=0.78 ---99722.78 ms/batch
Step 00140250 L_out=0.138 Acc=0.85 ---138303.15 ms/batch
Step 00140300 L_out=0.415 Acc=0.86 ---176773.19 ms/batch
Step 00140350 L_out=0.167 Acc=0.81 ---215524.24 ms/batch
Step 00140400 L_out=0.094 Acc=0.95 ---254876.62 ms/batch
Step 00140450 L_out=0.128 Acc=0.92 ---293041.06 ms/batch
Step 00140500 L_out=0.091 Acc=0.86 ---330843.81 ms/batch
Step 00140550 L_out=0.496 Acc=0.91 ---368746.59 ms/batch
Step 00140600 L_out=0.148 Acc=0.91 ---407092.27 ms/batch
Step 00140650 L_out=0.177 Acc=0.90 ---445380.40 ms/batch
Step 00140700 L_out=0.106 Acc=0.93 ---483555.86 ms/batch
Round 9 | epoch=0, train costTime=511.9106559753418, | total_activation_sum=17396842
Round 9 | epoch=1, current m_iou=0.6241979366484169
Round 9 | Best m_IoU is: 0.624, OA is: 0.899 | val costTime=192.89307832717896
Round 9 | ****EPOCH 1****
Step 00140750 L_out=0.052 Acc=0.94 ---10195.33 ms/batch
Step 00140800 L_out=0.455 Acc=0.89 ---48528.11 ms/batch
Step 00140850 L_out=0.187 Acc=0.90 ---87167.20 ms/batch
Step 00140900 L_out=0.087 Acc=0.87 ---125512.33 ms/batch
Step 00140950 L_out=0.040 Acc=0.96 ---163805.76 ms/batch
Step 00141000 L_out=0.158 Acc=0.89 ---202032.48 ms/batch
Step 00141050 L_out=0.434 Acc=0.88 ---240368.87 ms/batch
Step 00141100 L_out=1.020 Acc=0.50 ---277948.27 ms/batch
Step 00141150 L_out=0.156 Acc=0.81 ---316040.99 ms/batch
Step 00141200 L_out=0.036 Acc=0.82 ---354553.53 ms/batch
Step 00141250 L_out=0.231 Acc=0.85 ---393196.96 ms/batch
Step 00141300 L_out=0.186 Acc=0.87 ---431352.88 ms/batch
Step 00141350 L_out=0.185 Acc=0.86 ---469763.27 ms/batch
Step 00141400 L_out=0.385 Acc=0.80 ---508307.45 ms/batch
Round 9 | epoch=1, train costTime=511.26155281066895, | total_activation_sum=17878294
Round 9 | epoch=2, current m_iou=0.6488902009703521
Round 9 | Best m_IoU is: 0.649, OA is: 0.897 | val costTime=182.01757407188416
Round 9 | ****EPOCH 2****
Step 00141450 L_out=0.075 Acc=0.95 ---34933.07 ms/batch
Step 00141500 L_out=0.134 Acc=0.94 ---73333.53 ms/batch
Step 00141550 L_out=0.321 Acc=0.85 ---111820.87 ms/batch
Step 00141600 L_out=0.194 Acc=0.85 ---150275.87 ms/batch
Step 00141650 L_out=0.117 Acc=0.88 ---188512.83 ms/batch
Step 00141700 L_out=0.365 Acc=0.90 ---227207.22 ms/batch
Step 00141750 L_out=0.142 Acc=0.87 ---264234.77 ms/batch
Step 00141800 L_out=0.120 Acc=0.94 ---301964.55 ms/batch
Step 00141850 L_out=0.135 Acc=0.93 ---340514.38 ms/batch
Step 00141900 L_out=0.196 Acc=0.80 ---378751.36 ms/batch
Step 00141950 L_out=0.099 Acc=0.89 ---417265.48 ms/batch
Step 00142000 L_out=0.302 Acc=0.91 ---456139.53 ms/batch
Step 00142050 L_out=0.244 Acc=0.86 ---494611.43 ms/batch
Round 9 | epoch=2, train costTime=510.70723843574524, | total_activation_sum=17981348
Round 9 | epoch=3, current m_iou=0.652409165823961
Round 9 | Best m_IoU is: 0.652, OA is: 0.911 | val costTime=186.4492223262787
