Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.969 Acc=0.17 ---32246.27 ms/batch
Step 00000100 L_out=0.089 Acc=0.13 ---61092.27 ms/batch
Step 00000150 L_out=0.028 Acc=0.63 ---89852.59 ms/batch
Step 00000200 L_out=0.008 Acc=0.34 ---119132.98 ms/batch
Step 00000250 L_out=0.073 Acc=0.32 ---147625.82 ms/batch
Step 00000300 L_out=0.004 Acc=0.11 ---176023.25 ms/batch
Step 00000350 L_out=0.007 Acc=0.44 ---204340.21 ms/batch
Step 00000400 L_out=0.118 Acc=0.74 ---232385.77 ms/batch
Step 00000450 L_out=0.014 Acc=0.24 ---261272.10 ms/batch
Step 00000500 L_out=0.068 Acc=0.54 ---288711.39 ms/batch
Step 00000550 L_out=0.021 Acc=0.61 ---316884.82 ms/batch
Step 00000600 L_out=0.153 Acc=0.58 ---345182.03 ms/batch
Step 00000650 L_out=0.049 Acc=0.44 ---373426.65 ms/batch
Round 2 | epoch=0, train costTime=382.7413341999054, | total_activation_sum=1858642
Round 2 | epoch=1, current m_iou=0.21625695837868572
Round 2 | Best m_IoU is: 0.216, OA is: 0.456 | val costTime=81.99963235855103
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.224 Acc=0.48 ---18911.94 ms/batch
Step 00000750 L_out=0.039 Acc=0.48 ---46756.42 ms/batch
Step 00000800 L_out=0.313 Acc=0.42 ---74395.07 ms/batch
Step 00000850 L_out=0.091 Acc=0.49 ---103551.95 ms/batch
Step 00000900 L_out=0.042 Acc=0.40 ---131370.32 ms/batch
Step 00000950 L_out=0.067 Acc=0.50 ---159093.05 ms/batch
Step 00001000 L_out=0.072 Acc=0.41 ---187265.38 ms/batch
Step 00001050 L_out=0.084 Acc=0.62 ---214901.29 ms/batch
Step 00001100 L_out=0.038 Acc=0.61 ---242843.76 ms/batch
Step 00001150 L_out=0.060 Acc=0.60 ---270248.82 ms/batch
Step 00001200 L_out=0.007 Acc=0.52 ---298291.85 ms/batch
Step 00001250 L_out=0.036 Acc=0.60 ---326104.40 ms/batch
Step 00001300 L_out=0.027 Acc=0.66 ---353989.83 ms/batch
Round 2 | epoch=1, train costTime=372.8709194660187, | total_activation_sum=1763679
Round 2 | epoch=2, current m_iou=0.385513018416846
Round 2 | Best m_IoU is: 0.386, OA is: 0.647 | val costTime=72.30968713760376
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.071 Acc=0.39 --- 9162.25 ms/batch
Step 00001400 L_out=0.077 Acc=0.58 ---37151.39 ms/batch
Step 00001450 L_out=0.041 Acc=0.52 ---65182.06 ms/batch
Step 00001500 L_out=0.012 Acc=0.59 ---94035.97 ms/batch
Step 00001550 L_out=0.066 Acc=0.62 ---123024.21 ms/batch
Step 00001600 L_out=0.068 Acc=0.67 ---151006.28 ms/batch
Step 00001650 L_out=0.059 Acc=0.68 ---179065.07 ms/batch
Step 00001700 L_out=0.033 Acc=0.55 ---207212.38 ms/batch
Step 00001750 L_out=1.250 Acc=0.63 ---235389.69 ms/batch
Step 00001800 L_out=0.036 Acc=0.65 ---263344.09 ms/batch
Step 00001850 L_out=0.027 Acc=0.62 ---292012.00 ms/batch
Step 00001900 L_out=0.037 Acc=0.66 ---319964.51 ms/batch
Step 00001950 L_out=0.238 Acc=0.52 ---347703.66 ms/batch
Step 00002000 L_out=0.219 Acc=0.62 ---375851.41 ms/batch
Round 2 | epoch=2, train costTime=376.41736030578613, | total_activation_sum=1785610
Round 2 | epoch=3, current m_iou=0.4791625282775325
Round 2 | Best m_IoU is: 0.479, OA is: 0.700 | val costTime=76.74321460723877
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.022 Acc=0.38 ---26628.27 ms/batch
Step 00002100 L_out=0.106 Acc=0.58 ---54896.16 ms/batch
Step 00002150 L_out=0.039 Acc=0.55 ---81852.77 ms/batch
Step 00002200 L_out=0.359 Acc=0.57 ---111055.47 ms/batch
Step 00002250 L_out=0.047 Acc=0.62 ---140104.23 ms/batch
Step 00002300 L_out=0.044 Acc=0.58 ---168101.74 ms/batch
Step 00002350 L_out=0.055 Acc=0.64 ---195752.41 ms/batch
Step 00002400 L_out=0.149 Acc=0.55 ---223907.40 ms/batch
Step 00002450 L_out=0.103 Acc=0.74 ---251791.03 ms/batch
Step 00002500 L_out=0.024 Acc=0.67 ---279741.07 ms/batch
Step 00002550 L_out=0.032 Acc=0.67 ---308261.62 ms/batch
Step 00002600 L_out=0.012 Acc=0.53 ---336667.01 ms/batch
Step 00002650 L_out=0.036 Acc=0.81 ---364838.19 ms/batch
Round 2 | epoch=3, train costTime=374.8545823097229, | total_activation_sum=1746949
Round 2 | epoch=4, current m_iou=0.5572412992285817
Round 2 | Best m_IoU is: 0.557, OA is: 0.784 | val costTime=71.0884416103363
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.052 Acc=0.75 ---18497.27 ms/batch
Step 00002750 L_out=0.016 Acc=0.76 ---46249.96 ms/batch
Step 00002800 L_out=0.006 Acc=0.50 ---73456.80 ms/batch
Step 00002850 L_out=0.057 Acc=0.58 ---100883.70 ms/batch
Step 00002900 L_out=0.037 Acc=0.66 ---129960.13 ms/batch
Step 00002950 L_out=0.147 Acc=0.74 ---157932.57 ms/batch
Step 00003000 L_out=0.023 Acc=0.72 ---185419.35 ms/batch
Step 00003050 L_out=0.018 Acc=0.65 ---213481.91 ms/batch
Step 00003100 L_out=0.052 Acc=0.52 ---241373.10 ms/batch
Step 00003150 L_out=0.048 Acc=0.69 ---268955.11 ms/batch
Step 00003200 L_out=0.066 Acc=0.72 ---297761.09 ms/batch
Step 00003250 L_out=0.020 Acc=0.41 ---325595.65 ms/batch
Step 00003300 L_out=0.090 Acc=0.72 ---354159.48 ms/batch
Round 2 | epoch=4, train costTime=373.63170170783997, | total_activation_sum=1746117
Round 2 | epoch=5, current m_iou=0.5211526803896346
Round 2 | Best m_IoU is: 0.557, OA is: 0.784 | val costTime=81.58216857910156
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.090 Acc=0.71 --- 8760.86 ms/batch
Step 00003400 L_out=0.042 Acc=0.65 ---36918.96 ms/batch
Step 00003450 L_out=0.082 Acc=0.62 ---64484.45 ms/batch
Step 00003500 L_out=0.015 Acc=0.65 ---91927.51 ms/batch
Step 00003550 L_out=0.034 Acc=0.58 ---121345.18 ms/batch
Step 00003600 L_out=0.110 Acc=0.64 ---150179.27 ms/batch
Step 00003650 L_out=0.129 Acc=0.61 ---177684.31 ms/batch
Step 00003700 L_out=0.077 Acc=0.72 ---205305.12 ms/batch
Step 00003750 L_out=0.062 Acc=0.53 ---233058.89 ms/batch
Step 00003800 L_out=0.033 Acc=0.76 ---260916.97 ms/batch
Step 00003850 L_out=0.067 Acc=0.61 ---288499.76 ms/batch
Step 00003900 L_out=0.076 Acc=0.83 ---316132.36 ms/batch
Step 00003950 L_out=0.027 Acc=0.69 ---343553.99 ms/batch
Step 00004000 L_out=0.077 Acc=0.72 ---371029.11 ms/batch
Round 2 | epoch=5, train costTime=372.16901206970215, | total_activation_sum=1763229
Round 2 | epoch=6, current m_iou=0.5366033182875117
Round 2 | Best m_IoU is: 0.557, OA is: 0.784 | val costTime=82.92327284812927
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.034 Acc=0.71 ---26892.01 ms/batch
Step 00004100 L_out=0.023 Acc=0.82 ---54983.62 ms/batch
Step 00004150 L_out=0.021 Acc=0.77 ---82075.43 ms/batch
Step 00004200 L_out=0.253 Acc=0.62 ---110473.53 ms/batch
Step 00004250 L_out=0.023 Acc=0.71 ---138570.67 ms/batch
Step 00004300 L_out=0.016 Acc=0.76 ---166278.46 ms/batch
Step 00004350 L_out=0.027 Acc=0.62 ---193786.01 ms/batch
Step 00004400 L_out=0.023 Acc=0.79 ---221626.00 ms/batch
Step 00004450 L_out=0.014 Acc=0.74 ---250035.58 ms/batch
Step 00004500 L_out=0.036 Acc=0.59 ---277924.32 ms/batch
Step 00004550 L_out=0.101 Acc=0.36 ---306790.48 ms/batch
Step 00004600 L_out=0.117 Acc=0.74 ---334706.03 ms/batch
Step 00004650 L_out=0.071 Acc=0.52 ---362676.96 ms/batch
Round 2 | epoch=6, train costTime=373.6099753379822, | total_activation_sum=1728395
Round 2 | epoch=7, current m_iou=0.5216111270839296
Round 2 | Best m_IoU is: 0.557, OA is: 0.784 | val costTime=73.19459319114685
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.073 Acc=0.44 ---17725.07 ms/batch
Step 00004750 L_out=0.063 Acc=0.39 ---46539.58 ms/batch
Step 00004800 L_out=0.034 Acc=0.74 ---73913.68 ms/batch
Step 00004850 L_out=0.036 Acc=0.60 ---101551.52 ms/batch
Step 00004900 L_out=0.018 Acc=0.74 ---129679.81 ms/batch
Step 00004950 L_out=0.025 Acc=0.81 ---157914.35 ms/batch
Step 00005000 L_out=0.007 Acc=0.78 ---185872.56 ms/batch
Step 00005050 L_out=0.009 Acc=0.63 ---214088.66 ms/batch
Step 00005100 L_out=0.063 Acc=0.49 ---241834.39 ms/batch
Step 00005150 L_out=0.205 Acc=0.69 ---269930.32 ms/batch
Step 00005200 L_out=0.207 Acc=0.57 ---297388.87 ms/batch
Step 00005250 L_out=0.041 Acc=0.61 ---325548.01 ms/batch
Step 00005300 L_out=0.035 Acc=0.64 ---353681.48 ms/batch
Round 2 | epoch=7, train costTime=373.4264488220215, | total_activation_sum=1784572
Round 2 | epoch=8, current m_iou=0.5818633103045545
Round 2 | Best m_IoU is: 0.582, OA is: 0.825 | val costTime=91.93124103546143
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.158 Acc=0.54 --- 7681.05 ms/batch
Step 00005400 L_out=0.073 Acc=0.63 ---35805.92 ms/batch
Step 00005450 L_out=0.007 Acc=0.67 ---64508.28 ms/batch
Step 00005500 L_out=0.120 Acc=0.73 ---92881.24 ms/batch
Step 00005550 L_out=0.003 Acc=0.84 ---121984.50 ms/batch
Step 00005600 L_out=0.017 Acc=0.74 ---150500.46 ms/batch
Step 00005650 L_out=0.011 Acc=0.61 ---178300.27 ms/batch
Step 00005700 L_out=0.028 Acc=0.76 ---206362.97 ms/batch
Step 00005750 L_out=0.024 Acc=0.77 ---234414.55 ms/batch
Step 00005800 L_out=0.005 Acc=0.75 ---262401.59 ms/batch
Step 00005850 L_out=0.032 Acc=0.64 ---291129.65 ms/batch
Step 00005900 L_out=0.015 Acc=0.77 ---319235.84 ms/batch
Step 00005950 L_out=0.075 Acc=0.76 ---346901.53 ms/batch
Step 00006000 L_out=0.023 Acc=0.60 ---374643.04 ms/batch
Round 2 | epoch=8, train costTime=376.353235244751, | total_activation_sum=1801534
Round 2 | epoch=9, current m_iou=0.5809633034395181
Round 2 | Best m_IoU is: 0.582, OA is: 0.825 | val costTime=79.59266495704651
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.070 Acc=0.82 ---25896.16 ms/batch
Step 00006100 L_out=0.060 Acc=0.78 ---53693.67 ms/batch
Step 00006150 L_out=0.059 Acc=0.59 ---81628.69 ms/batch
Step 00006200 L_out=0.027 Acc=0.77 ---110193.68 ms/batch
Step 00006250 L_out=0.019 Acc=0.80 ---138164.30 ms/batch
Step 00006300 L_out=0.009 Acc=0.85 ---166238.81 ms/batch
Step 00006350 L_out=0.020 Acc=0.70 ---194889.70 ms/batch
Step 00006400 L_out=0.023 Acc=0.79 ---223675.85 ms/batch
Step 00006450 L_out=0.018 Acc=0.85 ---252597.65 ms/batch
Step 00006500 L_out=0.049 Acc=0.73 ---280578.37 ms/batch
Step 00006550 L_out=0.010 Acc=0.85 ---309451.59 ms/batch
Step 00006600 L_out=0.077 Acc=0.82 ---337132.61 ms/batch
Step 00006650 L_out=0.022 Acc=0.58 ---365244.89 ms/batch
Round 2 | epoch=9, train costTime=376.4879150390625, | total_activation_sum=1812365
Round 2 | epoch=10, current m_iou=0.5810233598408816
Round 2 | Best m_IoU is: 0.582, OA is: 0.825 | val costTime=80.6364974975586
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.003 Acc=0.84 ---17337.54 ms/batch
Step 00006750 L_out=0.101 Acc=0.64 ---45182.13 ms/batch
Step 00006800 L_out=0.066 Acc=0.66 ---73530.06 ms/batch
Step 00006850 L_out=0.013 Acc=0.69 ---101431.60 ms/batch
Step 00006900 L_out=0.020 Acc=0.87 ---128609.06 ms/batch
Step 00006950 L_out=0.007 Acc=0.82 ---156669.78 ms/batch
Step 00007000 L_out=0.023 Acc=0.85 ---184658.90 ms/batch
Step 00007050 L_out=0.086 Acc=0.62 ---212280.62 ms/batch
Step 00007100 L_out=0.099 Acc=0.86 ---240204.62 ms/batch
Step 00007150 L_out=0.025 Acc=0.69 ---268640.95 ms/batch
Step 00007200 L_out=0.026 Acc=0.67 ---297204.06 ms/batch
Step 00007250 L_out=0.007 Acc=0.75 ---325166.32 ms/batch
Step 00007300 L_out=0.048 Acc=0.71 ---353745.31 ms/batch
Round 2 | epoch=10, train costTime=374.4541382789612, | total_activation_sum=1739625
Round 2 | epoch=11, current m_iou=0.452162222406959
Round 2 | Best m_IoU is: 0.582, OA is: 0.825 | val costTime=99.91306352615356
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.165 Acc=0.78 --- 7088.44 ms/batch
Step 00007400 L_out=0.034 Acc=0.63 ---35228.08 ms/batch
Step 00007450 L_out=0.275 Acc=0.67 ---63877.23 ms/batch
Step 00007500 L_out=0.110 Acc=0.85 ---91858.64 ms/batch
Step 00007550 L_out=0.073 Acc=0.19 ---120062.82 ms/batch
Step 00007600 L_out=0.073 Acc=0.60 ---147968.99 ms/batch
Step 00007650 L_out=0.020 Acc=0.82 ---175951.61 ms/batch
Step 00007700 L_out=0.087 Acc=0.75 ---204651.84 ms/batch
Step 00007750 L_out=0.018 Acc=0.69 ---232376.87 ms/batch
Step 00007800 L_out=0.014 Acc=0.70 ---260258.60 ms/batch
Step 00007850 L_out=0.065 Acc=0.76 ---288505.36 ms/batch
Step 00007900 L_out=0.286 Acc=0.77 ---316226.29 ms/batch
Step 00007950 L_out=0.029 Acc=0.64 ---344542.58 ms/batch
Step 00008000 L_out=0.127 Acc=0.58 ---372405.07 ms/batch
Round 2 | epoch=11, train costTime=374.57530069351196, | total_activation_sum=1797250
Round 2 | epoch=12, current m_iou=0.5872241693895508
Round 2 | Best m_IoU is: 0.587, OA is: 0.813 | val costTime=97.57901930809021
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.024 Acc=0.60 ---25276.01 ms/batch
Step 00008100 L_out=0.078 Acc=0.75 ---53569.13 ms/batch
Step 00008150 L_out=0.026 Acc=0.74 ---82429.52 ms/batch
Step 00008200 L_out=0.014 Acc=0.67 ---110513.32 ms/batch
Step 00008250 L_out=0.008 Acc=0.81 ---138388.59 ms/batch
Step 00008300 L_out=0.068 Acc=0.70 ---166064.18 ms/batch
Step 00008350 L_out=0.101 Acc=0.82 ---194010.46 ms/batch
Step 00008400 L_out=0.014 Acc=0.69 ---221630.47 ms/batch
Step 00008450 L_out=0.023 Acc=0.77 ---249117.93 ms/batch
Step 00008500 L_out=0.027 Acc=0.50 ---276758.29 ms/batch
Step 00008550 L_out=0.077 Acc=0.83 ---304673.52 ms/batch
Step 00008600 L_out=0.010 Acc=0.72 ---332864.74 ms/batch
Step 00008650 L_out=0.061 Acc=0.69 ---360807.82 ms/batch
Round 2 | epoch=12, train costTime=372.60774874687195, | total_activation_sum=1742294
Round 2 | epoch=13, current m_iou=0.46187420854946654
Round 2 | Best m_IoU is: 0.587, OA is: 0.813 | val costTime=78.37001919746399
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.086 Acc=0.69 ---16018.26 ms/batch
Step 00008750 L_out=0.022 Acc=0.67 ---44755.29 ms/batch
Step 00008800 L_out=0.044 Acc=0.83 ---74202.35 ms/batch
Step 00008850 L_out=0.015 Acc=0.83 ---102933.29 ms/batch
Step 00008900 L_out=0.058 Acc=0.79 ---131220.10 ms/batch
Step 00008950 L_out=0.012 Acc=0.78 ---159473.49 ms/batch
Step 00009000 L_out=0.010 Acc=0.85 ---186992.95 ms/batch
Step 00009050 L_out=0.082 Acc=0.88 ---215064.42 ms/batch
Step 00009100 L_out=0.042 Acc=0.75 ---243288.13 ms/batch
Step 00009150 L_out=0.017 Acc=0.79 ---271638.50 ms/batch
Step 00009200 L_out=0.013 Acc=0.74 ---299362.82 ms/batch
Step 00009250 L_out=0.009 Acc=0.60 ---326892.63 ms/batch
Step 00009300 L_out=0.027 Acc=0.78 ---354608.98 ms/batch
Round 2 | epoch=13, train costTime=375.8275489807129, | total_activation_sum=1747007
Round 2 | epoch=14, current m_iou=0.6271350659028152
Round 2 | Best m_IoU is: 0.627, OA is: 0.842 | val costTime=95.74534916877747
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.010 Acc=0.82 --- 7066.64 ms/batch
Step 00009400 L_out=0.031 Acc=0.81 ---36739.93 ms/batch
Step 00009450 L_out=0.036 Acc=0.69 ---65553.39 ms/batch
Step 00009500 L_out=0.007 Acc=0.71 ---93635.73 ms/batch
Step 00009550 L_out=0.011 Acc=0.76 ---121050.73 ms/batch
Step 00009600 L_out=0.010 Acc=0.65 ---148873.34 ms/batch
Step 00009650 L_out=0.029 Acc=0.44 ---177235.75 ms/batch
Step 00009700 L_out=0.020 Acc=0.78 ---205028.97 ms/batch
Step 00009750 L_out=0.023 Acc=0.82 ---232932.73 ms/batch
Step 00009800 L_out=0.142 Acc=0.83 ---260651.31 ms/batch
Step 00009850 L_out=0.052 Acc=0.72 ---289346.41 ms/batch
Step 00009900 L_out=0.066 Acc=0.77 ---316976.86 ms/batch
Step 00009950 L_out=0.007 Acc=0.79 ---345262.88 ms/batch
Step 00010000 L_out=0.014 Acc=0.76 ---372792.17 ms/batch
Round 2 | epoch=14, train costTime=375.58803844451904, | total_activation_sum=1750088
Round 2 | epoch=15, current m_iou=0.5932306600256078
Round 2 | Best m_IoU is: 0.627, OA is: 0.842 | val costTime=97.08759832382202
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.023 Acc=0.86 ---26574.48 ms/batch
Step 00010100 L_out=0.073 Acc=0.78 ---54792.88 ms/batch
Step 00010150 L_out=0.017 Acc=0.84 ---84503.74 ms/batch
Step 00010200 L_out=0.070 Acc=0.77 ---112285.32 ms/batch
Step 00010250 L_out=0.018 Acc=0.68 ---139662.10 ms/batch
Step 00010300 L_out=0.013 Acc=0.72 ---167177.92 ms/batch
Step 00010350 L_out=0.011 Acc=0.83 ---195114.12 ms/batch
Step 00010400 L_out=0.072 Acc=0.77 ---222736.29 ms/batch
Step 00010450 L_out=0.019 Acc=0.77 ---250624.96 ms/batch
Step 00010500 L_out=0.011 Acc=0.58 ---278111.58 ms/batch
Step 00010550 L_out=0.033 Acc=0.71 ---305536.80 ms/batch
Step 00010600 L_out=0.088 Acc=0.91 ---333497.14 ms/batch
Step 00010650 L_out=0.021 Acc=0.68 ---361174.01 ms/batch
Round 2 | epoch=15, train costTime=373.3181631565094, | total_activation_sum=1796628
Round 2 | epoch=16, current m_iou=0.5994846690802257
Round 2 | Best m_IoU is: 0.627, OA is: 0.842 | val costTime=85.19117665290833
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.049 Acc=0.77 ---16546.26 ms/batch
Step 00010750 L_out=0.025 Acc=0.67 ---44880.31 ms/batch
Step 00010800 L_out=0.037 Acc=0.75 ---72699.43 ms/batch
Step 00010850 L_out=0.040 Acc=0.74 ---100565.68 ms/batch
Step 00010900 L_out=0.045 Acc=0.83 ---128364.85 ms/batch
Step 00010950 L_out=0.047 Acc=0.82 ---156474.18 ms/batch
Step 00011000 L_out=0.020 Acc=0.79 ---184338.19 ms/batch
Step 00011050 L_out=0.088 Acc=0.72 ---212163.23 ms/batch
Step 00011100 L_out=0.037 Acc=0.68 ---240343.84 ms/batch
Step 00011150 L_out=0.017 Acc=0.58 ---267909.67 ms/batch
Step 00011200 L_out=0.030 Acc=0.88 ---296486.37 ms/batch
Step 00011250 L_out=0.008 Acc=0.68 ---324062.03 ms/batch
Step 00011300 L_out=0.002 Acc=0.87 ---352073.97 ms/batch
Round 2 | epoch=16, train costTime=374.72701692581177, | total_activation_sum=1772348
Round 2 | epoch=17, current m_iou=0.5537301429269488
Round 2 | Best m_IoU is: 0.627, OA is: 0.842 | val costTime=90.04517102241516
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.033 Acc=0.63 --- 6519.52 ms/batch
Step 00011400 L_out=0.013 Acc=0.79 ---34545.81 ms/batch
Step 00011450 L_out=0.056 Acc=0.61 ---62602.40 ms/batch
Step 00011500 L_out=0.046 Acc=0.71 ---90397.25 ms/batch
Step 00011550 L_out=0.036 Acc=0.84 ---119097.54 ms/batch
Step 00011600 L_out=0.028 Acc=0.82 ---147319.22 ms/batch
Step 00011650 L_out=0.027 Acc=0.85 ---175467.40 ms/batch
Step 00011700 L_out=0.051 Acc=0.73 ---204243.86 ms/batch
Step 00011750 L_out=0.039 Acc=0.61 ---232535.89 ms/batch
Step 00011800 L_out=0.043 Acc=0.87 ---260344.02 ms/batch
Step 00011850 L_out=0.009 Acc=0.91 ---288212.38 ms/batch
Step 00011900 L_out=0.034 Acc=0.84 ---316410.71 ms/batch
Step 00011950 L_out=0.009 Acc=0.84 ---344202.89 ms/batch
Step 00012000 L_out=0.050 Acc=0.72 ---371948.92 ms/batch
Round 2 | epoch=17, train costTime=375.29330110549927, | total_activation_sum=1807921
Round 2 | epoch=18, current m_iou=0.6012082806448034
Round 2 | Best m_IoU is: 0.627, OA is: 0.842 | val costTime=87.10802292823792
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.049 Acc=0.72 ---24608.80 ms/batch
Step 00012100 L_out=0.020 Acc=0.80 ---52784.84 ms/batch
Step 00012150 L_out=0.050 Acc=0.73 ---80753.10 ms/batch
Step 00012200 L_out=0.005 Acc=0.87 ---109103.88 ms/batch
Step 00012250 L_out=0.011 Acc=0.85 ---136766.17 ms/batch
Step 00012300 L_out=0.020 Acc=0.65 ---164908.65 ms/batch
Step 00012350 L_out=0.005 Acc=0.80 ---192892.60 ms/batch
Step 00012400 L_out=0.058 Acc=0.82 ---220946.50 ms/batch
Step 00012450 L_out=0.033 Acc=0.85 ---248742.46 ms/batch
Step 00012500 L_out=0.020 Acc=0.74 ---276550.67 ms/batch
Step 00012550 L_out=0.012 Acc=0.56 ---304346.51 ms/batch
Step 00012600 L_out=0.011 Acc=0.59 ---332171.83 ms/batch
Step 00012650 L_out=0.159 Acc=0.63 ---360689.08 ms/batch
Round 2 | epoch=18, train costTime=373.86018204689026, | total_activation_sum=1730030
Round 2 | epoch=19, current m_iou=0.6414120804004226
Round 2 | Best m_IoU is: 0.641, OA is: 0.866 | val costTime=82.48749041557312
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.015 Acc=0.87 ---14819.84 ms/batch
Step 00012750 L_out=0.122 Acc=0.88 ---42686.23 ms/batch
Step 00012800 L_out=0.003 Acc=0.85 ---71611.93 ms/batch
Step 00012850 L_out=0.007 Acc=0.83 ---99176.11 ms/batch
Step 00012900 L_out=0.022 Acc=0.86 ---127240.82 ms/batch
Step 00012950 L_out=0.003 Acc=0.79 ---154886.50 ms/batch
Step 00013000 L_out=0.004 Acc=0.86 ---182807.85 ms/batch
Step 00013050 L_out=0.015 Acc=0.84 ---210661.89 ms/batch
Step 00013100 L_out=0.052 Acc=0.57 ---238573.97 ms/batch
Step 00013150 L_out=0.010 Acc=0.75 ---266639.84 ms/batch
Step 00013200 L_out=0.029 Acc=0.82 ---295010.44 ms/batch
Step 00013250 L_out=0.028 Acc=0.79 ---323161.30 ms/batch
Step 00013300 L_out=0.053 Acc=0.76 ---350784.16 ms/batch
Round 2 | epoch=19, train costTime=373.37183260917664, | total_activation_sum=1756697
Round 2 | epoch=20, current m_iou=0.6538928511613428
Round 2 | Best m_IoU is: 0.654, OA is: 0.869 | val costTime=87.34225106239319
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.056 Acc=0.84 --- 5748.51 ms/batch
Step 00013400 L_out=0.012 Acc=0.87 ---33922.10 ms/batch
Step 00013450 L_out=0.013 Acc=0.73 ---61984.46 ms/batch
Step 00013500 L_out=0.011 Acc=0.84 ---90587.06 ms/batch
Step 00013550 L_out=0.013 Acc=0.83 ---118617.15 ms/batch
Step 00013600 L_out=0.063 Acc=0.57 ---146804.12 ms/batch
Step 00013650 L_out=0.012 Acc=0.73 ---175107.30 ms/batch
Step 00013700 L_out=0.013 Acc=0.89 ---203092.93 ms/batch
Step 00013750 L_out=0.043 Acc=0.74 ---231745.27 ms/batch
Step 00013800 L_out=0.028 Acc=0.85 ---260056.17 ms/batch
Step 00013850 L_out=0.003 Acc=0.79 ---287598.73 ms/batch
Step 00013900 L_out=0.039 Acc=0.88 ---315961.64 ms/batch
Step 00013950 L_out=0.009 Acc=0.76 ---343898.12 ms/batch
Step 00014000 L_out=0.031 Acc=0.74 ---372105.47 ms/batch
Round 2 | epoch=20, train costTime=376.08680605888367, | total_activation_sum=1769146
Round 2 | epoch=21, current m_iou=0.6828474922265578
Round 2 | Best m_IoU is: 0.683, OA is: 0.835 | val costTime=88.36034917831421
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.018 Acc=0.82 ---23766.98 ms/batch
Step 00014100 L_out=0.011 Acc=0.81 ---51476.12 ms/batch
Step 00014150 L_out=0.007 Acc=0.86 ---80047.38 ms/batch
Step 00014200 L_out=0.025 Acc=0.80 ---108143.49 ms/batch
Step 00014250 L_out=0.041 Acc=0.63 ---136928.37 ms/batch
Step 00014300 L_out=0.015 Acc=0.90 ---165811.84 ms/batch
Step 00014350 L_out=0.025 Acc=0.84 ---194182.96 ms/batch
Step 00014400 L_out=0.006 Acc=0.84 ---221485.32 ms/batch
Step 00014450 L_out=0.030 Acc=0.77 ---249608.42 ms/batch
Step 00014500 L_out=0.013 Acc=0.86 ---277573.47 ms/batch
Step 00014550 L_out=0.031 Acc=0.75 ---306309.96 ms/batch
Step 00014600 L_out=0.013 Acc=0.84 ---334196.75 ms/batch
Step 00014650 L_out=0.013 Acc=0.78 ---362084.87 ms/batch
Round 2 | epoch=21, train costTime=375.701699256897, | total_activation_sum=1768051
Round 2 | epoch=22, current m_iou=0.65960880580559
Round 2 | Best m_IoU is: 0.683, OA is: 0.835 | val costTime=86.30955529212952
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.050 Acc=0.76 ---15088.34 ms/batch
Step 00014750 L_out=0.011 Acc=0.78 ---43204.23 ms/batch
Step 00014800 L_out=0.084 Acc=0.68 ---71004.32 ms/batch
Step 00014850 L_out=0.021 Acc=0.54 ---98920.89 ms/batch
Step 00014900 L_out=0.078 Acc=0.75 ---126828.72 ms/batch
Step 00014950 L_out=0.004 Acc=0.88 ---154644.62 ms/batch
Step 00015000 L_out=0.010 Acc=0.86 ---182565.48 ms/batch
Step 00015050 L_out=0.011 Acc=0.79 ---210190.56 ms/batch
Step 00015100 L_out=0.007 Acc=0.82 ---237822.93 ms/batch
Step 00015150 L_out=0.017 Acc=0.54 ---265567.23 ms/batch
Step 00015200 L_out=0.012 Acc=0.69 ---293106.22 ms/batch
Step 00015250 L_out=0.008 Acc=0.83 ---321679.34 ms/batch
Step 00015300 L_out=0.044 Acc=0.74 ---349764.30 ms/batch
Round 2 | epoch=22, train costTime=373.03409910202026, | total_activation_sum=1804324
Round 2 | epoch=23, current m_iou=0.69899186501503
Round 2 | Best m_IoU is: 0.699, OA is: 0.870 | val costTime=85.53169012069702
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.009 Acc=0.89 --- 5022.33 ms/batch
Step 00015400 L_out=0.021 Acc=0.93 ---33852.31 ms/batch
Step 00015450 L_out=0.026 Acc=0.80 ---62138.87 ms/batch
Step 00015500 L_out=0.039 Acc=0.89 ---90250.83 ms/batch
Step 00015550 L_out=0.026 Acc=0.72 ---117882.74 ms/batch
Step 00015600 L_out=0.054 Acc=0.84 ---145593.89 ms/batch
Step 00015650 L_out=0.079 Acc=0.90 ---173786.87 ms/batch
Step 00015700 L_out=0.024 Acc=0.78 ---201661.62 ms/batch
Step 00015750 L_out=0.032 Acc=0.71 ---229647.11 ms/batch
Step 00015800 L_out=0.013 Acc=0.85 ---257080.04 ms/batch
Step 00015850 L_out=0.005 Acc=0.71 ---284676.84 ms/batch
Step 00015900 L_out=0.014 Acc=0.82 ---312713.34 ms/batch
Step 00015950 L_out=0.003 Acc=0.77 ---340589.79 ms/batch
Step 00016000 L_out=0.001 Acc=0.87 ---368281.86 ms/batch
Round 2 | epoch=23, train costTime=372.9397964477539, | total_activation_sum=1756753
Round 2 | epoch=24, current m_iou=0.6930155622957437
Round 2 | Best m_IoU is: 0.699, OA is: 0.870 | val costTime=87.03061008453369
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.035 Acc=0.83 ---22996.48 ms/batch
Step 00016100 L_out=0.004 Acc=0.88 ---50938.29 ms/batch
Step 00016150 L_out=0.007 Acc=0.82 ---79511.34 ms/batch
Step 00016200 L_out=0.014 Acc=0.75 ---107343.32 ms/batch
Step 00016250 L_out=0.095 Acc=0.85 ---135233.48 ms/batch
Step 00016300 L_out=0.010 Acc=0.73 ---163372.13 ms/batch
Step 00016350 L_out=0.051 Acc=0.66 ---191808.43 ms/batch
Step 00016400 L_out=0.005 Acc=0.79 ---219755.82 ms/batch
Step 00016450 L_out=0.008 Acc=0.69 ---247943.89 ms/batch
Step 00016500 L_out=0.031 Acc=0.70 ---275975.69 ms/batch
Step 00016550 L_out=0.005 Acc=0.89 ---303897.70 ms/batch
Step 00016600 L_out=0.011 Acc=0.62 ---331797.13 ms/batch
Step 00016650 L_out=0.015 Acc=0.71 ---359580.25 ms/batch
Round 2 | epoch=24, train costTime=373.50470662117004, | total_activation_sum=1799588
Round 2 | epoch=25, current m_iou=0.6930647082667931
Round 2 | Best m_IoU is: 0.699, OA is: 0.870 | val costTime=90.71434831619263
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.026 Acc=0.91 ---13932.21 ms/batch
Step 00016750 L_out=0.020 Acc=0.65 ---41819.55 ms/batch
Step 00016800 L_out=0.012 Acc=0.83 ---69524.92 ms/batch
Step 00016850 L_out=0.006 Acc=0.83 ---98172.88 ms/batch
Step 00016900 L_out=0.062 Acc=0.84 ---126479.53 ms/batch
Step 00016950 L_out=0.007 Acc=0.78 ---155338.32 ms/batch
Step 00017000 L_out=0.029 Acc=0.85 ---183053.88 ms/batch
Step 00017050 L_out=0.007 Acc=0.66 ---211305.00 ms/batch
Step 00017100 L_out=0.008 Acc=0.76 ---239231.42 ms/batch
Step 00017150 L_out=0.007 Acc=0.68 ---267971.10 ms/batch
Step 00017200 L_out=0.023 Acc=0.85 ---295591.66 ms/batch
Step 00017250 L_out=0.009 Acc=0.72 ---323123.40 ms/batch
Step 00017300 L_out=0.015 Acc=0.83 ---351541.27 ms/batch
Round 2 | epoch=25, train costTime=374.5829780101776, | total_activation_sum=1753081
Round 2 | epoch=26, current m_iou=0.698173228115853
Round 2 | Best m_IoU is: 0.699, OA is: 0.870 | val costTime=97.91670298576355
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.006 Acc=0.81 --- 4650.52 ms/batch
Step 00017400 L_out=0.010 Acc=0.85 ---32579.49 ms/batch
Step 00017450 L_out=0.005 Acc=0.77 ---60057.67 ms/batch
Step 00017500 L_out=0.036 Acc=0.77 ---87701.27 ms/batch
Step 00017550 L_out=0.086 Acc=0.89 ---115694.35 ms/batch
Step 00017600 L_out=0.007 Acc=0.88 ---144132.31 ms/batch
Step 00017650 L_out=0.018 Acc=0.73 ---172188.95 ms/batch
Step 00017700 L_out=0.013 Acc=0.79 ---200404.84 ms/batch
Step 00017750 L_out=0.012 Acc=0.85 ---228717.12 ms/batch
Step 00017800 L_out=0.009 Acc=0.95 ---257116.14 ms/batch
Step 00017850 L_out=0.001 Acc=0.87 ---284592.43 ms/batch
Step 00017900 L_out=0.003 Acc=0.85 ---313135.63 ms/batch
Step 00017950 L_out=0.018 Acc=0.83 ---341972.36 ms/batch
Step 00018000 L_out=0.004 Acc=0.79 ---370207.30 ms/batch
Round 2 | epoch=26, train costTime=374.7172656059265, | total_activation_sum=1737726
Round 2 | epoch=27, current m_iou=0.7192260579919791
Round 2 | Best m_IoU is: 0.719, OA is: 0.886 | val costTime=85.93927955627441
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.051 Acc=0.76 ---23389.62 ms/batch
Step 00018100 L_out=0.029 Acc=0.72 ---51327.44 ms/batch
Step 00018150 L_out=0.019 Acc=0.85 ---79038.74 ms/batch
Step 00018200 L_out=0.100 Acc=0.72 ---107268.81 ms/batch
Step 00018250 L_out=0.043 Acc=0.70 ---135203.18 ms/batch
Step 00018300 L_out=0.012 Acc=0.90 ---163650.86 ms/batch
Step 00018350 L_out=0.002 Acc=0.91 ---191131.81 ms/batch
Step 00018400 L_out=0.008 Acc=0.81 ---218748.43 ms/batch
Step 00018450 L_out=0.014 Acc=0.88 ---246741.79 ms/batch
Step 00018500 L_out=0.030 Acc=0.86 ---274843.09 ms/batch
Step 00018550 L_out=0.003 Acc=0.82 ---303605.86 ms/batch
Step 00018600 L_out=0.026 Acc=0.82 ---332073.51 ms/batch
Step 00018650 L_out=0.009 Acc=0.82 ---360419.31 ms/batch
Round 2 | epoch=27, train costTime=375.26535201072693, | total_activation_sum=1784889
Round 2 | epoch=28, current m_iou=0.6493562376687725
Round 2 | Best m_IoU is: 0.719, OA is: 0.886 | val costTime=88.73687887191772
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.013 Acc=0.75 ---13645.68 ms/batch
Step 00018750 L_out=0.057 Acc=0.70 ---42328.48 ms/batch
Step 00018800 L_out=0.003 Acc=0.74 ---70938.81 ms/batch
Step 00018850 L_out=0.039 Acc=0.73 ---99348.76 ms/batch
Step 00018900 L_out=0.013 Acc=0.83 ---127298.35 ms/batch
Step 00018950 L_out=0.029 Acc=0.90 ---155045.96 ms/batch
Step 00019000 L_out=0.036 Acc=0.82 ---182910.48 ms/batch
Step 00019050 L_out=0.003 Acc=0.85 ---210592.33 ms/batch
Step 00019100 L_out=0.007 Acc=0.83 ---238423.61 ms/batch
Step 00019150 L_out=0.009 Acc=0.79 ---266131.15 ms/batch
Step 00019200 L_out=0.013 Acc=0.84 ---294554.16 ms/batch
Step 00019250 L_out=0.005 Acc=0.84 ---322917.93 ms/batch
Step 00019300 L_out=0.008 Acc=0.86 ---351789.72 ms/batch
Round 2 | epoch=28, train costTime=375.6752326488495, | total_activation_sum=1740037
Round 2 | epoch=29, current m_iou=0.668079927146705
Round 2 | Best m_IoU is: 0.719, OA is: 0.886 | val costTime=93.19690918922424
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.006 Acc=0.83 --- 3245.99 ms/batch
Step 00019400 L_out=0.018 Acc=0.81 ---25861.01 ms/batch
Step 00019450 L_out=0.168 Acc=0.25 ---49019.40 ms/batch
Step 00019500 L_out=0.006 Acc=0.79 ---73008.70 ms/batch
Step 00019550 L_out=0.005 Acc=0.87 ---96898.42 ms/batch
Step 00019600 L_out=0.218 Acc=0.72 ---120883.81 ms/batch
Step 00019650 L_out=0.025 Acc=0.86 ---144779.33 ms/batch
Step 00019700 L_out=0.071 Acc=0.69 ---168882.47 ms/batch
Step 00019750 L_out=0.036 Acc=0.76 ---192048.63 ms/batch
Step 00019800 L_out=0.005 Acc=0.78 ---214957.61 ms/batch
Step 00019850 L_out=0.054 Acc=0.68 ---237779.78 ms/batch
Step 00019900 L_out=0.015 Acc=0.63 ---263923.94 ms/batch
Step 00019950 L_out=0.051 Acc=0.78 ---292631.10 ms/batch
Step 00020000 L_out=0.008 Acc=0.79 ---320986.51 ms/batch
Round 2 | epoch=29, train costTime=326.4062707424164, | total_activation_sum=1821162
Round 2 | epoch=30, current m_iou=0.6486437949214645
Round 2 | Best m_IoU is: 0.719, OA is: 0.886 | val costTime=68.64491081237793
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=0.792 Acc=0.35 ---22785.95 ms/batch
Step 00020100 L_out=0.492 Acc=0.22 ---51211.45 ms/batch
Step 00020150 L_out=0.056 Acc=0.30 ---79616.31 ms/batch
Step 00020200 L_out=0.057 Acc=0.18 ---107705.49 ms/batch
Step 00020250 L_out=0.430 Acc=0.22 ---135556.93 ms/batch
Step 00020300 L_out=0.050 Acc=0.23 ---164233.35 ms/batch
Step 00020350 L_out=0.088 Acc=0.33 ---192359.82 ms/batch
Step 00020400 L_out=0.072 Acc=0.36 ---220340.49 ms/batch
Step 00020450 L_out=0.519 Acc=0.42 ---248409.22 ms/batch
Step 00020500 L_out=0.009 Acc=0.28 ---276562.30 ms/batch
Step 00020550 L_out=0.046 Acc=0.51 ---305511.03 ms/batch
Step 00020600 L_out=0.035 Acc=0.38 ---333750.89 ms/batch
Step 00020650 L_out=1.631 Acc=0.35 ---362038.15 ms/batch
Round 3 | epoch=0, train costTime=377.35276794433594, | total_activation_sum=2249572
Round 3 | epoch=1, current m_iou=0.3630363527151145
Round 3 | Best m_IoU is: 0.363, OA is: 0.656 | val costTime=81.83023571968079
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.025 Acc=0.66 ---13329.22 ms/batch
Step 00020750 L_out=0.031 Acc=0.49 ---40913.45 ms/batch
Step 00020800 L_out=0.044 Acc=0.68 ---69251.98 ms/batch
Step 00020850 L_out=0.306 Acc=0.42 ---98212.32 ms/batch
Step 00020900 L_out=0.029 Acc=0.54 ---125668.30 ms/batch
Step 00020950 L_out=0.021 Acc=0.71 ---153728.12 ms/batch
Step 00021000 L_out=0.027 Acc=0.36 ---182553.77 ms/batch
Step 00021050 L_out=0.054 Acc=0.53 ---210446.15 ms/batch
Step 00021100 L_out=0.059 Acc=0.44 ---239209.38 ms/batch
Step 00021150 L_out=0.115 Acc=0.34 ---267520.36 ms/batch
Step 00021200 L_out=0.034 Acc=0.54 ---295534.28 ms/batch
Step 00021250 L_out=0.037 Acc=0.59 ---324430.00 ms/batch
Step 00021300 L_out=0.012 Acc=0.63 ---353307.90 ms/batch
Round 3 | epoch=1, train costTime=378.03330087661743, | total_activation_sum=2183420
Round 3 | epoch=2, current m_iou=0.5655274687999252
Round 3 | Best m_IoU is: 0.566, OA is: 0.731 | val costTime=80.01544737815857
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.068 Acc=0.76 --- 3499.29 ms/batch
Step 00021400 L_out=0.012 Acc=0.69 ---30831.33 ms/batch
Step 00021450 L_out=0.013 Acc=0.73 ---59175.54 ms/batch
Step 00021500 L_out=0.016 Acc=0.61 ---87481.20 ms/batch
Step 00021550 L_out=0.040 Acc=0.79 ---115271.52 ms/batch
Step 00021600 L_out=0.058 Acc=0.61 ---143436.49 ms/batch
Step 00021650 L_out=0.067 Acc=0.67 ---171213.05 ms/batch
Step 00021700 L_out=0.039 Acc=0.78 ---199415.77 ms/batch
Step 00021750 L_out=0.017 Acc=0.63 ---227269.81 ms/batch
Step 00021800 L_out=0.037 Acc=0.61 ---255595.93 ms/batch
Step 00021850 L_out=0.102 Acc=0.57 ---283408.89 ms/batch
Step 00021900 L_out=0.024 Acc=0.74 ---311630.04 ms/batch
Step 00021950 L_out=0.042 Acc=0.67 ---340105.71 ms/batch
Step 00022000 L_out=0.036 Acc=0.30 ---368016.47 ms/batch
Round 3 | epoch=2, train costTime=374.59571409225464, | total_activation_sum=2089927
Round 3 | epoch=3, current m_iou=0.686806264518099
Round 3 | Best m_IoU is: 0.687, OA is: 0.822 | val costTime=81.26636147499084
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.026 Acc=0.62 ---22629.39 ms/batch
Step 00022100 L_out=0.068 Acc=0.73 ---50196.77 ms/batch
Step 00022150 L_out=0.049 Acc=0.81 ---78307.18 ms/batch
Step 00022200 L_out=0.074 Acc=0.69 ---106017.07 ms/batch
Step 00022250 L_out=0.058 Acc=0.68 ---134793.16 ms/batch
Step 00022300 L_out=0.013 Acc=0.71 ---162651.28 ms/batch
Step 00022350 L_out=0.059 Acc=0.60 ---191127.24 ms/batch
Step 00022400 L_out=0.013 Acc=0.77 ---218800.30 ms/batch
Step 00022450 L_out=0.030 Acc=0.78 ---246817.11 ms/batch
Step 00022500 L_out=0.037 Acc=0.83 ---275023.93 ms/batch
Step 00022550 L_out=0.080 Acc=0.61 ---303082.67 ms/batch
Step 00022600 L_out=0.024 Acc=0.69 ---331462.90 ms/batch
Step 00022650 L_out=0.059 Acc=0.71 ---359409.29 ms/batch
Round 3 | epoch=3, train costTime=375.0678060054779, | total_activation_sum=2097252
Round 3 | epoch=4, current m_iou=0.6509227839041415
Round 3 | Best m_IoU is: 0.687, OA is: 0.822 | val costTime=87.44382953643799
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.108 Acc=0.73 ---12593.76 ms/batch
Step 00022750 L_out=0.011 Acc=0.82 ---41241.45 ms/batch
Step 00022800 L_out=0.033 Acc=0.71 ---69858.74 ms/batch
Step 00022850 L_out=0.010 Acc=0.66 ---97766.53 ms/batch
Step 00022900 L_out=0.022 Acc=0.80 ---125593.12 ms/batch
Step 00022950 L_out=0.039 Acc=0.79 ---153886.35 ms/batch
Step 00023000 L_out=0.042 Acc=0.53 ---181801.12 ms/batch
Step 00023050 L_out=0.014 Acc=0.79 ---210086.37 ms/batch
Step 00023100 L_out=0.023 Acc=0.87 ---238494.86 ms/batch
Step 00023150 L_out=0.050 Acc=0.74 ---267003.64 ms/batch
Step 00023200 L_out=0.010 Acc=0.92 ---295085.09 ms/batch
Step 00023250 L_out=0.012 Acc=0.78 ---323634.37 ms/batch
Step 00023300 L_out=0.105 Acc=0.67 ---352617.97 ms/batch
Round 3 | epoch=4, train costTime=378.3725583553314, | total_activation_sum=2217772
Round 3 | epoch=5, current m_iou=0.6418716704633616
Round 3 | Best m_IoU is: 0.687, OA is: 0.822 | val costTime=98.31076455116272
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.024 Acc=0.71 --- 2669.37 ms/batch
Step 00023400 L_out=0.021 Acc=0.78 ---30536.40 ms/batch
Step 00023450 L_out=0.044 Acc=0.78 ---58073.64 ms/batch
Step 00023500 L_out=0.024 Acc=0.69 ---85520.89 ms/batch
Step 00023550 L_out=0.053 Acc=0.50 ---113146.54 ms/batch
Step 00023600 L_out=0.003 Acc=0.66 ---141298.44 ms/batch
Step 00023650 L_out=0.027 Acc=0.62 ---169723.48 ms/batch
Step 00023700 L_out=0.027 Acc=0.62 ---197627.63 ms/batch
Step 00023750 L_out=0.254 Acc=0.80 ---225381.23 ms/batch
Step 00023800 L_out=0.028 Acc=0.65 ---253298.68 ms/batch
Step 00023850 L_out=0.049 Acc=0.63 ---281637.67 ms/batch
Step 00023900 L_out=0.049 Acc=0.80 ---309816.24 ms/batch
Step 00023950 L_out=0.092 Acc=0.91 ---337156.03 ms/batch
Step 00024000 L_out=0.074 Acc=0.59 ---365346.72 ms/batch
Round 3 | epoch=5, train costTime=372.0417423248291, | total_activation_sum=2177721
Round 3 | epoch=6, current m_iou=0.6991204744039956
Round 3 | Best m_IoU is: 0.699, OA is: 0.846 | val costTime=81.3394467830658
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.016 Acc=0.65 ---20750.55 ms/batch
Step 00024100 L_out=0.168 Acc=0.71 ---48583.56 ms/batch
Step 00024150 L_out=0.022 Acc=0.77 ---77801.94 ms/batch
Step 00024200 L_out=0.037 Acc=0.83 ---106277.55 ms/batch
Step 00024250 L_out=0.009 Acc=0.64 ---134589.71 ms/batch
Step 00024300 L_out=0.742 Acc=0.72 ---162523.58 ms/batch
Step 00024350 L_out=0.046 Acc=0.71 ---191123.66 ms/batch
Step 00024400 L_out=0.050 Acc=0.69 ---219093.53 ms/batch
Step 00024450 L_out=0.012 Acc=0.73 ---247152.85 ms/batch
Step 00024500 L_out=0.050 Acc=0.76 ---275438.47 ms/batch
Step 00024550 L_out=0.008 Acc=0.64 ---303616.31 ms/batch
Step 00024600 L_out=0.028 Acc=0.79 ---331582.90 ms/batch
Step 00024650 L_out=0.013 Acc=0.72 ---359831.18 ms/batch
Round 3 | epoch=6, train costTime=375.95692920684814, | total_activation_sum=2148478
Round 3 | epoch=7, current m_iou=0.7172609440376625
Round 3 | Best m_IoU is: 0.717, OA is: 0.870 | val costTime=78.1248881816864
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.027 Acc=0.92 ---11464.71 ms/batch
Step 00024750 L_out=0.008 Acc=0.74 ---40925.58 ms/batch
Step 00024800 L_out=0.140 Acc=0.83 ---70040.97 ms/batch
Step 00024850 L_out=0.012 Acc=0.82 ---98295.64 ms/batch
Step 00024900 L_out=0.005 Acc=0.75 ---126115.74 ms/batch
Step 00024950 L_out=0.024 Acc=0.81 ---154495.41 ms/batch
Step 00025000 L_out=0.013 Acc=0.62 ---182512.91 ms/batch
Step 00025050 L_out=0.005 Acc=0.83 ---210410.86 ms/batch
Step 00025100 L_out=0.042 Acc=0.76 ---238176.59 ms/batch
Step 00025150 L_out=0.084 Acc=0.84 ---266019.88 ms/batch
Step 00025200 L_out=0.017 Acc=0.70 ---293437.81 ms/batch
Step 00025250 L_out=0.092 Acc=0.76 ---321255.03 ms/batch
Step 00025300 L_out=0.073 Acc=0.84 ---349719.65 ms/batch
Round 3 | epoch=7, train costTime=375.0526008605957, | total_activation_sum=2116923
Round 3 | epoch=8, current m_iou=0.665614249871431
Round 3 | Best m_IoU is: 0.717, OA is: 0.870 | val costTime=96.9338915348053
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.122 Acc=0.87 --- 2247.97 ms/batch
Step 00025400 L_out=0.134 Acc=0.60 ---31942.76 ms/batch
Step 00025450 L_out=0.012 Acc=0.79 ---60635.01 ms/batch
Step 00025500 L_out=0.240 Acc=0.64 ---88793.90 ms/batch
Step 00025550 L_out=0.040 Acc=0.75 ---116940.78 ms/batch
Step 00025600 L_out=0.118 Acc=0.74 ---145096.81 ms/batch
Step 00025650 L_out=0.026 Acc=0.73 ---173123.99 ms/batch
Step 00025700 L_out=0.108 Acc=0.82 ---201074.93 ms/batch
Step 00025750 L_out=0.023 Acc=0.70 ---229114.52 ms/batch
Step 00025800 L_out=0.073 Acc=0.70 ---257030.14 ms/batch
Step 00025850 L_out=0.034 Acc=0.85 ---284947.52 ms/batch
Step 00025900 L_out=0.290 Acc=0.71 ---312993.80 ms/batch
Step 00025950 L_out=0.112 Acc=0.57 ---341027.97 ms/batch
Step 00026000 L_out=0.017 Acc=0.86 ---368368.27 ms/batch
Round 3 | epoch=8, train costTime=375.6951415538788, | total_activation_sum=2128318
Round 3 | epoch=9, current m_iou=0.7210047168055091
Round 3 | Best m_IoU is: 0.721, OA is: 0.862 | val costTime=94.832937002182
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.012 Acc=0.86 ---21814.68 ms/batch
Step 00026100 L_out=0.016 Acc=0.78 ---50185.31 ms/batch
Step 00026150 L_out=0.035 Acc=0.64 ---77574.66 ms/batch
Step 00026200 L_out=0.022 Acc=0.83 ---105899.60 ms/batch
Step 00026250 L_out=0.040 Acc=0.71 ---134232.26 ms/batch
Step 00026300 L_out=0.094 Acc=0.58 ---161835.47 ms/batch
Step 00026350 L_out=0.114 Acc=0.64 ---189798.13 ms/batch
Step 00026400 L_out=0.017 Acc=0.73 ---217529.55 ms/batch
Step 00026450 L_out=0.018 Acc=0.84 ---245305.38 ms/batch
Step 00026500 L_out=0.091 Acc=0.79 ---273420.68 ms/batch
Step 00026550 L_out=0.018 Acc=0.87 ---300768.90 ms/batch
Step 00026600 L_out=0.004 Acc=0.77 ---328475.97 ms/batch
Step 00026650 L_out=0.026 Acc=0.82 ---357087.10 ms/batch
Round 3 | epoch=9, train costTime=374.2000296115875, | total_activation_sum=2215927
Round 3 | epoch=10, current m_iou=0.7472726091828661
Round 3 | Best m_IoU is: 0.747, OA is: 0.881 | val costTime=92.76805281639099
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.003 Acc=0.77 ---12146.74 ms/batch
Step 00026750 L_out=0.007 Acc=0.74 ---40685.89 ms/batch
Step 00026800 L_out=0.105 Acc=0.53 ---68622.78 ms/batch
Step 00026850 L_out=0.007 Acc=0.69 ---96576.51 ms/batch
Step 00026900 L_out=0.033 Acc=0.75 ---124648.71 ms/batch
Step 00026950 L_out=0.043 Acc=0.65 ---153081.93 ms/batch
Step 00027000 L_out=0.006 Acc=0.86 ---181289.07 ms/batch
Step 00027050 L_out=0.028 Acc=0.75 ---210148.85 ms/batch
Step 00027100 L_out=0.049 Acc=0.74 ---237931.36 ms/batch
Step 00027150 L_out=0.029 Acc=0.85 ---266677.72 ms/batch
Step 00027200 L_out=0.037 Acc=0.49 ---294408.98 ms/batch
Step 00027250 L_out=0.027 Acc=0.82 ---322241.89 ms/batch
Step 00027300 L_out=0.230 Acc=0.81 ---350198.20 ms/batch
Round 3 | epoch=10, train costTime=377.12175154685974, | total_activation_sum=2144896
Round 3 | epoch=11, current m_iou=0.7282861363127123
Round 3 | Best m_IoU is: 0.747, OA is: 0.881 | val costTime=93.52676653862
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.006 Acc=0.57 --- 1638.70 ms/batch
Step 00027400 L_out=0.019 Acc=0.61 ---30007.25 ms/batch
Step 00027450 L_out=0.097 Acc=0.77 ---58840.87 ms/batch
Step 00027500 L_out=0.025 Acc=0.67 ---87619.31 ms/batch
Step 00027550 L_out=0.028 Acc=0.65 ---116329.95 ms/batch
Step 00027600 L_out=0.019 Acc=0.81 ---144570.15 ms/batch
Step 00027650 L_out=0.035 Acc=0.72 ---172567.24 ms/batch
Step 00027700 L_out=0.010 Acc=0.76 ---200619.40 ms/batch
Step 00027750 L_out=0.152 Acc=0.86 ---228719.70 ms/batch
Step 00027800 L_out=0.125 Acc=0.73 ---256903.73 ms/batch
Step 00027850 L_out=0.014 Acc=0.84 ---284612.92 ms/batch
Step 00027900 L_out=0.053 Acc=0.55 ---312651.71 ms/batch
Step 00027950 L_out=0.020 Acc=0.56 ---341143.57 ms/batch
Step 00028000 L_out=0.035 Acc=0.86 ---369168.90 ms/batch
Round 3 | epoch=11, train costTime=376.7810561656952, | total_activation_sum=2244011
Round 3 | epoch=12, current m_iou=0.7519323748374429
Round 3 | Best m_IoU is: 0.752, OA is: 0.897 | val costTime=91.97754454612732
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.032 Acc=0.68 ---19669.12 ms/batch
Step 00028100 L_out=0.005 Acc=0.82 ---47532.58 ms/batch
Step 00028150 L_out=0.008 Acc=0.85 ---75444.16 ms/batch
Step 00028200 L_out=0.025 Acc=0.82 ---103126.53 ms/batch
Step 00028250 L_out=0.086 Acc=0.88 ---130988.46 ms/batch
Step 00028300 L_out=0.042 Acc=0.74 ---158478.82 ms/batch
Step 00028350 L_out=0.023 Acc=0.78 ---185720.14 ms/batch
Step 00028400 L_out=0.047 Acc=0.83 ---213356.98 ms/batch
Step 00028450 L_out=0.309 Acc=0.80 ---241674.13 ms/batch
Step 00028500 L_out=0.018 Acc=0.75 ---269860.64 ms/batch
Step 00028550 L_out=0.013 Acc=0.82 ---298050.17 ms/batch
Step 00028600 L_out=0.004 Acc=0.83 ---326485.73 ms/batch
Step 00028650 L_out=0.009 Acc=0.79 ---354929.64 ms/batch
Round 3 | epoch=12, train costTime=372.5531256198883, | total_activation_sum=2101001
Round 3 | epoch=13, current m_iou=0.7587555576924252
Round 3 | Best m_IoU is: 0.759, OA is: 0.903 | val costTime=88.08073043823242
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.011 Acc=0.69 ---10534.08 ms/batch
Step 00028750 L_out=0.006 Acc=0.86 ---38458.92 ms/batch
Step 00028800 L_out=0.031 Acc=0.78 ---67039.40 ms/batch
Step 00028850 L_out=0.008 Acc=0.85 ---95236.90 ms/batch
Step 00028900 L_out=0.012 Acc=0.80 ---122783.55 ms/batch
Step 00028950 L_out=0.020 Acc=0.77 ---151021.83 ms/batch
Step 00029000 L_out=0.027 Acc=0.71 ---178968.53 ms/batch
Step 00029050 L_out=0.009 Acc=0.83 ---207943.10 ms/batch
Step 00029100 L_out=0.004 Acc=0.72 ---235924.17 ms/batch
Step 00029150 L_out=0.053 Acc=0.86 ---264538.03 ms/batch
Step 00029200 L_out=0.008 Acc=0.87 ---291974.35 ms/batch
Step 00029250 L_out=0.015 Acc=0.85 ---320137.94 ms/batch
Step 00029300 L_out=0.004 Acc=0.82 ---348901.43 ms/batch
Round 3 | epoch=13, train costTime=375.45473408699036, | total_activation_sum=2074674
Round 3 | epoch=14, current m_iou=0.7671811105084358
Round 3 | Best m_IoU is: 0.767, OA is: 0.916 | val costTime=94.66878938674927
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.035 Acc=0.84 --- 1398.14 ms/batch
Step 00029400 L_out=0.008 Acc=0.84 ---29632.96 ms/batch
Step 00029450 L_out=0.014 Acc=0.91 ---57913.57 ms/batch
Step 00029500 L_out=0.007 Acc=0.64 ---85861.78 ms/batch
Step 00029550 L_out=0.010 Acc=0.94 ---113435.89 ms/batch
Step 00029600 L_out=0.154 Acc=0.87 ---141074.43 ms/batch
Step 00029650 L_out=0.015 Acc=0.70 ---168365.24 ms/batch
Step 00029700 L_out=0.018 Acc=0.91 ---196471.01 ms/batch
Step 00029750 L_out=0.036 Acc=0.82 ---224152.13 ms/batch
Step 00029800 L_out=0.036 Acc=0.92 ---252768.16 ms/batch
Step 00029850 L_out=0.050 Acc=0.75 ---281825.91 ms/batch
Step 00029900 L_out=0.001 Acc=0.90 ---309824.38 ms/batch
Step 00029950 L_out=0.005 Acc=0.90 ---337392.71 ms/batch
Step 00030000 L_out=0.007 Acc=0.80 ---364750.79 ms/batch
Round 3 | epoch=14, train costTime=372.93405842781067, | total_activation_sum=2187086
Round 3 | epoch=15, current m_iou=0.7430646738099178
Round 3 | Best m_IoU is: 0.767, OA is: 0.916 | val costTime=79.17573499679565
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.026 Acc=0.78 ---18731.54 ms/batch
Step 00030100 L_out=0.020 Acc=0.82 ---46435.74 ms/batch
Step 00030150 L_out=0.025 Acc=0.91 ---73613.71 ms/batch
Step 00030200 L_out=0.015 Acc=0.80 ---100996.32 ms/batch
Step 00030250 L_out=0.024 Acc=0.86 ---128036.47 ms/batch
Step 00030300 L_out=0.029 Acc=0.87 ---155447.59 ms/batch
Step 00030350 L_out=0.011 Acc=0.80 ---183401.50 ms/batch
Step 00030400 L_out=0.022 Acc=0.71 ---211287.67 ms/batch
Step 00030450 L_out=0.010 Acc=0.76 ---238651.03 ms/batch
Step 00030500 L_out=0.052 Acc=0.81 ---265773.02 ms/batch
Step 00030550 L_out=0.035 Acc=0.84 ---293231.47 ms/batch
Step 00030600 L_out=0.053 Acc=0.66 ---321148.09 ms/batch
Step 00030650 L_out=0.032 Acc=0.87 ---349384.21 ms/batch
Round 3 | epoch=15, train costTime=367.55435371398926, | total_activation_sum=2168773
Round 3 | epoch=16, current m_iou=0.74309775071088
Round 3 | Best m_IoU is: 0.767, OA is: 0.916 | val costTime=84.57136011123657
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.055 Acc=0.81 ---10126.32 ms/batch
Step 00030750 L_out=0.009 Acc=0.81 ---38416.20 ms/batch
Step 00030800 L_out=0.021 Acc=0.91 ---66284.41 ms/batch
Step 00030850 L_out=0.038 Acc=0.89 ---93840.47 ms/batch
Step 00030900 L_out=0.008 Acc=0.90 ---121835.27 ms/batch
Step 00030950 L_out=0.016 Acc=0.87 ---149459.76 ms/batch
Step 00031000 L_out=0.022 Acc=0.82 ---177354.09 ms/batch
Step 00031050 L_out=0.006 Acc=0.80 ---205620.20 ms/batch
Step 00031100 L_out=0.010 Acc=0.88 ---233179.27 ms/batch
Step 00031150 L_out=0.033 Acc=0.77 ---260423.75 ms/batch
Step 00031200 L_out=0.009 Acc=0.90 ---287671.52 ms/batch
Step 00031250 L_out=0.005 Acc=0.67 ---315582.32 ms/batch
Step 00031300 L_out=0.001 Acc=0.87 ---343089.65 ms/batch
Round 3 | epoch=16, train costTime=369.854704618454, | total_activation_sum=2114031
Round 3 | epoch=17, current m_iou=0.7553478037970195
Round 3 | Best m_IoU is: 0.767, OA is: 0.916 | val costTime=82.7102382183075
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.027 Acc=0.67 ---  560.35 ms/batch
Step 00031400 L_out=0.022 Acc=0.86 ---27820.36 ms/batch
Step 00031450 L_out=0.047 Acc=0.77 ---55524.35 ms/batch
Step 00031500 L_out=0.016 Acc=0.81 ---82954.42 ms/batch
Step 00031550 L_out=0.024 Acc=0.92 ---110467.67 ms/batch
Step 00031600 L_out=0.012 Acc=0.85 ---137580.58 ms/batch
Step 00031650 L_out=0.018 Acc=0.91 ---165061.21 ms/batch
Step 00031700 L_out=0.034 Acc=0.85 ---193653.28 ms/batch
Step 00031750 L_out=0.023 Acc=0.73 ---221244.27 ms/batch
Step 00031800 L_out=0.016 Acc=0.79 ---249675.36 ms/batch
Step 00031850 L_out=0.008 Acc=0.90 ---277922.57 ms/batch
Step 00031900 L_out=0.062 Acc=0.80 ---305631.63 ms/batch
Step 00031950 L_out=0.011 Acc=0.90 ---334283.74 ms/batch
Step 00032000 L_out=0.026 Acc=0.76 ---362088.91 ms/batch
Round 3 | epoch=17, train costTime=370.7812747955322, | total_activation_sum=2175219
Round 3 | epoch=18, current m_iou=0.7012665704604788
Round 3 | Best m_IoU is: 0.767, OA is: 0.916 | val costTime=89.70911049842834
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.033 Acc=0.92 ---20005.13 ms/batch
Step 00032100 L_out=0.015 Acc=0.78 ---48525.45 ms/batch
Step 00032150 L_out=0.034 Acc=0.90 ---76964.28 ms/batch
Step 00032200 L_out=0.004 Acc=0.80 ---104933.41 ms/batch
Step 00032250 L_out=0.016 Acc=0.81 ---133665.99 ms/batch
Step 00032300 L_out=0.069 Acc=0.86 ---161703.16 ms/batch
Step 00032350 L_out=0.002 Acc=0.89 ---189434.01 ms/batch
Step 00032400 L_out=0.026 Acc=0.87 ---218048.84 ms/batch
Step 00032450 L_out=0.008 Acc=0.67 ---245795.39 ms/batch
Step 00032500 L_out=0.010 Acc=0.84 ---273056.23 ms/batch
Step 00032550 L_out=0.006 Acc=0.81 ---301222.56 ms/batch
Step 00032600 L_out=0.021 Acc=0.88 ---328948.07 ms/batch
Step 00032650 L_out=0.006 Acc=0.87 ---356786.45 ms/batch
Round 3 | epoch=18, train costTime=374.89917969703674, | total_activation_sum=2134143
Round 3 | epoch=19, current m_iou=0.7455904395548323
Round 3 | Best m_IoU is: 0.767, OA is: 0.916 | val costTime=86.99480128288269
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.012 Acc=0.75 --- 9174.44 ms/batch
Step 00032750 L_out=0.043 Acc=0.86 ---37294.25 ms/batch
Step 00032800 L_out=0.005 Acc=0.90 ---65312.94 ms/batch
Step 00032850 L_out=0.016 Acc=0.69 ---93683.98 ms/batch
Step 00032900 L_out=0.009 Acc=0.74 ---121876.32 ms/batch
Step 00032950 L_out=0.007 Acc=0.83 ---150363.42 ms/batch
Step 00033000 L_out=0.017 Acc=0.81 ---178553.25 ms/batch
Step 00033050 L_out=0.046 Acc=0.84 ---206778.34 ms/batch
Step 00033100 L_out=0.041 Acc=0.67 ---235220.70 ms/batch
Step 00033150 L_out=0.004 Acc=0.70 ---264072.39 ms/batch
Step 00033200 L_out=0.027 Acc=0.81 ---292283.06 ms/batch
Step 00033250 L_out=0.030 Acc=0.89 ---320311.81 ms/batch
Step 00033300 L_out=0.034 Acc=0.88 ---348808.74 ms/batch
Step 00033350 L_out=0.018 Acc=0.73 ---377300.79 ms/batch
Round 3 | epoch=19, train costTime=377.30088996887207, | total_activation_sum=2180214
Round 3 | epoch=20, current m_iou=0.7500871805226331
Round 3 | Best m_IoU is: 0.767, OA is: 0.916 | val costTime=86.58168292045593
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.012 Acc=0.83 ---27517.86 ms/batch
Step 00033450 L_out=0.080 Acc=0.88 ---56033.22 ms/batch
Step 00033500 L_out=0.050 Acc=0.75 ---84839.21 ms/batch
Step 00033550 L_out=0.012 Acc=0.90 ---113901.92 ms/batch
Step 00033600 L_out=0.013 Acc=0.82 ---142383.37 ms/batch
Step 00033650 L_out=0.002 Acc=0.90 ---170760.58 ms/batch
Step 00033700 L_out=0.008 Acc=0.87 ---198484.97 ms/batch
Step 00033750 L_out=0.009 Acc=0.80 ---226909.16 ms/batch
Step 00033800 L_out=0.022 Acc=0.85 ---255783.73 ms/batch
Step 00033850 L_out=0.011 Acc=0.72 ---284020.94 ms/batch
Step 00033900 L_out=0.012 Acc=0.84 ---311855.34 ms/batch
Step 00033950 L_out=0.005 Acc=0.78 ---340382.02 ms/batch
Step 00034000 L_out=0.028 Acc=0.59 ---367731.08 ms/batch
Round 3 | epoch=20, train costTime=376.8734841346741, | total_activation_sum=2213412
Round 3 | epoch=21, current m_iou=0.7492513677966883
Round 3 | Best m_IoU is: 0.767, OA is: 0.916 | val costTime=84.94817638397217
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.007 Acc=0.81 ---18199.71 ms/batch
Step 00034100 L_out=0.036 Acc=0.89 ---45761.03 ms/batch
Step 00034150 L_out=0.008 Acc=0.93 ---73332.03 ms/batch
Step 00034200 L_out=0.045 Acc=0.77 ---101294.51 ms/batch
Step 00034250 L_out=0.013 Acc=0.88 ---128898.95 ms/batch
Step 00034300 L_out=0.005 Acc=0.72 ---156348.31 ms/batch
Step 00034350 L_out=0.016 Acc=0.62 ---183714.10 ms/batch
Step 00034400 L_out=0.022 Acc=0.72 ---211352.82 ms/batch
Step 00034450 L_out=0.009 Acc=0.90 ---238698.37 ms/batch
Step 00034500 L_out=0.055 Acc=0.79 ---266481.22 ms/batch
Step 00034550 L_out=0.029 Acc=0.88 ---295242.85 ms/batch
Step 00034600 L_out=0.017 Acc=0.80 ---324140.25 ms/batch
Step 00034650 L_out=0.036 Acc=0.77 ---352026.60 ms/batch
Round 3 | epoch=21, train costTime=371.347359418869, | total_activation_sum=2145173
Round 3 | epoch=22, current m_iou=0.7597941371910134
Round 3 | Best m_IoU is: 0.767, OA is: 0.916 | val costTime=91.62101721763611
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.003 Acc=0.84 --- 8735.18 ms/batch
Step 00034750 L_out=0.003 Acc=0.91 ---37093.41 ms/batch
Step 00034800 L_out=0.029 Acc=0.72 ---64714.65 ms/batch
Step 00034850 L_out=0.016 Acc=0.84 ---92431.86 ms/batch
Step 00034900 L_out=0.073 Acc=0.85 ---119923.74 ms/batch
Step 00034950 L_out=0.012 Acc=0.87 ---148450.45 ms/batch
Step 00035000 L_out=0.006 Acc=0.85 ---176163.40 ms/batch
Step 00035050 L_out=0.015 Acc=0.83 ---203888.12 ms/batch
Step 00035100 L_out=0.012 Acc=0.81 ---231417.31 ms/batch
Step 00035150 L_out=0.005 Acc=0.77 ---259314.60 ms/batch
Step 00035200 L_out=0.030 Acc=0.89 ---287701.63 ms/batch
Step 00035250 L_out=0.002 Acc=0.89 ---315533.27 ms/batch
Step 00035300 L_out=0.014 Acc=0.82 ---344048.72 ms/batch