Round 9 | ****EPOCH 3****
Step 00142100 L_out=0.126 Acc=0.90 ---22770.47 ms/batch
Step 00142150 L_out=0.433 Acc=0.72 ---61555.12 ms/batch
Step 00142200 L_out=0.111 Acc=0.92 ---100672.64 ms/batch
Step 00142250 L_out=0.165 Acc=0.95 ---139508.51 ms/batch
Step 00142300 L_out=0.091 Acc=0.87 ---177696.34 ms/batch
Step 00142350 L_out=0.110 Acc=0.93 ---216307.23 ms/batch
Step 00142400 L_out=0.273 Acc=0.91 ---253679.47 ms/batch
Step 00142450 L_out=0.356 Acc=0.92 ---292279.13 ms/batch
Step 00142500 L_out=0.178 Acc=0.91 ---330587.63 ms/batch
Step 00142550 L_out=0.023 Acc=0.98 ---369047.13 ms/batch
Step 00142600 L_out=0.083 Acc=0.94 ---406955.39 ms/batch
Step 00142650 L_out=0.149 Acc=0.92 ---445401.43 ms/batch
Step 00142700 L_out=0.146 Acc=0.88 ---483875.18 ms/batch
Round 9 | epoch=3, train costTime=513.0330781936646, | total_activation_sum=17969310
Round 9 | epoch=4, current m_iou=0.665472069249151
Round 9 | Best m_IoU is: 0.665, OA is: 0.916 | val costTime=182.04603910446167
Round 9 | ****EPOCH 4****
Step 00142750 L_out=0.057 Acc=0.92 --- 8988.67 ms/batch
Step 00142800 L_out=0.106 Acc=0.89 ---47120.21 ms/batch
Step 00142850 L_out=0.071 Acc=0.92 ---85022.39 ms/batch
Step 00142900 L_out=0.503 Acc=0.94 ---123758.61 ms/batch
Step 00142950 L_out=0.030 Acc=0.87 ---162491.20 ms/batch
Step 00143000 L_out=0.112 Acc=0.93 ---200547.99 ms/batch
Step 00143050 L_out=0.120 Acc=0.90 ---237595.26 ms/batch
Step 00143100 L_out=0.117 Acc=0.94 ---276056.40 ms/batch
Step 00143150 L_out=0.101 Acc=0.91 ---314144.57 ms/batch
Step 00143200 L_out=0.131 Acc=0.91 ---352524.97 ms/batch
Step 00143250 L_out=0.471 Acc=0.81 ---390427.74 ms/batch
Step 00143300 L_out=0.082 Acc=0.94 ---428983.20 ms/batch
Step 00143350 L_out=0.105 Acc=0.75 ---467346.96 ms/batch
Step 00143400 L_out=0.164 Acc=0.92 ---505698.95 ms/batch
Round 9 | epoch=4, train costTime=509.42968916893005, | total_activation_sum=17863694
Round 9 | epoch=5, current m_iou=0.6744303739376134
Round 9 | Best m_IoU is: 0.674, OA is: 0.918 | val costTime=179.26477766036987
Round 9 | ****EPOCH 5****
Step 00143450 L_out=0.165 Acc=0.80 ---34629.75 ms/batch
Step 00143500 L_out=0.098 Acc=0.91 ---72641.29 ms/batch
Step 00143550 L_out=0.090 Acc=0.91 ---111081.84 ms/batch
Step 00143600 L_out=0.128 Acc=0.90 ---149518.30 ms/batch
Step 00143650 L_out=0.080 Acc=0.96 ---187866.23 ms/batch
Step 00143700 L_out=0.129 Acc=0.84 ---225349.32 ms/batch
Step 00143750 L_out=0.513 Acc=0.84 ---263951.23 ms/batch
Step 00143800 L_out=0.076 Acc=0.95 ---302242.60 ms/batch
Step 00143850 L_out=0.473 Acc=0.84 ---340102.52 ms/batch
Step 00143900 L_out=0.086 Acc=0.96 ---378774.13 ms/batch
Step 00143950 L_out=0.075 Acc=0.92 ---417264.62 ms/batch
Step 00144000 L_out=0.048 Acc=0.90 ---455414.90 ms/batch
Step 00144050 L_out=0.196 Acc=0.92 ---493987.90 ms/batch
Round 9 | epoch=5, train costTime=510.7040147781372, | total_activation_sum=17898878