Step 00035350 L_out=0.035 Acc=0.84 ---371775.34 ms/batch
Round 3 | epoch=22, train costTime=372.3089408874512, | total_activation_sum=2158679
Round 3 | epoch=23, current m_iou=0.7597902361356581
Round 3 | Best m_IoU is: 0.767, OA is: 0.916 | val costTime=83.98295617103577
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.019 Acc=0.87 ---26856.41 ms/batch
Step 00035450 L_out=0.012 Acc=0.86 ---54302.30 ms/batch
Step 00035500 L_out=0.005 Acc=0.80 ---81815.65 ms/batch
Step 00035550 L_out=0.004 Acc=0.92 ---109835.25 ms/batch
Step 00035600 L_out=0.007 Acc=0.88 ---137621.19 ms/batch
Step 00035650 L_out=0.025 Acc=0.92 ---166016.16 ms/batch
Step 00035700 L_out=0.014 Acc=0.91 ---193544.12 ms/batch
Step 00035750 L_out=0.038 Acc=0.87 ---221074.76 ms/batch
Step 00035800 L_out=0.067 Acc=0.82 ---249434.03 ms/batch
Step 00035850 L_out=0.001 Acc=0.89 ---277251.85 ms/batch
Step 00035900 L_out=0.007 Acc=0.77 ---305514.79 ms/batch
Step 00035950 L_out=0.067 Acc=0.88 ---333998.10 ms/batch
Step 00036000 L_out=0.020 Acc=0.71 ---362527.65 ms/batch
Round 3 | epoch=23, train costTime=372.56625175476074, | total_activation_sum=2077547
Round 3 | epoch=24, current m_iou=0.7322320186500506
Round 3 | Best m_IoU is: 0.767, OA is: 0.916 | val costTime=85.8092188835144
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.031 Acc=0.79 ---17844.18 ms/batch
Step 00036100 L_out=0.027 Acc=0.87 ---45910.98 ms/batch
Step 00036150 L_out=0.012 Acc=0.84 ---74296.17 ms/batch
Step 00036200 L_out=0.014 Acc=0.78 ---103855.54 ms/batch
Step 00036250 L_out=0.012 Acc=0.89 ---132054.83 ms/batch
Step 00036300 L_out=0.062 Acc=0.85 ---159864.30 ms/batch
Step 00036350 L_out=0.036 Acc=0.84 ---188400.83 ms/batch
Step 00036400 L_out=0.004 Acc=0.76 ---215817.73 ms/batch
Step 00036450 L_out=0.025 Acc=0.83 ---243689.61 ms/batch
Step 00036500 L_out=0.019 Acc=0.89 ---272285.54 ms/batch
Step 00036550 L_out=0.012 Acc=0.73 ---300401.32 ms/batch
Step 00036600 L_out=0.020 Acc=0.82 ---328719.33 ms/batch
Step 00036650 L_out=0.008 Acc=0.81 ---357215.84 ms/batch
Round 3 | epoch=24, train costTime=376.7210931777954, | total_activation_sum=2146095
Round 3 | epoch=25, current m_iou=0.7576017678468312
Round 3 | Best m_IoU is: 0.767, OA is: 0.916 | val costTime=89.85179471969604
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.067 Acc=0.91 --- 8541.67 ms/batch
Step 00036750 L_out=0.068 Acc=0.79 ---36586.92 ms/batch
Step 00036800 L_out=0.031 Acc=0.80 ---65339.29 ms/batch
Step 00036850 L_out=0.002 Acc=0.90 ---93518.87 ms/batch
Step 00036900 L_out=0.026 Acc=0.80 ---121439.55 ms/batch
Step 00036950 L_out=0.004 Acc=0.90 ---149608.13 ms/batch
Step 00037000 L_out=0.003 Acc=0.85 ---178707.45 ms/batch
Step 00037050 L_out=0.005 Acc=0.88 ---207001.30 ms/batch
Step 00037100 L_out=0.010 Acc=0.90 ---235819.55 ms/batch
Step 00037150 L_out=0.013 Acc=0.80 ---263819.94 ms/batch
Step 00037200 L_out=0.006 Acc=0.92 ---291497.14 ms/batch
Step 00037250 L_out=0.004 Acc=0.91 ---319815.02 ms/batch
Step 00037300 L_out=0.013 Acc=0.90 ---348217.78 ms/batch
Step 00037350 L_out=0.018 Acc=0.74 ---376316.83 ms/batch
Round 3 | epoch=25, train costTime=377.2136697769165, | total_activation_sum=2218819
Round 3 | epoch=26, current m_iou=0.7750396269132194
Round 3 | Best m_IoU is: 0.775, OA is: 0.913 | val costTime=87.57738494873047
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.019 Acc=0.80 ---26611.01 ms/batch
Step 00037450 L_out=0.020 Acc=0.77 ---54340.52 ms/batch
Step 00037500 L_out=0.012 Acc=0.91 ---83381.47 ms/batch
Step 00037550 L_out=0.019 Acc=0.85 ---112016.97 ms/batch
Step 00037600 L_out=0.004 Acc=0.84 ---139706.57 ms/batch
Step 00037650 L_out=0.041 Acc=0.78 ---166878.74 ms/batch
Step 00037700 L_out=0.040 Acc=0.90 ---194878.77 ms/batch
Step 00037750 L_out=0.042 Acc=0.67 ---222791.57 ms/batch
Step 00037800 L_out=0.036 Acc=0.68 ---250543.02 ms/batch
Step 00037850 L_out=0.010 Acc=0.93 ---278426.45 ms/batch
Step 00037900 L_out=0.003 Acc=0.82 ---306524.04 ms/batch
Step 00037950 L_out=0.002 Acc=0.87 ---334103.60 ms/batch
Step 00038000 L_out=0.003 Acc=0.88 ---361594.98 ms/batch
Round 3 | epoch=26, train costTime=372.16332745552063, | total_activation_sum=2148746
Round 3 | epoch=27, current m_iou=0.7722500805237542
Round 3 | Best m_IoU is: 0.775, OA is: 0.913 | val costTime=84.1936240196228
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.056 Acc=0.65 ---17069.41 ms/batch
Step 00038100 L_out=0.004 Acc=0.81 ---44354.98 ms/batch
Step 00038150 L_out=0.016 Acc=0.81 ---71758.08 ms/batch
Step 00038200 L_out=0.004 Acc=0.91 ---100013.24 ms/batch
Step 00038250 L_out=0.005 Acc=0.93 ---129145.65 ms/batch
Step 00038300 L_out=0.002 Acc=0.87 ---156766.41 ms/batch
Step 00038350 L_out=0.005 Acc=0.73 ---185144.05 ms/batch
Step 00038400 L_out=0.001 Acc=0.88 ---212957.19 ms/batch
Step 00038450 L_out=0.012 Acc=0.70 ---240839.66 ms/batch
Step 00038500 L_out=0.022 Acc=0.82 ---268586.43 ms/batch
Step 00038550 L_out=0.009 Acc=0.85 ---296161.05 ms/batch
Step 00038600 L_out=0.014 Acc=0.77 ---323627.66 ms/batch
Step 00038650 L_out=0.053 Acc=0.79 ---351256.85 ms/batch
Round 3 | epoch=27, train costTime=371.1021919250488, | total_activation_sum=2137154
Round 3 | epoch=28, current m_iou=0.7593250136665066
Round 3 | Best m_IoU is: 0.775, OA is: 0.913 | val costTime=84.5645546913147
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.014 Acc=0.89 --- 8302.91 ms/batch
Step 00038750 L_out=0.033 Acc=0.90 ---36851.95 ms/batch
Step 00038800 L_out=0.023 Acc=0.64 ---65277.39 ms/batch
Step 00038850 L_out=0.006 Acc=0.81 ---92694.09 ms/batch
Step 00038900 L_out=0.012 Acc=0.89 ---120632.06 ms/batch
Step 00038950 L_out=0.004 Acc=0.91 ---148644.28 ms/batch
Step 00039000 L_out=0.004 Acc=0.85 ---176254.79 ms/batch
Step 00039050 L_out=0.001 Acc=0.89 ---205063.89 ms/batch
Step 00039100 L_out=0.015 Acc=0.85 ---232961.75 ms/batch
Step 00039150 L_out=0.014 Acc=0.82 ---261112.13 ms/batch
Step 00039200 L_out=0.019 Acc=0.90 ---290402.82 ms/batch
Step 00039250 L_out=0.004 Acc=0.72 ---318256.11 ms/batch
Step 00039300 L_out=0.020 Acc=0.83 ---346308.23 ms/batch
Step 00039350 L_out=0.008 Acc=0.76 ---374336.63 ms/batch
Round 3 | epoch=28, train costTime=375.7717354297638, | total_activation_sum=2149971
Round 3 | epoch=29, current m_iou=0.7617835574237798
Round 3 | Best m_IoU is: 0.775, OA is: 0.913 | val costTime=85.09682774543762
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.009 Acc=0.75 ---22129.88 ms/batch
Step 00039450 L_out=0.015 Acc=0.83 ---46134.05 ms/batch
Step 00039500 L_out=0.006 Acc=0.84 ---70410.56 ms/batch
Step 00039550 L_out=0.062 Acc=0.91 ---94529.41 ms/batch
Step 00039600 L_out=0.008 Acc=0.93 ---118714.57 ms/batch
Step 00039650 L_out=0.015 Acc=0.88 ---142734.36 ms/batch
Step 00039700 L_out=0.024 Acc=0.88 ---166771.39 ms/batch
Step 00039750 L_out=0.005 Acc=0.87 ---190958.24 ms/batch
Step 00039800 L_out=0.001 Acc=0.81 ---215099.19 ms/batch
Step 00039850 L_out=0.011 Acc=0.89 ---239201.31 ms/batch
Step 00039900 L_out=0.011 Acc=0.89 ---263406.98 ms/batch
Step 00039950 L_out=0.023 Acc=0.79 ---287586.85 ms/batch
Step 00040000 L_out=0.037 Acc=0.91 ---311769.86 ms/batch
Round 3 | epoch=29, train costTime=321.4930281639099, | total_activation_sum=2211493
Round 3 | epoch=30, current m_iou=0.7659818794660826
Round 3 | Best m_IoU is: 0.775, OA is: 0.913 | val costTime=86.07888340950012
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=0.600 Acc=0.40 ---15512.37 ms/batch
Step 00040100 L_out=0.127 Acc=0.23 ---43387.39 ms/batch
Step 00040150 L_out=0.042 Acc=0.05 ---71273.53 ms/batch
Step 00040200 L_out=0.134 Acc=0.16 ---99210.21 ms/batch
Step 00040250 L_out=0.041 Acc=0.46 ---126928.59 ms/batch
Step 00040300 L_out=0.155 Acc=0.26 ---154517.21 ms/batch
Step 00040350 L_out=0.434 Acc=0.51 ---182053.18 ms/batch
Step 00040400 L_out=0.033 Acc=0.53 ---209735.40 ms/batch
Step 00040450 L_out=0.284 Acc=0.44 ---237097.61 ms/batch
Step 00040500 L_out=0.024 Acc=0.64 ---264573.02 ms/batch
Step 00040550 L_out=0.092 Acc=0.70 ---292615.05 ms/batch
Step 00040600 L_out=0.102 Acc=0.66 ---322357.71 ms/batch
Step 00040650 L_out=0.068 Acc=0.63 ---349951.35 ms/batch
Round 4 | epoch=0, train costTime=370.6971788406372, | total_activation_sum=2522429
Round 4 | epoch=1, current m_iou=0.4143046646386517
Round 4 | Best m_IoU is: 0.414, OA is: 0.710 | val costTime=91.07806849479675
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.072 Acc=0.64 --- 7876.47 ms/batch
Step 00040750 L_out=0.243 Acc=0.43 ---36374.24 ms/batch
Step 00040800 L_out=0.018 Acc=0.77 ---64774.60 ms/batch
Step 00040850 L_out=0.225 Acc=0.49 ---93943.98 ms/batch
Step 00040900 L_out=0.059 Acc=0.56 ---121898.10 ms/batch
Step 00040950 L_out=0.045 Acc=0.71 ---149969.59 ms/batch
Step 00041000 L_out=0.025 Acc=0.69 ---177904.16 ms/batch
Step 00041050 L_out=0.045 Acc=0.59 ---205458.55 ms/batch
Step 00041100 L_out=0.022 Acc=0.76 ---233422.09 ms/batch
Step 00041150 L_out=0.012 Acc=0.63 ---262095.76 ms/batch
Step 00041200 L_out=0.056 Acc=0.75 ---290800.22 ms/batch
Step 00041250 L_out=0.014 Acc=0.81 ---319641.66 ms/batch
Step 00041300 L_out=0.032 Acc=0.75 ---347772.58 ms/batch
Step 00041350 L_out=0.005 Acc=0.70 ---375734.83 ms/batch
Round 4 | epoch=1, train costTime=377.97295475006104, | total_activation_sum=2403657
Round 4 | epoch=2, current m_iou=0.6061549129569925
Round 4 | Best m_IoU is: 0.606, OA is: 0.729 | val costTime=86.83418107032776
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.019 Acc=0.65 ---26646.25 ms/batch
Step 00041450 L_out=0.077 Acc=0.70 ---54648.23 ms/batch
Step 00041500 L_out=0.088 Acc=0.61 ---82660.97 ms/batch
Step 00041550 L_out=0.011 Acc=0.78 ---110945.99 ms/batch
Step 00041600 L_out=0.014 Acc=0.73 ---139091.16 ms/batch
Step 00041650 L_out=0.091 Acc=0.83 ---167505.36 ms/batch
Step 00041700 L_out=0.022 Acc=0.52 ---196020.25 ms/batch
Step 00041750 L_out=0.026 Acc=0.89 ---224050.48 ms/batch
Step 00041800 L_out=0.078 Acc=0.73 ---252045.76 ms/batch
Step 00041850 L_out=0.114 Acc=0.64 ---279927.73 ms/batch
Step 00041900 L_out=0.042 Acc=0.76 ---308361.23 ms/batch
Step 00041950 L_out=0.034 Acc=0.84 ---336921.15 ms/batch
Step 00042000 L_out=0.102 Acc=0.64 ---364398.33 ms/batch
Round 4 | epoch=2, train costTime=376.30672335624695, | total_activation_sum=2467889
Round 4 | epoch=3, current m_iou=0.6312586764525003
Round 4 | Best m_IoU is: 0.631, OA is: 0.765 | val costTime=82.97889304161072
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.019 Acc=0.63 ---16249.19 ms/batch
Step 00042100 L_out=0.045 Acc=0.63 ---44381.97 ms/batch
Step 00042150 L_out=0.037 Acc=0.78 ---72271.98 ms/batch
Step 00042200 L_out=0.044 Acc=0.77 ---100385.84 ms/batch
Step 00042250 L_out=0.086 Acc=0.58 ---128874.01 ms/batch
Step 00042300 L_out=0.023 Acc=0.71 ---158349.11 ms/batch
Step 00042350 L_out=0.272 Acc=0.86 ---186916.03 ms/batch
Step 00042400 L_out=0.008 Acc=0.80 ---214927.69 ms/batch
Step 00042450 L_out=0.034 Acc=0.81 ---243008.55 ms/batch
Step 00042500 L_out=0.014 Acc=0.72 ---271350.76 ms/batch
Step 00042550 L_out=0.008 Acc=0.82 ---299750.67 ms/batch
Step 00042600 L_out=0.038 Acc=0.60 ---328220.47 ms/batch
Step 00042650 L_out=0.153 Acc=0.86 ---356208.86 ms/batch
Round 4 | epoch=3, train costTime=376.9638018608093, | total_activation_sum=2356087
Round 4 | epoch=4, current m_iou=0.6354398320485628
Round 4 | Best m_IoU is: 0.635, OA is: 0.837 | val costTime=87.13677215576172
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.017 Acc=0.74 --- 7085.99 ms/batch
Step 00042750 L_out=0.188 Acc=0.85 ---34746.97 ms/batch
Step 00042800 L_out=0.014 Acc=0.85 ---62269.17 ms/batch
Step 00042850 L_out=0.011 Acc=0.78 ---90034.22 ms/batch
Step 00042900 L_out=0.005 Acc=0.81 ---117981.85 ms/batch
Step 00042950 L_out=0.041 Acc=0.84 ---146180.63 ms/batch
Step 00043000 L_out=0.197 Acc=0.81 ---174869.61 ms/batch
Step 00043050 L_out=0.450 Acc=0.88 ---202345.26 ms/batch
Step 00043100 L_out=0.019 Acc=0.76 ---230776.35 ms/batch
Step 00043150 L_out=0.007 Acc=0.85 ---259072.20 ms/batch
Step 00043200 L_out=0.105 Acc=0.71 ---287428.03 ms/batch
Step 00043250 L_out=0.034 Acc=0.80 ---315654.82 ms/batch
Step 00043300 L_out=0.006 Acc=0.83 ---344023.42 ms/batch
Step 00043350 L_out=0.001 Acc=0.86 ---371417.74 ms/batch
Round 4 | epoch=4, train costTime=374.112761259079, | total_activation_sum=2412053
Round 4 | epoch=5, current m_iou=0.7265392724463872
Round 4 | Best m_IoU is: 0.727, OA is: 0.882 | val costTime=88.42274117469788
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.253 Acc=0.76 ---25503.71 ms/batch
Step 00043450 L_out=0.058 Acc=0.64 ---53933.81 ms/batch
Step 00043500 L_out=0.089 Acc=0.77 ---82050.84 ms/batch
Step 00043550 L_out=0.019 Acc=0.76 ---109574.00 ms/batch
Step 00043600 L_out=0.044 Acc=0.81 ---137359.48 ms/batch
Step 00043650 L_out=0.014 Acc=0.79 ---165581.73 ms/batch
Step 00043700 L_out=0.016 Acc=0.83 ---192999.06 ms/batch
Step 00043750 L_out=0.011 Acc=0.88 ---221832.28 ms/batch
Step 00043800 L_out=0.007 Acc=0.73 ---249766.82 ms/batch
Step 00043850 L_out=0.047 Acc=0.56 ---278106.76 ms/batch
Step 00043900 L_out=0.019 Acc=0.85 ---305854.75 ms/batch
Step 00043950 L_out=0.126 Acc=0.68 ---333750.38 ms/batch
Step 00044000 L_out=0.275 Acc=0.62 ---361746.87 ms/batch
Round 4 | epoch=5, train costTime=374.3644471168518, | total_activation_sum=2530552
Round 4 | epoch=6, current m_iou=0.7187663650424672
Round 4 | Best m_IoU is: 0.727, OA is: 0.882 | val costTime=83.19273400306702
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.042 Acc=0.72 ---16706.81 ms/batch
Step 00044100 L_out=0.015 Acc=0.79 ---45063.76 ms/batch
Step 00044150 L_out=0.068 Acc=0.75 ---72993.49 ms/batch
Step 00044200 L_out=0.011 Acc=0.88 ---101234.63 ms/batch
Step 00044250 L_out=0.046 Acc=0.74 ---128945.93 ms/batch
Step 00044300 L_out=0.008 Acc=0.83 ---157470.44 ms/batch
Step 00044350 L_out=0.035 Acc=0.81 ---185972.60 ms/batch
Step 00044400 L_out=0.027 Acc=0.47 ---214085.51 ms/batch
Step 00044450 L_out=0.011 Acc=0.65 ---242607.12 ms/batch
Step 00044500 L_out=0.003 Acc=0.74 ---270695.50 ms/batch
Step 00044550 L_out=0.011 Acc=0.73 ---298683.80 ms/batch
Step 00044600 L_out=0.009 Acc=0.80 ---327313.73 ms/batch
Step 00044650 L_out=0.017 Acc=0.83 ---355436.38 ms/batch
Round 4 | epoch=6, train costTime=377.48896884918213, | total_activation_sum=2481664
Round 4 | epoch=7, current m_iou=0.7281654543421798
Round 4 | Best m_IoU is: 0.728, OA is: 0.872 | val costTime=87.5751302242279
Round 4 | ****EPOCH 7****
Step 00044700 L_out=0.010 Acc=0.87 --- 6556.51 ms/batch
Step 00044750 L_out=0.041 Acc=0.72 ---34775.66 ms/batch
Step 00044800 L_out=0.034 Acc=0.88 ---62907.41 ms/batch
Step 00044850 L_out=0.113 Acc=0.86 ---91169.41 ms/batch
Step 00044900 L_out=0.050 Acc=0.73 ---119364.10 ms/batch
Step 00044950 L_out=0.085 Acc=0.60 ---148130.90 ms/batch
Step 00045000 L_out=0.011 Acc=0.82 ---176669.73 ms/batch
Step 00045050 L_out=0.040 Acc=0.65 ---204638.05 ms/batch
Step 00045100 L_out=0.028 Acc=0.58 ---232305.87 ms/batch
Step 00045150 L_out=0.019 Acc=0.81 ---260052.42 ms/batch
Step 00045200 L_out=0.034 Acc=0.80 ---287804.71 ms/batch
Step 00045250 L_out=0.031 Acc=0.82 ---315975.15 ms/batch
Step 00045300 L_out=0.001 Acc=0.88 ---344124.46 ms/batch
Step 00045350 L_out=0.123 Acc=0.85 ---372346.87 ms/batch
Round 4 | epoch=7, train costTime=375.75050711631775, | total_activation_sum=2438229
Round 4 | epoch=8, current m_iou=0.767178244874675
Round 4 | Best m_IoU is: 0.767, OA is: 0.913 | val costTime=88.76398205757141
Round 4 | ****EPOCH 8****
Step 00045400 L_out=0.043 Acc=0.83 ---25367.44 ms/batch
Step 00045450 L_out=0.047 Acc=0.68 ---52793.46 ms/batch
Step 00045500 L_out=0.052 Acc=0.87 ---80911.05 ms/batch
Step 00045550 L_out=0.016 Acc=0.80 ---109056.49 ms/batch
Step 00045600 L_out=0.005 Acc=0.88 ---137472.82 ms/batch
Step 00045650 L_out=0.010 Acc=0.90 ---166253.71 ms/batch
Step 00045700 L_out=0.086 Acc=0.87 ---195184.71 ms/batch
Step 00045750 L_out=0.005 Acc=0.86 ---223289.31 ms/batch
Step 00045800 L_out=0.036 Acc=0.88 ---251866.34 ms/batch
Step 00045850 L_out=0.017 Acc=0.58 ---280701.19 ms/batch
Step 00045900 L_out=0.009 Acc=0.86 ---308548.43 ms/batch
Step 00045950 L_out=0.004 Acc=0.75 ---336313.88 ms/batch
Step 00046000 L_out=0.005 Acc=0.81 ---364128.16 ms/batch
Round 4 | epoch=8, train costTime=376.80286478996277, | total_activation_sum=2378289
Round 4 | epoch=9, current m_iou=0.7614233942280213
Round 4 | Best m_IoU is: 0.767, OA is: 0.913 | val costTime=85.00212550163269
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.026 Acc=0.69 ---15157.76 ms/batch
Step 00046100 L_out=0.013 Acc=0.88 ---43638.50 ms/batch
Step 00046150 L_out=0.007 Acc=0.82 ---71536.66 ms/batch
Step 00046200 L_out=0.065 Acc=0.86 ---100992.11 ms/batch
Step 00046250 L_out=0.019 Acc=0.78 ---129421.77 ms/batch
Step 00046300 L_out=0.077 Acc=0.83 ---157892.54 ms/batch
Step 00046350 L_out=0.028 Acc=0.74 ---186009.15 ms/batch
Step 00046400 L_out=0.033 Acc=0.55 ---214111.46 ms/batch
Step 00046450 L_out=0.054 Acc=0.76 ---242598.49 ms/batch
Step 00046500 L_out=0.061 Acc=0.67 ---271038.81 ms/batch
Step 00046550 L_out=0.075 Acc=0.82 ---299132.03 ms/batch
Step 00046600 L_out=0.033 Acc=0.91 ---327419.83 ms/batch
Step 00046650 L_out=0.020 Acc=0.81 ---355672.64 ms/batch
Round 4 | epoch=9, train costTime=378.5022325515747, | total_activation_sum=2560028
Round 4 | epoch=10, current m_iou=0.7542249055948949
Round 4 | Best m_IoU is: 0.767, OA is: 0.913 | val costTime=89.1009886264801
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.005 Acc=0.80 --- 5490.04 ms/batch
Step 00046750 L_out=0.019 Acc=0.84 ---34023.80 ms/batch
Step 00046800 L_out=0.025 Acc=0.76 ---62369.79 ms/batch
Step 00046850 L_out=0.076 Acc=0.77 ---90248.36 ms/batch
Step 00046900 L_out=0.002 Acc=0.84 ---118470.02 ms/batch
Step 00046950 L_out=0.011 Acc=0.78 ---146815.20 ms/batch
Step 00047000 L_out=0.059 Acc=0.69 ---175079.88 ms/batch
Step 00047050 L_out=0.025 Acc=0.83 ---203338.89 ms/batch
Step 00047100 L_out=0.014 Acc=0.78 ---231684.31 ms/batch
Step 00047150 L_out=0.354 Acc=0.83 ---259971.06 ms/batch
Step 00047200 L_out=0.016 Acc=0.91 ---287815.34 ms/batch
Step 00047250 L_out=0.017 Acc=0.85 ---316014.57 ms/batch
Step 00047300 L_out=0.037 Acc=0.89 ---344081.65 ms/batch
Step 00047350 L_out=0.007 Acc=0.80 ---372012.81 ms/batch
Round 4 | epoch=10, train costTime=375.8768262863159, | total_activation_sum=2379081
Round 4 | epoch=11, current m_iou=0.7528734056921655
Round 4 | Best m_IoU is: 0.767, OA is: 0.913 | val costTime=90.53725981712341
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.005 Acc=0.84 ---24158.14 ms/batch
Step 00047450 L_out=0.005 Acc=0.87 ---51920.98 ms/batch
Step 00047500 L_out=0.023 Acc=0.86 ---80270.23 ms/batch
Step 00047550 L_out=0.010 Acc=0.74 ---108062.40 ms/batch
Step 00047600 L_out=0.010 Acc=0.75 ---135837.03 ms/batch
Step 00047650 L_out=0.027 Acc=0.69 ---163723.40 ms/batch
Step 00047700 L_out=0.024 Acc=0.87 ---191967.39 ms/batch
Step 00047750 L_out=0.011 Acc=0.85 ---220016.52 ms/batch
Step 00047800 L_out=0.022 Acc=0.88 ---247729.26 ms/batch
Step 00047850 L_out=0.010 Acc=0.55 ---275665.64 ms/batch
Step 00047900 L_out=0.194 Acc=0.88 ---304214.60 ms/batch
Step 00047950 L_out=0.008 Acc=0.78 ---332681.51 ms/batch
Step 00048000 L_out=0.004 Acc=0.78 ---360231.59 ms/batch
Round 4 | epoch=11, train costTime=373.5847291946411, | total_activation_sum=2448076
Round 4 | epoch=12, current m_iou=0.7678644245962329
Round 4 | Best m_IoU is: 0.768, OA is: 0.912 | val costTime=86.56798839569092
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.011 Acc=0.71 ---14504.03 ms/batch
Step 00048100 L_out=0.027 Acc=0.87 ---42064.88 ms/batch
Step 00048150 L_out=0.002 Acc=0.87 ---69606.00 ms/batch
Step 00048200 L_out=0.070 Acc=0.92 ---97273.17 ms/batch
Step 00048250 L_out=0.002 Acc=0.82 ---125000.88 ms/batch
Step 00048300 L_out=0.015 Acc=0.80 ---153012.37 ms/batch
Step 00048350 L_out=0.016 Acc=0.86 ---181106.38 ms/batch
Step 00048400 L_out=0.022 Acc=0.82 ---209308.66 ms/batch
Step 00048450 L_out=0.074 Acc=0.88 ---237029.38 ms/batch
Step 00048500 L_out=0.010 Acc=0.81 ---264552.35 ms/batch
Step 00048550 L_out=0.011 Acc=0.85 ---292214.81 ms/batch
Step 00048600 L_out=0.012 Acc=0.76 ---320100.42 ms/batch
Step 00048650 L_out=0.021 Acc=0.89 ---348704.76 ms/batch
Round 4 | epoch=12, train costTime=372.27435994148254, | total_activation_sum=2427417
Round 4 | epoch=13, current m_iou=0.7347100483799329
Round 4 | Best m_IoU is: 0.768, OA is: 0.912 | val costTime=92.63150310516357
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.040 Acc=0.67 --- 4930.78 ms/batch
Step 00048750 L_out=0.047 Acc=0.77 ---33060.12 ms/batch
Step 00048800 L_out=0.010 Acc=0.83 ---60866.43 ms/batch
Step 00048850 L_out=0.059 Acc=0.87 ---88433.93 ms/batch
Step 00048900 L_out=0.043 Acc=0.75 ---116224.04 ms/batch
Step 00048950 L_out=0.044 Acc=0.86 ---144098.71 ms/batch
Step 00049000 L_out=0.030 Acc=0.79 ---171966.45 ms/batch
Step 00049050 L_out=0.018 Acc=0.85 ---199631.90 ms/batch
Step 00049100 L_out=0.022 Acc=0.86 ---227447.76 ms/batch
Step 00049150 L_out=0.039 Acc=0.75 ---255106.48 ms/batch
Step 00049200 L_out=0.017 Acc=0.74 ---282877.02 ms/batch
Step 00049250 L_out=0.163 Acc=0.84 ---311404.26 ms/batch
Step 00049300 L_out=0.005 Acc=0.77 ---339288.12 ms/batch
Step 00049350 L_out=0.010 Acc=0.80 ---367237.82 ms/batch
Round 4 | epoch=13, train costTime=371.7479827404022, | total_activation_sum=2440372
Round 4 | epoch=14, current m_iou=0.7449039581268802
Round 4 | Best m_IoU is: 0.768, OA is: 0.912 | val costTime=89.16726303100586
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.003 Acc=0.85 ---23622.34 ms/batch
Step 00049450 L_out=0.019 Acc=0.86 ---51534.26 ms/batch
Step 00049500 L_out=0.150 Acc=0.82 ---79339.82 ms/batch
Step 00049550 L_out=0.040 Acc=0.81 ---107433.98 ms/batch
Step 00049600 L_out=0.106 Acc=0.91 ---135206.83 ms/batch
Step 00049650 L_out=0.012 Acc=0.90 ---163161.97 ms/batch
Step 00049700 L_out=0.085 Acc=0.74 ---191144.64 ms/batch
Step 00049750 L_out=0.014 Acc=0.80 ---219587.31 ms/batch
Step 00049800 L_out=0.002 Acc=0.85 ---247991.05 ms/batch
Step 00049850 L_out=0.010 Acc=0.85 ---276249.57 ms/batch
Step 00049900 L_out=0.010 Acc=0.84 ---304675.34 ms/batch
Step 00049950 L_out=0.020 Acc=0.77 ---333529.32 ms/batch
Step 00050000 L_out=0.019 Acc=0.88 ---361554.29 ms/batch
Round 4 | epoch=14, train costTime=375.490683555603, | total_activation_sum=2445609
Round 4 | epoch=15, current m_iou=0.7579672812718105
Round 4 | Best m_IoU is: 0.768, OA is: 0.912 | val costTime=97.05155920982361
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.030 Acc=0.86 ---14983.45 ms/batch
Step 00050100 L_out=0.008 Acc=0.70 ---43966.77 ms/batch
Step 00050150 L_out=0.007 Acc=0.87 ---72071.02 ms/batch
Step 00050200 L_out=0.040 Acc=0.75 ---99736.11 ms/batch
Step 00050250 L_out=0.001 Acc=0.72 ---127730.32 ms/batch
Step 00050300 L_out=0.008 Acc=0.83 ---155969.51 ms/batch
Step 00050350 L_out=0.001 Acc=0.85 ---183642.29 ms/batch
Step 00050400 L_out=0.009 Acc=0.83 ---211522.41 ms/batch
Step 00050450 L_out=0.006 Acc=0.86 ---239128.87 ms/batch
Step 00050500 L_out=0.013 Acc=0.89 ---267100.00 ms/batch
Step 00050550 L_out=0.007 Acc=0.91 ---295072.26 ms/batch
Step 00050600 L_out=0.024 Acc=0.84 ---323187.55 ms/batch
Step 00050650 L_out=0.005 Acc=0.83 ---350685.14 ms/batch
Round 4 | epoch=15, train costTime=374.27280259132385, | total_activation_sum=2487132
Round 4 | epoch=16, current m_iou=0.7562313853940612
Round 4 | Best m_IoU is: 0.768, OA is: 0.912 | val costTime=88.9956922531128
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.022 Acc=0.89 --- 4648.77 ms/batch
Step 00050750 L_out=0.039 Acc=0.84 ---31860.30 ms/batch
Step 00050800 L_out=0.174 Acc=0.69 ---59428.94 ms/batch
Step 00050850 L_out=0.016 Acc=0.76 ---87306.33 ms/batch
Step 00050900 L_out=0.012 Acc=0.90 ---115628.12 ms/batch
Step 00050950 L_out=0.115 Acc=0.88 ---143342.89 ms/batch
Step 00051000 L_out=0.026 Acc=0.87 ---171738.35 ms/batch
Step 00051050 L_out=0.034 Acc=0.80 ---199525.48 ms/batch
Step 00051100 L_out=0.002 Acc=0.81 ---228501.16 ms/batch
Step 00051150 L_out=0.013 Acc=0.73 ---256775.15 ms/batch
Step 00051200 L_out=0.008 Acc=0.82 ---284944.92 ms/batch
Step 00051250 L_out=0.008 Acc=0.86 ---312680.59 ms/batch
Step 00051300 L_out=0.008 Acc=0.93 ---341689.10 ms/batch
Step 00051350 L_out=0.031 Acc=0.69 ---370247.78 ms/batch
Round 4 | epoch=16, train costTime=375.28380155563354, | total_activation_sum=2367369
Round 4 | epoch=17, current m_iou=0.7482411154078775
Round 4 | Best m_IoU is: 0.768, OA is: 0.912 | val costTime=95.69488668441772
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.043 Acc=0.43 ---23848.30 ms/batch
Step 00051450 L_out=0.037 Acc=0.83 ---52900.98 ms/batch
Step 00051500 L_out=0.146 Acc=0.74 ---81457.27 ms/batch
Step 00051550 L_out=0.005 Acc=0.85 ---109201.54 ms/batch
Step 00051600 L_out=0.099 Acc=0.85 ---136743.77 ms/batch
Step 00051650 L_out=0.012 Acc=0.79 ---164350.64 ms/batch
Step 00051700 L_out=0.024 Acc=0.86 ---192512.45 ms/batch
Step 00051750 L_out=0.018 Acc=0.74 ---220149.76 ms/batch
Step 00051800 L_out=0.043 Acc=0.80 ---247718.66 ms/batch
Step 00051850 L_out=0.071 Acc=0.89 ---275478.61 ms/batch
Step 00051900 L_out=0.004 Acc=0.90 ---303492.70 ms/batch
Step 00051950 L_out=0.025 Acc=0.82 ---331146.46 ms/batch
Step 00052000 L_out=0.013 Acc=0.89 ---359238.86 ms/batch
Round 4 | epoch=17, train costTime=374.0065689086914, | total_activation_sum=2381669
Round 4 | epoch=18, current m_iou=0.7379719896839898
Round 4 | Best m_IoU is: 0.768, OA is: 0.912 | val costTime=88.4196891784668
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.001 Acc=0.75 ---13833.59 ms/batch
Step 00052100 L_out=0.008 Acc=0.82 ---42010.89 ms/batch
Step 00052150 L_out=0.004 Acc=0.91 ---69682.35 ms/batch
Step 00052200 L_out=0.011 Acc=0.77 ---97564.43 ms/batch
Step 00052250 L_out=0.008 Acc=0.93 ---125649.48 ms/batch
Step 00052300 L_out=0.005 Acc=0.86 ---153163.77 ms/batch
Step 00052350 L_out=0.014 Acc=0.81 ---180983.97 ms/batch
Step 00052400 L_out=0.004 Acc=0.79 ---208585.29 ms/batch
Step 00052450 L_out=0.149 Acc=0.85 ---236397.40 ms/batch
Step 00052500 L_out=0.005 Acc=0.84 ---264530.78 ms/batch
Step 00052550 L_out=0.013 Acc=0.91 ---292496.21 ms/batch
Step 00052600 L_out=0.006 Acc=0.83 ---320620.76 ms/batch
Step 00052650 L_out=0.047 Acc=0.84 ---348934.25 ms/batch
Round 4 | epoch=18, train costTime=372.95902252197266, | total_activation_sum=2452284
Round 4 | epoch=19, current m_iou=0.7520627477300399
Round 4 | Best m_IoU is: 0.768, OA is: 0.912 | val costTime=84.63912081718445
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.004 Acc=0.87 --- 3685.31 ms/batch
Step 00052750 L_out=0.009 Acc=0.90 ---31856.28 ms/batch
Step 00052800 L_out=0.131 Acc=0.92 ---59438.34 ms/batch
Step 00052850 L_out=0.017 Acc=0.84 ---87137.32 ms/batch
Step 00052900 L_out=0.009 Acc=0.88 ---115140.26 ms/batch
Step 00052950 L_out=0.004 Acc=0.88 ---143078.15 ms/batch
Step 00053000 L_out=0.002 Acc=0.85 ---171317.55 ms/batch
Step 00053050 L_out=0.006 Acc=0.86 ---199628.70 ms/batch
Step 00053100 L_out=0.014 Acc=0.72 ---227765.47 ms/batch
Step 00053150 L_out=0.008 Acc=0.81 ---255556.86 ms/batch
Step 00053200 L_out=0.001 Acc=0.87 ---283983.12 ms/batch
Step 00053250 L_out=0.008 Acc=0.84 ---312951.02 ms/batch
Step 00053300 L_out=0.107 Acc=0.84 ---341115.56 ms/batch
Step 00053350 L_out=0.046 Acc=0.75 ---368901.25 ms/batch
Round 4 | epoch=19, train costTime=374.5948793888092, | total_activation_sum=2436758
Round 4 | epoch=20, current m_iou=0.7558354322097965
Round 4 | Best m_IoU is: 0.768, OA is: 0.912 | val costTime=89.85801291465759
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.020 Acc=0.91 ---22424.40 ms/batch
Step 00053450 L_out=0.003 Acc=0.87 ---50561.63 ms/batch
Step 00053500 L_out=0.004 Acc=0.80 ---78953.61 ms/batch
Step 00053550 L_out=0.025 Acc=0.91 ---107038.10 ms/batch
Step 00053600 L_out=0.002 Acc=0.94 ---135125.41 ms/batch
Step 00053650 L_out=0.007 Acc=0.87 ---162935.33 ms/batch
Step 00053700 L_out=0.015 Acc=0.85 ---192078.38 ms/batch
Step 00053750 L_out=0.063 Acc=0.96 ---219557.50 ms/batch
Step 00053800 L_out=0.010 Acc=0.66 ---247248.18 ms/batch
Step 00053850 L_out=0.007 Acc=0.70 ---274975.87 ms/batch
Step 00053900 L_out=0.018 Acc=0.76 ---302619.94 ms/batch
Step 00053950 L_out=0.005 Acc=0.92 ---330622.12 ms/batch
Step 00054000 L_out=0.004 Acc=0.86 ---358771.05 ms/batch
Round 4 | epoch=20, train costTime=373.90941309928894, | total_activation_sum=2459666
Round 4 | epoch=21, current m_iou=0.7466443984276513
Round 4 | Best m_IoU is: 0.768, OA is: 0.912 | val costTime=89.50775814056396
Round 4 | ****EPOCH 21****
Step 00054050 L_out=0.005 Acc=0.88 ---13231.42 ms/batch
Step 00054100 L_out=0.024 Acc=0.91 ---41611.52 ms/batch
Step 00054150 L_out=0.002 Acc=0.87 ---69168.95 ms/batch
Step 00054200 L_out=0.002 Acc=0.85 ---96725.02 ms/batch
Step 00054250 L_out=0.040 Acc=0.50 ---124513.97 ms/batch
Step 00054300 L_out=0.004 Acc=0.88 ---152357.80 ms/batch
Step 00054350 L_out=0.009 Acc=0.80 ---181063.67 ms/batch
Step 00054400 L_out=0.003 Acc=0.87 ---209305.12 ms/batch
Step 00054450 L_out=0.003 Acc=0.79 ---237675.75 ms/batch
Step 00054500 L_out=0.002 Acc=0.87 ---265690.31 ms/batch
Step 00054550 L_out=0.027 Acc=0.83 ---293423.28 ms/batch
Step 00054600 L_out=0.000 Acc=0.92 ---321306.10 ms/batch
Step 00054650 L_out=0.007 Acc=0.79 ---349482.27 ms/batch
Round 4 | epoch=21, train costTime=374.07200288772583, | total_activation_sum=2423354
Round 4 | epoch=22, current m_iou=0.7423130161271851
Round 4 | Best m_IoU is: 0.768, OA is: 0.912 | val costTime=91.35937881469727
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.006 Acc=0.92 --- 3685.20 ms/batch
Step 00054750 L_out=0.030 Acc=0.88 ---31556.41 ms/batch
Step 00054800 L_out=0.004 Acc=0.94 ---60110.36 ms/batch
Step 00054850 L_out=0.001 Acc=0.75 ---88150.29 ms/batch
Step 00054900 L_out=0.002 Acc=0.92 ---115692.80 ms/batch
Step 00054950 L_out=0.005 Acc=0.77 ---143711.46 ms/batch
Step 00055000 L_out=0.012 Acc=0.81 ---171644.91 ms/batch
Step 00055050 L_out=0.018 Acc=0.76 ---200009.02 ms/batch
Step 00055100 L_out=0.021 Acc=0.82 ---227683.74 ms/batch
Step 00055150 L_out=0.046 Acc=0.72 ---255843.53 ms/batch
Step 00055200 L_out=0.003 Acc=0.82 ---283917.88 ms/batch
Step 00055250 L_out=0.046 Acc=0.80 ---311880.75 ms/batch
Step 00055300 L_out=0.002 Acc=0.86 ---339876.50 ms/batch
Step 00055350 L_out=0.129 Acc=0.93 ---369488.07 ms/batch
Round 4 | epoch=22, train costTime=375.77734899520874, | total_activation_sum=2551554
Round 4 | epoch=23, current m_iou=0.7592477653903078
Round 4 | Best m_IoU is: 0.768, OA is: 0.912 | val costTime=94.80257201194763
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.009 Acc=0.87 ---21750.28 ms/batch
Step 00055450 L_out=0.011 Acc=0.84 ---49701.97 ms/batch
Step 00055500 L_out=0.005 Acc=0.90 ---77503.39 ms/batch
Step 00055550 L_out=0.003 Acc=0.87 ---105671.33 ms/batch
Step 00055600 L_out=0.026 Acc=0.76 ---134169.77 ms/batch
Step 00055650 L_out=0.025 Acc=0.76 ---162527.27 ms/batch
Step 00055700 L_out=0.005 Acc=0.87 ---191173.95 ms/batch
Step 00055750 L_out=0.025 Acc=0.92 ---218754.28 ms/batch
Step 00055800 L_out=0.027 Acc=0.87 ---246717.54 ms/batch
Step 00055850 L_out=0.002 Acc=0.90 ---275455.06 ms/batch
Step 00055900 L_out=0.003 Acc=0.66 ---303146.19 ms/batch
Step 00055950 L_out=0.002 Acc=0.90 ---331311.05 ms/batch
Step 00056000 L_out=0.003 Acc=0.91 ---358723.62 ms/batch
Round 4 | epoch=23, train costTime=374.09358310699463, | total_activation_sum=2366446
Round 4 | epoch=24, current m_iou=0.7707731906483815
Round 4 | Best m_IoU is: 0.771, OA is: 0.916 | val costTime=83.1157546043396
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.004 Acc=0.83 ---11815.04 ms/batch
Step 00056100 L_out=0.006 Acc=0.83 ---39363.66 ms/batch
Step 00056150 L_out=0.017 Acc=0.93 ---67392.80 ms/batch
Step 00056200 L_out=0.004 Acc=0.92 ---95651.34 ms/batch
Step 00056250 L_out=0.007 Acc=0.87 ---123515.84 ms/batch
Step 00056300 L_out=0.014 Acc=0.80 ---151473.08 ms/batch
Step 00056350 L_out=0.098 Acc=0.68 ---179129.26 ms/batch
Step 00056400 L_out=0.001 Acc=0.95 ---207323.19 ms/batch
Step 00056450 L_out=0.023 Acc=0.86 ---235116.42 ms/batch
Step 00056500 L_out=0.007 Acc=0.89 ---262832.28 ms/batch
Step 00056550 L_out=0.007 Acc=0.85 ---290559.40 ms/batch
Step 00056600 L_out=0.005 Acc=0.84 ---318465.06 ms/batch
Step 00056650 L_out=0.010 Acc=0.67 ---346446.00 ms/batch
Round 4 | epoch=24, train costTime=371.4037878513336, | total_activation_sum=2450053
Round 4 | epoch=25, current m_iou=0.7740488091255114
Round 4 | Best m_IoU is: 0.774, OA is: 0.919 | val costTime=92.65470123291016
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.090 Acc=0.90 --- 2942.83 ms/batch
Step 00056750 L_out=0.010 Acc=0.85 ---30333.34 ms/batch
Step 00056800 L_out=0.125 Acc=0.91 ---58630.83 ms/batch
Step 00056850 L_out=0.021 Acc=0.85 ---86080.45 ms/batch
Step 00056900 L_out=0.005 Acc=0.87 ---114272.20 ms/batch
Step 00056950 L_out=0.004 Acc=0.93 ---141694.19 ms/batch
Step 00057000 L_out=0.010 Acc=0.86 ---169586.39 ms/batch
Step 00057050 L_out=0.015 Acc=0.83 ---198176.67 ms/batch
Step 00057100 L_out=0.006 Acc=0.92 ---226477.63 ms/batch
Step 00057150 L_out=0.016 Acc=0.94 ---254833.33 ms/batch
Step 00057200 L_out=0.007 Acc=0.86 ---283069.72 ms/batch
Step 00057250 L_out=0.004 Acc=0.92 ---311885.38 ms/batch
Step 00057300 L_out=0.006 Acc=0.95 ---340053.47 ms/batch
Step 00057350 L_out=0.084 Acc=0.35 ---367906.93 ms/batch
Round 4 | epoch=25, train costTime=374.44079422950745, | total_activation_sum=2437205
Round 4 | epoch=26, current m_iou=0.7660542134133359
Round 4 | Best m_IoU is: 0.774, OA is: 0.919 | val costTime=87.35607075691223
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.006 Acc=0.93 ---21309.04 ms/batch
Step 00057450 L_out=0.010 Acc=0.78 ---49637.40 ms/batch
Step 00057500 L_out=0.011 Acc=0.90 ---77330.21 ms/batch
Step 00057550 L_out=0.036 Acc=0.86 ---105012.23 ms/batch
Step 00057600 L_out=0.006 Acc=0.82 ---133725.30 ms/batch
Step 00057650 L_out=0.010 Acc=0.80 ---161780.08 ms/batch
Step 00057700 L_out=0.082 Acc=0.84 ---189816.87 ms/batch
Step 00057750 L_out=0.004 Acc=0.87 ---217767.82 ms/batch
Step 00057800 L_out=0.008 Acc=0.81 ---245345.94 ms/batch
Step 00057850 L_out=0.004 Acc=0.92 ---273214.56 ms/batch
Step 00057900 L_out=0.008 Acc=0.91 ---300984.29 ms/batch
Step 00057950 L_out=0.010 Acc=0.83 ---328840.08 ms/batch
Step 00058000 L_out=0.013 Acc=0.75 ---356971.23 ms/batch
Round 4 | epoch=26, train costTime=372.88534593582153, | total_activation_sum=2469554
Round 4 | epoch=27, current m_iou=0.7715705223349636
Round 4 | Best m_IoU is: 0.774, OA is: 0.919 | val costTime=89.8495717048645
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.051 Acc=0.82 ---12012.58 ms/batch
Step 00058100 L_out=0.116 Acc=0.84 ---39881.89 ms/batch
Step 00058150 L_out=0.011 Acc=0.82 ---67313.67 ms/batch
Step 00058200 L_out=0.006 Acc=0.92 ---95223.63 ms/batch
Step 00058250 L_out=0.125 Acc=0.81 ---122831.66 ms/batch
Step 00058300 L_out=0.045 Acc=0.68 ---150354.41 ms/batch
Step 00058350 L_out=0.007 Acc=0.89 ---177657.55 ms/batch
Step 00058400 L_out=0.003 Acc=0.87 ---205539.17 ms/batch
Step 00058450 L_out=0.012 Acc=0.85 ---232940.57 ms/batch
Step 00058500 L_out=0.005 Acc=0.89 ---260491.42 ms/batch
Step 00058550 L_out=0.030 Acc=0.85 ---287974.96 ms/batch
Step 00058600 L_out=0.008 Acc=0.83 ---315893.35 ms/batch
Step 00058650 L_out=0.013 Acc=0.86 ---343202.25 ms/batch
Round 4 | epoch=27, train costTime=368.2695143222809, | total_activation_sum=2430473
Round 4 | epoch=28, current m_iou=0.7805503047868165
Round 4 | Best m_IoU is: 0.781, OA is: 0.918 | val costTime=89.42020869255066
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.005 Acc=0.92 --- 2475.00 ms/batch
Step 00058750 L_out=0.162 Acc=0.78 ---30152.73 ms/batch
Step 00058800 L_out=0.007 Acc=0.88 ---58710.03 ms/batch
Step 00058850 L_out=0.000 Acc=0.74 ---87023.92 ms/batch
Step 00058900 L_out=0.008 Acc=0.84 ---114794.53 ms/batch
Step 00058950 L_out=0.015 Acc=0.77 ---142761.03 ms/batch
Step 00059000 L_out=0.007 Acc=0.87 ---170712.77 ms/batch
Step 00059050 L_out=0.016 Acc=0.87 ---198802.07 ms/batch
Step 00059100 L_out=0.005 Acc=0.91 ---226813.28 ms/batch
Step 00059150 L_out=0.026 Acc=0.87 ---255316.81 ms/batch
Step 00059200 L_out=0.004 Acc=0.89 ---283012.02 ms/batch
Step 00059250 L_out=0.006 Acc=0.86 ---309952.24 ms/batch
Step 00059300 L_out=0.008 Acc=0.87 ---337865.64 ms/batch
Step 00059350 L_out=0.004 Acc=0.76 ---366224.06 ms/batch
Round 4 | epoch=28, train costTime=373.86287355422974, | total_activation_sum=2389047
Round 4 | epoch=29, current m_iou=0.7734357609875688
Round 4 | Best m_IoU is: 0.781, OA is: 0.918 | val costTime=92.10690355300903
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.004 Acc=0.84 ---17194.71 ms/batch
Step 00059450 L_out=0.022 Acc=0.87 ---41294.36 ms/batch
Step 00059500 L_out=0.004 Acc=0.92 ---65497.97 ms/batch
Step 00059550 L_out=0.009 Acc=0.87 ---89607.37 ms/batch
Step 00059600 L_out=0.001 Acc=0.89 ---113617.30 ms/batch
Step 00059650 L_out=0.031 Acc=0.92 ---137603.16 ms/batch
Step 00059700 L_out=0.005 Acc=0.91 ---161526.84 ms/batch
Step 00059750 L_out=0.000 Acc=0.89 ---185683.95 ms/batch
Step 00059800 L_out=0.012 Acc=0.85 ---209921.86 ms/batch
Step 00059850 L_out=0.001 Acc=0.93 ---234088.45 ms/batch
Step 00059900 L_out=0.003 Acc=0.77 ---258157.18 ms/batch
Step 00059950 L_out=0.006 Acc=0.79 ---282267.35 ms/batch
Step 00060000 L_out=0.018 Acc=0.81 ---306465.89 ms/batch
Round 4 | epoch=29, train costTime=320.73940443992615, | total_activation_sum=2492565
Round 4 | epoch=30, current m_iou=0.7830662399135335
Round 4 | Best m_IoU is: 0.783, OA is: 0.923 | val costTime=87.97215008735657
Round 4 | ****EPOCH 30****
Round 5 | ****EPOCH 0****
Step 00060050 L_out=0.020 Acc=0.83 ---11005.67 ms/batch
Step 00060100 L_out=0.129 Acc=0.56 ---39302.78 ms/batch
Step 00060150 L_out=0.039 Acc=0.35 ---67194.77 ms/batch
Step 00060200 L_out=0.066 Acc=0.34 ---95428.95 ms/batch
Step 00060250 L_out=0.113 Acc=0.48 ---123301.64 ms/batch
Step 00060300 L_out=0.055 Acc=0.50 ---151587.24 ms/batch
Step 00060350 L_out=0.061 Acc=0.54 ---179329.01 ms/batch
Step 00060400 L_out=0.014 Acc=0.53 ---207197.08 ms/batch
Step 00060450 L_out=0.057 Acc=0.66 ---235329.92 ms/batch
Step 00060500 L_out=0.081 Acc=0.63 ---263628.00 ms/batch
Step 00060550 L_out=0.064 Acc=0.83 ---291229.52 ms/batch
Step 00060600 L_out=0.018 Acc=0.71 ---318885.07 ms/batch
Step 00060650 L_out=0.010 Acc=0.88 ---346511.63 ms/batch
Round 5 | epoch=0, train costTime=373.0474410057068, | total_activation_sum=2809769
Round 5 | epoch=1, current m_iou=0.7125141009577287
Round 5 | Best m_IoU is: 0.713, OA is: 0.912 | val costTime=88.8676860332489
Round 5 | ****EPOCH 1****
Step 00060700 L_out=0.031 Acc=0.71 --- 1660.34 ms/batch
Step 00060750 L_out=0.054 Acc=0.78 ---29402.78 ms/batch
Step 00060800 L_out=0.038 Acc=0.82 ---58132.61 ms/batch
Step 00060850 L_out=0.015 Acc=0.77 ---86344.98 ms/batch
Step 00060900 L_out=0.006 Acc=0.84 ---114326.95 ms/batch
Step 00060950 L_out=0.007 Acc=0.70 ---142217.34 ms/batch
Step 00061000 L_out=0.030 Acc=0.81 ---170223.20 ms/batch
Step 00061050 L_out=0.006 Acc=0.84 ---198603.07 ms/batch
Step 00061100 L_out=0.020 Acc=0.85 ---226875.77 ms/batch
Step 00061150 L_out=0.024 Acc=0.70 ---254474.16 ms/batch
Step 00061200 L_out=0.005 Acc=0.91 ---282223.47 ms/batch
Step 00061250 L_out=0.025 Acc=0.64 ---310092.58 ms/batch
Step 00061300 L_out=0.032 Acc=0.71 ---337871.96 ms/batch
Step 00061350 L_out=0.016 Acc=0.76 ---366497.16 ms/batch
Round 5 | epoch=1, train costTime=374.2404844760895, | total_activation_sum=2656532
Round 5 | epoch=2, current m_iou=0.7868026020519205
Round 5 | Best m_IoU is: 0.787, OA is: 0.933 | val costTime=90.80307483673096
Round 5 | ****EPOCH 2****
Step 00061400 L_out=0.020 Acc=0.73 ---20228.29 ms/batch
Step 00061450 L_out=0.017 Acc=0.86 ---48024.64 ms/batch
Step 00061500 L_out=0.029 Acc=0.43 ---75920.55 ms/batch
Step 00061550 L_out=0.009 Acc=0.64 ---103835.11 ms/batch
Step 00061600 L_out=0.018 Acc=0.73 ---131043.85 ms/batch
Step 00061650 L_out=0.041 Acc=0.63 ---159006.93 ms/batch
Step 00061700 L_out=0.016 Acc=0.78 ---186648.67 ms/batch
Step 00061750 L_out=0.005 Acc=0.82 ---214338.02 ms/batch
Step 00061800 L_out=0.022 Acc=0.65 ---242418.77 ms/batch
Step 00061850 L_out=0.018 Acc=0.78 ---270863.47 ms/batch
Step 00061900 L_out=0.007 Acc=0.82 ---299186.45 ms/batch
Step 00061950 L_out=0.006 Acc=0.74 ---327072.38 ms/batch
Step 00062000 L_out=0.031 Acc=0.83 ---354838.99 ms/batch
Round 5 | epoch=2, train costTime=372.84915566444397, | total_activation_sum=2699528
Round 5 | epoch=3, current m_iou=0.7530626928417594
Round 5 | Best m_IoU is: 0.787, OA is: 0.933 | val costTime=82.01091194152832
Round 5 | ****EPOCH 3****
Step 00062050 L_out=0.183 Acc=0.74 ---10759.89 ms/batch
Step 00062100 L_out=0.022 Acc=0.84 ---38175.90 ms/batch
Step 00062150 L_out=0.045 Acc=0.66 ---66136.87 ms/batch
Step 00062200 L_out=0.010 Acc=0.87 ---93654.56 ms/batch
Step 00062250 L_out=0.254 Acc=0.87 ---121288.92 ms/batch
Step 00062300 L_out=0.007 Acc=0.83 ---148917.65 ms/batch
Step 00062350 L_out=0.003 Acc=0.85 ---176974.99 ms/batch
Step 00062400 L_out=0.012 Acc=0.80 ---204770.76 ms/batch
Step 00062450 L_out=0.005 Acc=0.86 ---232391.87 ms/batch
Step 00062500 L_out=0.009 Acc=0.82 ---260017.04 ms/batch
Step 00062550 L_out=0.391 Acc=0.77 ---287719.13 ms/batch
Step 00062600 L_out=0.047 Acc=0.75 ---315284.99 ms/batch
Step 00062650 L_out=0.004 Acc=0.79 ---343603.89 ms/batch
Round 5 | epoch=3, train costTime=371.2414391040802, | total_activation_sum=2693437
Round 5 | epoch=4, current m_iou=0.730220904176826
Round 5 | Best m_IoU is: 0.787, OA is: 0.933 | val costTime=91.0668740272522
Round 5 | ****EPOCH 4****
Step 00062700 L_out=0.012 Acc=0.72 --- 1150.84 ms/batch
Step 00062750 L_out=0.077 Acc=0.69 ---29218.79 ms/batch
Step 00062800 L_out=0.023 Acc=0.86 ---57669.25 ms/batch
Step 00062850 L_out=0.025 Acc=0.85 ---85843.90 ms/batch
Step 00062900 L_out=0.014 Acc=0.75 ---114216.26 ms/batch
Step 00062950 L_out=0.062 Acc=0.88 ---142226.15 ms/batch
Step 00063000 L_out=0.001 Acc=0.81 ---170293.41 ms/batch
Step 00063050 L_out=0.001 Acc=0.76 ---198392.26 ms/batch
Step 00063100 L_out=0.005 Acc=0.87 ---226087.33 ms/batch
Step 00063150 L_out=0.013 Acc=0.90 ---253729.04 ms/batch
Step 00063200 L_out=0.012 Acc=0.74 ---281873.04 ms/batch
Step 00063250 L_out=0.058 Acc=0.71 ---309866.19 ms/batch
Step 00063300 L_out=0.016 Acc=0.76 ---337226.58 ms/batch
Step 00063350 L_out=0.014 Acc=0.70 ---364580.33 ms/batch
Round 5 | epoch=4, train costTime=372.99344515800476, | total_activation_sum=2676012
Round 5 | epoch=5, current m_iou=0.7281854638979434
Round 5 | Best m_IoU is: 0.787, OA is: 0.933 | val costTime=89.28085803985596
Round 5 | ****EPOCH 5****
Step 00063400 L_out=0.045 Acc=0.59 ---19825.48 ms/batch
Step 00063450 L_out=0.158 Acc=0.58 ---48113.51 ms/batch
Step 00063500 L_out=0.018 Acc=0.57 ---75976.66 ms/batch
Step 00063550 L_out=0.015 Acc=0.65 ---104125.87 ms/batch
Step 00063600 L_out=0.011 Acc=0.82 ---131449.79 ms/batch
Step 00063650 L_out=0.015 Acc=0.79 ---159888.00 ms/batch
Step 00063700 L_out=0.013 Acc=0.78 ---188352.80 ms/batch
Step 00063750 L_out=0.008 Acc=0.74 ---216209.61 ms/batch
Step 00063800 L_out=0.079 Acc=0.79 ---244081.64 ms/batch
Step 00063850 L_out=0.022 Acc=0.65 ---272208.80 ms/batch
Step 00063900 L_out=0.116 Acc=0.76 ---300070.40 ms/batch
Step 00063950 L_out=0.035 Acc=0.92 ---328560.45 ms/batch
Step 00064000 L_out=0.007 Acc=0.70 ---356494.44 ms/batch
Round 5 | epoch=5, train costTime=374.0352725982666, | total_activation_sum=2862976
Round 5 | epoch=6, current m_iou=0.745457772517403
Round 5 | Best m_IoU is: 0.787, OA is: 0.933 | val costTime=89.78455877304077
Round 5 | ****EPOCH 6****
Step 00064050 L_out=0.018 Acc=0.90 --- 9770.17 ms/batch
Step 00064100 L_out=0.031 Acc=0.80 ---37636.10 ms/batch
Step 00064150 L_out=0.006 Acc=0.90 ---65401.69 ms/batch
Step 00064200 L_out=0.054 Acc=0.65 ---93383.42 ms/batch
Step 00064250 L_out=0.011 Acc=0.82 ---121185.82 ms/batch
Step 00064300 L_out=0.011 Acc=0.89 ---148705.08 ms/batch
Step 00064350 L_out=0.009 Acc=0.82 ---176432.96 ms/batch
Step 00064400 L_out=0.009 Acc=0.82 ---203998.08 ms/batch
Step 00064450 L_out=0.007 Acc=0.78 ---231918.87 ms/batch
Step 00064500 L_out=0.002 Acc=0.82 ---259406.67 ms/batch
Step 00064550 L_out=0.003 Acc=0.92 ---287124.53 ms/batch
Step 00064600 L_out=0.029 Acc=0.81 ---314861.76 ms/batch
Step 00064650 L_out=0.013 Acc=0.70 ---342545.41 ms/batch
Round 5 | epoch=6, train costTime=370.2119257450104, | total_activation_sum=2540453
Round 5 | epoch=7, current m_iou=0.7087256777119879
Round 5 | Best m_IoU is: 0.787, OA is: 0.933 | val costTime=88.2636547088623
Round 5 | ****EPOCH 7****
Step 00064700 L_out=0.040 Acc=0.82 ---  515.10 ms/batch
Step 00064750 L_out=0.017 Acc=0.63 ---28845.52 ms/batch
Step 00064800 L_out=0.009 Acc=0.62 ---56425.43 ms/batch
Step 00064850 L_out=0.021 Acc=0.65 ---84453.17 ms/batch
Step 00064900 L_out=0.011 Acc=0.84 ---113054.77 ms/batch
Step 00064950 L_out=0.048 Acc=0.87 ---142270.25 ms/batch
Step 00065000 L_out=0.018 Acc=0.70 ---169912.55 ms/batch
Step 00065050 L_out=0.026 Acc=0.88 ---197716.49 ms/batch
Step 00065100 L_out=0.094 Acc=0.89 ---225505.58 ms/batch
Step 00065150 L_out=0.018 Acc=0.66 ---253418.49 ms/batch
Step 00065200 L_out=0.006 Acc=0.77 ---281908.63 ms/batch
Step 00065250 L_out=0.006 Acc=0.92 ---309811.88 ms/batch
Step 00065300 L_out=0.004 Acc=0.78 ---337803.05 ms/batch
Step 00065350 L_out=0.070 Acc=0.61 ---365859.26 ms/batch
Round 5 | epoch=7, train costTime=374.44074034690857, | total_activation_sum=2717067
Round 5 | epoch=8, current m_iou=0.7449560440814804
Round 5 | Best m_IoU is: 0.787, OA is: 0.933 | val costTime=84.68860745429993
Round 5 | ****EPOCH 8****
Step 00065400 L_out=0.004 Acc=0.77 ---18764.81 ms/batch
Step 00065450 L_out=0.014 Acc=0.63 ---47202.65 ms/batch
Step 00065500 L_out=0.035 Acc=0.75 ---75724.77 ms/batch
Step 00065550 L_out=0.028 Acc=0.89 ---103587.52 ms/batch
Step 00065600 L_out=0.098 Acc=0.83 ---131192.77 ms/batch
Step 00065650 L_out=0.014 Acc=0.83 ---159566.90 ms/batch
Step 00065700 L_out=0.184 Acc=0.80 ---187537.34 ms/batch
Step 00065750 L_out=0.014 Acc=0.82 ---215584.71 ms/batch
Step 00065800 L_out=0.017 Acc=0.81 ---244182.63 ms/batch
Step 00065850 L_out=0.018 Acc=0.72 ---272195.76 ms/batch
Step 00065900 L_out=0.043 Acc=0.80 ---299838.84 ms/batch
Step 00065950 L_out=0.010 Acc=0.94 ---327806.29 ms/batch
Step 00066000 L_out=0.025 Acc=0.89 ---355969.05 ms/batch
Round 5 | epoch=8, train costTime=374.45493173599243, | total_activation_sum=2675885
Round 5 | epoch=9, current m_iou=0.7630879728894074
Round 5 | Best m_IoU is: 0.787, OA is: 0.933 | val costTime=96.50390839576721
Round 5 | ****EPOCH 9****
Step 00066050 L_out=0.010 Acc=0.81 --- 9890.47 ms/batch
Step 00066100 L_out=0.301 Acc=0.80 ---37349.70 ms/batch
Step 00066150 L_out=0.015 Acc=0.92 ---65189.69 ms/batch
Step 00066200 L_out=0.004 Acc=0.76 ---93038.64 ms/batch
Step 00066250 L_out=0.005 Acc=0.88 ---121148.20 ms/batch
Step 00066300 L_out=0.013 Acc=0.78 ---148561.43 ms/batch
Step 00066350 L_out=0.025 Acc=0.78 ---176940.81 ms/batch
Step 00066400 L_out=0.015 Acc=0.85 ---204705.86 ms/batch
Step 00066450 L_out=0.009 Acc=0.73 ---232980.13 ms/batch
Step 00066500 L_out=0.006 Acc=0.81 ---261437.37 ms/batch
Step 00066550 L_out=0.009 Acc=0.80 ---289913.63 ms/batch
Step 00066600 L_out=0.005 Acc=0.86 ---317609.96 ms/batch
Step 00066650 L_out=0.023 Acc=0.82 ---345970.41 ms/batch
Step 00066700 L_out=0.003 Acc=0.82 ---374145.40 ms/batch
Round 5 | epoch=9, train costTime=374.14551281929016, | total_activation_sum=2733588
Round 5 | epoch=10, current m_iou=0.7858192001906685
Round 5 | Best m_IoU is: 0.787, OA is: 0.933 | val costTime=84.25881028175354
Round 5 | ****EPOCH 10****
Step 00066750 L_out=0.003 Acc=0.90 ---27953.77 ms/batch
Step 00066800 L_out=0.008 Acc=0.84 ---55734.64 ms/batch
Step 00066850 L_out=0.024 Acc=0.79 ---83505.16 ms/batch
Step 00066900 L_out=0.005 Acc=0.88 ---111113.55 ms/batch
Step 00066950 L_out=0.129 Acc=0.90 ---139011.64 ms/batch
Step 00067000 L_out=0.019 Acc=0.71 ---166998.25 ms/batch
Step 00067050 L_out=0.002 Acc=0.84 ---195565.28 ms/batch
Step 00067100 L_out=0.008 Acc=0.90 ---223788.35 ms/batch
Step 00067150 L_out=0.014 Acc=0.82 ---251957.01 ms/batch
Step 00067200 L_out=0.011 Acc=0.84 ---279969.93 ms/batch
Step 00067250 L_out=0.002 Acc=0.83 ---308177.62 ms/batch
Step 00067300 L_out=0.052 Acc=0.88 ---336394.00 ms/batch
Step 00067350 L_out=0.012 Acc=0.80 ---364362.88 ms/batch
Round 5 | epoch=10, train costTime=373.5617504119873, | total_activation_sum=2680177
Round 5 | epoch=11, current m_iou=0.7723764465838254
Round 5 | Best m_IoU is: 0.787, OA is: 0.933 | val costTime=91.10952258110046
Round 5 | ****EPOCH 11****
Step 00067400 L_out=0.004 Acc=0.89 ---18117.34 ms/batch
Step 00067450 L_out=0.010 Acc=0.73 ---45894.90 ms/batch
Step 00067500 L_out=0.011 Acc=0.86 ---73605.04 ms/batch
Step 00067550 L_out=0.001 Acc=0.86 ---100950.17 ms/batch
Step 00067600 L_out=0.010 Acc=0.83 ---128451.91 ms/batch
Step 00067650 L_out=0.018 Acc=0.85 ---156543.86 ms/batch
Step 00067700 L_out=0.014 Acc=0.82 ---185204.46 ms/batch
Step 00067750 L_out=0.028 Acc=0.63 ---213727.03 ms/batch
Step 00067800 L_out=0.002 Acc=0.91 ---241776.28 ms/batch
Step 00067850 L_out=0.002 Acc=0.85 ---269785.18 ms/batch
Step 00067900 L_out=0.013 Acc=0.75 ---298102.64 ms/batch
Step 00067950 L_out=0.010 Acc=0.77 ---326001.51 ms/batch
Step 00068000 L_out=0.011 Acc=0.79 ---353732.00 ms/batch
Round 5 | epoch=11, train costTime=373.4301791191101, | total_activation_sum=2786523
Round 5 | epoch=12, current m_iou=0.7752586091256373
Round 5 | Best m_IoU is: 0.787, OA is: 0.933 | val costTime=92.84419274330139
Round 5 | ****EPOCH 12****
Step 00068050 L_out=0.011 Acc=0.79 --- 9009.25 ms/batch
Step 00068100 L_out=0.005 Acc=0.94 ---37128.57 ms/batch
Step 00068150 L_out=0.006 Acc=0.89 ---65779.13 ms/batch
Step 00068200 L_out=0.008 Acc=0.81 ---93671.34 ms/batch
Step 00068250 L_out=0.005 Acc=0.69 ---122049.80 ms/batch
Step 00068300 L_out=0.011 Acc=0.82 ---149456.81 ms/batch
Step 00068350 L_out=0.011 Acc=0.87 ---177194.79 ms/batch
Step 00068400 L_out=0.019 Acc=0.89 ---204540.28 ms/batch
Step 00068450 L_out=0.002 Acc=0.84 ---232819.26 ms/batch
Step 00068500 L_out=0.005 Acc=0.94 ---260873.71 ms/batch
Step 00068550 L_out=0.040 Acc=0.91 ---289046.08 ms/batch
Step 00068600 L_out=0.026 Acc=0.87 ---316710.74 ms/batch
Step 00068650 L_out=0.001 Acc=0.88 ---344658.42 ms/batch
Step 00068700 L_out=0.029 Acc=0.88 ---372633.11 ms/batch
Round 5 | epoch=12, train costTime=373.08804726600647, | total_activation_sum=2602389
Round 5 | epoch=13, current m_iou=0.7763105025463861
Round 5 | Best m_IoU is: 0.787, OA is: 0.933 | val costTime=93.31585431098938
Round 5 | ****EPOCH 13****
Step 00068750 L_out=0.004 Acc=0.90 ---27547.42 ms/batch
Step 00068800 L_out=0.031 Acc=0.76 ---55379.62 ms/batch
Step 00068850 L_out=0.025 Acc=0.82 ---83089.07 ms/batch
Step 00068900 L_out=0.022 Acc=0.79 ---111057.16 ms/batch
Step 00068950 L_out=0.022 Acc=0.85 ---138892.60 ms/batch
Step 00069000 L_out=0.030 Acc=0.92 ---167255.35 ms/batch
Step 00069050 L_out=0.005 Acc=0.84 ---194989.47 ms/batch
Step 00069100 L_out=0.002 Acc=0.76 ---222696.49 ms/batch
Step 00069150 L_out=0.013 Acc=0.85 ---251352.93 ms/batch
Step 00069200 L_out=0.009 Acc=0.85 ---279502.03 ms/batch
Step 00069250 L_out=0.011 Acc=0.78 ---306913.67 ms/batch
Step 00069300 L_out=0.015 Acc=0.88 ---334596.21 ms/batch
Step 00069350 L_out=0.010 Acc=0.78 ---362403.54 ms/batch
Round 5 | epoch=13, train costTime=372.113085269928, | total_activation_sum=2727916
Round 5 | epoch=14, current m_iou=0.783314835006696
Round 5 | Best m_IoU is: 0.787, OA is: 0.933 | val costTime=94.64981126785278
Round 5 | ****EPOCH 14****
Step 00069400 L_out=0.020 Acc=0.86 ---18260.31 ms/batch
Step 00069450 L_out=0.006 Acc=0.76 ---46432.24 ms/batch
Step 00069500 L_out=0.016 Acc=0.89 ---74368.41 ms/batch
Step 00069550 L_out=0.005 Acc=0.81 ---102224.19 ms/batch
Step 00069600 L_out=0.034 Acc=0.80 ---129928.79 ms/batch
Step 00069650 L_out=0.009 Acc=0.91 ---157757.74 ms/batch
Step 00069700 L_out=0.015 Acc=0.78 ---186464.95 ms/batch
Step 00069750 L_out=0.013 Acc=0.88 ---214281.19 ms/batch
Step 00069800 L_out=0.004 Acc=0.88 ---242329.96 ms/batch
Step 00069850 L_out=0.008 Acc=0.91 ---271240.47 ms/batch
Step 00069900 L_out=0.010 Acc=0.87 ---299734.04 ms/batch
Step 00069950 L_out=0.108 Acc=0.84 ---327959.29 ms/batch
Step 00070000 L_out=0.010 Acc=0.78 ---356179.95 ms/batch
Round 5 | epoch=14, train costTime=375.7739932537079, | total_activation_sum=2704607
Round 5 | epoch=15, current m_iou=0.7899330873025178
Round 5 | Best m_IoU is: 0.790, OA is: 0.925 | val costTime=95.20236206054688
Round 5 | ****EPOCH 15****
Step 00070050 L_out=0.011 Acc=0.88 --- 9045.33 ms/batch
Step 00070100 L_out=0.009 Acc=0.84 ---37080.60 ms/batch
Step 00070150 L_out=0.008 Acc=0.95 ---65061.66 ms/batch
Step 00070200 L_out=0.014 Acc=0.91 ---94083.38 ms/batch
Step 00070250 L_out=0.007 Acc=0.88 ---122055.33 ms/batch
Step 00070300 L_out=0.000 Acc=0.71 ---150667.57 ms/batch
Step 00070350 L_out=0.201 Acc=0.89 ---178397.13 ms/batch
Step 00070400 L_out=0.074 Acc=0.81 ---206313.61 ms/batch
Step 00070450 L_out=0.031 Acc=0.84 ---234772.93 ms/batch
Step 00070500 L_out=0.023 Acc=0.77 ---263242.25 ms/batch