Round 9 | epoch=6, current m_iou=0.658284736049935
Round 9 | Best m_IoU is: 0.674, OA is: 0.918 | val costTime=176.4247477054596
Round 9 | ****EPOCH 6****
Step 00144100 L_out=0.177 Acc=0.90 ---20983.85 ms/batch
Step 00144150 L_out=0.174 Acc=0.90 ---58762.56 ms/batch
Step 00144200 L_out=0.108 Acc=0.93 ---96479.40 ms/batch
Step 00144250 L_out=0.109 Acc=0.80 ---134161.54 ms/batch
Step 00144300 L_out=0.141 Acc=0.93 ---172073.55 ms/batch
Step 00144350 L_out=0.076 Acc=0.95 ---209316.53 ms/batch
Step 00144400 L_out=0.148 Acc=0.90 ---247950.23 ms/batch
Step 00144450 L_out=0.142 Acc=0.92 ---285814.67 ms/batch
Step 00144500 L_out=0.128 Acc=0.91 ---324003.53 ms/batch
Step 00144550 L_out=0.063 Acc=0.95 ---362271.93 ms/batch
Step 00144600 L_out=0.204 Acc=0.92 ---400287.92 ms/batch
Step 00144650 L_out=0.118 Acc=0.91 ---437717.90 ms/batch
Step 00144700 L_out=0.113 Acc=0.91 ---475671.64 ms/batch
Round 9 | epoch=6, train costTime=505.17238998413086, | total_activation_sum=17838712
Round 9 | epoch=7, current m_iou=0.655978187324729
Round 9 | Best m_IoU is: 0.674, OA is: 0.918 | val costTime=179.71748781204224
Round 9 | ****EPOCH 7****
Step 00144750 L_out=0.087 Acc=0.94 --- 8334.43 ms/batch
Step 00144800 L_out=0.046 Acc=0.97 ---46200.32 ms/batch
Step 00144850 L_out=0.139 Acc=0.92 ---84070.68 ms/batch
Step 00144900 L_out=0.347 Acc=0.87 ---122020.01 ms/batch
Step 00144950 L_out=0.179 Acc=0.88 ---159884.66 ms/batch
Step 00145000 L_out=0.277 Acc=0.93 ---196673.11 ms/batch
Step 00145050 L_out=0.077 Acc=0.95 ---235456.62 ms/batch
Step 00145100 L_out=0.078 Acc=0.92 ---274011.16 ms/batch
Step 00145150 L_out=0.342 Acc=0.92 ---312481.50 ms/batch
Step 00145200 L_out=0.466 Acc=0.65 ---350869.66 ms/batch
Step 00145250 L_out=0.354 Acc=0.80 ---389326.21 ms/batch
Step 00145300 L_out=0.240 Acc=0.85 ---428094.45 ms/batch
Step 00145350 L_out=0.255 Acc=0.91 ---467296.93 ms/batch
Step 00145400 L_out=0.158 Acc=0.87 ---505860.31 ms/batch
Round 9 | epoch=7, train costTime=510.1040952205658, | total_activation_sum=17899196
Round 9 | epoch=8, current m_iou=0.6533023108347734
Round 9 | Best m_IoU is: 0.674, OA is: 0.918 | val costTime=176.439115524292
Round 9 | ****EPOCH 8****
Step 00145450 L_out=0.288 Acc=0.87 ---33699.07 ms/batch
Step 00145500 L_out=0.098 Acc=0.80 ---72150.70 ms/batch
Step 00145550 L_out=0.364 Acc=0.91 ---111261.86 ms/batch
Step 00145600 L_out=0.172 Acc=0.97 ---149671.30 ms/batch
Step 00145650 L_out=0.092 Acc=0.90 ---189005.24 ms/batch
Step 00145700 L_out=0.093 Acc=0.95 ---232140.04 ms/batch
Step 00145750 L_out=0.168 Acc=0.87 ---274297.15 ms/batch
Step 00145800 L_out=0.091 Acc=0.92 ---316700.68 ms/batch
Step 00145850 L_out=0.165 Acc=0.95 ---358701.99 ms/batch
Step 00145900 L_out=0.098 Acc=0.90 ---401142.98 ms/batch
Step 00145950 L_out=0.065 Acc=0.96 ---442619.42 ms/batch
Step 00146000 L_out=0.080 Acc=0.94 ---485849.38 ms/batch