Step 00070550 L_out=0.029 Acc=0.86 ---291359.09 ms/batch
Step 00070600 L_out=0.003 Acc=0.79 ---319998.16 ms/batch
Step 00070650 L_out=0.066 Acc=0.92 ---347606.37 ms/batch
Step 00070700 L_out=0.022 Acc=0.80 ---375450.15 ms/batch
Round 5 | epoch=15, train costTime=376.5562150478363, | total_activation_sum=2678103
Round 5 | epoch=16, current m_iou=0.7808884737903243
Round 5 | Best m_IoU is: 0.790, OA is: 0.925 | val costTime=85.84272742271423
Round 5 | ****EPOCH 16****
Step 00070750 L_out=0.001 Acc=0.90 ---26806.99 ms/batch
Step 00070800 L_out=0.004 Acc=0.88 ---55093.70 ms/batch
Step 00070850 L_out=0.008 Acc=0.86 ---83444.32 ms/batch
Step 00070900 L_out=0.019 Acc=0.86 ---111135.87 ms/batch
Step 00070950 L_out=0.216 Acc=0.83 ---138857.05 ms/batch
Step 00071000 L_out=0.017 Acc=0.73 ---166691.59 ms/batch
Step 00071050 L_out=0.029 Acc=0.89 ---194086.34 ms/batch
Step 00071100 L_out=0.007 Acc=0.91 ---221730.22 ms/batch
Step 00071150 L_out=0.009 Acc=0.83 ---249817.93 ms/batch
Step 00071200 L_out=0.014 Acc=0.88 ---277610.29 ms/batch
Step 00071250 L_out=0.008 Acc=0.83 ---305213.96 ms/batch
Step 00071300 L_out=0.020 Acc=0.82 ---332441.62 ms/batch
Step 00071350 L_out=0.015 Acc=0.89 ---359977.60 ms/batch
Round 5 | epoch=16, train costTime=370.20720076560974, | total_activation_sum=2712090
Round 5 | epoch=17, current m_iou=0.7961019106717002
Round 5 | Best m_IoU is: 0.796, OA is: 0.922 | val costTime=85.08915853500366
Round 5 | ****EPOCH 17****
Step 00071400 L_out=0.003 Acc=0.93 ---18281.98 ms/batch
Step 00071450 L_out=0.018 Acc=0.91 ---46306.65 ms/batch
Step 00071500 L_out=0.007 Acc=0.96 ---74146.07 ms/batch
Step 00071550 L_out=0.010 Acc=0.90 ---102363.30 ms/batch
Step 00071600 L_out=0.002 Acc=0.88 ---130534.78 ms/batch
Step 00071650 L_out=0.004 Acc=0.90 ---159207.17 ms/batch
Step 00071700 L_out=0.010 Acc=0.82 ---187781.75 ms/batch
Step 00071750 L_out=0.005 Acc=0.90 ---215901.91 ms/batch
Step 00071800 L_out=0.061 Acc=0.55 ---243857.56 ms/batch
Step 00071850 L_out=0.011 Acc=0.87 ---271474.52 ms/batch
Step 00071900 L_out=0.007 Acc=0.88 ---299388.41 ms/batch
Step 00071950 L_out=0.046 Acc=0.73 ---327720.95 ms/batch
Step 00072000 L_out=0.060 Acc=0.91 ---355509.45 ms/batch
Round 5 | epoch=17, train costTime=375.7988314628601, | total_activation_sum=2698822
Round 5 | epoch=18, current m_iou=0.7498115221436016
Round 5 | Best m_IoU is: 0.796, OA is: 0.922 | val costTime=88.45285534858704
Round 5 | ****EPOCH 18****
Step 00072050 L_out=0.002 Acc=0.88 --- 7765.16 ms/batch
Step 00072100 L_out=0.010 Acc=0.92 ---35752.12 ms/batch
Step 00072150 L_out=0.006 Acc=0.86 ---63526.54 ms/batch
Step 00072200 L_out=0.119 Acc=0.93 ---91728.67 ms/batch
Step 00072250 L_out=0.013 Acc=0.79 ---119511.11 ms/batch
Step 00072300 L_out=0.028 Acc=0.89 ---146799.88 ms/batch
Step 00072350 L_out=0.007 Acc=0.84 ---174840.38 ms/batch
Step 00072400 L_out=0.017 Acc=0.82 ---202565.66 ms/batch
Step 00072450 L_out=0.024 Acc=0.91 ---230328.37 ms/batch
Step 00072500 L_out=0.006 Acc=0.82 ---258687.11 ms/batch
Step 00072550 L_out=0.009 Acc=0.87 ---287104.20 ms/batch
Step 00072600 L_out=0.275 Acc=0.84 ---314745.58 ms/batch
Step 00072650 L_out=0.020 Acc=0.77 ---342427.39 ms/batch
Step 00072700 L_out=0.002 Acc=0.93 ---371093.41 ms/batch
Round 5 | epoch=18, train costTime=372.78084564208984, | total_activation_sum=2758641
Round 5 | epoch=19, current m_iou=0.8221088316480798
Round 5 | Best m_IoU is: 0.822, OA is: 0.939 | val costTime=97.18937826156616
Round 5 | ****EPOCH 19****
Step 00072750 L_out=0.040 Acc=0.94 ---27341.80 ms/batch
Step 00072800 L_out=0.004 Acc=0.91 ---55234.87 ms/batch
Step 00072850 L_out=0.008 Acc=0.83 ---83382.99 ms/batch
Step 00072900 L_out=0.014 Acc=0.90 ---110741.89 ms/batch
Step 00072950 L_out=0.016 Acc=0.94 ---138068.17 ms/batch
Step 00073000 L_out=0.003 Acc=0.92 ---165640.82 ms/batch
Step 00073050 L_out=0.007 Acc=0.90 ---193818.87 ms/batch
Step 00073100 L_out=0.002 Acc=0.88 ---221484.98 ms/batch
Step 00073150 L_out=0.002 Acc=0.91 ---249371.21 ms/batch
Step 00073200 L_out=0.037 Acc=0.72 ---278452.26 ms/batch
Step 00073250 L_out=0.034 Acc=0.77 ---306449.38 ms/batch
Step 00073300 L_out=0.024 Acc=0.96 ---334775.12 ms/batch
Step 00073350 L_out=0.004 Acc=0.93 ---362178.39 ms/batch
Round 5 | epoch=19, train costTime=373.2809245586395, | total_activation_sum=2666641
Round 5 | epoch=20, current m_iou=0.8022935936775002
Round 5 | Best m_IoU is: 0.822, OA is: 0.939 | val costTime=93.77217435836792
Round 5 | ****EPOCH 20****
Step 00073400 L_out=0.021 Acc=0.90 ---16525.95 ms/batch
Step 00073450 L_out=0.001 Acc=0.94 ---44011.52 ms/batch
Step 00073500 L_out=0.007 Acc=0.91 ---71315.05 ms/batch
Step 00073550 L_out=0.023 Acc=0.82 ---99183.18 ms/batch
Step 00073600 L_out=0.003 Acc=0.88 ---126747.41 ms/batch
Step 00073650 L_out=0.012 Acc=0.88 ---154776.74 ms/batch
Step 00073700 L_out=0.001 Acc=0.93 ---183024.89 ms/batch
Step 00073750 L_out=0.007 Acc=0.86 ---210872.78 ms/batch
Step 00073800 L_out=0.026 Acc=0.83 ---238737.94 ms/batch
Step 00073850 L_out=0.013 Acc=0.89 ---266864.23 ms/batch
Step 00073900 L_out=0.002 Acc=0.88 ---295278.27 ms/batch
Step 00073950 L_out=0.003 Acc=0.89 ---322891.06 ms/batch
Step 00074000 L_out=0.020 Acc=0.89 ---350512.06 ms/batch
Round 5 | epoch=20, train costTime=370.47455883026123, | total_activation_sum=2704024
Round 5 | epoch=21, current m_iou=0.8382186168588996
Round 5 | Best m_IoU is: 0.838, OA is: 0.947 | val costTime=96.48612689971924
Round 5 | ****EPOCH 21****
Step 00074050 L_out=0.008 Acc=0.86 --- 7508.12 ms/batch
Step 00074100 L_out=0.012 Acc=0.88 ---36037.27 ms/batch
Step 00074150 L_out=0.006 Acc=0.88 ---64144.77 ms/batch
Step 00074200 L_out=0.014 Acc=0.87 ---91671.13 ms/batch
Step 00074250 L_out=0.010 Acc=0.89 ---119729.01 ms/batch
Step 00074300 L_out=0.009 Acc=0.69 ---149047.47 ms/batch
Step 00074350 L_out=0.006 Acc=0.93 ---177386.66 ms/batch
Step 00074400 L_out=0.008 Acc=0.86 ---205435.97 ms/batch
Step 00074450 L_out=0.007 Acc=0.84 ---233653.50 ms/batch
Step 00074500 L_out=0.007 Acc=0.78 ---261627.87 ms/batch
Step 00074550 L_out=0.014 Acc=0.79 ---289243.09 ms/batch
Step 00074600 L_out=0.005 Acc=0.86 ---317841.76 ms/batch
Step 00074650 L_out=0.005 Acc=0.97 ---346138.11 ms/batch
Step 00074700 L_out=0.015 Acc=0.91 ---374093.42 ms/batch
Round 5 | epoch=21, train costTime=376.2731137275696, | total_activation_sum=2707808
Round 5 | epoch=22, current m_iou=0.8213962880534251
Round 5 | Best m_IoU is: 0.838, OA is: 0.947 | val costTime=94.72326946258545
Round 5 | ****EPOCH 22****
Step 00074750 L_out=0.005 Acc=0.92 ---25425.20 ms/batch
Step 00074800 L_out=0.002 Acc=0.94 ---54157.78 ms/batch
Step 00074850 L_out=0.003 Acc=0.89 ---82040.64 ms/batch
Step 00074900 L_out=0.013 Acc=0.89 ---110151.57 ms/batch
Step 00074950 L_out=0.015 Acc=0.91 ---138070.78 ms/batch
Step 00075000 L_out=0.007 Acc=0.76 ---166027.64 ms/batch
Step 00075050 L_out=0.019 Acc=0.97 ---193560.87 ms/batch
Step 00075100 L_out=0.005 Acc=0.91 ---221211.19 ms/batch
Step 00075150 L_out=0.012 Acc=0.85 ---249305.94 ms/batch
Step 00075200 L_out=0.001 Acc=0.89 ---278177.11 ms/batch
Step 00075250 L_out=0.003 Acc=0.81 ---306901.86 ms/batch
Step 00075300 L_out=0.016 Acc=0.90 ---335231.45 ms/batch
Step 00075350 L_out=0.017 Acc=0.93 ---363348.10 ms/batch
Round 5 | epoch=22, train costTime=375.00611424446106, | total_activation_sum=2750497
Round 5 | epoch=23, current m_iou=0.8138103474545682
Round 5 | Best m_IoU is: 0.838, OA is: 0.947 | val costTime=96.68106293678284
Round 5 | ****EPOCH 23****
Step 00075400 L_out=0.004 Acc=0.66 ---16080.57 ms/batch
Step 00075450 L_out=0.002 Acc=0.97 ---44483.99 ms/batch
Step 00075500 L_out=0.027 Acc=0.86 ---72168.48 ms/batch
Step 00075550 L_out=0.028 Acc=0.86 ---100252.71 ms/batch
Step 00075600 L_out=0.004 Acc=0.87 ---128181.12 ms/batch
Step 00075650 L_out=0.013 Acc=0.87 ---156153.40 ms/batch
Step 00075700 L_out=0.004 Acc=0.84 ---184018.33 ms/batch
Step 00075750 L_out=0.009 Acc=0.93 ---212178.52 ms/batch
Step 00075800 L_out=0.006 Acc=0.91 ---240560.50 ms/batch
Step 00075850 L_out=0.002 Acc=0.85 ---268192.82 ms/batch
Step 00075900 L_out=0.018 Acc=0.92 ---295685.03 ms/batch
Step 00075950 L_out=0.008 Acc=0.83 ---323289.55 ms/batch
Step 00076000 L_out=0.005 Acc=0.86 ---351223.54 ms/batch
Round 5 | epoch=23, train costTime=372.53092980384827, | total_activation_sum=2608142
Round 5 | epoch=24, current m_iou=0.8322633665649706
Round 5 | Best m_IoU is: 0.838, OA is: 0.947 | val costTime=93.03859829902649
Round 5 | ****EPOCH 24****
Step 00076050 L_out=0.034 Acc=0.84 --- 6624.07 ms/batch
Step 00076100 L_out=0.019 Acc=0.79 ---34855.95 ms/batch
Step 00076150 L_out=0.014 Acc=0.76 ---63323.78 ms/batch
Step 00076200 L_out=0.003 Acc=0.90 ---91691.13 ms/batch
Step 00076250 L_out=0.032 Acc=0.82 ---120419.75 ms/batch
Step 00076300 L_out=0.002 Acc=0.80 ---148880.86 ms/batch
Step 00076350 L_out=0.010 Acc=0.88 ---176959.63 ms/batch
Step 00076400 L_out=0.002 Acc=0.90 ---205277.16 ms/batch
Step 00076450 L_out=0.018 Acc=0.93 ---233029.36 ms/batch
Step 00076500 L_out=0.006 Acc=0.79 ---261652.20 ms/batch
Step 00076550 L_out=0.028 Acc=0.45 ---289550.33 ms/batch
Step 00076600 L_out=0.001 Acc=0.84 ---316786.42 ms/batch
Step 00076650 L_out=0.011 Acc=0.89 ---344640.89 ms/batch
Step 00076700 L_out=0.008 Acc=0.87 ---372682.85 ms/batch
Round 5 | epoch=24, train costTime=375.32183051109314, | total_activation_sum=2799381
Round 5 | epoch=25, current m_iou=0.8369009054572791
Round 5 | Best m_IoU is: 0.838, OA is: 0.947 | val costTime=95.50282335281372
Round 5 | ****EPOCH 25****
Step 00076750 L_out=0.012 Acc=0.90 ---25318.71 ms/batch
Step 00076800 L_out=0.012 Acc=0.88 ---53066.11 ms/batch
Step 00076850 L_out=0.025 Acc=0.87 ---81241.37 ms/batch
Step 00076900 L_out=0.005 Acc=0.78 ---109102.69 ms/batch
Step 00076950 L_out=0.007 Acc=0.72 ---136806.22 ms/batch
Step 00077000 L_out=0.004 Acc=0.89 ---164828.27 ms/batch
Step 00077050 L_out=0.130 Acc=0.81 ---192663.74 ms/batch
Step 00077100 L_out=0.015 Acc=0.91 ---220878.88 ms/batch
Step 00077150 L_out=0.010 Acc=0.86 ---249034.56 ms/batch
Step 00077200 L_out=0.018 Acc=0.73 ---276839.18 ms/batch
Step 00077250 L_out=0.003 Acc=0.91 ---305422.88 ms/batch
Step 00077300 L_out=0.009 Acc=0.87 ---332922.14 ms/batch
Step 00077350 L_out=0.007 Acc=0.85 ---360898.05 ms/batch
Round 5 | epoch=25, train costTime=372.6884880065918, | total_activation_sum=2626831
Round 5 | epoch=26, current m_iou=0.8320829531106924
Round 5 | Best m_IoU is: 0.838, OA is: 0.947 | val costTime=96.46474409103394
Round 5 | ****EPOCH 26****
Step 00077400 L_out=0.003 Acc=0.96 ---15707.00 ms/batch
Step 00077450 L_out=0.012 Acc=0.89 ---43636.72 ms/batch
Step 00077500 L_out=0.002 Acc=0.90 ---71729.45 ms/batch
Step 00077550 L_out=0.008 Acc=0.91 ---99663.71 ms/batch
Step 00077600 L_out=0.020 Acc=0.87 ---127275.07 ms/batch
Step 00077650 L_out=0.001 Acc=0.90 ---155149.77 ms/batch
Step 00077700 L_out=0.001 Acc=0.89 ---182979.85 ms/batch
Step 00077750 L_out=0.007 Acc=0.90 ---211531.74 ms/batch
Step 00077800 L_out=0.001 Acc=0.90 ---240399.78 ms/batch
Step 00077850 L_out=0.005 Acc=0.87 ---267822.15 ms/batch
Step 00077900 L_out=0.007 Acc=0.92 ---295485.29 ms/batch
Step 00077950 L_out=0.001 Acc=0.89 ---322952.51 ms/batch
Step 00078000 L_out=0.005 Acc=0.86 ---350575.85 ms/batch
Round 5 | epoch=26, train costTime=371.9671890735626, | total_activation_sum=2709424
Round 5 | epoch=27, current m_iou=0.8343724693694763
Round 5 | Best m_IoU is: 0.838, OA is: 0.947 | val costTime=86.70632672309875
Round 5 | ****EPOCH 27****
Step 00078050 L_out=0.011 Acc=0.75 --- 6161.13 ms/batch
Step 00078100 L_out=0.008 Acc=0.85 ---34143.47 ms/batch
Step 00078150 L_out=0.004 Acc=0.81 ---62633.06 ms/batch
Step 00078200 L_out=0.005 Acc=0.90 ---90596.75 ms/batch
Step 00078250 L_out=0.011 Acc=0.93 ---118998.23 ms/batch
Step 00078300 L_out=0.091 Acc=0.82 ---147110.32 ms/batch
Step 00078350 L_out=0.003 Acc=0.93 ---174637.61 ms/batch
Step 00078400 L_out=0.009 Acc=0.83 ---202483.88 ms/batch
Step 00078450 L_out=0.016 Acc=0.91 ---230498.44 ms/batch
Step 00078500 L_out=0.009 Acc=0.87 ---258543.32 ms/batch
Step 00078550 L_out=0.005 Acc=0.86 ---287307.81 ms/batch
Step 00078600 L_out=0.003 Acc=0.87 ---315108.30 ms/batch
Step 00078650 L_out=0.006 Acc=0.92 ---343755.07 ms/batch
Step 00078700 L_out=0.006 Acc=0.88 ---371917.18 ms/batch
Round 5 | epoch=27, train costTime=375.3762390613556, | total_activation_sum=2742494
Round 5 | epoch=28, current m_iou=0.8541269235883954
Round 5 | Best m_IoU is: 0.854, OA is: 0.948 | val costTime=91.22944974899292
Round 5 | ****EPOCH 28****
Step 00078750 L_out=0.003 Acc=0.92 ---24618.37 ms/batch
Step 00078800 L_out=0.036 Acc=0.92 ---52679.65 ms/batch
Step 00078850 L_out=0.062 Acc=0.88 ---80754.29 ms/batch
Step 00078900 L_out=0.003 Acc=0.94 ---108587.42 ms/batch
Step 00078950 L_out=0.014 Acc=0.88 ---136643.72 ms/batch
Step 00079000 L_out=0.017 Acc=0.73 ---165118.24 ms/batch
Step 00079050 L_out=0.013 Acc=0.86 ---193458.79 ms/batch
Step 00079100 L_out=0.007 Acc=0.87 ---221525.40 ms/batch
Step 00079150 L_out=0.008 Acc=0.87 ---249384.91 ms/batch
Step 00079200 L_out=0.014 Acc=0.82 ---277271.58 ms/batch
Step 00079250 L_out=0.021 Acc=0.70 ---304990.34 ms/batch
Step 00079300 L_out=0.018 Acc=0.84 ---333498.89 ms/batch
Step 00079350 L_out=0.013 Acc=0.86 ---361407.10 ms/batch
Round 5 | epoch=28, train costTime=374.14997124671936, | total_activation_sum=2686596
Round 5 | epoch=29, current m_iou=0.84454128556416
Round 5 | Best m_IoU is: 0.854, OA is: 0.948 | val costTime=90.47030258178711
Round 5 | ****EPOCH 29****
Step 00079400 L_out=0.010 Acc=0.84 ---12559.65 ms/batch
Step 00079450 L_out=0.006 Acc=0.85 ---36606.92 ms/batch
Step 00079500 L_out=0.019 Acc=0.84 ---60770.25 ms/batch
Step 00079550 L_out=0.002 Acc=0.87 ---84660.32 ms/batch
Step 00079600 L_out=0.005 Acc=0.86 ---108657.42 ms/batch
Step 00079650 L_out=0.016 Acc=0.81 ---132732.21 ms/batch
Step 00079700 L_out=0.010 Acc=0.87 ---156786.79 ms/batch
Step 00079750 L_out=0.008 Acc=0.80 ---180829.50 ms/batch
Step 00079800 L_out=0.006 Acc=0.79 ---204883.91 ms/batch
Step 00079850 L_out=0.033 Acc=0.85 ---229012.71 ms/batch
Step 00079900 L_out=0.004 Acc=0.88 ---253115.17 ms/batch
Step 00079950 L_out=0.035 Acc=0.91 ---277027.68 ms/batch
Step 00080000 L_out=0.009 Acc=0.85 ---301093.66 ms/batch
Round 5 | epoch=29, train costTime=320.3154561519623, | total_activation_sum=2680124
Round 5 | epoch=30, current m_iou=0.8470860799720366
Round 5 | Best m_IoU is: 0.854, OA is: 0.948 | val costTime=82.41176676750183
Round 5 | ****EPOCH 30****
Round 6 | ****EPOCH 0****
Step 00080050 L_out=0.016 Acc=0.87 --- 5823.51 ms/batch
Step 00080100 L_out=0.078 Acc=0.40 ---33001.66 ms/batch
Step 00080150 L_out=0.017 Acc=0.25 ---60017.80 ms/batch
Step 00080200 L_out=0.054 Acc=0.25 ---87596.99 ms/batch
Step 00080250 L_out=0.291 Acc=0.32 ---115248.50 ms/batch
Step 00080300 L_out=2.734 Acc=0.67 ---143124.57 ms/batch
Step 00080350 L_out=0.035 Acc=0.36 ---170696.12 ms/batch
Step 00080400 L_out=0.008 Acc=0.72 ---198438.06 ms/batch
Step 00080450 L_out=0.024 Acc=0.48 ---226012.10 ms/batch
Step 00080500 L_out=0.041 Acc=0.61 ---253498.26 ms/batch
Step 00080550 L_out=0.288 Acc=0.70 ---281062.92 ms/batch
Step 00080600 L_out=0.013 Acc=0.83 ---308656.42 ms/batch
Step 00080650 L_out=0.012 Acc=0.57 ---336395.89 ms/batch
Step 00080700 L_out=0.020 Acc=0.78 ---363939.78 ms/batch
Round 6 | epoch=0, train costTime=367.9174678325653, | total_activation_sum=2927027
Round 6 | epoch=1, current m_iou=0.7796292101514797
Round 6 | Best m_IoU is: 0.780, OA is: 0.902 | val costTime=80.73933529853821
Round 6 | ****EPOCH 1****
Step 00080750 L_out=0.016 Acc=0.86 ---23836.30 ms/batch
Step 00080800 L_out=0.011 Acc=0.78 ---50981.70 ms/batch
Step 00080850 L_out=0.684 Acc=0.69 ---77833.22 ms/batch
Step 00080900 L_out=0.009 Acc=0.71 ---105286.48 ms/batch
Step 00080950 L_out=0.029 Acc=0.85 ---133258.70 ms/batch
Step 00081000 L_out=0.029 Acc=0.78 ---160621.73 ms/batch
Step 00081050 L_out=0.025 Acc=0.70 ---188382.77 ms/batch
Step 00081100 L_out=0.027 Acc=0.86 ---216114.77 ms/batch
Step 00081150 L_out=0.005 Acc=0.94 ---243276.52 ms/batch
Step 00081200 L_out=0.018 Acc=0.82 ---270645.77 ms/batch
Step 00081250 L_out=0.014 Acc=0.62 ---298228.71 ms/batch
Step 00081300 L_out=0.013 Acc=0.86 ---326248.59 ms/batch
Step 00081350 L_out=0.172 Acc=0.86 ---353752.50 ms/batch
Round 6 | epoch=1, train costTime=366.9515583515167, | total_activation_sum=2863953
Round 6 | epoch=2, current m_iou=0.6373808871445055
Round 6 | Best m_IoU is: 0.780, OA is: 0.902 | val costTime=82.0801649093628
Round 6 | ****EPOCH 2****
Step 00081400 L_out=0.034 Acc=0.71 ---14475.09 ms/batch
Step 00081450 L_out=0.043 Acc=0.53 ---41589.13 ms/batch
Step 00081500 L_out=0.035 Acc=0.73 ---68866.88 ms/batch
Step 00081550 L_out=0.071 Acc=0.49 ---96078.58 ms/batch
Step 00081600 L_out=0.069 Acc=0.59 ---123298.91 ms/batch
Step 00081650 L_out=0.065 Acc=0.65 ---150602.06 ms/batch
Step 00081700 L_out=0.024 Acc=0.80 ---177755.14 ms/batch
Step 00081750 L_out=0.056 Acc=0.73 ---205910.17 ms/batch
Step 00081800 L_out=0.017 Acc=0.89 ---233829.90 ms/batch
Step 00081850 L_out=0.044 Acc=0.81 ---261285.68 ms/batch
Step 00081900 L_out=0.038 Acc=0.85 ---288892.96 ms/batch
Step 00081950 L_out=0.042 Acc=0.79 ---316592.45 ms/batch
Step 00082000 L_out=0.090 Acc=0.86 ---345027.68 ms/batch
Round 6 | epoch=2, train costTime=367.4432351589203, | total_activation_sum=2861519
Round 6 | epoch=3, current m_iou=0.7501706964349966
Round 6 | Best m_IoU is: 0.780, OA is: 0.902 | val costTime=81.0070252418518
Round 6 | ****EPOCH 3****
Step 00082050 L_out=0.024 Acc=0.76 --- 4866.94 ms/batch
Step 00082100 L_out=0.019 Acc=0.88 ---32651.28 ms/batch
Step 00082150 L_out=0.041 Acc=0.86 ---60208.17 ms/batch
Step 00082200 L_out=0.046 Acc=0.73 ---88427.82 ms/batch
Step 00082250 L_out=0.246 Acc=0.76 ---115901.88 ms/batch
Step 00082300 L_out=0.023 Acc=0.79 ---143374.10 ms/batch
Step 00082350 L_out=0.009 Acc=0.87 ---170936.00 ms/batch
Step 00082400 L_out=0.036 Acc=0.73 ---198680.20 ms/batch
Step 00082450 L_out=0.031 Acc=0.77 ---226037.36 ms/batch
Step 00082500 L_out=0.013 Acc=0.85 ---253766.68 ms/batch
Step 00082550 L_out=0.153 Acc=0.86 ---280938.50 ms/batch
Step 00082600 L_out=0.046 Acc=0.76 ---308588.98 ms/batch
Step 00082650 L_out=0.009 Acc=0.84 ---336505.53 ms/batch
Step 00082700 L_out=0.015 Acc=0.85 ---363819.14 ms/batch
Round 6 | epoch=3, train costTime=368.2294993400574, | total_activation_sum=2770467
Round 6 | epoch=4, current m_iou=0.7627704895655559
Round 6 | Best m_IoU is: 0.780, OA is: 0.902 | val costTime=80.11199975013733
Round 6 | ****EPOCH 4****
Step 00082750 L_out=0.024 Acc=0.86 ---23092.34 ms/batch
Step 00082800 L_out=0.008 Acc=0.74 ---50920.13 ms/batch
Step 00082850 L_out=0.074 Acc=0.65 ---77708.38 ms/batch
Step 00082900 L_out=0.086 Acc=0.90 ---104490.97 ms/batch
Step 00082950 L_out=0.010 Acc=0.93 ---131412.34 ms/batch
Step 00083000 L_out=0.028 Acc=0.77 ---158087.51 ms/batch
Step 00083050 L_out=0.054 Acc=0.77 ---184793.67 ms/batch
Step 00083100 L_out=0.003 Acc=0.89 ---212106.03 ms/batch
Step 00083150 L_out=0.014 Acc=0.80 ---238791.41 ms/batch
Step 00083200 L_out=0.010 Acc=0.80 ---265622.11 ms/batch
Step 00083250 L_out=0.010 Acc=0.76 ---292592.36 ms/batch
Step 00083300 L_out=0.005 Acc=0.92 ---319634.91 ms/batch
Step 00083350 L_out=0.018 Acc=0.84 ---346746.07 ms/batch
Round 6 | epoch=4, train costTime=360.4336693286896, | total_activation_sum=2932839
Round 6 | epoch=5, current m_iou=0.7393730306144504
Round 6 | Best m_IoU is: 0.780, OA is: 0.902 | val costTime=77.13328337669373
Round 6 | ****EPOCH 5****
Step 00083400 L_out=0.048 Acc=0.86 ---13201.96 ms/batch
Step 00083450 L_out=0.004 Acc=0.75 ---40305.03 ms/batch
Step 00083500 L_out=0.003 Acc=0.87 ---67002.90 ms/batch
Step 00083550 L_out=0.135 Acc=0.92 ---93674.88 ms/batch
Step 00083600 L_out=0.007 Acc=0.85 ---120685.70 ms/batch
Step 00083650 L_out=0.026 Acc=0.88 ---147420.84 ms/batch
Step 00083700 L_out=0.014 Acc=0.74 ---175031.74 ms/batch
Step 00083750 L_out=0.086 Acc=0.87 ---201685.97 ms/batch
Step 00083800 L_out=0.002 Acc=0.91 ---228410.97 ms/batch
Step 00083850 L_out=0.129 Acc=0.95 ---255076.59 ms/batch
Step 00083900 L_out=0.057 Acc=0.72 ---282264.09 ms/batch
Step 00083950 L_out=0.011 Acc=0.82 ---309335.72 ms/batch
Step 00084000 L_out=0.015 Acc=0.84 ---336173.43 ms/batch
Round 6 | epoch=5, train costTime=358.681214094162, | total_activation_sum=2933399
Round 6 | epoch=6, current m_iou=0.7741457573867296
Round 6 | Best m_IoU is: 0.780, OA is: 0.902 | val costTime=68.42388319969177
Round 6 | ****EPOCH 6****
Step 00084050 L_out=0.060 Acc=0.90 --- 4463.40 ms/batch
Step 00084100 L_out=0.023 Acc=0.68 ---31477.46 ms/batch
Step 00084150 L_out=0.057 Acc=0.63 ---58419.80 ms/batch
Step 00084200 L_out=0.017 Acc=0.93 ---85544.27 ms/batch
Step 00084250 L_out=0.016 Acc=0.94 ---112325.89 ms/batch
Step 00084300 L_out=0.012 Acc=0.89 ---138989.43 ms/batch
Step 00084350 L_out=0.031 Acc=0.56 ---165399.36 ms/batch
Step 00084400 L_out=0.003 Acc=0.78 ---192271.69 ms/batch
Step 00084450 L_out=0.018 Acc=0.73 ---219008.50 ms/batch
Step 00084500 L_out=0.008 Acc=0.80 ---246003.57 ms/batch
Step 00084550 L_out=0.053 Acc=0.80 ---273072.25 ms/batch
Step 00084600 L_out=0.003 Acc=0.73 ---299767.08 ms/batch
Step 00084650 L_out=0.049 Acc=0.72 ---326725.39 ms/batch
Step 00084700 L_out=0.009 Acc=0.82 ---353525.36 ms/batch
Round 6 | epoch=6, train costTime=358.3530557155609, | total_activation_sum=2821362
Round 6 | epoch=7, current m_iou=0.7967782587873171
Round 6 | Best m_IoU is: 0.797, OA is: 0.930 | val costTime=65.71138024330139
Round 6 | ****EPOCH 7****
Step 00084750 L_out=0.003 Acc=0.81 ---22226.31 ms/batch
Step 00084800 L_out=0.018 Acc=0.77 ---48949.81 ms/batch
Step 00084850 L_out=0.017 Acc=0.83 ---75570.09 ms/batch
Step 00084900 L_out=0.019 Acc=0.80 ---102525.05 ms/batch
Step 00084950 L_out=0.004 Acc=0.93 ---129246.40 ms/batch
Step 00085000 L_out=0.009 Acc=0.89 ---155994.63 ms/batch
Step 00085050 L_out=0.038 Acc=0.82 ---182644.42 ms/batch
Step 00085100 L_out=0.017 Acc=0.86 ---209285.44 ms/batch
Step 00085150 L_out=0.006 Acc=0.80 ---235761.48 ms/batch
Step 00085200 L_out=0.005 Acc=0.91 ---262571.24 ms/batch
Step 00085250 L_out=0.001 Acc=0.82 ---290084.12 ms/batch
Step 00085300 L_out=0.146 Acc=0.94 ---316654.04 ms/batch
Step 00085350 L_out=0.042 Acc=0.77 ---343461.00 ms/batch
Round 6 | epoch=7, train costTime=357.31502509117126, | total_activation_sum=2958049
Round 6 | epoch=8, current m_iou=0.8116284296293502
Round 6 | Best m_IoU is: 0.812, OA is: 0.927 | val costTime=76.97478795051575
Round 6 | ****EPOCH 8****
Step 00085400 L_out=0.011 Acc=0.91 ---12786.29 ms/batch
Step 00085450 L_out=0.037 Acc=0.88 ---39377.62 ms/batch
Step 00085500 L_out=0.015 Acc=0.74 ---66350.37 ms/batch
Step 00085550 L_out=0.268 Acc=0.88 ---93650.26 ms/batch
Step 00085600 L_out=0.318 Acc=0.92 ---120499.64 ms/batch
Step 00085650 L_out=0.001 Acc=0.91 ---147361.49 ms/batch
Step 00085700 L_out=0.007 Acc=0.92 ---174043.48 ms/batch
Step 00085750 L_out=0.003 Acc=0.84 ---200722.93 ms/batch
Step 00085800 L_out=0.006 Acc=0.82 ---227220.26 ms/batch
Step 00085850 L_out=0.039 Acc=0.81 ---254143.98 ms/batch
Step 00085900 L_out=0.011 Acc=0.91 ---281060.21 ms/batch
Step 00085950 L_out=0.009 Acc=0.81 ---307726.63 ms/batch
Step 00086000 L_out=0.004 Acc=0.91 ---334503.57 ms/batch
Round 6 | epoch=8, train costTime=357.51061487197876, | total_activation_sum=2879129
Round 6 | epoch=9, current m_iou=0.7995190444827567
Round 6 | Best m_IoU is: 0.812, OA is: 0.927 | val costTime=72.58621335029602
Round 6 | ****EPOCH 9****
Step 00086050 L_out=0.002 Acc=0.83 --- 3717.03 ms/batch
Step 00086100 L_out=0.015 Acc=0.89 ---30647.42 ms/batch
Step 00086150 L_out=0.002 Acc=0.90 ---57588.41 ms/batch
Step 00086200 L_out=0.016 Acc=0.81 ---84694.73 ms/batch
Step 00086250 L_out=0.020 Acc=0.81 ---111326.81 ms/batch
Step 00086300 L_out=0.033 Acc=0.62 ---138617.83 ms/batch
Step 00086350 L_out=0.002 Acc=0.89 ---165671.71 ms/batch
Step 00086400 L_out=0.046 Acc=0.95 ---193054.89 ms/batch
Step 00086450 L_out=0.073 Acc=0.83 ---219857.28 ms/batch
Step 00086500 L_out=0.013 Acc=0.64 ---246987.01 ms/batch
Step 00086550 L_out=0.013 Acc=0.78 ---273788.08 ms/batch
Step 00086600 L_out=0.016 Acc=0.78 ---300668.26 ms/batch
Step 00086650 L_out=0.375 Acc=0.87 ---327959.65 ms/batch
Step 00086700 L_out=0.009 Acc=0.88 ---354779.96 ms/batch
Round 6 | epoch=9, train costTime=360.2761597633362, | total_activation_sum=2943678
Round 6 | epoch=10, current m_iou=0.8111915653077104
Round 6 | Best m_IoU is: 0.812, OA is: 0.927 | val costTime=75.63537240028381
Round 6 | ****EPOCH 10****
Step 00086750 L_out=0.013 Acc=0.81 ---21233.84 ms/batch
Step 00086800 L_out=0.012 Acc=0.91 ---48175.28 ms/batch
Step 00086850 L_out=0.008 Acc=0.79 ---74842.09 ms/batch
Step 00086900 L_out=0.005 Acc=0.87 ---101679.53 ms/batch
Step 00086950 L_out=0.012 Acc=0.93 ---128618.21 ms/batch
Step 00087000 L_out=0.022 Acc=0.90 ---155600.75 ms/batch
Step 00087050 L_out=0.008 Acc=0.77 ---182153.65 ms/batch
Step 00087100 L_out=0.017 Acc=0.80 ---208818.51 ms/batch
Step 00087150 L_out=0.036 Acc=0.87 ---235438.58 ms/batch
Step 00087200 L_out=0.004 Acc=0.86 ---262438.02 ms/batch
Step 00087250 L_out=0.067 Acc=0.85 ---289271.38 ms/batch
Step 00087300 L_out=0.069 Acc=0.85 ---316400.45 ms/batch
Step 00087350 L_out=0.020 Acc=0.83 ---343206.40 ms/batch
Round 6 | epoch=10, train costTime=357.88829731941223, | total_activation_sum=2817016
Round 6 | epoch=11, current m_iou=0.8243203178517429
Round 6 | Best m_IoU is: 0.824, OA is: 0.943 | val costTime=73.84358072280884
Round 6 | ****EPOCH 11****
Step 00087400 L_out=0.013 Acc=0.93 ---12180.80 ms/batch
Step 00087450 L_out=0.034 Acc=0.84 ---39214.01 ms/batch
Step 00087500 L_out=0.007 Acc=0.90 ---66061.67 ms/batch
Step 00087550 L_out=0.003 Acc=0.85 ---93222.42 ms/batch
Step 00087600 L_out=0.016 Acc=0.80 ---120146.71 ms/batch
Step 00087650 L_out=0.175 Acc=0.84 ---147239.29 ms/batch
Step 00087700 L_out=0.039 Acc=0.89 ---175022.49 ms/batch
Step 00087750 L_out=0.131 Acc=0.85 ---201966.27 ms/batch
Step 00087800 L_out=0.023 Acc=0.84 ---228654.13 ms/batch
Step 00087850 L_out=0.023 Acc=0.79 ---255221.96 ms/batch
Step 00087900 L_out=0.013 Acc=0.87 ---282018.01 ms/batch
Step 00087950 L_out=0.008 Acc=0.89 ---308844.18 ms/batch
Step 00088000 L_out=0.005 Acc=0.89 ---335623.98 ms/batch
Round 6 | epoch=11, train costTime=359.18189811706543, | total_activation_sum=2877969
Round 6 | epoch=12, current m_iou=0.7791468882061502
Round 6 | Best m_IoU is: 0.824, OA is: 0.943 | val costTime=77.43044662475586
Round 6 | ****EPOCH 12****
Step 00088050 L_out=0.009 Acc=0.82 --- 3120.03 ms/batch