Step 00146050 L_out=0.136 Acc=0.88 ---526320.82 ms/batch
Round 9 | epoch=8, train costTime=545.8583164215088, | total_activation_sum=17901852
Round 9 | epoch=9, current m_iou=0.6528646271025151
Round 9 | Best m_IoU is: 0.674, OA is: 0.918 | val costTime=187.60694766044617
Round 9 | ****EPOCH 9****
Step 00146100 L_out=0.126 Acc=0.94 ---20404.93 ms/batch
Step 00146150 L_out=0.128 Acc=0.92 ---58650.73 ms/batch
Step 00146200 L_out=0.097 Acc=0.94 ---94361.25 ms/batch
Step 00146250 L_out=0.275 Acc=0.88 ---130442.24 ms/batch
Step 00146300 L_out=0.234 Acc=0.86 ---167692.11 ms/batch
Step 00146350 L_out=0.185 Acc=0.88 ---206199.97 ms/batch
Step 00146400 L_out=0.188 Acc=0.90 ---244753.44 ms/batch
Step 00146450 L_out=0.199 Acc=0.91 ---283014.65 ms/batch
Step 00146500 L_out=0.075 Acc=0.92 ---321188.41 ms/batch
Step 00146550 L_out=0.069 Acc=0.91 ---359234.94 ms/batch
Step 00146600 L_out=0.095 Acc=0.95 ---395575.61 ms/batch
Step 00146650 L_out=0.065 Acc=0.94 ---431410.62 ms/batch
Step 00146700 L_out=0.181 Acc=0.85 ---467317.08 ms/batch
Round 9 | epoch=9, train costTime=496.62846541404724, | total_activation_sum=17825955
Round 9 | epoch=10, current m_iou=0.6573991299513978
Round 9 | Best m_IoU is: 0.674, OA is: 0.918 | val costTime=170.1203954219818
Round 9 | ****EPOCH 10****
Step 00146750 L_out=0.205 Acc=0.90 --- 7384.27 ms/batch
Step 00146800 L_out=0.075 Acc=0.88 ---45273.13 ms/batch
Step 00146850 L_out=0.126 Acc=0.85 ---83405.15 ms/batch
Step 00146900 L_out=0.143 Acc=0.91 ---120234.61 ms/batch
Step 00146950 L_out=0.116 Acc=0.94 ---158535.83 ms/batch
Step 00147000 L_out=0.163 Acc=0.91 ---196507.08 ms/batch
Step 00147050 L_out=0.161 Acc=0.93 ---234628.82 ms/batch
Step 00147100 L_out=0.104 Acc=0.90 ---273017.24 ms/batch
Step 00147150 L_out=0.273 Acc=0.90 ---311416.00 ms/batch
Step 00147200 L_out=0.110 Acc=0.92 ---347853.25 ms/batch
Step 00147250 L_out=0.068 Acc=0.92 ---384374.96 ms/batch
Step 00147300 L_out=0.100 Acc=0.92 ---422280.97 ms/batch
Step 00147350 L_out=0.181 Acc=0.89 ---458794.14 ms/batch
Step 00147400 L_out=0.113 Acc=0.88 ---496341.61 ms/batch
Round 9 | epoch=10, train costTime=501.5820710659027, | total_activation_sum=17980853
Round 9 | epoch=11, current m_iou=0.6618141904507233
Round 9 | Best m_IoU is: 0.674, OA is: 0.918 | val costTime=177.40708112716675
Round 9 | ****EPOCH 11****
Step 00147450 L_out=0.113 Acc=0.91 ---32140.10 ms/batch
Step 00147500 L_out=0.055 Acc=0.94 ---69913.73 ms/batch
Step 00147550 L_out=0.094 Acc=0.91 ---106495.45 ms/batch
Step 00147600 L_out=0.065 Acc=0.91 ---144919.76 ms/batch
Step 00147650 L_out=0.022 Acc=0.86 ---182925.29 ms/batch
Step 00147700 L_out=0.076 Acc=0.92 ---221213.51 ms/batch
Step 00147750 L_out=0.053 Acc=0.96 ---259488.56 ms/batch
Step 00147800 L_out=0.073 Acc=0.91 ---297637.94 ms/batch
Step 00147850 L_out=0.102 Acc=0.93 ---335566.83 ms/batch
Step 00147900 L_out=0.071 Acc=0.96 ---373505.75 ms/batch
Step 00147950 L_out=0.094 Acc=0.88 ---409811.65 ms/batch
Step 00148000 L_out=0.069 Acc=0.97 ---446276.86 ms/batch
Step 00148050 L_out=0.089 Acc=0.92 ---484536.26 ms/batch
Round 9 | epoch=11, train costTime=502.9708478450775, | total_activation_sum=17959019
Round 9 | epoch=12, current m_iou=0.664692334195492
Round 9 | Best m_IoU is: 0.674, OA is: 0.918 | val costTime=174.54900455474854
Round 9 | ****EPOCH 12****
Step 00148100 L_out=0.162 Acc=0.91 ---19935.10 ms/batch
Step 00148150 L_out=0.151 Acc=0.93 ---58031.62 ms/batch
Step 00148200 L_out=0.195 Acc=0.91 ---95663.67 ms/batch
Step 00148250 L_out=0.193 Acc=0.92 ---133326.28 ms/batch
Step 00148300 L_out=0.029 Acc=0.94 ---171307.44 ms/batch
Step 00148350 L_out=0.057 Acc=0.85 ---210300.80 ms/batch
Step 00148400 L_out=0.067 Acc=0.92 ---248873.55 ms/batch
Step 00148450 L_out=0.112 Acc=0.95 ---286752.22 ms/batch
Step 00148500 L_out=0.043 Acc=0.97 ---325363.05 ms/batch
Step 00148550 L_out=0.030 Acc=0.92 ---363835.65 ms/batch
Step 00148600 L_out=0.052 Acc=0.96 ---402011.81 ms/batch
Step 00148650 L_out=0.064 Acc=0.95 ---439526.51 ms/batch
Step 00148700 L_out=0.349 Acc=0.90 ---477547.50 ms/batch
Round 9 | epoch=12, train costTime=509.24752855300903, | total_activation_sum=17800465
Round 9 | epoch=13, current m_iou=0.658321257608789
Round 9 | Best m_IoU is: 0.674, OA is: 0.918 | val costTime=184.49634099006653
Round 9 | ****EPOCH 13****
Step 00148750 L_out=0.175 Acc=0.84 --- 6857.33 ms/batch
Step 00148800 L_out=0.074 Acc=0.94 ---45466.85 ms/batch
Step 00148850 L_out=0.018 Acc=0.96 ---82342.87 ms/batch
Step 00148900 L_out=0.083 Acc=0.88 ---120809.93 ms/batch
Step 00148950 L_out=0.098 Acc=0.93 ---158787.65 ms/batch
Step 00149000 L_out=0.040 Acc=0.89 ---196777.92 ms/batch
Step 00149050 L_out=0.083 Acc=0.89 ---235277.43 ms/batch
Step 00149100 L_out=0.062 Acc=0.90 ---273237.43 ms/batch
Step 00149150 L_out=0.123 Acc=0.90 ---311599.71 ms/batch
Step 00149200 L_out=0.040 Acc=0.93 ---349782.12 ms/batch
Step 00149250 L_out=0.090 Acc=0.92 ---388066.33 ms/batch
Step 00149300 L_out=0.125 Acc=0.93 ---425167.41 ms/batch
Step 00149350 L_out=0.045 Acc=0.97 ---463304.04 ms/batch
Step 00149400 L_out=0.061 Acc=0.89 ---501770.93 ms/batch
Round 9 | epoch=13, train costTime=507.89647603034973, | total_activation_sum=17920758
Round 9 | epoch=14, current m_iou=0.6599433536519935
Round 9 | Best m_IoU is: 0.674, OA is: 0.918 | val costTime=180.67795062065125
Round 9 | ****EPOCH 14****
Step 00149450 L_out=0.144 Acc=0.93 ---32366.23 ms/batch
Step 00149500 L_out=0.105 Acc=0.91 ---69563.41 ms/batch
Step 00149550 L_out=0.054 Acc=0.85 ---108126.14 ms/batch
Step 00149600 L_out=0.113 Acc=0.91 ---146491.18 ms/batch
Step 00149650 L_out=0.021 Acc=0.96 ---184728.47 ms/batch
Step 00149700 L_out=0.052 Acc=0.94 ---223189.81 ms/batch