Step 00088100 L_out=0.113 Acc=0.90 ---30092.33 ms/batch
Step 00088150 L_out=0.006 Acc=0.89 ---56829.66 ms/batch
Step 00088200 L_out=0.006 Acc=0.74 ---83917.87 ms/batch
Step 00088250 L_out=0.082 Acc=0.88 ---110544.32 ms/batch
Step 00088300 L_out=0.010 Acc=0.81 ---137460.08 ms/batch
Step 00088350 L_out=0.009 Acc=0.90 ---164309.05 ms/batch
Step 00088400 L_out=0.026 Acc=0.88 ---190835.64 ms/batch
Step 00088450 L_out=0.026 Acc=0.92 ---217701.38 ms/batch
Step 00088500 L_out=0.009 Acc=0.86 ---244896.61 ms/batch
Step 00088550 L_out=0.006 Acc=0.84 ---272604.32 ms/batch
Step 00088600 L_out=0.111 Acc=0.87 ---299414.91 ms/batch
Step 00088650 L_out=0.001 Acc=0.95 ---326342.92 ms/batch
Step 00088700 L_out=0.038 Acc=0.79 ---353088.12 ms/batch
Round 6 | epoch=12, train costTime=359.06603622436523, | total_activation_sum=2844977
Round 6 | epoch=13, current m_iou=0.8143218833711128
Round 6 | Best m_IoU is: 0.824, OA is: 0.943 | val costTime=73.78699064254761
Round 6 | ****EPOCH 13****
Step 00088750 L_out=0.007 Acc=0.82 ---20809.11 ms/batch
Step 00088800 L_out=0.016 Acc=0.78 ---47546.09 ms/batch
Step 00088850 L_out=0.007 Acc=0.86 ---74534.37 ms/batch
Step 00088900 L_out=0.017 Acc=0.83 ---101438.03 ms/batch
Step 00088950 L_out=0.002 Acc=0.93 ---128393.92 ms/batch
Step 00089000 L_out=0.012 Acc=0.80 ---156004.72 ms/batch
Step 00089050 L_out=0.005 Acc=0.92 ---183220.79 ms/batch
Step 00089100 L_out=0.026 Acc=0.87 ---210319.81 ms/batch
Step 00089150 L_out=0.011 Acc=0.90 ---237251.07 ms/batch
Step 00089200 L_out=0.005 Acc=0.88 ---264240.27 ms/batch
Step 00089250 L_out=0.382 Acc=0.90 ---290876.66 ms/batch
Step 00089300 L_out=0.023 Acc=0.84 ---317771.04 ms/batch
Step 00089350 L_out=0.022 Acc=0.82 ---344697.58 ms/batch
Round 6 | epoch=13, train costTime=359.8221580982208, | total_activation_sum=2920228
Round 6 | epoch=14, current m_iou=0.8284103706432324
Round 6 | Best m_IoU is: 0.828, OA is: 0.946 | val costTime=79.77513575553894
Round 6 | ****EPOCH 14****
Step 00089400 L_out=0.010 Acc=0.87 ---11558.39 ms/batch
Step 00089450 L_out=0.011 Acc=0.89 ---38485.47 ms/batch
Step 00089500 L_out=0.004 Acc=0.84 ---65405.49 ms/batch
Step 00089550 L_out=0.001 Acc=0.92 ---92251.52 ms/batch
Step 00089600 L_out=0.006 Acc=0.84 ---119336.73 ms/batch
Step 00089650 L_out=0.004 Acc=0.93 ---146339.40 ms/batch
Step 00089700 L_out=0.234 Acc=0.90 ---173520.21 ms/batch
Step 00089750 L_out=0.008 Acc=0.83 ---200191.16 ms/batch
Step 00089800 L_out=0.022 Acc=0.83 ---226750.88 ms/batch
Step 00089850 L_out=0.011 Acc=0.73 ---253887.63 ms/batch
Step 00089900 L_out=0.005 Acc=0.91 ---280840.57 ms/batch
Step 00089950 L_out=0.003 Acc=0.82 ---307775.58 ms/batch
Step 00090000 L_out=0.006 Acc=0.85 ---335185.32 ms/batch
Round 6 | epoch=14, train costTime=359.34876704216003, | total_activation_sum=2839192
Round 6 | epoch=15, current m_iou=0.8179627330046881
Round 6 | Best m_IoU is: 0.828, OA is: 0.946 | val costTime=76.55193662643433
Round 6 | ****EPOCH 15****
Step 00090050 L_out=0.014 Acc=0.82 --- 2709.07 ms/batch
Step 00090100 L_out=0.001 Acc=0.91 ---29645.55 ms/batch
Step 00090150 L_out=0.029 Acc=0.93 ---56142.77 ms/batch
Step 00090200 L_out=0.009 Acc=0.82 ---82704.02 ms/batch
Step 00090250 L_out=0.002 Acc=0.88 ---109544.03 ms/batch
Step 00090300 L_out=0.003 Acc=0.85 ---136415.31 ms/batch
Step 00090350 L_out=0.011 Acc=0.88 ---162951.36 ms/batch
Step 00090400 L_out=0.004 Acc=0.89 ---190524.59 ms/batch
Step 00090450 L_out=0.023 Acc=0.90 ---217646.22 ms/batch
Step 00090500 L_out=0.005 Acc=0.83 ---244425.47 ms/batch
Step 00090550 L_out=0.002 Acc=0.93 ---270946.20 ms/batch
Step 00090600 L_out=0.009 Acc=0.89 ---297774.87 ms/batch
Step 00090650 L_out=0.050 Acc=0.87 ---324408.12 ms/batch
Step 00090700 L_out=0.003 Acc=0.91 ---351491.78 ms/batch
Round 6 | epoch=15, train costTime=358.11894035339355, | total_activation_sum=2831917
Round 6 | epoch=16, current m_iou=0.8441887770641248
Round 6 | Best m_IoU is: 0.844, OA is: 0.952 | val costTime=80.27116203308105
Round 6 | ****EPOCH 16****
Step 00090750 L_out=0.030 Acc=0.86 ---19598.29 ms/batch
Step 00090800 L_out=0.003 Acc=0.87 ---46290.50 ms/batch
Step 00090850 L_out=0.046 Acc=0.96 ---73136.82 ms/batch
Step 00090900 L_out=0.003 Acc=0.90 ---99779.24 ms/batch
Step 00090950 L_out=0.026 Acc=0.91 ---126417.96 ms/batch
Step 00091000 L_out=0.023 Acc=0.81 ---153532.19 ms/batch
Step 00091050 L_out=0.010 Acc=0.76 ---180920.50 ms/batch
Step 00091100 L_out=0.009 Acc=0.85 ---208116.40 ms/batch
Step 00091150 L_out=0.015 Acc=0.81 ---235475.63 ms/batch
Step 00091200 L_out=0.018 Acc=0.79 ---262421.47 ms/batch
Step 00091250 L_out=0.007 Acc=0.84 ---289300.16 ms/batch
Step 00091300 L_out=0.119 Acc=0.85 ---315639.76 ms/batch
Step 00091350 L_out=0.006 Acc=0.86 ---343140.73 ms/batch
Round 6 | epoch=16, train costTime=358.7483911514282, | total_activation_sum=2890032
Round 6 | epoch=17, current m_iou=0.8357268258723614
Round 6 | Best m_IoU is: 0.844, OA is: 0.952 | val costTime=71.49941778182983
Round 6 | ****EPOCH 17****
Step 00091400 L_out=0.003 Acc=0.77 ---11305.74 ms/batch
Step 00091450 L_out=0.000 Acc=0.93 ---38450.72 ms/batch
Step 00091500 L_out=0.005 Acc=0.84 ---65284.67 ms/batch
Step 00091550 L_out=0.009 Acc=0.66 ---91737.86 ms/batch
Step 00091600 L_out=0.003 Acc=0.89 ---118570.61 ms/batch
Step 00091650 L_out=0.020 Acc=0.91 ---145367.19 ms/batch
Step 00091700 L_out=0.007 Acc=0.81 ---172076.20 ms/batch
Step 00091750 L_out=0.014 Acc=0.78 ---198486.48 ms/batch
Step 00091800 L_out=0.002 Acc=0.87 ---225768.26 ms/batch
Step 00091850 L_out=0.023 Acc=0.93 ---252796.46 ms/batch
Step 00091900 L_out=0.022 Acc=0.90 ---279614.23 ms/batch
Step 00091950 L_out=0.014 Acc=0.93 ---306657.29 ms/batch
Step 00092000 L_out=0.013 Acc=0.69 ---333460.85 ms/batch
Round 6 | epoch=17, train costTime=358.4248003959656, | total_activation_sum=2892527
Round 6 | epoch=18, current m_iou=0.8360248253562974
Round 6 | Best m_IoU is: 0.844, OA is: 0.952 | val costTime=72.83665657043457
Round 6 | ****EPOCH 18****
Step 00092050 L_out=0.026 Acc=0.86 --- 2329.23 ms/batch
Step 00092100 L_out=0.006 Acc=0.91 ---28844.04 ms/batch
Step 00092150 L_out=0.005 Acc=0.89 ---55660.62 ms/batch
Step 00092200 L_out=0.009 Acc=0.87 ---82329.90 ms/batch
Step 00092250 L_out=0.020 Acc=0.85 ---108852.37 ms/batch
Step 00092300 L_out=0.002 Acc=0.92 ---135704.28 ms/batch
Step 00092350 L_out=0.001 Acc=0.93 ---163056.96 ms/batch
Step 00092400 L_out=0.004 Acc=0.89 ---189794.40 ms/batch
Step 00092450 L_out=0.001 Acc=0.87 ---216877.77 ms/batch
Step 00092500 L_out=0.014 Acc=0.82 ---243470.63 ms/batch
Step 00092550 L_out=0.023 Acc=0.89 ---270384.90 ms/batch
Step 00092600 L_out=0.009 Acc=0.82 ---297320.19 ms/batch
Step 00092650 L_out=0.003 Acc=0.90 ---324162.64 ms/batch
Step 00092700 L_out=0.003 Acc=0.88 ---350915.95 ms/batch
Round 6 | epoch=18, train costTime=357.9148485660553, | total_activation_sum=2902749
Round 6 | epoch=19, current m_iou=0.8420840594862468
Round 6 | Best m_IoU is: 0.844, OA is: 0.952 | val costTime=73.51189470291138
Round 6 | ****EPOCH 19****
Step 00092750 L_out=0.008 Acc=0.84 ---19856.19 ms/batch
Step 00092800 L_out=0.005 Acc=0.86 ---46828.10 ms/batch
Step 00092850 L_out=0.007 Acc=0.85 ---73874.63 ms/batch
Step 00092900 L_out=0.011 Acc=0.84 ---100666.48 ms/batch
Step 00092950 L_out=0.019 Acc=0.92 ---127701.84 ms/batch
Step 00093000 L_out=0.007 Acc=0.87 ---155093.33 ms/batch
Step 00093050 L_out=0.031 Acc=0.81 ---181768.10 ms/batch
Step 00093100 L_out=0.006 Acc=0.76 ---208849.40 ms/batch
Step 00093150 L_out=0.009 Acc=0.85 ---236032.35 ms/batch
Step 00093200 L_out=0.002 Acc=0.93 ---262848.81 ms/batch
Step 00093250 L_out=0.016 Acc=0.93 ---289243.99 ms/batch
Step 00093300 L_out=0.002 Acc=0.86 ---315774.85 ms/batch
Step 00093350 L_out=0.011 Acc=0.89 ---342431.68 ms/batch
Round 6 | epoch=19, train costTime=358.2357201576233, | total_activation_sum=2922921
Round 6 | epoch=20, current m_iou=0.843038898148398
Round 6 | Best m_IoU is: 0.844, OA is: 0.952 | val costTime=73.7754635810852
Round 6 | ****EPOCH 20****
Step 00093400 L_out=0.006 Acc=0.89 ---10824.00 ms/batch
Step 00093450 L_out=0.010 Acc=0.86 ---37991.14 ms/batch
Step 00093500 L_out=0.013 Acc=0.59 ---64629.62 ms/batch
Step 00093550 L_out=0.102 Acc=0.84 ---91558.51 ms/batch
Step 00093600 L_out=0.008 Acc=0.88 ---117917.68 ms/batch
Step 00093650 L_out=0.004 Acc=0.90 ---145354.10 ms/batch
Step 00093700 L_out=0.011 Acc=0.81 ---172787.86 ms/batch
Step 00093750 L_out=0.010 Acc=0.88 ---200323.97 ms/batch
Step 00093800 L_out=0.101 Acc=0.91 ---227710.31 ms/batch
Step 00093850 L_out=0.009 Acc=0.85 ---255262.50 ms/batch
Step 00093900 L_out=0.016 Acc=0.78 ---282490.54 ms/batch
Step 00093950 L_out=0.010 Acc=0.78 ---310000.98 ms/batch
Step 00094000 L_out=0.013 Acc=0.89 ---337729.30 ms/batch
Round 6 | epoch=20, train costTime=363.1807794570923, | total_activation_sum=2903428
Round 6 | epoch=21, current m_iou=0.8471278642090256
Round 6 | Best m_IoU is: 0.847, OA is: 0.950 | val costTime=66.1271722316742
Round 6 | ****EPOCH 21****
Step 00094050 L_out=0.007 Acc=0.90 --- 1660.72 ms/batch
Step 00094100 L_out=0.012 Acc=0.83 ---29105.14 ms/batch
Step 00094150 L_out=0.003 Acc=0.92 ---56660.71 ms/batch
Step 00094200 L_out=0.120 Acc=0.93 ---83780.19 ms/batch
Step 00094250 L_out=0.015 Acc=0.84 ---110985.82 ms/batch
Step 00094300 L_out=0.003 Acc=0.85 ---138150.35 ms/batch
Step 00094350 L_out=0.006 Acc=0.92 ---165307.90 ms/batch
Step 00094400 L_out=0.004 Acc=0.93 ---193265.46 ms/batch
Step 00094450 L_out=0.022 Acc=0.82 ---220404.27 ms/batch
Step 00094500 L_out=0.004 Acc=0.86 ---247533.13 ms/batch
Step 00094550 L_out=0.013 Acc=0.82 ---274850.20 ms/batch
Step 00094600 L_out=0.003 Acc=0.87 ---301979.39 ms/batch
Step 00094650 L_out=0.009 Acc=0.75 ---329548.68 ms/batch
Step 00094700 L_out=0.003 Acc=0.69 ---356855.68 ms/batch
Round 6 | epoch=21, train costTime=364.4389340877533, | total_activation_sum=2846362
Round 6 | epoch=22, current m_iou=0.8538692549274727
Round 6 | Best m_IoU is: 0.854, OA is: 0.953 | val costTime=73.11834716796875
Round 6 | ****EPOCH 22****
Step 00094750 L_out=0.001 Acc=0.93 ---19310.22 ms/batch
Step 00094800 L_out=0.002 Acc=0.85 ---47123.29 ms/batch
Step 00094850 L_out=0.003 Acc=0.88 ---74257.89 ms/batch
Step 00094900 L_out=0.006 Acc=0.86 ---101395.30 ms/batch
Step 00094950 L_out=0.002 Acc=0.83 ---128673.63 ms/batch
Step 00095000 L_out=0.001 Acc=0.90 ---155705.84 ms/batch
Step 00095050 L_out=0.008 Acc=0.84 ---182924.94 ms/batch
Step 00095100 L_out=0.011 Acc=0.88 ---210141.49 ms/batch
Step 00095150 L_out=0.007 Acc=0.93 ---237265.68 ms/batch
Step 00095200 L_out=0.236 Acc=0.88 ---264323.74 ms/batch
Step 00095250 L_out=0.014 Acc=0.92 ---291720.21 ms/batch
Step 00095300 L_out=0.004 Acc=0.87 ---318996.00 ms/batch
Step 00095350 L_out=0.087 Acc=0.91 ---346129.69 ms/batch
Round 6 | epoch=22, train costTime=362.91046690940857, | total_activation_sum=2876708
Round 6 | epoch=23, current m_iou=0.8521071571641055
Round 6 | Best m_IoU is: 0.854, OA is: 0.953 | val costTime=81.0423092842102
Round 6 | ****EPOCH 23****
Step 00095400 L_out=0.032 Acc=0.87 ---10231.50 ms/batch
Step 00095450 L_out=0.000 Acc=0.82 ---37485.27 ms/batch
Step 00095500 L_out=0.002 Acc=0.77 ---64796.78 ms/batch
Step 00095550 L_out=0.005 Acc=0.85 ---92133.34 ms/batch
Step 00095600 L_out=0.005 Acc=0.82 ---119096.19 ms/batch
Step 00095650 L_out=0.000 Acc=0.88 ---146987.38 ms/batch
Step 00095700 L_out=0.006 Acc=0.89 ---174506.31 ms/batch
Step 00095750 L_out=0.006 Acc=0.81 ---201478.31 ms/batch
Step 00095800 L_out=0.011 Acc=0.90 ---228797.82 ms/batch
Step 00095850 L_out=0.010 Acc=0.87 ---256413.94 ms/batch
Step 00095900 L_out=0.012 Acc=0.88 ---283525.32 ms/batch
Step 00095950 L_out=0.025 Acc=0.82 ---310812.61 ms/batch
Step 00096000 L_out=0.006 Acc=0.88 ---337828.67 ms/batch
Round 6 | epoch=23, train costTime=363.9103088378906, | total_activation_sum=2880229
Round 6 | epoch=24, current m_iou=0.8471791420794957
Round 6 | Best m_IoU is: 0.854, OA is: 0.953 | val costTime=73.85594415664673
Round 6 | ****EPOCH 24****
Step 00096050 L_out=0.000 Acc=0.91 --- 1038.65 ms/batch
Step 00096100 L_out=0.010 Acc=0.87 ---27622.14 ms/batch
Step 00096150 L_out=0.009 Acc=0.93 ---54753.16 ms/batch
Step 00096200 L_out=0.010 Acc=0.82 ---81752.75 ms/batch
Step 00096250 L_out=0.003 Acc=0.93 ---108856.46 ms/batch
Step 00096300 L_out=0.014 Acc=0.85 ---136621.79 ms/batch
Step 00096350 L_out=0.010 Acc=0.88 ---164002.89 ms/batch
Step 00096400 L_out=0.007 Acc=0.92 ---191339.30 ms/batch
Step 00096450 L_out=0.007 Acc=0.93 ---218279.43 ms/batch
Step 00096500 L_out=0.009 Acc=0.87 ---245774.53 ms/batch
Step 00096550 L_out=0.006 Acc=0.85 ---273682.89 ms/batch
Step 00096600 L_out=0.003 Acc=0.92 ---300993.39 ms/batch
Step 00096650 L_out=0.009 Acc=0.88 ---328350.62 ms/batch
Step 00096700 L_out=0.021 Acc=0.75 ---355562.72 ms/batch
Round 6 | epoch=24, train costTime=363.7356460094452, | total_activation_sum=2859744
Round 6 | epoch=25, current m_iou=0.8416005760188683
Round 6 | Best m_IoU is: 0.854, OA is: 0.953 | val costTime=80.74094128608704
Round 6 | ****EPOCH 25****
Step 00096750 L_out=0.013 Acc=0.85 ---19362.68 ms/batch
Step 00096800 L_out=0.226 Acc=0.87 ---46806.38 ms/batch
Step 00096850 L_out=0.005 Acc=0.90 ---74104.08 ms/batch
Step 00096900 L_out=0.003 Acc=0.90 ---101141.33 ms/batch
Step 00096950 L_out=0.000 Acc=0.90 ---128404.21 ms/batch
Step 00097000 L_out=0.005 Acc=0.88 ---157377.22 ms/batch
Step 00097050 L_out=0.009 Acc=0.91 ---184935.70 ms/batch
Step 00097100 L_out=0.038 Acc=0.89 ---212628.20 ms/batch
Step 00097150 L_out=0.037 Acc=0.88 ---240157.98 ms/batch
Step 00097200 L_out=0.011 Acc=0.89 ---269211.28 ms/batch
Step 00097250 L_out=0.012 Acc=0.91 ---296482.91 ms/batch
Step 00097300 L_out=0.000 Acc=0.91 ---324140.84 ms/batch
Step 00097350 L_out=0.004 Acc=0.88 ---351879.66 ms/batch
Round 6 | epoch=25, train costTime=369.35146164894104, | total_activation_sum=2915013
Round 6 | epoch=26, current m_iou=0.8474443390813069
Round 6 | Best m_IoU is: 0.854, OA is: 0.953 | val costTime=74.19950032234192
Round 6 | ****EPOCH 26****
Step 00097400 L_out=0.008 Acc=0.81 --- 9640.76 ms/batch
Step 00097450 L_out=0.005 Acc=0.86 ---36756.92 ms/batch
Step 00097500 L_out=0.013 Acc=0.87 ---63899.01 ms/batch
Step 00097550 L_out=0.008 Acc=0.87 ---91142.27 ms/batch
Step 00097600 L_out=0.008 Acc=0.86 ---118472.06 ms/batch
Step 00097650 L_out=0.275 Acc=0.93 ---145623.35 ms/batch
Step 00097700 L_out=0.103 Acc=0.87 ---172355.57 ms/batch
Step 00097750 L_out=0.002 Acc=0.89 ---199382.13 ms/batch
Step 00097800 L_out=0.005 Acc=0.87 ---226549.66 ms/batch
Step 00097850 L_out=0.005 Acc=0.82 ---253503.84 ms/batch
Step 00097900 L_out=0.012 Acc=0.88 ---280319.48 ms/batch
Step 00097950 L_out=0.004 Acc=0.90 ---307684.66 ms/batch
Step 00098000 L_out=0.006 Acc=0.86 ---334665.27 ms/batch
Round 6 | epoch=26, train costTime=361.23386788368225, | total_activation_sum=2908396
Round 6 | epoch=27, current m_iou=0.8406914030966357
Round 6 | Best m_IoU is: 0.854, OA is: 0.953 | val costTime=82.77067971229553
Round 6 | ****EPOCH 27****
Step 00098050 L_out=0.013 Acc=0.85 ---  458.61 ms/batch
Step 00098100 L_out=0.011 Acc=0.87 ---27835.18 ms/batch
Step 00098150 L_out=0.016 Acc=0.92 ---54859.88 ms/batch
Step 00098200 L_out=0.002 Acc=0.94 ---81964.39 ms/batch
Step 00098250 L_out=0.007 Acc=0.76 ---109980.00 ms/batch
Step 00098300 L_out=0.008 Acc=0.86 ---137138.75 ms/batch
Step 00098350 L_out=0.016 Acc=0.88 ---164456.92 ms/batch
Step 00098400 L_out=0.007 Acc=0.92 ---191733.27 ms/batch
Step 00098450 L_out=0.007 Acc=0.81 ---218882.58 ms/batch
Step 00098500 L_out=0.013 Acc=0.88 ---246083.84 ms/batch
Step 00098550 L_out=0.022 Acc=0.91 ---274136.46 ms/batch
Step 00098600 L_out=0.013 Acc=0.83 ---301499.08 ms/batch
Step 00098650 L_out=0.007 Acc=0.84 ---328702.44 ms/batch
Step 00098700 L_out=0.011 Acc=0.90 ---356570.64 ms/batch
Round 6 | epoch=27, train costTime=365.06326127052307, | total_activation_sum=2751482
Round 6 | epoch=28, current m_iou=0.8453207139436189
Round 6 | Best m_IoU is: 0.854, OA is: 0.953 | val costTime=74.41265439987183
Round 6 | ****EPOCH 28****
Step 00098750 L_out=0.006 Acc=0.84 ---18313.69 ms/batch
Step 00098800 L_out=0.009 Acc=0.85 ---45225.08 ms/batch
Step 00098850 L_out=0.003 Acc=0.94 ---71999.19 ms/batch
Step 00098900 L_out=0.012 Acc=0.83 ---98733.35 ms/batch
Step 00098950 L_out=0.023 Acc=0.89 ---125747.42 ms/batch
Step 00099000 L_out=0.011 Acc=0.91 ---152189.21 ms/batch
Step 00099050 L_out=0.009 Acc=0.94 ---179495.59 ms/batch
Step 00099100 L_out=0.015 Acc=0.92 ---206522.90 ms/batch
Step 00099150 L_out=0.003 Acc=0.87 ---233243.78 ms/batch
Step 00099200 L_out=0.013 Acc=0.85 ---259857.17 ms/batch
Step 00099250 L_out=0.002 Acc=0.88 ---286804.94 ms/batch
Step 00099300 L_out=0.005 Acc=0.80 ---313726.33 ms/batch
Step 00099350 L_out=0.014 Acc=0.80 ---340437.07 ms/batch
Round 6 | epoch=28, train costTime=358.1631293296814, | total_activation_sum=2874738
Round 6 | epoch=29, current m_iou=0.8516468719649448
Round 6 | Best m_IoU is: 0.854, OA is: 0.953 | val costTime=81.21994733810425
Round 6 | ****EPOCH 29****
Step 00099400 L_out=0.009 Acc=0.91 --- 7813.38 ms/batch
Step 00099450 L_out=0.009 Acc=0.93 ---31019.51 ms/batch
Step 00099500 L_out=0.003 Acc=0.91 ---54452.80 ms/batch
Step 00099550 L_out=0.012 Acc=0.91 ---77828.34 ms/batch
Step 00099600 L_out=0.160 Acc=0.86 ---101266.99 ms/batch
Step 00099650 L_out=0.016 Acc=0.84 ---124765.04 ms/batch
Step 00099700 L_out=0.001 Acc=0.88 ---148211.80 ms/batch
Step 00099750 L_out=0.027 Acc=0.88 ---171602.38 ms/batch
Step 00099800 L_out=0.132 Acc=0.87 ---194936.06 ms/batch
Step 00099850 L_out=0.006 Acc=0.74 ---218246.39 ms/batch
Step 00099900 L_out=0.005 Acc=0.83 ---241555.83 ms/batch
Step 00099950 L_out=0.004 Acc=0.86 ---265140.76 ms/batch
Step 00100000 L_out=0.005 Acc=0.72 ---288599.58 ms/batch
Step 00100050 L_out=0.001 Acc=0.92 ---312027.02 ms/batch
Round 6 | epoch=29, train costTime=312.02708435058594, | total_activation_sum=2892251
Round 6 | epoch=30, current m_iou=0.851809027179756
Round 6 | Best m_IoU is: 0.854, OA is: 0.953 | val costTime=54.66791105270386
Round 6 | ****EPOCH 30****
Round 7 | ****EPOCH 0****
Step 00100100 L_out=0.038 Acc=0.36 ---31687.01 ms/batch
Step 00100150 L_out=0.056 Acc=0.46 ---62893.46 ms/batch
Step 00100200 L_out=0.037 Acc=0.41 ---94283.75 ms/batch
Step 00100250 L_out=0.790 Acc=0.31 ---126624.05 ms/batch
Step 00100300 L_out=0.039 Acc=0.33 ---158493.95 ms/batch
Step 00100350 L_out=0.124 Acc=0.43 ---189253.31 ms/batch
Step 00100400 L_out=0.034 Acc=0.62 ---220238.68 ms/batch
Step 00100450 L_out=0.021 Acc=0.66 ---250333.22 ms/batch
Step 00100500 L_out=1.173 Acc=0.65 ---281819.91 ms/batch
Step 00100550 L_out=0.648 Acc=0.63 ---312948.36 ms/batch
Step 00100600 L_out=0.029 Acc=0.57 ---342985.69 ms/batch
Step 00100650 L_out=0.007 Acc=0.62 ---375667.50 ms/batch
Step 00100700 L_out=0.008 Acc=0.70 ---407132.06 ms/batch
Round 7 | epoch=0, train costTime=417.90483379364014, | total_activation_sum=3232903
Round 7 | epoch=1, current m_iou=0.676487853737707
Round 7 | Best m_IoU is: 0.676, OA is: 0.838 | val costTime=81.46864223480225
Round 7 | ****EPOCH 1****
Step 00100750 L_out=0.014 Acc=0.67 ---20876.66 ms/batch
Step 00100800 L_out=0.083 Acc=0.47 ---51820.77 ms/batch
Step 00100850 L_out=0.064 Acc=0.71 ---84183.61 ms/batch
Step 00100900 L_out=0.009 Acc=0.83 ---115197.08 ms/batch
Step 00100950 L_out=0.998 Acc=0.81 ---146338.61 ms/batch
Step 00101000 L_out=0.073 Acc=0.75 ---177611.19 ms/batch
Step 00101050 L_out=0.017 Acc=0.79 ---209835.07 ms/batch
Step 00101100 L_out=0.032 Acc=0.70 ---242823.66 ms/batch
Step 00101150 L_out=0.005 Acc=0.85 ---274060.60 ms/batch
Step 00101200 L_out=0.021 Acc=0.85 ---305329.15 ms/batch
Step 00101250 L_out=0.021 Acc=0.84 ---338219.86 ms/batch
Step 00101300 L_out=0.008 Acc=0.76 ---369835.29 ms/batch
Step 00101350 L_out=0.023 Acc=0.85 ---402934.63 ms/batch
Round 7 | epoch=1, train costTime=424.719486951828, | total_activation_sum=2875831
Round 7 | epoch=2, current m_iou=0.7680947573448162
Round 7 | Best m_IoU is: 0.768, OA is: 0.922 | val costTime=90.35234951972961
Round 7 | ****EPOCH 2****
Step 00101400 L_out=0.011 Acc=0.81 --- 9894.14 ms/batch
Step 00101450 L_out=0.020 Acc=0.73 ---41237.07 ms/batch
Step 00101500 L_out=0.667 Acc=0.88 ---73391.06 ms/batch
Step 00101550 L_out=0.017 Acc=0.82 ---105909.39 ms/batch
Step 00101600 L_out=0.028 Acc=0.53 ---137502.19 ms/batch
Step 00101650 L_out=0.032 Acc=0.89 ---168806.99 ms/batch
Step 00101700 L_out=0.011 Acc=0.93 ---199839.34 ms/batch
Step 00101750 L_out=0.006 Acc=0.86 ---231751.89 ms/batch
Step 00101800 L_out=0.015 Acc=0.73 ---262952.98 ms/batch
Step 00101850 L_out=0.097 Acc=0.70 ---294970.23 ms/batch
Step 00101900 L_out=0.145 Acc=0.92 ---326387.18 ms/batch
Step 00101950 L_out=0.011 Acc=0.79 ---358349.38 ms/batch
Step 00102000 L_out=0.030 Acc=0.88 ---389042.49 ms/batch
Step 00102050 L_out=0.025 Acc=0.88 ---421499.15 ms/batch
Round 7 | epoch=2, train costTime=422.10835218429565, | total_activation_sum=3117317
Round 7 | epoch=3, current m_iou=0.7844259263224412
Round 7 | Best m_IoU is: 0.784, OA is: 0.924 | val costTime=95.16362977027893
Round 7 | ****EPOCH 3****
Step 00102100 L_out=0.017 Acc=0.74 ---31605.40 ms/batch
Step 00102150 L_out=0.030 Acc=0.84 ---63135.23 ms/batch
Step 00102200 L_out=0.014 Acc=0.85 ---95382.09 ms/batch
Step 00102250 L_out=0.002 Acc=0.86 ---126160.73 ms/batch
Step 00102300 L_out=0.015 Acc=0.91 ---157792.74 ms/batch
Step 00102350 L_out=0.015 Acc=0.86 ---188293.58 ms/batch
Step 00102400 L_out=0.025 Acc=0.71 ---220545.39 ms/batch
Step 00102450 L_out=0.036 Acc=0.86 ---251849.00 ms/batch
Step 00102500 L_out=0.017 Acc=0.80 ---283757.86 ms/batch
Step 00102550 L_out=0.051 Acc=0.73 ---317160.43 ms/batch
Step 00102600 L_out=0.054 Acc=0.87 ---348943.51 ms/batch
Step 00102650 L_out=0.007 Acc=0.76 ---380176.45 ms/batch
Step 00102700 L_out=0.054 Acc=0.77 ---411471.47 ms/batch
Round 7 | epoch=3, train costTime=422.3650629520416, | total_activation_sum=3012307
Round 7 | epoch=4, current m_iou=0.7814296548009059
Round 7 | Best m_IoU is: 0.784, OA is: 0.924 | val costTime=85.28801393508911
Round 7 | ****EPOCH 4****
Step 00102750 L_out=0.011 Acc=0.91 ---20428.51 ms/batch
Step 00102800 L_out=0.043 Acc=0.70 ---52317.22 ms/batch
Step 00102850 L_out=0.005 Acc=0.87 ---85023.88 ms/batch
Step 00102900 L_out=0.032 Acc=0.68 ---117407.30 ms/batch
Step 00102950 L_out=0.023 Acc=0.84 ---148435.48 ms/batch
Step 00103000 L_out=0.032 Acc=0.84 ---178553.28 ms/batch
Step 00103050 L_out=0.011 Acc=0.70 ---210237.88 ms/batch
Step 00103100 L_out=0.019 Acc=0.88 ---240598.14 ms/batch
Step 00103150 L_out=0.008 Acc=0.79 ---272283.85 ms/batch
Step 00103200 L_out=0.028 Acc=0.87 ---303688.69 ms/batch
Step 00103250 L_out=0.059 Acc=0.81 ---335808.67 ms/batch
Step 00103300 L_out=0.013 Acc=0.80 ---367249.98 ms/batch
Step 00103350 L_out=0.006 Acc=0.85 ---400376.30 ms/batch
Round 7 | epoch=4, train costTime=422.6521575450897, | total_activation_sum=3121397
Round 7 | epoch=5, current m_iou=0.8059974654601058
Round 7 | Best m_IoU is: 0.806, OA is: 0.942 | val costTime=88.28089189529419
Round 7 | ****EPOCH 5****
Step 00103400 L_out=0.016 Acc=0.84 --- 9319.00 ms/batch
Step 00103450 L_out=0.034 Acc=0.81 ---40888.61 ms/batch
Step 00103500 L_out=0.009 Acc=0.89 ---71643.86 ms/batch
Step 00103550 L_out=0.007 Acc=0.87 ---102724.14 ms/batch
Step 00103600 L_out=0.019 Acc=0.91 ---134712.46 ms/batch
Step 00103650 L_out=0.148 Acc=0.79 ---167100.96 ms/batch
Step 00103700 L_out=0.003 Acc=0.83 ---199737.80 ms/batch
Step 00103750 L_out=0.015 Acc=0.91 ---230326.99 ms/batch
Step 00103800 L_out=0.017 Acc=0.87 ---262474.08 ms/batch
Step 00103850 L_out=0.020 Acc=0.82 ---294339.05 ms/batch
Step 00103900 L_out=0.036 Acc=0.85 ---325269.86 ms/batch
Step 00103950 L_out=0.022 Acc=0.83 ---355662.32 ms/batch
Step 00104000 L_out=0.028 Acc=0.73 ---386454.33 ms/batch
Step 00104050 L_out=0.013 Acc=0.68 ---418327.89 ms/batch
Round 7 | epoch=5, train costTime=419.38104367256165, | total_activation_sum=2942898
Round 7 | epoch=6, current m_iou=0.7880527518398297
Round 7 | Best m_IoU is: 0.806, OA is: 0.942 | val costTime=86.86699771881104
Round 7 | ****EPOCH 6****
Step 00104100 L_out=0.019 Acc=0.71 ---29592.83 ms/batch
Step 00104150 L_out=0.009 Acc=0.81 ---61178.32 ms/batch
Step 00104200 L_out=0.259 Acc=0.73 ---93676.59 ms/batch
Step 00104250 L_out=0.024 Acc=0.84 ---125249.34 ms/batch
Step 00104300 L_out=0.095 Acc=0.74 ---156525.44 ms/batch
Step 00104350 L_out=0.004 Acc=0.78 ---188539.45 ms/batch
Step 00104400 L_out=0.015 Acc=0.65 ---220757.29 ms/batch
Step 00104450 L_out=0.023 Acc=0.84 ---252612.34 ms/batch
Step 00104500 L_out=0.012 Acc=0.78 ---285423.67 ms/batch
Step 00104550 L_out=0.088 Acc=0.89 ---316356.04 ms/batch
Step 00104600 L_out=0.010 Acc=0.90 ---348718.29 ms/batch
Step 00104650 L_out=0.075 Acc=0.78 ---379274.36 ms/batch
Step 00104700 L_out=0.011 Acc=0.86 ---411261.13 ms/batch
Round 7 | epoch=6, train costTime=423.96356177330017, | total_activation_sum=3053936
Round 7 | epoch=7, current m_iou=0.8149421329818927
Round 7 | Best m_IoU is: 0.815, OA is: 0.939 | val costTime=85.22754311561584
Round 7 | ****EPOCH 7****
Step 00104750 L_out=0.113 Acc=0.88 ---18630.17 ms/batch
Step 00104800 L_out=0.023 Acc=0.90 ---50973.27 ms/batch
Step 00104850 L_out=0.400 Acc=0.84 ---82907.59 ms/batch
Step 00104900 L_out=0.024 Acc=0.76 ---115513.62 ms/batch
Step 00104950 L_out=0.001 Acc=0.89 ---147410.15 ms/batch
Step 00105000 L_out=0.012 Acc=0.85 ---179020.43 ms/batch
Step 00105050 L_out=0.004 Acc=0.71 ---211104.19 ms/batch
Step 00105100 L_out=0.001 Acc=0.91 ---243877.22 ms/batch
Step 00105150 L_out=0.005 Acc=0.85 ---276445.14 ms/batch
Step 00105200 L_out=0.016 Acc=0.90 ---308145.34 ms/batch
Step 00105250 L_out=0.015 Acc=0.91 ---340197.30 ms/batch
Step 00105300 L_out=0.030 Acc=0.74 ---372965.44 ms/batch
Step 00105350 L_out=0.008 Acc=0.86 ---403831.99 ms/batch
Round 7 | epoch=7, train costTime=425.9642617702484, | total_activation_sum=2978911
Round 7 | epoch=8, current m_iou=0.8274970361028369
Round 7 | Best m_IoU is: 0.827, OA is: 0.948 | val costTime=83.23283195495605
Round 7 | ****EPOCH 8****
Step 00105400 L_out=0.014 Acc=0.77 --- 7876.53 ms/batch
Step 00105450 L_out=0.003 Acc=0.80 ---38231.24 ms/batch
Step 00105500 L_out=0.005 Acc=0.85 ---69655.95 ms/batch
Step 00105550 L_out=0.020 Acc=0.84 ---100953.90 ms/batch
Step 00105600 L_out=0.026 Acc=0.71 ---131536.23 ms/batch
Step 00105650 L_out=0.003 Acc=0.80 ---162963.96 ms/batch
Step 00105700 L_out=0.035 Acc=0.69 ---194284.56 ms/batch
Step 00105750 L_out=0.005 Acc=0.94 ---226307.50 ms/batch
Step 00105800 L_out=0.007 Acc=0.85 ---257793.99 ms/batch