Step 00149750 L_out=0.064 Acc=0.92 ---261446.07 ms/batch
Step 00149800 L_out=0.047 Acc=0.96 ---300057.12 ms/batch
Step 00149850 L_out=0.250 Acc=0.90 ---338707.54 ms/batch
Step 00149900 L_out=0.445 Acc=0.93 ---377014.97 ms/batch
Step 00149950 L_out=0.023 Acc=0.94 ---413942.35 ms/batch
Step 00150000 L_out=0.078 Acc=0.87 ---453052.96 ms/batch
Step 00150050 L_out=0.253 Acc=0.87 ---491579.06 ms/batch
Round 9 | epoch=14, train costTime=510.93826961517334, | total_activation_sum=17786173
Round 9 | epoch=15, current m_iou=0.6596324303604755
Round 9 | Best m_IoU is: 0.674, OA is: 0.918 | val costTime=183.89116215705872
Round 9 | ****EPOCH 15****
Step 00150100 L_out=0.120 Acc=0.89 ---19277.21 ms/batch
Step 00150150 L_out=0.101 Acc=0.93 ---56425.57 ms/batch
Step 00150200 L_out=0.106 Acc=0.91 ---94601.30 ms/batch
Step 00150250 L_out=0.145 Acc=0.91 ---132731.93 ms/batch
Step 00150300 L_out=0.132 Acc=0.93 ---170906.27 ms/batch
Step 00150350 L_out=0.098 Acc=0.95 ---209471.62 ms/batch
Step 00150400 L_out=0.163 Acc=0.94 ---248115.17 ms/batch
Step 00150450 L_out=0.043 Acc=0.93 ---286677.71 ms/batch
Step 00150500 L_out=0.123 Acc=0.94 ---324786.70 ms/batch
Step 00150550 L_out=0.167 Acc=0.95 ---363176.01 ms/batch
Step 00150600 L_out=0.067 Acc=0.93 ---400239.65 ms/batch
Step 00150650 L_out=0.135 Acc=0.90 ---438436.22 ms/batch
Step 00150700 L_out=0.024 Acc=0.96 ---476885.87 ms/batch
Round 9 | epoch=15, train costTime=509.1936891078949, | total_activation_sum=17918539
Round 9 | epoch=16, current m_iou=0.6623955633702452
Round 9 | Best m_IoU is: 0.674, OA is: 0.918 | val costTime=182.62241554260254
Round 9 | ****EPOCH 16****
Step 00150750 L_out=0.244 Acc=0.92 --- 5381.59 ms/batch
Step 00150800 L_out=0.205 Acc=0.82 ---42391.44 ms/batch
Step 00150850 L_out=0.087 Acc=0.90 ---81019.11 ms/batch
Step 00150900 L_out=0.074 Acc=0.97 ---119512.42 ms/batch
Step 00150950 L_out=0.317 Acc=0.87 ---157951.69 ms/batch
Step 00151000 L_out=0.072 Acc=0.85 ---196450.79 ms/batch
Step 00151050 L_out=0.092 Acc=0.93 ---234891.28 ms/batch
Step 00151100 L_out=0.035 Acc=0.97 ---273170.13 ms/batch
Step 00151150 L_out=0.173 Acc=0.91 ---311083.69 ms/batch
Step 00151200 L_out=0.077 Acc=0.93 ---348840.37 ms/batch
Step 00151250 L_out=0.093 Acc=0.89 ---385954.80 ms/batch
Step 00151300 L_out=0.217 Acc=0.90 ---424581.62 ms/batch
Step 00151350 L_out=0.202 Acc=0.92 ---462846.42 ms/batch
Step 00151400 L_out=0.042 Acc=0.97 ---502041.50 ms/batch
Round 9 | epoch=16, train costTime=508.8828990459442, | total_activation_sum=17917258
Round 9 | epoch=17, current m_iou=0.6655913182256262
Round 9 | Best m_IoU is: 0.674, OA is: 0.918 | val costTime=178.97036170959473
Round 9 | ****EPOCH 17****
Step 00151450 L_out=0.174 Acc=0.87 ---31439.17 ms/batch
Step 00151500 L_out=0.125 Acc=0.96 ---69959.76 ms/batch
Step 00151550 L_out=0.157 Acc=0.91 ---108207.40 ms/batch