Step 00105850 L_out=0.005 Acc=0.84 ---289382.58 ms/batch
Step 00105900 L_out=0.020 Acc=0.85 ---321469.33 ms/batch
Step 00105950 L_out=0.306 Acc=0.90 ---353029.71 ms/batch
Step 00106000 L_out=0.015 Acc=0.86 ---384383.41 ms/batch
Step 00106050 L_out=0.030 Acc=0.87 ---415083.96 ms/batch
Round 7 | epoch=8, train costTime=416.9567723274231, | total_activation_sum=3111886
Round 7 | epoch=9, current m_iou=0.8172360904173815
Round 7 | Best m_IoU is: 0.827, OA is: 0.948 | val costTime=82.91808533668518
Round 7 | ****EPOCH 9****
Step 00106100 L_out=0.013 Acc=0.91 ---29730.62 ms/batch
Step 00106150 L_out=0.008 Acc=0.93 ---60362.91 ms/batch
Step 00106200 L_out=0.010 Acc=0.74 ---92868.99 ms/batch
Step 00106250 L_out=0.035 Acc=0.77 ---125058.56 ms/batch
Step 00106300 L_out=0.011 Acc=0.88 ---157075.57 ms/batch
Step 00106350 L_out=0.006 Acc=0.79 ---188318.86 ms/batch
Step 00106400 L_out=0.007 Acc=0.89 ---219324.39 ms/batch
Step 00106450 L_out=0.003 Acc=0.87 ---251080.38 ms/batch
Step 00106500 L_out=0.009 Acc=0.91 ---281752.53 ms/batch
Step 00106550 L_out=0.002 Acc=0.91 ---313270.78 ms/batch
Step 00106600 L_out=0.018 Acc=0.83 ---343514.97 ms/batch
Step 00106650 L_out=0.036 Acc=0.82 ---373991.21 ms/batch
Step 00106700 L_out=0.034 Acc=0.85 ---405250.55 ms/batch
Round 7 | epoch=9, train costTime=418.1998932361603, | total_activation_sum=3057452
Round 7 | epoch=10, current m_iou=0.8469640989712341
Round 7 | Best m_IoU is: 0.847, OA is: 0.948 | val costTime=90.17684817314148
Round 7 | ****EPOCH 10****
Step 00106750 L_out=0.003 Acc=0.89 ---19023.53 ms/batch
Step 00106800 L_out=0.194 Acc=0.90 ---50950.36 ms/batch
Step 00106850 L_out=0.047 Acc=0.81 ---82892.58 ms/batch
Step 00106900 L_out=0.009 Acc=0.83 ---115429.53 ms/batch
Step 00106950 L_out=0.011 Acc=0.88 ---146513.34 ms/batch
Step 00107000 L_out=0.008 Acc=0.91 ---178520.05 ms/batch
Step 00107050 L_out=0.003 Acc=0.94 ---210966.75 ms/batch
Step 00107100 L_out=0.004 Acc=0.88 ---243287.11 ms/batch
Step 00107150 L_out=0.005 Acc=0.88 ---275287.76 ms/batch
Step 00107200 L_out=0.004 Acc=0.90 ---308124.45 ms/batch
Step 00107250 L_out=0.029 Acc=0.88 ---339314.00 ms/batch
Step 00107300 L_out=0.062 Acc=0.90 ---370845.13 ms/batch
Step 00107350 L_out=0.008 Acc=0.86 ---403459.77 ms/batch
Round 7 | epoch=10, train costTime=426.0726044178009, | total_activation_sum=3032436
Round 7 | epoch=11, current m_iou=0.8422506743954061
Round 7 | Best m_IoU is: 0.847, OA is: 0.948 | val costTime=73.93746447563171
Round 7 | ****EPOCH 11****
Step 00107400 L_out=0.004 Acc=0.88 --- 7689.18 ms/batch
Step 00107450 L_out=0.005 Acc=0.88 ---38507.59 ms/batch
Step 00107500 L_out=0.003 Acc=0.87 ---69569.18 ms/batch
Step 00107550 L_out=0.036 Acc=0.43 ---102080.77 ms/batch
Step 00107600 L_out=0.027 Acc=0.78 ---133140.17 ms/batch
Step 00107650 L_out=0.141 Acc=0.86 ---165332.76 ms/batch
Step 00107700 L_out=0.025 Acc=0.90 ---198200.62 ms/batch
Step 00107750 L_out=0.003 Acc=0.90 ---229877.29 ms/batch
Step 00107800 L_out=0.045 Acc=0.88 ---260805.90 ms/batch
Step 00107850 L_out=0.055 Acc=0.89 ---291863.23 ms/batch
Step 00107900 L_out=0.010 Acc=0.80 ---322374.51 ms/batch
Step 00107950 L_out=0.003 Acc=0.78 ---355714.24 ms/batch
Step 00108000 L_out=0.005 Acc=0.73 ---387076.00 ms/batch
Step 00108050 L_out=0.013 Acc=0.68 ---418637.40 ms/batch
Round 7 | epoch=11, train costTime=421.11426639556885, | total_activation_sum=2920102
Round 7 | epoch=12, current m_iou=0.8193996436907443
Round 7 | Best m_IoU is: 0.847, OA is: 0.948 | val costTime=91.007741689682
Round 7 | ****EPOCH 12****
Step 00108100 L_out=0.016 Acc=0.78 ---28404.12 ms/batch
Step 00108150 L_out=0.008 Acc=0.84 ---58344.83 ms/batch
Step 00108200 L_out=0.002 Acc=0.82 ---88889.75 ms/batch
Step 00108250 L_out=0.006 Acc=0.94 ---118712.07 ms/batch
Step 00108300 L_out=0.008 Acc=0.87 ---149008.67 ms/batch
Step 00108350 L_out=0.006 Acc=0.86 ---178181.33 ms/batch
Step 00108400 L_out=0.002 Acc=0.91 ---208441.71 ms/batch
Step 00108450 L_out=0.002 Acc=0.88 ---239016.25 ms/batch
Step 00108500 L_out=0.018 Acc=0.96 ---269087.50 ms/batch
Step 00108550 L_out=0.005 Acc=0.81 ---299866.99 ms/batch
Step 00108600 L_out=0.004 Acc=0.87 ---330250.73 ms/batch
Step 00108650 L_out=0.012 Acc=0.90 ---362060.81 ms/batch
Step 00108700 L_out=0.004 Acc=0.90 ---394045.01 ms/batch
Round 7 | epoch=12, train costTime=406.4973771572113, | total_activation_sum=3058647
Round 7 | epoch=13, current m_iou=0.8353072181848823
Round 7 | Best m_IoU is: 0.847, OA is: 0.948 | val costTime=87.04517149925232
Round 7 | ****EPOCH 13****
Step 00108750 L_out=0.026 Acc=0.78 ---17452.28 ms/batch
Step 00108800 L_out=0.003 Acc=0.88 ---48424.47 ms/batch
Step 00108850 L_out=0.010 Acc=0.88 ---78776.41 ms/batch
Step 00108900 L_out=0.023 Acc=0.83 ---109649.62 ms/batch
Step 00108950 L_out=0.044 Acc=0.89 ---139113.32 ms/batch
Step 00109000 L_out=0.008 Acc=0.93 ---170040.61 ms/batch
Step 00109050 L_out=0.367 Acc=0.80 ---202693.58 ms/batch
Step 00109100 L_out=0.047 Acc=0.87 ---233999.70 ms/batch
Step 00109150 L_out=0.106 Acc=0.87 ---264303.30 ms/batch
Step 00109200 L_out=0.010 Acc=0.88 ---293929.15 ms/batch
Step 00109250 L_out=0.008 Acc=0.80 ---323805.05 ms/batch
Step 00109300 L_out=0.012 Acc=0.81 ---353432.80 ms/batch
Step 00109350 L_out=0.002 Acc=0.91 ---383676.33 ms/batch
Round 7 | epoch=13, train costTime=406.2554738521576, | total_activation_sum=3008412
Round 7 | epoch=14, current m_iou=0.8536354368914993
Round 7 | Best m_IoU is: 0.854, OA is: 0.947 | val costTime=94.35968089103699
Round 7 | ****EPOCH 14****
Step 00109400 L_out=0.016 Acc=0.78 --- 7592.75 ms/batch
Step 00109450 L_out=0.007 Acc=0.90 ---39332.21 ms/batch
Step 00109500 L_out=0.015 Acc=0.93 ---70485.07 ms/batch
Step 00109550 L_out=0.015 Acc=0.93 ---101056.32 ms/batch
Step 00109600 L_out=0.011 Acc=0.87 ---131396.79 ms/batch
Step 00109650 L_out=0.013 Acc=0.85 ---162333.89 ms/batch
Step 00109700 L_out=0.011 Acc=0.91 ---193801.06 ms/batch
Step 00109750 L_out=0.009 Acc=0.92 ---225105.81 ms/batch
Step 00109800 L_out=0.003 Acc=0.85 ---256375.51 ms/batch
Step 00109850 L_out=0.003 Acc=0.73 ---287391.88 ms/batch
Step 00109900 L_out=0.006 Acc=0.86 ---318656.29 ms/batch
Step 00109950 L_out=0.014 Acc=0.85 ---349278.46 ms/batch
Step 00110000 L_out=0.002 Acc=0.85 ---379979.70 ms/batch
Step 00110050 L_out=0.005 Acc=0.87 ---411780.60 ms/batch
Round 7 | epoch=14, train costTime=414.7786211967468, | total_activation_sum=3186903
Round 7 | epoch=15, current m_iou=0.8679050026661618
Round 7 | Best m_IoU is: 0.868, OA is: 0.952 | val costTime=91.3817458152771
Round 7 | ****EPOCH 15****
Step 00110100 L_out=0.005 Acc=0.91 ---28206.42 ms/batch
Step 00110150 L_out=0.005 Acc=0.88 ---58804.34 ms/batch
Step 00110200 L_out=0.012 Acc=0.84 ---89303.35 ms/batch
Step 00110250 L_out=0.014 Acc=0.85 ---120944.52 ms/batch
Step 00110300 L_out=0.001 Acc=0.87 ---153017.45 ms/batch
Step 00110350 L_out=0.054 Acc=0.84 ---184369.84 ms/batch
Step 00110400 L_out=0.003 Acc=0.86 ---215086.07 ms/batch
Step 00110450 L_out=0.045 Acc=0.84 ---245325.56 ms/batch
Step 00110500 L_out=0.004 Acc=0.86 ---275934.79 ms/batch
Step 00110550 L_out=0.000 Acc=0.87 ---306487.95 ms/batch
Step 00110600 L_out=0.009 Acc=0.89 ---337007.04 ms/batch
Step 00110650 L_out=0.003 Acc=0.79 ---368006.06 ms/batch
Step 00110700 L_out=0.007 Acc=0.85 ---398748.50 ms/batch
Round 7 | epoch=15, train costTime=413.34369134902954, | total_activation_sum=2996265
Round 7 | epoch=16, current m_iou=0.8638881006409642
Round 7 | Best m_IoU is: 0.868, OA is: 0.952 | val costTime=86.86339902877808
Round 7 | ****EPOCH 16****
Step 00110750 L_out=0.329 Acc=0.91 ---17536.09 ms/batch
Step 00110800 L_out=0.011 Acc=0.87 ---49452.63 ms/batch
Step 00110850 L_out=0.001 Acc=0.82 ---80778.00 ms/batch
Step 00110900 L_out=0.189 Acc=0.81 ---111451.36 ms/batch
Step 00110950 L_out=0.008 Acc=0.75 ---142333.70 ms/batch
Step 00111000 L_out=0.009 Acc=0.84 ---171876.22 ms/batch
Step 00111050 L_out=0.011 Acc=0.91 ---202635.72 ms/batch
Step 00111100 L_out=0.001 Acc=0.90 ---234290.02 ms/batch
Step 00111150 L_out=0.002 Acc=0.89 ---265369.88 ms/batch
Step 00111200 L_out=0.008 Acc=0.83 ---297317.10 ms/batch
Step 00111250 L_out=0.004 Acc=0.88 ---328454.44 ms/batch
Step 00111300 L_out=0.019 Acc=0.81 ---358922.39 ms/batch
Step 00111350 L_out=0.005 Acc=0.91 ---389797.56 ms/batch
Round 7 | epoch=16, train costTime=413.66481161117554, | total_activation_sum=3186208
Round 7 | epoch=17, current m_iou=0.8691143115974427
Round 7 | Best m_IoU is: 0.869, OA is: 0.954 | val costTime=91.68986558914185
Round 7 | ****EPOCH 17****
Step 00111400 L_out=0.019 Acc=0.89 --- 6868.60 ms/batch
Step 00111450 L_out=0.040 Acc=0.85 ---37084.21 ms/batch
Step 00111500 L_out=0.005 Acc=0.93 ---69188.81 ms/batch
Step 00111550 L_out=0.047 Acc=0.68 ---100694.73 ms/batch
Step 00111600 L_out=0.006 Acc=0.93 ---130361.82 ms/batch
Step 00111650 L_out=0.006 Acc=0.80 ---160151.28 ms/batch
Step 00111700 L_out=0.024 Acc=0.69 ---190690.67 ms/batch
Step 00111750 L_out=0.040 Acc=0.75 ---221407.55 ms/batch
Step 00111800 L_out=0.018 Acc=0.84 ---251736.17 ms/batch
Step 00111850 L_out=0.003 Acc=0.90 ---281483.92 ms/batch
Step 00111900 L_out=0.023 Acc=0.93 ---310346.40 ms/batch
Step 00111950 L_out=0.008 Acc=0.88 ---340983.64 ms/batch
Step 00112000 L_out=0.006 Acc=0.92 ---370380.60 ms/batch
Step 00112050 L_out=0.004 Acc=0.93 ---399791.49 ms/batch
Round 7 | epoch=17, train costTime=403.21748185157776, | total_activation_sum=2959027
Round 7 | epoch=18, current m_iou=0.8682875390637141
Round 7 | Best m_IoU is: 0.869, OA is: 0.954 | val costTime=84.29969573020935
Round 7 | ****EPOCH 18****
Step 00112100 L_out=0.014 Acc=0.88 ---26944.23 ms/batch
Step 00112150 L_out=0.005 Acc=0.90 ---57161.27 ms/batch
Step 00112200 L_out=0.006 Acc=0.83 ---87452.20 ms/batch
Step 00112250 L_out=0.005 Acc=0.84 ---117618.82 ms/batch
Step 00112300 L_out=0.002 Acc=0.88 ---147122.27 ms/batch
Step 00112350 L_out=0.023 Acc=0.74 ---175621.95 ms/batch
Step 00112400 L_out=0.148 Acc=0.90 ---207296.55 ms/batch
Step 00112450 L_out=0.005 Acc=0.87 ---237725.83 ms/batch
Step 00112500 L_out=0.002 Acc=0.90 ---266546.09 ms/batch
Step 00112550 L_out=0.006 Acc=0.88 ---297257.65 ms/batch
Step 00112600 L_out=0.006 Acc=0.82 ---326664.61 ms/batch
Step 00112650 L_out=0.003 Acc=0.88 ---357312.90 ms/batch
Step 00112700 L_out=0.008 Acc=0.77 ---388720.90 ms/batch
Round 7 | epoch=18, train costTime=402.71925711631775, | total_activation_sum=2935908
Round 7 | epoch=19, current m_iou=0.862516843884457
Round 7 | Best m_IoU is: 0.869, OA is: 0.954 | val costTime=83.2977385520935
Round 7 | ****EPOCH 19****
Step 00112750 L_out=0.005 Acc=0.89 ---15618.00 ms/batch
Step 00112800 L_out=0.026 Acc=0.87 ---46250.39 ms/batch
Step 00112850 L_out=0.009 Acc=0.76 ---75832.08 ms/batch
Step 00112900 L_out=0.004 Acc=0.90 ---105553.66 ms/batch
Step 00112950 L_out=0.004 Acc=0.89 ---136294.92 ms/batch
Step 00113000 L_out=0.078 Acc=0.79 ---168082.01 ms/batch
Step 00113050 L_out=0.004 Acc=0.90 ---198144.66 ms/batch
Step 00113100 L_out=0.018 Acc=0.79 ---228836.13 ms/batch
Step 00113150 L_out=0.009 Acc=0.91 ---259509.42 ms/batch
Step 00113200 L_out=0.001 Acc=0.91 ---292034.29 ms/batch
Step 00113250 L_out=0.001 Acc=0.92 ---324805.76 ms/batch
Step 00113300 L_out=0.014 Acc=0.82 ---356139.96 ms/batch
Step 00113350 L_out=0.002 Acc=0.80 ---389518.49 ms/batch
Round 7 | epoch=19, train costTime=414.11035990715027, | total_activation_sum=3074262
Round 7 | epoch=20, current m_iou=0.8746761073982627
Round 7 | Best m_IoU is: 0.875, OA is: 0.960 | val costTime=90.82618141174316
Round 7 | ****EPOCH 20****
Step 00113400 L_out=0.001 Acc=0.87 --- 6898.70 ms/batch
Step 00113450 L_out=0.002 Acc=0.91 ---38334.49 ms/batch
Step 00113500 L_out=0.076 Acc=0.81 ---70254.69 ms/batch
Step 00113550 L_out=0.015 Acc=0.85 ---103004.57 ms/batch
Step 00113600 L_out=0.154 Acc=0.95 ---134365.93 ms/batch
Step 00113650 L_out=0.014 Acc=0.77 ---165970.06 ms/batch
Step 00113700 L_out=0.017 Acc=0.95 ---196917.82 ms/batch
Step 00113750 L_out=0.004 Acc=0.91 ---227818.79 ms/batch
Step 00113800 L_out=0.008 Acc=0.89 ---258928.12 ms/batch
Step 00113850 L_out=0.004 Acc=0.94 ---290826.88 ms/batch
Step 00113900 L_out=0.002 Acc=0.88 ---322651.75 ms/batch
Step 00113950 L_out=0.020 Acc=0.71 ---354566.22 ms/batch
Step 00114000 L_out=0.003 Acc=0.81 ---386487.37 ms/batch
Step 00114050 L_out=0.012 Acc=0.83 ---418606.10 ms/batch
Round 7 | epoch=20, train costTime=422.9769470691681, | total_activation_sum=3033928
Round 7 | epoch=21, current m_iou=0.870889912464144
Round 7 | Best m_IoU is: 0.875, OA is: 0.960 | val costTime=84.97629046440125
Round 7 | ****EPOCH 21****
Step 00114100 L_out=0.002 Acc=0.92 ---24448.28 ms/batch
Step 00114150 L_out=0.002 Acc=0.92 ---54036.11 ms/batch
Step 00114200 L_out=0.003 Acc=0.91 ---84142.45 ms/batch
Step 00114250 L_out=0.002 Acc=0.92 ---113829.97 ms/batch
Step 00114300 L_out=0.007 Acc=0.92 ---143947.16 ms/batch
Step 00114350 L_out=0.009 Acc=0.89 ---175258.42 ms/batch
Step 00114400 L_out=0.006 Acc=0.88 ---205726.52 ms/batch
Step 00114450 L_out=0.002 Acc=0.86 ---236067.81 ms/batch
Step 00114500 L_out=0.001 Acc=0.89 ---266376.65 ms/batch
Step 00114550 L_out=0.035 Acc=0.75 ---295488.31 ms/batch
Step 00114600 L_out=0.003 Acc=0.90 ---325032.87 ms/batch
Step 00114650 L_out=0.013 Acc=0.60 ---355093.75 ms/batch
Step 00114700 L_out=0.007 Acc=0.93 ---386915.38 ms/batch
Round 7 | epoch=21, train costTime=402.6888198852539, | total_activation_sum=3034510
Round 7 | epoch=22, current m_iou=0.8703996101064873
Round 7 | Best m_IoU is: 0.875, OA is: 0.960 | val costTime=85.10673022270203
Round 7 | ****EPOCH 22****
Step 00114750 L_out=0.041 Acc=0.61 ---16552.88 ms/batch
Step 00114800 L_out=0.009 Acc=0.86 ---51250.55 ms/batch
Step 00114850 L_out=0.006 Acc=0.87 ---83326.12 ms/batch
Step 00114900 L_out=0.105 Acc=0.85 ---112358.41 ms/batch
Step 00114950 L_out=0.005 Acc=0.85 ---141803.14 ms/batch
Step 00115000 L_out=0.002 Acc=0.93 ---173183.90 ms/batch
Step 00115050 L_out=0.002 Acc=0.87 ---205910.23 ms/batch
Step 00115100 L_out=0.013 Acc=0.85 ---236968.33 ms/batch
Step 00115150 L_out=0.032 Acc=0.85 ---268461.10 ms/batch
Step 00115200 L_out=0.114 Acc=0.96 ---299589.97 ms/batch
Step 00115250 L_out=0.007 Acc=0.88 ---330986.34 ms/batch
Step 00115300 L_out=0.003 Acc=0.79 ---363537.47 ms/batch
Step 00115350 L_out=0.002 Acc=0.89 ---395365.05 ms/batch
Round 7 | epoch=22, train costTime=420.36654686927795, | total_activation_sum=3076073
Round 7 | epoch=23, current m_iou=0.8779045077260769
Round 7 | Best m_IoU is: 0.878, OA is: 0.959 | val costTime=82.17630624771118
Round 7 | ****EPOCH 23****
Step 00115400 L_out=0.005 Acc=0.90 --- 5092.07 ms/batch
Step 00115450 L_out=0.074 Acc=0.94 ---34994.30 ms/batch
Step 00115500 L_out=0.006 Acc=0.88 ---66216.79 ms/batch
Step 00115550 L_out=0.021 Acc=0.93 ---96056.28 ms/batch
Step 00115600 L_out=0.001 Acc=0.79 ---125838.46 ms/batch
Step 00115650 L_out=0.013 Acc=0.88 ---155982.35 ms/batch
Step 00115700 L_out=0.039 Acc=0.93 ---185827.28 ms/batch
Step 00115750 L_out=0.006 Acc=0.92 ---218326.65 ms/batch
Step 00115800 L_out=0.007 Acc=0.91 ---249662.40 ms/batch
Step 00115850 L_out=0.002 Acc=0.88 ---281273.43 ms/batch
Step 00115900 L_out=0.007 Acc=0.81 ---315031.38 ms/batch
Step 00115950 L_out=0.016 Acc=0.84 ---347886.74 ms/batch
Step 00116000 L_out=0.015 Acc=0.91 ---381794.98 ms/batch
Step 00116050 L_out=0.005 Acc=0.91 ---412600.61 ms/batch
Round 7 | epoch=23, train costTime=417.38949966430664, | total_activation_sum=2952155
Round 7 | epoch=24, current m_iou=0.8818206249951126
Round 7 | Best m_IoU is: 0.882, OA is: 0.960 | val costTime=85.05774521827698
Round 7 | ****EPOCH 24****
Step 00116100 L_out=0.017 Acc=0.93 ---26688.27 ms/batch
Step 00116150 L_out=0.002 Acc=0.86 ---56773.78 ms/batch
Step 00116200 L_out=0.128 Acc=0.94 ---88543.85 ms/batch
Step 00116250 L_out=0.027 Acc=0.78 ---118740.62 ms/batch
Step 00116300 L_out=0.003 Acc=0.79 ---147732.61 ms/batch
Step 00116350 L_out=0.002 Acc=0.92 ---177944.30 ms/batch
Step 00116400 L_out=0.015 Acc=0.89 ---207601.14 ms/batch
Step 00116450 L_out=0.003 Acc=0.91 ---237799.77 ms/batch
Step 00116500 L_out=0.005 Acc=0.86 ---267545.13 ms/batch
Step 00116550 L_out=0.014 Acc=0.90 ---297811.28 ms/batch
Step 00116600 L_out=0.004 Acc=0.91 ---329022.48 ms/batch
Step 00116650 L_out=0.002 Acc=0.83 ---360287.07 ms/batch
Step 00116700 L_out=0.003 Acc=0.90 ---392360.51 ms/batch
Round 7 | epoch=24, train costTime=407.3421745300293, | total_activation_sum=3002579
Round 7 | epoch=25, current m_iou=0.8664597238015217
Round 7 | Best m_IoU is: 0.882, OA is: 0.960 | val costTime=81.46299576759338
Round 7 | ****EPOCH 25****
Step 00116750 L_out=0.002 Acc=0.91 ---14503.05 ms/batch
Step 00116800 L_out=0.110 Acc=0.94 ---47467.77 ms/batch
Step 00116850 L_out=0.002 Acc=0.88 ---79261.51 ms/batch
Step 00116900 L_out=0.021 Acc=0.89 ---111110.73 ms/batch
Step 00116950 L_out=0.002 Acc=0.91 ---143787.44 ms/batch
Step 00117000 L_out=0.105 Acc=0.93 ---174551.01 ms/batch
Step 00117050 L_out=0.010 Acc=0.93 ---206739.51 ms/batch
Step 00117100 L_out=0.005 Acc=0.94 ---239182.49 ms/batch
Step 00117150 L_out=0.004 Acc=0.92 ---270462.31 ms/batch
Step 00117200 L_out=0.014 Acc=0.86 ---300400.73 ms/batch
Step 00117250 L_out=0.007 Acc=0.95 ---331624.40 ms/batch
Step 00117300 L_out=0.002 Acc=0.88 ---362992.18 ms/batch
Step 00117350 L_out=0.101 Acc=0.86 ---394930.29 ms/batch
Round 7 | epoch=25, train costTime=422.07572841644287, | total_activation_sum=3045554
Round 7 | epoch=26, current m_iou=0.8741414312192965
Round 7 | Best m_IoU is: 0.882, OA is: 0.960 | val costTime=82.07558751106262
Round 7 | ****EPOCH 26****
Step 00117400 L_out=0.002 Acc=0.88 --- 5232.03 ms/batch
Step 00117450 L_out=0.034 Acc=0.67 ---36222.04 ms/batch
Step 00117500 L_out=0.006 Acc=0.89 ---67040.09 ms/batch
Step 00117550 L_out=0.027 Acc=0.85 ---97725.08 ms/batch
Step 00117600 L_out=0.001 Acc=0.93 ---128946.41 ms/batch
Step 00117650 L_out=0.140 Acc=0.85 ---160345.05 ms/batch
Step 00117700 L_out=0.012 Acc=0.92 ---192298.30 ms/batch
Step 00117750 L_out=0.006 Acc=0.90 ---223342.46 ms/batch
Step 00117800 L_out=0.011 Acc=0.80 ---254492.02 ms/batch
Step 00117850 L_out=0.002 Acc=0.94 ---287143.92 ms/batch
Step 00117900 L_out=0.018 Acc=0.84 ---318480.09 ms/batch
Step 00117950 L_out=0.007 Acc=0.89 ---350519.71 ms/batch
Step 00118000 L_out=0.010 Acc=0.88 ---380694.39 ms/batch
Step 00118050 L_out=0.001 Acc=0.91 ---413020.47 ms/batch
Round 7 | epoch=26, train costTime=419.2156150341034, | total_activation_sum=3072520
Round 7 | epoch=27, current m_iou=0.8766605731659265
Round 7 | Best m_IoU is: 0.882, OA is: 0.960 | val costTime=82.97840905189514
Round 7 | ****EPOCH 27****
Step 00118100 L_out=0.110 Acc=0.92 ---25728.44 ms/batch
Step 00118150 L_out=0.010 Acc=0.86 ---57943.42 ms/batch
Step 00118200 L_out=0.009 Acc=0.91 ---88280.56 ms/batch
Step 00118250 L_out=0.006 Acc=0.91 ---119409.68 ms/batch
Step 00118300 L_out=0.028 Acc=0.82 ---151045.81 ms/batch
Step 00118350 L_out=0.003 Acc=0.95 ---182759.26 ms/batch
Step 00118400 L_out=0.020 Acc=0.88 ---213141.65 ms/batch
Step 00118450 L_out=0.003 Acc=0.83 ---244079.43 ms/batch
Step 00118500 L_out=0.031 Acc=0.85 ---276280.01 ms/batch
Step 00118550 L_out=0.006 Acc=0.86 ---308297.61 ms/batch
Step 00118600 L_out=0.006 Acc=0.87 ---339552.49 ms/batch
Step 00118650 L_out=0.026 Acc=0.79 ---370300.27 ms/batch
Step 00118700 L_out=0.012 Acc=0.93 ---401499.89 ms/batch
Round 7 | epoch=27, train costTime=417.840612411499, | total_activation_sum=3100846
Round 7 | epoch=28, current m_iou=0.8820565465300959
Round 7 | Best m_IoU is: 0.882, OA is: 0.961 | val costTime=85.82857012748718
Round 7 | ****EPOCH 28****
Step 00118750 L_out=0.001 Acc=0.95 ---16314.82 ms/batch
Step 00118800 L_out=0.001 Acc=0.88 ---48637.24 ms/batch
Step 00118850 L_out=0.056 Acc=0.95 ---79155.88 ms/batch
Step 00118900 L_out=0.004 Acc=0.94 ---111966.98 ms/batch
Step 00118950 L_out=0.132 Acc=0.95 ---142101.39 ms/batch
Step 00119000 L_out=0.014 Acc=0.94 ---172805.50 ms/batch
Step 00119050 L_out=0.039 Acc=0.85 ---204962.49 ms/batch
Step 00119100 L_out=0.023 Acc=0.76 ---236728.65 ms/batch
Step 00119150 L_out=0.009 Acc=0.91 ---268351.83 ms/batch
Step 00119200 L_out=0.005 Acc=0.89 ---298321.84 ms/batch
Step 00119250 L_out=0.008 Acc=0.87 ---330908.43 ms/batch
Step 00119300 L_out=0.020 Acc=0.90 ---362411.81 ms/batch
Step 00119350 L_out=0.014 Acc=0.91 ---393576.09 ms/batch
Round 7 | epoch=28, train costTime=422.010454416275, | total_activation_sum=2947816
Round 7 | epoch=29, current m_iou=0.8799718427357908
Round 7 | Best m_IoU is: 0.882, OA is: 0.961 | val costTime=83.23087549209595
Round 7 | ****EPOCH 29****
Step 00119400 L_out=0.032 Acc=0.92 --- 3560.76 ms/batch
Step 00119450 L_out=0.006 Acc=0.87 ---29486.48 ms/batch
Step 00119500 L_out=0.012 Acc=0.88 ---55814.57 ms/batch
Step 00119550 L_out=0.090 Acc=0.89 ---89503.60 ms/batch
Step 00119600 L_out=0.007 Acc=0.89 ---122122.18 ms/batch
Step 00119650 L_out=0.002 Acc=0.95 ---153021.38 ms/batch
Step 00119700 L_out=0.017 Acc=0.89 ---183290.82 ms/batch
Step 00119750 L_out=0.020 Acc=0.86 ---216374.79 ms/batch
Step 00119800 L_out=0.006 Acc=0.80 ---248105.93 ms/batch
Step 00119850 L_out=0.005 Acc=0.87 ---278794.54 ms/batch
Step 00119900 L_out=0.260 Acc=0.90 ---310639.16 ms/batch
Step 00119950 L_out=0.007 Acc=0.82 ---342327.22 ms/batch
Step 00120000 L_out=0.015 Acc=0.91 ---376087.88 ms/batch
Step 00120050 L_out=0.010 Acc=0.93 ---408483.04 ms/batch
Round 7 | epoch=29, train costTime=414.5754704475403, | total_activation_sum=3107486
Round 7 | epoch=30, current m_iou=0.8792450895580595
Round 7 | Best m_IoU is: 0.882, OA is: 0.961 | val costTime=77.77882695198059
Round 7 | ****EPOCH 30****
Round 8 | ****EPOCH 0****
Step 00120100 L_out=0.017 Acc=0.77 ---25250.33 ms/batch
Step 00120150 L_out=0.038 Acc=0.51 ---56549.83 ms/batch
Step 00120200 L_out=0.170 Acc=0.61 ---87622.49 ms/batch
Step 00120250 L_out=0.067 Acc=0.37 ---118221.00 ms/batch
Step 00120300 L_out=0.737 Acc=0.48 ---150184.92 ms/batch
Step 00120350 L_out=0.074 Acc=0.52 ---180540.09 ms/batch
Step 00120400 L_out=0.939 Acc=0.69 ---213021.26 ms/batch
Step 00120450 L_out=0.008 Acc=0.73 ---245334.51 ms/batch
Step 00120500 L_out=0.032 Acc=0.72 ---275836.96 ms/batch
Step 00120550 L_out=0.049 Acc=0.77 ---308057.34 ms/batch
Step 00120600 L_out=0.022 Acc=0.72 ---339162.78 ms/batch
Step 00120650 L_out=0.011 Acc=0.48 ---370953.60 ms/batch
Step 00120700 L_out=0.023 Acc=0.76 ---403356.96 ms/batch
Round 8 | epoch=0, train costTime=420.9016480445862, | total_activation_sum=3245478
Round 8 | epoch=1, current m_iou=0.7116637919423805
Round 8 | Best m_IoU is: 0.712, OA is: 0.835 | val costTime=66.77058219909668
Round 8 | ****EPOCH 1****
Step 00120750 L_out=0.006 Acc=0.84 ---15094.28 ms/batch
Step 00120800 L_out=0.003 Acc=0.83 ---46585.19 ms/batch
Step 00120850 L_out=0.005 Acc=0.76 ---77687.19 ms/batch
Step 00120900 L_out=0.314 Acc=0.93 ---110138.80 ms/batch
Step 00120950 L_out=0.003 Acc=0.89 ---141697.26 ms/batch
Step 00121000 L_out=0.028 Acc=0.82 ---172732.47 ms/batch
Step 00121050 L_out=0.080 Acc=0.77 ---203919.22 ms/batch
Step 00121100 L_out=0.011 Acc=0.75 ---236014.61 ms/batch
Step 00121150 L_out=0.105 Acc=0.84 ---266695.23 ms/batch
Step 00121200 L_out=0.005 Acc=0.85 ---297296.61 ms/batch
Step 00121250 L_out=0.087 Acc=0.78 ---327940.92 ms/batch
Step 00121300 L_out=0.003 Acc=0.62 ---358143.45 ms/batch
Step 00121350 L_out=0.004 Acc=0.89 ---389437.66 ms/batch
Round 8 | epoch=1, train costTime=417.90683913230896, | total_activation_sum=3009205
Round 8 | epoch=2, current m_iou=0.7333379907124247
Round 8 | Best m_IoU is: 0.733, OA is: 0.846 | val costTime=81.58504629135132
Round 8 | ****EPOCH 2****
Step 00121400 L_out=0.025 Acc=0.75 --- 3386.06 ms/batch
Step 00121450 L_out=0.024 Acc=0.74 ---35496.61 ms/batch
Step 00121500 L_out=0.159 Acc=0.90 ---65819.83 ms/batch
Step 00121550 L_out=0.037 Acc=0.71 ---96480.11 ms/batch
Step 00121600 L_out=0.005 Acc=0.86 ---128794.57 ms/batch
Step 00121650 L_out=0.152 Acc=0.88 ---159485.77 ms/batch
Step 00121700 L_out=0.031 Acc=0.81 ---190970.68 ms/batch
Step 00121750 L_out=0.005 Acc=0.91 ---221623.20 ms/batch
Step 00121800 L_out=0.003 Acc=0.86 ---255174.36 ms/batch
Step 00121850 L_out=0.007 Acc=0.81 ---287616.23 ms/batch
Step 00121900 L_out=0.003 Acc=0.85 ---319187.98 ms/batch
Step 00121950 L_out=0.010 Acc=0.78 ---350554.64 ms/batch
Step 00122000 L_out=0.018 Acc=0.87 ---383430.24 ms/batch
Step 00122050 L_out=0.022 Acc=0.74 ---415337.53 ms/batch
Round 8 | epoch=2, train costTime=422.0421783924103, | total_activation_sum=3213573
Round 8 | epoch=3, current m_iou=0.8206915177539621
Round 8 | Best m_IoU is: 0.821, OA is: 0.945 | val costTime=67.32458639144897
Round 8 | ****EPOCH 3****
Step 00122100 L_out=0.014 Acc=0.73 ---25702.80 ms/batch
Step 00122150 L_out=0.003 Acc=0.86 ---57010.23 ms/batch
Step 00122200 L_out=0.092 Acc=0.83 ---88219.87 ms/batch
Step 00122250 L_out=0.006 Acc=0.79 ---119844.40 ms/batch
Step 00122300 L_out=0.007 Acc=0.88 ---151571.01 ms/batch
Step 00122350 L_out=0.146 Acc=0.86 ---183089.53 ms/batch
Step 00122400 L_out=0.012 Acc=0.86 ---214424.48 ms/batch
Step 00122450 L_out=0.008 Acc=0.94 ---245850.75 ms/batch
Step 00122500 L_out=0.009 Acc=0.83 ---279569.73 ms/batch
Step 00122550 L_out=0.004 Acc=0.90 ---310177.80 ms/batch
Step 00122600 L_out=0.037 Acc=0.69 ---338617.37 ms/batch
Step 00122650 L_out=0.002 Acc=0.90 ---369123.96 ms/batch
Step 00122700 L_out=0.002 Acc=0.87 ---400051.58 ms/batch
Round 8 | epoch=3, train costTime=417.743705034256, | total_activation_sum=3078873
Round 8 | epoch=4, current m_iou=0.8107269097804599
Round 8 | Best m_IoU is: 0.821, OA is: 0.945 | val costTime=71.04449081420898
Round 8 | ****EPOCH 4****
Step 00122750 L_out=0.029 Acc=0.85 ---14420.64 ms/batch
Step 00122800 L_out=0.002 Acc=0.94 ---46688.31 ms/batch
Step 00122850 L_out=0.102 Acc=0.97 ---77802.29 ms/batch
Step 00122900 L_out=0.022 Acc=0.89 ---108913.02 ms/batch
Step 00122950 L_out=0.015 Acc=0.87 ---141780.08 ms/batch
Step 00123000 L_out=0.001 Acc=0.85 ---173020.50 ms/batch
Step 00123050 L_out=0.014 Acc=0.84 ---204235.69 ms/batch
Step 00123100 L_out=0.001 Acc=0.83 ---235343.12 ms/batch
Step 00123150 L_out=0.015 Acc=0.75 ---267658.48 ms/batch
Step 00123200 L_out=0.018 Acc=0.88 ---299385.09 ms/batch
Step 00123250 L_out=0.006 Acc=0.86 ---330177.95 ms/batch
Step 00123300 L_out=0.011 Acc=0.89 ---361062.75 ms/batch
Step 00123350 L_out=0.052 Acc=0.80 ---391400.98 ms/batch
Round 8 | epoch=4, train costTime=419.2727336883545, | total_activation_sum=3078791
Round 8 | epoch=5, current m_iou=0.7982645879178709
Round 8 | Best m_IoU is: 0.821, OA is: 0.945 | val costTime=73.88787603378296
Round 8 | ****EPOCH 5****