Step 00151600 L_out=0.108 Acc=0.94 ---146781.84 ms/batch
Step 00151650 L_out=0.197 Acc=0.90 ---185559.85 ms/batch
Step 00151700 L_out=0.119 Acc=0.94 ---223840.43 ms/batch
Step 00151750 L_out=0.088 Acc=0.96 ---262159.35 ms/batch
Step 00151800 L_out=0.259 Acc=0.89 ---301309.00 ms/batch
Step 00151850 L_out=0.069 Acc=0.94 ---338632.20 ms/batch
Step 00151900 L_out=0.063 Acc=0.92 ---377102.86 ms/batch
Step 00151950 L_out=0.205 Acc=0.88 ---415537.39 ms/batch
Step 00152000 L_out=0.075 Acc=0.86 ---453961.60 ms/batch
Step 00152050 L_out=0.066 Acc=0.92 ---492321.25 ms/batch
Round 9 | epoch=17, train costTime=512.6921873092651, | total_activation_sum=17930745
Round 9 | epoch=18, current m_iou=0.658977712208211
Round 9 | Best m_IoU is: 0.674, OA is: 0.918 | val costTime=179.3682451248169
Round 9 | ****EPOCH 18****
Step 00152100 L_out=0.064 Acc=0.93 ---18160.45 ms/batch
Step 00152150 L_out=0.344 Acc=0.89 ---56675.31 ms/batch
Step 00152200 L_out=0.903 Acc=0.81 ---94441.14 ms/batch
Step 00152250 L_out=0.105 Acc=0.94 ---132872.06 ms/batch
Step 00152300 L_out=0.048 Acc=0.94 ---171610.18 ms/batch
Step 00152350 L_out=0.098 Acc=0.91 ---209890.63 ms/batch
Step 00152400 L_out=0.082 Acc=0.93 ---248104.83 ms/batch
Step 00152450 L_out=0.079 Acc=0.93 ---286119.44 ms/batch
Step 00152500 L_out=0.036 Acc=0.93 ---323670.71 ms/batch
Step 00152550 L_out=0.084 Acc=0.92 ---361548.16 ms/batch
Step 00152600 L_out=0.114 Acc=0.91 ---399525.03 ms/batch
Step 00152650 L_out=0.075 Acc=0.92 ---437469.26 ms/batch
Step 00152700 L_out=0.133 Acc=0.93 ---475806.28 ms/batch
Round 9 | epoch=18, train costTime=508.1137526035309, | total_activation_sum=17867305
Round 9 | epoch=19, current m_iou=0.6614740691828982
Round 9 | Best m_IoU is: 0.674, OA is: 0.918 | val costTime=178.69316029548645
Round 9 | ****EPOCH 19****
Step 00152750 L_out=0.032 Acc=0.92 --- 5339.39 ms/batch
Step 00152800 L_out=0.041 Acc=0.96 ---43481.85 ms/batch
Step 00152850 L_out=0.043 Acc=0.89 ---81377.17 ms/batch
Step 00152900 L_out=0.054 Acc=0.95 ---119856.61 ms/batch
Step 00152950 L_out=0.011 Acc=0.95 ---158265.44 ms/batch
Step 00153000 L_out=0.038 Acc=0.97 ---196397.89 ms/batch
Step 00153050 L_out=0.042 Acc=0.94 ---234261.53 ms/batch
Step 00153100 L_out=0.126 Acc=0.89 ---272357.37 ms/batch
Step 00153150 L_out=0.025 Acc=0.94 ---309203.74 ms/batch
Step 00153200 L_out=0.107 Acc=0.94 ---346523.64 ms/batch
Step 00153250 L_out=0.066 Acc=0.90 ---385701.99 ms/batch
Step 00153300 L_out=0.075 Acc=0.95 ---424080.34 ms/batch
Step 00153350 L_out=0.055 Acc=0.95 ---462676.75 ms/batch
Step 00153400 L_out=0.057 Acc=0.93 ---500598.47 ms/batch
Round 9 | epoch=19, train costTime=508.2445833683014, | total_activation_sum=17872858
Round 9 | epoch=20, current m_iou=0.6621698700288184
Round 9 | Best m_IoU is: 0.674, OA is: 0.918 | val costTime=179.65657377243042
Round 9 | ****EPOCH 20****
Step 00153450 L_out=0.097 Acc=0.93 ---30758.34 ms/batch
Step 00153500 L_out=0.063 Acc=0.92 ---69074.09 ms/batch
Step 00153550 L_out=0.104 Acc=0.90 ---107383.57 ms/batch
Step 00153600 L_out=0.111 Acc=0.92 ---144965.41 ms/batch
Step 00153650 L_out=0.156 Acc=0.93 ---183272.08 ms/batch
Step 00153700 L_out=0.063 Acc=0.93 ---221509.68 ms/batch
Step 00153750 L_out=0.142 Acc=0.94 ---259914.40 ms/batch
Step 00153800 L_out=0.079 Acc=0.92 ---297355.99 ms/batch
Step 00153850 L_out=0.054 Acc=0.92 ---335518.42 ms/batch
Step 00153900 L_out=0.083 Acc=0.93 ---373979.61 ms/batch
Step 00153950 L_out=0.066 Acc=0.95 ---412561.84 ms/batch
Step 00154000 L_out=0.085 Acc=0.92 ---450948.21 ms/batch
Step 00154050 L_out=0.107 Acc=0.91 ---489638.65 ms/batch
Round 9 | epoch=20, train costTime=510.3286483287811, | total_activation_sum=17764314
Round 9 | epoch=21, current m_iou=0.6690594975582955
Round 9 | Best m_IoU is: 0.674, OA is: 0.918 | val costTime=174.8614056110382
Round 9 | ****EPOCH 21****
Step 00154100 L_out=0.216 Acc=0.89 ---17475.26 ms/batch
Step 00154150 L_out=0.196 Acc=0.94 ---55743.15 ms/batch
Step 00154200 L_out=0.087 Acc=0.94 ---93750.64 ms/batch
Step 00154250 L_out=0.123 Acc=0.92 ---131859.69 ms/batch
Step 00154300 L_out=0.035 Acc=0.90 ---170108.45 ms/batch
Step 00154350 L_out=0.074 Acc=0.93 ---208868.57 ms/batch
Step 00154400 L_out=0.141 Acc=0.89 ---247566.58 ms/batch
Step 00154450 L_out=0.016 Acc=0.91 ---285287.06 ms/batch
Step 00154500 L_out=0.055 Acc=0.95 ---323177.62 ms/batch
Step 00154550 L_out=0.031 Acc=0.91 ---361217.36 ms/batch
Step 00154600 L_out=0.024 Acc=0.96 ---399855.31 ms/batch
Step 00154650 L_out=0.047 Acc=0.90 ---438253.76 ms/batch
Step 00154700 L_out=0.223 Acc=0.95 ---476638.24 ms/batch
Round 9 | epoch=21, train costTime=509.8146860599518, | total_activation_sum=17981763
Round 9 | epoch=22, current m_iou=0.6652865952705742
Round 9 | Best m_IoU is: 0.674, OA is: 0.918 | val costTime=182.7963604927063
Round 9 | ****EPOCH 22****
Step 00154750 L_out=0.143 Acc=0.95 --- 4532.89 ms/batch
Step 00154800 L_out=0.118 Acc=0.94 ---42786.96 ms/batch
Step 00154850 L_out=0.066 Acc=0.91 ---81430.46 ms/batch
Step 00154900 L_out=0.186 Acc=0.91 ---120238.11 ms/batch
Step 00154950 L_out=0.030 Acc=0.97 ---158323.76 ms/batch
Step 00155000 L_out=0.276 Acc=0.82 ---196508.78 ms/batch
Step 00155050 L_out=0.111 Acc=0.93 ---235027.97 ms/batch
Step 00155100 L_out=0.070 Acc=0.93 ---272165.57 ms/batch
Step 00155150 L_out=0.034 Acc=0.92 ---310746.83 ms/batch
Step 00155200 L_out=0.071 Acc=0.92 ---349223.94 ms/batch
Step 00155250 L_out=0.073 Acc=0.95 ---387677.74 ms/batch
Step 00155300 L_out=0.104 Acc=0.89 ---426062.38 ms/batch
Step 00155350 L_out=0.051 Acc=0.91 ---464539.18 ms/batch
Step 00155400 L_out=0.105 Acc=0.91 ---503110.52 ms/batch
Round 9 | epoch=22, train costTime=511.6968686580658, | total_activation_sum=17812150