Step 00123400 L_out=0.050 Acc=0.78 --- 3252.45 ms/batch
Step 00123450 L_out=0.054 Acc=0.80 ---34671.26 ms/batch
Step 00123500 L_out=0.040 Acc=0.73 ---66891.55 ms/batch
Step 00123550 L_out=0.113 Acc=0.86 ---97639.95 ms/batch
Step 00123600 L_out=0.465 Acc=0.79 ---129598.69 ms/batch
Step 00123650 L_out=0.036 Acc=0.83 ---161047.38 ms/batch
Step 00123700 L_out=0.017 Acc=0.69 ---192060.63 ms/batch
Step 00123750 L_out=0.012 Acc=0.89 ---224158.82 ms/batch
Step 00123800 L_out=0.005 Acc=0.80 ---254691.63 ms/batch
Step 00123850 L_out=0.208 Acc=0.89 ---285558.96 ms/batch
Step 00123900 L_out=0.125 Acc=0.89 ---316824.35 ms/batch
Step 00123950 L_out=0.011 Acc=0.82 ---347572.36 ms/batch
Step 00124000 L_out=0.004 Acc=0.84 ---377758.74 ms/batch
Step 00124050 L_out=0.011 Acc=0.73 ---410144.51 ms/batch
Round 8 | epoch=5, train costTime=417.7127511501312, | total_activation_sum=3126663
Round 8 | epoch=6, current m_iou=0.7936814197756618
Round 8 | Best m_IoU is: 0.821, OA is: 0.945 | val costTime=68.37649250030518
Round 8 | ****EPOCH 6****
Step 00124100 L_out=0.029 Acc=0.88 ---23741.59 ms/batch
Step 00124150 L_out=0.001 Acc=0.91 ---55005.06 ms/batch
Step 00124200 L_out=0.104 Acc=0.79 ---86446.67 ms/batch
Step 00124250 L_out=0.011 Acc=0.92 ---118167.46 ms/batch
Step 00124300 L_out=0.036 Acc=0.87 ---150440.07 ms/batch
Step 00124350 L_out=0.010 Acc=0.82 ---181277.29 ms/batch
Step 00124400 L_out=0.032 Acc=0.85 ---213150.53 ms/batch
Step 00124450 L_out=0.040 Acc=0.85 ---244540.25 ms/batch
Step 00124500 L_out=0.016 Acc=0.79 ---276088.99 ms/batch
Step 00124550 L_out=0.234 Acc=0.82 ---307161.28 ms/batch
Step 00124600 L_out=0.008 Acc=0.79 ---338100.17 ms/batch
Step 00124650 L_out=0.001 Acc=0.89 ---369592.96 ms/batch
Step 00124700 L_out=0.009 Acc=0.92 ---402599.72 ms/batch
Round 8 | epoch=6, train costTime=421.1360001564026, | total_activation_sum=3087024
Round 8 | epoch=7, current m_iou=0.8332736477654106
Round 8 | Best m_IoU is: 0.833, OA is: 0.934 | val costTime=76.12425804138184
Round 8 | ****EPOCH 7****
Step 00124750 L_out=0.000 Acc=0.93 ---13564.88 ms/batch
Step 00124800 L_out=0.019 Acc=0.78 ---45404.60 ms/batch
Step 00124850 L_out=0.008 Acc=0.93 ---77837.61 ms/batch
Step 00124900 L_out=0.010 Acc=0.91 ---110359.27 ms/batch
Step 00124950 L_out=0.024 Acc=0.78 ---143721.81 ms/batch
Step 00125000 L_out=0.021 Acc=0.88 ---175656.10 ms/batch
Step 00125050 L_out=0.045 Acc=0.86 ---207998.33 ms/batch
Step 00125100 L_out=0.010 Acc=0.83 ---239968.17 ms/batch
Step 00125150 L_out=0.216 Acc=0.84 ---270921.23 ms/batch
Step 00125200 L_out=0.018 Acc=0.91 ---300063.19 ms/batch
Step 00125250 L_out=0.036 Acc=0.84 ---329983.78 ms/batch
Step 00125300 L_out=0.008 Acc=0.87 ---360061.90 ms/batch
Step 00125350 L_out=0.014 Acc=0.71 ---389446.75 ms/batch
Round 8 | epoch=7, train costTime=415.80505990982056, | total_activation_sum=3263870
Round 8 | epoch=8, current m_iou=0.8490867715607053
Round 8 | Best m_IoU is: 0.849, OA is: 0.946 | val costTime=72.03418016433716
Round 8 | ****EPOCH 8****
Step 00125400 L_out=0.008 Acc=0.89 --- 2422.90 ms/batch
Step 00125450 L_out=0.004 Acc=0.81 ---33615.28 ms/batch
Step 00125500 L_out=0.003 Acc=0.94 ---64071.97 ms/batch
Step 00125550 L_out=0.007 Acc=0.93 ---93736.27 ms/batch
Step 00125600 L_out=0.010 Acc=0.88 ---123812.68 ms/batch
Step 00125650 L_out=0.004 Acc=0.93 ---155729.80 ms/batch
Step 00125700 L_out=0.019 Acc=0.84 ---186989.70 ms/batch
Step 00125750 L_out=0.007 Acc=0.66 ---216844.09 ms/batch
Step 00125800 L_out=0.012 Acc=0.75 ---247335.99 ms/batch
Step 00125850 L_out=0.010 Acc=0.93 ---278254.13 ms/batch
Step 00125900 L_out=0.049 Acc=0.87 ---308615.03 ms/batch
Step 00125950 L_out=0.035 Acc=0.77 ---338824.90 ms/batch
Step 00126000 L_out=0.005 Acc=0.68 ---368796.66 ms/batch
Step 00126050 L_out=0.005 Acc=0.88 ---398239.68 ms/batch
Round 8 | epoch=8, train costTime=405.97642493247986, | total_activation_sum=3133046
Round 8 | epoch=9, current m_iou=0.8534751809526209
Round 8 | Best m_IoU is: 0.853, OA is: 0.956 | val costTime=85.95100831985474
Round 8 | ****EPOCH 9****
Step 00126100 L_out=0.008 Acc=0.78 ---22984.28 ms/batch
Step 00126150 L_out=0.003 Acc=0.89 ---53203.97 ms/batch
Step 00126200 L_out=0.021 Acc=0.78 ---83068.98 ms/batch
Step 00126250 L_out=0.044 Acc=0.90 ---113466.80 ms/batch
Step 00126300 L_out=0.026 Acc=0.84 ---144785.18 ms/batch
Step 00126350 L_out=0.016 Acc=0.96 ---173450.53 ms/batch
Step 00126400 L_out=0.021 Acc=0.75 ---204340.54 ms/batch
Step 00126450 L_out=0.006 Acc=0.84 ---233361.52 ms/batch
Step 00126500 L_out=0.004 Acc=0.84 ---261513.18 ms/batch
Step 00126550 L_out=0.003 Acc=0.85 ---290542.35 ms/batch
Step 00126600 L_out=0.205 Acc=0.76 ---319928.61 ms/batch
Step 00126650 L_out=0.046 Acc=0.90 ---349375.95 ms/batch
Step 00126700 L_out=0.040 Acc=0.36 ---377629.34 ms/batch
Round 8 | epoch=9, train costTime=395.01475071907043, | total_activation_sum=3181824
Round 8 | epoch=10, current m_iou=0.8514824545636482
Round 8 | Best m_IoU is: 0.853, OA is: 0.956 | val costTime=75.82343339920044
Round 8 | ****EPOCH 10****
Step 00126750 L_out=0.018 Acc=0.86 ---12941.81 ms/batch
Step 00126800 L_out=0.008 Acc=0.80 ---42967.88 ms/batch
Step 00126850 L_out=0.005 Acc=0.84 ---72529.68 ms/batch
Step 00126900 L_out=0.020 Acc=0.74 ---101964.68 ms/batch
Step 00126950 L_out=0.004 Acc=0.88 ---130705.16 ms/batch
Step 00127000 L_out=0.083 Acc=0.91 ---160790.08 ms/batch
Step 00127050 L_out=0.008 Acc=0.71 ---190209.44 ms/batch
Step 00127100 L_out=0.048 Acc=0.83 ---219024.27 ms/batch
Step 00127150 L_out=0.190 Acc=0.84 ---250816.51 ms/batch
Step 00127200 L_out=0.007 Acc=0.88 ---280686.25 ms/batch
Step 00127250 L_out=0.006 Acc=0.87 ---311764.14 ms/batch
Step 00127300 L_out=0.015 Acc=0.79 ---343174.04 ms/batch
Step 00127350 L_out=0.009 Acc=0.90 ---375386.18 ms/batch
Round 8 | epoch=10, train costTime=405.04080271720886, | total_activation_sum=3097682
Round 8 | epoch=11, current m_iou=0.8690279723921778
Round 8 | Best m_IoU is: 0.869, OA is: 0.957 | val costTime=79.47124576568604
Round 8 | ****EPOCH 11****
Step 00127400 L_out=0.023 Acc=0.90 --- 1868.02 ms/batch
Step 00127450 L_out=0.002 Acc=0.89 ---33363.21 ms/batch
Step 00127500 L_out=0.004 Acc=0.87 ---64712.32 ms/batch
Step 00127550 L_out=0.032 Acc=0.74 ---93544.17 ms/batch
Step 00127600 L_out=0.016 Acc=0.87 ---122836.42 ms/batch
Step 00127650 L_out=0.011 Acc=0.76 ---152210.67 ms/batch
Step 00127700 L_out=0.002 Acc=0.95 ---182518.82 ms/batch
Step 00127750 L_out=0.001 Acc=0.84 ---212644.34 ms/batch
Step 00127800 L_out=1.826 Acc=0.85 ---242537.50 ms/batch
Step 00127850 L_out=0.039 Acc=0.83 ---273116.60 ms/batch
Step 00127900 L_out=0.004 Acc=0.81 ---303974.63 ms/batch
Step 00127950 L_out=0.006 Acc=0.89 ---334258.75 ms/batch
Step 00128000 L_out=0.013 Acc=0.76 ---364394.33 ms/batch
Step 00128050 L_out=0.001 Acc=0.91 ---392902.42 ms/batch
Round 8 | epoch=11, train costTime=400.8199300765991, | total_activation_sum=3008022
Round 8 | epoch=12, current m_iou=0.8477892967406012
Round 8 | Best m_IoU is: 0.869, OA is: 0.957 | val costTime=82.73296976089478
Round 8 | ****EPOCH 12****
Step 00128100 L_out=0.008 Acc=0.91 ---22077.01 ms/batch
Step 00128150 L_out=0.005 Acc=0.82 ---51881.59 ms/batch
Step 00128200 L_out=0.002 Acc=0.87 ---81922.90 ms/batch
Step 00128250 L_out=0.002 Acc=0.79 ---111923.70 ms/batch
Step 00128300 L_out=0.042 Acc=0.77 ---141059.37 ms/batch
Step 00128350 L_out=0.009 Acc=0.92 ---170361.00 ms/batch
Step 00128400 L_out=0.017 Acc=0.87 ---199825.95 ms/batch
Step 00128450 L_out=0.010 Acc=0.84 ---228879.82 ms/batch
Step 00128500 L_out=0.009 Acc=0.95 ---257946.11 ms/batch
Step 00128550 L_out=0.018 Acc=0.88 ---287515.68 ms/batch
Step 00128600 L_out=0.002 Acc=0.89 ---317183.23 ms/batch
Step 00128650 L_out=0.007 Acc=0.89 ---346842.11 ms/batch
Step 00128700 L_out=0.007 Acc=0.77 ---376362.47 ms/batch
Round 8 | epoch=12, train costTime=394.19338965415955, | total_activation_sum=3090642
Round 8 | epoch=13, current m_iou=0.8600543797210052
Round 8 | Best m_IoU is: 0.869, OA is: 0.957 | val costTime=86.22930312156677
Round 8 | ****EPOCH 13****
Step 00128750 L_out=0.001 Acc=0.93 ---11229.22 ms/batch
Step 00128800 L_out=0.002 Acc=0.95 ---40313.84 ms/batch
Step 00128850 L_out=0.022 Acc=0.77 ---69361.73 ms/batch
Step 00128900 L_out=0.001 Acc=0.90 ---97809.77 ms/batch
Step 00128950 L_out=0.006 Acc=0.82 ---127570.28 ms/batch
Step 00129000 L_out=0.002 Acc=0.91 ---157619.36 ms/batch
Step 00129050 L_out=0.006 Acc=0.82 ---187537.91 ms/batch
Step 00129100 L_out=0.012 Acc=0.86 ---217059.97 ms/batch
Step 00129150 L_out=0.171 Acc=0.86 ---246077.18 ms/batch
Step 00129200 L_out=0.005 Acc=0.76 ---274772.70 ms/batch
Step 00129250 L_out=0.013 Acc=0.88 ---304888.63 ms/batch
Step 00129300 L_out=0.001 Acc=0.70 ---335041.87 ms/batch
Step 00129350 L_out=0.002 Acc=0.88 ---365691.92 ms/batch
Round 8 | epoch=13, train costTime=396.79949045181274, | total_activation_sum=3226844
Round 8 | epoch=14, current m_iou=0.8541061587867649
Round 8 | Best m_IoU is: 0.869, OA is: 0.957 | val costTime=79.54510998725891
Round 8 | ****EPOCH 14****
Step 00129400 L_out=0.009 Acc=0.93 --- 1313.48 ms/batch
Step 00129450 L_out=0.007 Acc=0.92 ---35613.30 ms/batch
Step 00129500 L_out=0.062 Acc=0.87 ---68851.86 ms/batch
Step 00129550 L_out=0.007 Acc=0.95 ---102556.59 ms/batch
Step 00129600 L_out=0.160 Acc=0.90 ---133497.79 ms/batch
Step 00129650 L_out=0.008 Acc=0.85 ---165481.77 ms/batch
Step 00129700 L_out=0.009 Acc=0.86 ---195419.24 ms/batch
Step 00129750 L_out=0.196 Acc=0.94 ---224893.12 ms/batch
Step 00129800 L_out=0.003 Acc=0.93 ---254541.74 ms/batch
Step 00129850 L_out=0.011 Acc=0.80 ---284143.04 ms/batch
Step 00129900 L_out=0.019 Acc=0.85 ---313687.36 ms/batch
Step 00129950 L_out=0.005 Acc=0.88 ---343607.33 ms/batch
Step 00130000 L_out=0.013 Acc=0.87 ---372861.93 ms/batch
Step 00130050 L_out=0.007 Acc=0.92 ---403777.20 ms/batch
Round 8 | epoch=14, train costTime=412.09053111076355, | total_activation_sum=3187311
Round 8 | epoch=15, current m_iou=0.8717594106574145
Round 8 | Best m_IoU is: 0.872, OA is: 0.956 | val costTime=86.57010650634766
Round 8 | ****EPOCH 15****
Step 00130100 L_out=0.013 Acc=0.92 ---20400.63 ms/batch
Step 00130150 L_out=0.002 Acc=0.88 ---50417.47 ms/batch
Step 00130200 L_out=0.009 Acc=0.86 ---80080.64 ms/batch
Step 00130250 L_out=0.010 Acc=0.88 ---110251.45 ms/batch
Step 00130300 L_out=0.004 Acc=0.80 ---139516.11 ms/batch
Step 00130350 L_out=0.018 Acc=0.96 ---168677.00 ms/batch
Step 00130400 L_out=0.009 Acc=0.87 ---198251.02 ms/batch
Step 00130450 L_out=0.000 Acc=0.87 ---228948.42 ms/batch
Step 00130500 L_out=0.004 Acc=0.90 ---258996.36 ms/batch
Step 00130550 L_out=0.163 Acc=0.90 ---288045.45 ms/batch
Step 00130600 L_out=0.153 Acc=0.72 ---317628.54 ms/batch
Step 00130650 L_out=0.024 Acc=0.86 ---347904.52 ms/batch
Step 00130700 L_out=0.004 Acc=0.90 ---375691.72 ms/batch
Round 8 | epoch=15, train costTime=394.12672448158264, | total_activation_sum=3066780
Round 8 | epoch=16, current m_iou=0.8794845139588765
Round 8 | Best m_IoU is: 0.879, OA is: 0.960 | val costTime=74.15488147735596
Round 8 | ****EPOCH 16****
Step 00130750 L_out=0.003 Acc=0.85 ---10632.65 ms/batch
Step 00130800 L_out=0.008 Acc=0.84 ---41068.28 ms/batch
Step 00130850 L_out=0.008 Acc=0.93 ---70055.48 ms/batch
Step 00130900 L_out=0.024 Acc=0.89 ---98136.68 ms/batch
Step 00130950 L_out=0.011 Acc=0.90 ---127230.31 ms/batch
Step 00131000 L_out=0.006 Acc=0.93 ---157362.29 ms/batch
Step 00131050 L_out=0.006 Acc=0.86 ---187648.58 ms/batch
Step 00131100 L_out=0.001 Acc=0.82 ---218256.29 ms/batch
Step 00131150 L_out=0.002 Acc=0.93 ---248225.95 ms/batch
Step 00131200 L_out=0.005 Acc=0.89 ---278582.77 ms/batch
Step 00131250 L_out=0.004 Acc=0.84 ---309818.98 ms/batch
Step 00131300 L_out=0.015 Acc=0.78 ---340450.25 ms/batch
Step 00131350 L_out=0.004 Acc=0.90 ---370625.22 ms/batch
Round 8 | epoch=16, train costTime=400.2520604133606, | total_activation_sum=3103540
Round 8 | epoch=17, current m_iou=0.8792394361482352
Round 8 | Best m_IoU is: 0.879, OA is: 0.960 | val costTime=71.86956286430359
Round 8 | ****EPOCH 17****
Step 00131400 L_out=0.006 Acc=0.91 ---  712.63 ms/batch
Step 00131450 L_out=0.016 Acc=0.86 ---34946.25 ms/batch
Step 00131500 L_out=0.000 Acc=0.91 ---66730.53 ms/batch
Step 00131550 L_out=0.020 Acc=0.89 ---96992.35 ms/batch
Step 00131600 L_out=0.076 Acc=0.89 ---128024.57 ms/batch
Step 00131650 L_out=0.002 Acc=0.92 ---161091.96 ms/batch
Step 00131700 L_out=0.015 Acc=0.91 ---192492.25 ms/batch
Step 00131750 L_out=0.003 Acc=0.86 ---224400.74 ms/batch
Step 00131800 L_out=0.015 Acc=0.89 ---255310.10 ms/batch
Step 00131850 L_out=0.025 Acc=0.86 ---285276.32 ms/batch
Step 00131900 L_out=0.030 Acc=0.78 ---314957.43 ms/batch
Step 00131950 L_out=0.004 Acc=0.86 ---344043.70 ms/batch
Step 00132000 L_out=0.002 Acc=0.83 ---373094.63 ms/batch
Step 00132050 L_out=0.117 Acc=0.91 ---403494.43 ms/batch
Round 8 | epoch=17, train costTime=413.40000772476196, | total_activation_sum=3179240
Round 8 | epoch=18, current m_iou=0.8732531433717595
Round 8 | Best m_IoU is: 0.879, OA is: 0.960 | val costTime=73.74966669082642
Round 8 | ****EPOCH 18****
Step 00132100 L_out=0.001 Acc=0.84 ---20178.58 ms/batch
Step 00132150 L_out=0.016 Acc=0.79 ---49513.57 ms/batch
Step 00132200 L_out=0.106 Acc=0.95 ---79948.13 ms/batch
Step 00132250 L_out=0.109 Acc=0.81 ---109972.61 ms/batch
Step 00132300 L_out=0.099 Acc=0.90 ---139251.74 ms/batch
Step 00132350 L_out=0.005 Acc=0.92 ---169704.86 ms/batch
Step 00132400 L_out=0.005 Acc=0.91 ---200645.25 ms/batch
Step 00132450 L_out=0.000 Acc=0.87 ---230319.62 ms/batch
Step 00132500 L_out=0.080 Acc=0.66 ---261027.01 ms/batch
Step 00132550 L_out=0.004 Acc=0.93 ---291447.30 ms/batch
Step 00132600 L_out=0.009 Acc=0.87 ---321396.85 ms/batch
Step 00132650 L_out=0.006 Acc=0.90 ---351282.47 ms/batch
Step 00132700 L_out=0.019 Acc=0.86 ---381611.55 ms/batch
Round 8 | epoch=18, train costTime=400.5196361541748, | total_activation_sum=3153280
Round 8 | epoch=19, current m_iou=0.8843256290840678
Round 8 | Best m_IoU is: 0.884, OA is: 0.960 | val costTime=77.66565537452698
Round 8 | ****EPOCH 19****
Step 00132750 L_out=0.003 Acc=0.93 ---10453.32 ms/batch
Step 00132800 L_out=0.001 Acc=0.91 ---39924.27 ms/batch
Step 00132850 L_out=0.004 Acc=0.86 ---69343.07 ms/batch
Step 00132900 L_out=0.082 Acc=0.92 ---98597.50 ms/batch
Step 00132950 L_out=0.000 Acc=0.86 ---128122.65 ms/batch
Step 00133000 L_out=0.004 Acc=0.85 ---157674.24 ms/batch
Step 00133050 L_out=0.002 Acc=0.85 ---187227.74 ms/batch
Step 00133100 L_out=0.196 Acc=0.81 ---217263.17 ms/batch
Step 00133150 L_out=0.010 Acc=0.82 ---248004.56 ms/batch
Step 00133200 L_out=0.001 Acc=0.86 ---277741.00 ms/batch
Step 00133250 L_out=0.000 Acc=0.87 ---307471.97 ms/batch
Step 00133300 L_out=0.091 Acc=0.60 ---337367.85 ms/batch
Step 00133350 L_out=0.016 Acc=0.84 ---366994.61 ms/batch
Step 00133400 L_out=0.021 Acc=0.90 ---397316.89 ms/batch
Round 8 | epoch=19, train costTime=397.31699991226196, | total_activation_sum=3165552
Round 8 | epoch=20, current m_iou=0.8815843206862835
Round 8 | Best m_IoU is: 0.884, OA is: 0.960 | val costTime=87.44090676307678
Round 8 | ****EPOCH 20****
Step 00133450 L_out=0.003 Acc=0.83 ---30676.45 ms/batch
Step 00133500 L_out=0.006 Acc=0.87 ---61608.58 ms/batch
Step 00133550 L_out=0.015 Acc=0.87 ---93794.96 ms/batch
Step 00133600 L_out=0.092 Acc=0.92 ---125753.89 ms/batch
Step 00133650 L_out=0.008 Acc=0.92 ---158101.82 ms/batch
Step 00133700 L_out=0.012 Acc=0.92 ---190918.05 ms/batch
Step 00133750 L_out=0.012 Acc=0.80 ---223949.96 ms/batch
Step 00133800 L_out=0.004 Acc=0.86 ---255302.63 ms/batch
Step 00133850 L_out=0.001 Acc=0.89 ---286954.77 ms/batch
Step 00133900 L_out=0.169 Acc=0.84 ---318512.84 ms/batch
Step 00133950 L_out=0.130 Acc=0.89 ---348475.09 ms/batch
Step 00134000 L_out=0.002 Acc=0.77 ---378226.18 ms/batch
Step 00134050 L_out=0.035 Acc=0.82 ---408577.40 ms/batch
Round 8 | epoch=20, train costTime=418.9146103858948, | total_activation_sum=3111043
Round 8 | epoch=21, current m_iou=0.8759240106694794
Round 8 | Best m_IoU is: 0.884, OA is: 0.960 | val costTime=77.76083731651306
Round 8 | ****EPOCH 21****
Step 00134100 L_out=0.024 Acc=0.94 ---19579.25 ms/batch
Step 00134150 L_out=0.002 Acc=0.86 ---48914.07 ms/batch
Step 00134200 L_out=0.004 Acc=0.86 ---79353.73 ms/batch
Step 00134250 L_out=0.007 Acc=0.85 ---108914.97 ms/batch
Step 00134300 L_out=0.011 Acc=0.91 ---139546.83 ms/batch
Step 00134350 L_out=0.002 Acc=0.87 ---169577.38 ms/batch
Step 00134400 L_out=0.008 Acc=0.93 ---199148.93 ms/batch
Step 00134450 L_out=0.008 Acc=0.85 ---228332.35 ms/batch
Step 00134500 L_out=0.009 Acc=0.90 ---258076.72 ms/batch
Step 00134550 L_out=0.015 Acc=0.89 ---288020.71 ms/batch
Step 00134600 L_out=0.006 Acc=0.71 ---318422.69 ms/batch
Step 00134650 L_out=0.002 Acc=0.93 ---347528.34 ms/batch
Step 00134700 L_out=0.005 Acc=0.91 ---377113.65 ms/batch
Round 8 | epoch=21, train costTime=397.177321434021, | total_activation_sum=2979010
Round 8 | epoch=22, current m_iou=0.8838647742141166
Round 8 | Best m_IoU is: 0.884, OA is: 0.960 | val costTime=77.5861427783966
Round 8 | ****EPOCH 22****
Step 00134750 L_out=0.004 Acc=0.89 --- 9830.67 ms/batch
Step 00134800 L_out=0.003 Acc=0.97 ---38590.62 ms/batch
Step 00134850 L_out=0.011 Acc=0.85 ---67996.29 ms/batch
Step 00134900 L_out=0.007 Acc=0.87 ---97558.64 ms/batch
Step 00134950 L_out=0.031 Acc=0.79 ---126871.96 ms/batch
Step 00135000 L_out=0.020 Acc=0.94 ---156719.80 ms/batch
Step 00135050 L_out=0.014 Acc=0.86 ---186104.73 ms/batch
Step 00135100 L_out=0.006 Acc=0.80 ---215908.31 ms/batch
Step 00135150 L_out=0.007 Acc=0.94 ---246679.94 ms/batch
Step 00135200 L_out=0.006 Acc=0.90 ---276150.68 ms/batch
Step 00135250 L_out=0.005 Acc=0.86 ---306552.65 ms/batch
Step 00135300 L_out=0.005 Acc=0.84 ---335594.82 ms/batch
Step 00135350 L_out=0.003 Acc=0.90 ---365441.81 ms/batch
Step 00135400 L_out=0.003 Acc=0.90 ---395705.39 ms/batch
Round 8 | epoch=22, train costTime=396.18100142478943, | total_activation_sum=3264925
Round 8 | epoch=23, current m_iou=0.8854403451411105
Round 8 | Best m_IoU is: 0.885, OA is: 0.963 | val costTime=82.32742071151733
Round 8 | ****EPOCH 23****
Step 00135450 L_out=0.006 Acc=0.90 ---29369.70 ms/batch
Step 00135500 L_out=0.011 Acc=0.88 ---59148.35 ms/batch
Step 00135550 L_out=0.092 Acc=0.95 ---88967.86 ms/batch
Step 00135600 L_out=0.004 Acc=0.88 ---119922.18 ms/batch
Step 00135650 L_out=0.003 Acc=0.87 ---152446.75 ms/batch
Step 00135700 L_out=0.016 Acc=0.94 ---185451.55 ms/batch
Step 00135750 L_out=0.003 Acc=0.96 ---217785.79 ms/batch
Step 00135800 L_out=0.003 Acc=0.90 ---251420.82 ms/batch
Step 00135850 L_out=0.019 Acc=0.88 ---285161.28 ms/batch
Step 00135900 L_out=0.037 Acc=0.96 ---317454.11 ms/batch
Step 00135950 L_out=0.003 Acc=0.89 ---349041.24 ms/batch
Step 00136000 L_out=0.004 Acc=0.86 ---379974.15 ms/batch
Step 00136050 L_out=0.018 Acc=0.82 ---409222.64 ms/batch
Round 8 | epoch=23, train costTime=419.850261926651, | total_activation_sum=3100385
Round 8 | epoch=24, current m_iou=0.885618800357508
Round 8 | Best m_IoU is: 0.886, OA is: 0.965 | val costTime=83.02554774284363
Round 8 | ****EPOCH 24****
Step 00136100 L_out=0.077 Acc=0.88 ---18831.83 ms/batch
Step 00136150 L_out=0.006 Acc=0.88 ---50580.90 ms/batch
Step 00136200 L_out=0.004 Acc=0.89 ---80666.20 ms/batch
Step 00136250 L_out=0.015 Acc=0.87 ---110383.03 ms/batch
Step 00136300 L_out=0.007 Acc=0.84 ---140469.78 ms/batch
Step 00136350 L_out=0.002 Acc=0.92 ---169779.18 ms/batch
Step 00136400 L_out=0.001 Acc=0.71 ---199015.85 ms/batch
Step 00136450 L_out=0.004 Acc=0.90 ---229646.94 ms/batch
Step 00136500 L_out=0.004 Acc=0.80 ---259825.94 ms/batch
Step 00136550 L_out=0.003 Acc=0.88 ---289853.99 ms/batch
Step 00136600 L_out=0.006 Acc=0.90 ---319453.24 ms/batch
Step 00136650 L_out=0.007 Acc=0.92 ---349930.87 ms/batch
Step 00136700 L_out=0.006 Acc=0.85 ---380468.03 ms/batch
Round 8 | epoch=24, train costTime=401.64189314842224, | total_activation_sum=3218526
Round 8 | epoch=25, current m_iou=0.8855263903271523
Round 8 | Best m_IoU is: 0.886, OA is: 0.965 | val costTime=83.25221824645996
Round 8 | ****EPOCH 25****
Step 00136750 L_out=0.001 Acc=0.93 --- 8481.10 ms/batch
Step 00136800 L_out=0.005 Acc=0.90 ---39241.43 ms/batch
Step 00136850 L_out=0.011 Acc=0.74 ---69508.35 ms/batch
Step 00136900 L_out=0.008 Acc=0.88 ---99923.61 ms/batch
Step 00136950 L_out=0.008 Acc=0.92 ---129364.57 ms/batch
Step 00137000 L_out=0.010 Acc=0.91 ---159498.29 ms/batch
Step 00137050 L_out=0.001 Acc=0.91 ---188616.91 ms/batch
Step 00137100 L_out=0.014 Acc=0.86 ---218472.14 ms/batch
Step 00137150 L_out=0.011 Acc=0.90 ---248821.61 ms/batch
Step 00137200 L_out=0.034 Acc=0.84 ---279620.66 ms/batch
Step 00137250 L_out=0.009 Acc=0.92 ---309871.29 ms/batch
Step 00137300 L_out=0.002 Acc=0.90 ---341671.26 ms/batch
Step 00137350 L_out=0.002 Acc=0.95 ---371866.09 ms/batch
Step 00137400 L_out=0.002 Acc=0.85 ---402361.12 ms/batch
Round 8 | epoch=25, train costTime=403.45657444000244, | total_activation_sum=2957197
Round 8 | epoch=26, current m_iou=0.8869917770700186
Round 8 | Best m_IoU is: 0.887, OA is: 0.965 | val costTime=78.3020167350769
Round 8 | ****EPOCH 26****
Step 00137450 L_out=0.003 Acc=0.89 ---29451.36 ms/batch
Step 00137500 L_out=0.003 Acc=0.85 ---58714.28 ms/batch
Step 00137550 L_out=0.002 Acc=0.95 ---88926.36 ms/batch
Step 00137600 L_out=0.001 Acc=0.88 ---119498.75 ms/batch
Step 00137650 L_out=0.004 Acc=0.94 ---151815.57 ms/batch
Step 00137700 L_out=0.018 Acc=0.89 ---184817.78 ms/batch
Step 00137750 L_out=0.002 Acc=0.88 ---216968.56 ms/batch
Step 00137800 L_out=0.007 Acc=0.91 ---249056.94 ms/batch
Step 00137850 L_out=0.003 Acc=0.86 ---280852.61 ms/batch
Step 00137900 L_out=0.040 Acc=0.94 ---313570.60 ms/batch
Step 00137950 L_out=0.006 Acc=0.95 ---346961.59 ms/batch
Step 00138000 L_out=0.020 Acc=0.86 ---378224.48 ms/batch
Step 00138050 L_out=0.013 Acc=0.82 ---408950.74 ms/batch
Round 8 | epoch=26, train costTime=420.6880130767822, | total_activation_sum=3122994
Round 8 | epoch=27, current m_iou=0.8832722991494604
Round 8 | Best m_IoU is: 0.887, OA is: 0.965 | val costTime=85.49508738517761
Round 8 | ****EPOCH 27****
Step 00138100 L_out=0.005 Acc=0.94 ---18842.83 ms/batch
Step 00138150 L_out=0.002 Acc=0.93 ---48628.07 ms/batch
Step 00138200 L_out=0.005 Acc=0.94 ---78466.52 ms/batch
Step 00138250 L_out=0.008 Acc=0.90 ---107945.32 ms/batch
Step 00138300 L_out=0.009 Acc=0.88 ---137712.98 ms/batch
Step 00138350 L_out=0.024 Acc=0.77 ---166864.06 ms/batch
Step 00138400 L_out=0.001 Acc=0.79 ---196975.35 ms/batch
Step 00138450 L_out=0.016 Acc=0.93 ---226477.81 ms/batch
Step 00138500 L_out=0.011 Acc=0.87 ---256613.89 ms/batch
Step 00138550 L_out=0.006 Acc=0.82 ---286571.54 ms/batch
Step 00138600 L_out=0.002 Acc=0.90 ---317048.47 ms/batch
Step 00138650 L_out=0.011 Acc=0.86 ---347402.92 ms/batch
Step 00138700 L_out=0.016 Acc=0.88 ---376670.70 ms/batch
Round 8 | epoch=27, train costTime=398.1491527557373, | total_activation_sum=3121965
Round 8 | epoch=28, current m_iou=0.8806325843439671
Round 8 | Best m_IoU is: 0.887, OA is: 0.965 | val costTime=79.82121157646179
Round 8 | ****EPOCH 28****
Step 00138750 L_out=0.001 Acc=0.81 --- 8625.39 ms/batch
Step 00138800 L_out=0.111 Acc=0.93 ---39176.86 ms/batch
Step 00138850 L_out=0.006 Acc=0.86 ---69108.01 ms/batch
Step 00138900 L_out=0.002 Acc=0.95 ---99659.16 ms/batch
Step 00138950 L_out=0.021 Acc=0.94 ---128806.02 ms/batch
Step 00139000 L_out=0.011 Acc=0.85 ---158956.00 ms/batch
Step 00139050 L_out=0.000 Acc=0.80 ---188656.13 ms/batch
Step 00139100 L_out=0.002 Acc=0.85 ---218866.27 ms/batch
Step 00139150 L_out=0.008 Acc=0.91 ---248363.47 ms/batch
Step 00139200 L_out=0.056 Acc=0.93 ---277650.53 ms/batch
Step 00139250 L_out=0.016 Acc=0.90 ---306860.26 ms/batch
Step 00139300 L_out=0.004 Acc=0.90 ---337019.44 ms/batch
Step 00139350 L_out=0.014 Acc=0.86 ---367433.99 ms/batch
Step 00139400 L_out=0.002 Acc=0.91 ---396804.40 ms/batch
Round 8 | epoch=28, train costTime=398.42880868911743, | total_activation_sum=3208008
Round 8 | epoch=29, current m_iou=0.8777056099184026
Round 8 | Best m_IoU is: 0.887, OA is: 0.965 | val costTime=81.73305249214172
Round 8 | ****EPOCH 29****
Step 00139450 L_out=0.004 Acc=0.93 ---23263.87 ms/batch
Step 00139500 L_out=0.005 Acc=0.86 ---48351.23 ms/batch
Step 00139550 L_out=0.007 Acc=0.91 ---73761.57 ms/batch
Step 00139600 L_out=0.003 Acc=0.93 ---98976.60 ms/batch
Step 00139650 L_out=0.002 Acc=0.92 ---123939.28 ms/batch
Step 00139700 L_out=0.003 Acc=0.88 ---148706.73 ms/batch
Step 00139750 L_out=0.003 Acc=0.95 ---174945.62 ms/batch
Step 00139800 L_out=0.009 Acc=0.92 ---200793.47 ms/batch
Step 00139850 L_out=0.028 Acc=0.89 ---227128.37 ms/batch
Step 00139900 L_out=0.003 Acc=0.86 ---253282.28 ms/batch
Step 00139950 L_out=0.005 Acc=0.84 ---279536.93 ms/batch
Step 00140000 L_out=0.012 Acc=0.92 ---305430.60 ms/batch
Step 00140050 L_out=0.002 Acc=0.92 ---331773.41 ms/batch
Round 8 | epoch=29, train costTime=342.5488805770874, | total_activation_sum=3256517
Round 8 | epoch=30, current m_iou=0.8858755498424942
Round 8 | Best m_IoU is: 0.887, OA is: 0.965 | val costTime=69.44565320014954
Round 8 | ****EPOCH 30****
Round 9 | ****EPOCH 0****
Step 00140100 L_out=0.032 Acc=0.79 ---17734.50 ms/batch
Step 00140150 L_out=0.020 Acc=0.28 ---47129.04 ms/batch
Step 00140200 L_out=0.061 Acc=0.75 ---78412.94 ms/batch
Step 00140250 L_out=0.061 Acc=0.69 ---108057.54 ms/batch
Step 00140300 L_out=1.056 Acc=0.38 ---137942.67 ms/batch
Step 00140350 L_out=0.032 Acc=0.70 ---168324.16 ms/batch
Step 00140400 L_out=0.008 Acc=0.67 ---199578.55 ms/batch
Step 00140450 L_out=0.051 Acc=0.78 ---229653.15 ms/batch
Step 00140500 L_out=0.071 Acc=0.65 ---260222.48 ms/batch
Step 00140550 L_out=0.028 Acc=0.67 ---289296.73 ms/batch
Step 00140600 L_out=0.031 Acc=0.61 ---320185.26 ms/batch
Step 00140650 L_out=0.018 Acc=0.83 ---349697.24 ms/batch
Step 00140700 L_out=0.057 Acc=0.72 ---380155.07 ms/batch
Round 9 | epoch=0, train costTime=402.4834420681, | total_activation_sum=3419913
Round 9 | epoch=1, current m_iou=0.6548055832309743
Round 9 | Best m_IoU is: 0.655, OA is: 0.805 | val costTime=88.33363199234009
Round 9 | ****EPOCH 1****
Step 00140750 L_out=0.026 Acc=0.78 --- 7861.92 ms/batch
Step 00140800 L_out=0.008 Acc=0.72 ---38244.77 ms/batch
Step 00140850 L_out=0.074 Acc=0.71 ---67506.68 ms/batch
Step 00140900 L_out=0.007 Acc=0.81 ---98335.84 ms/batch
Step 00140950 L_out=0.525 Acc=0.91 ---128696.35 ms/batch
Step 00141000 L_out=0.006 Acc=0.88 ---158051.30 ms/batch
Step 00141050 L_out=0.040 Acc=0.91 ---188231.93 ms/batch
Step 00141100 L_out=0.009 Acc=0.77 ---218950.75 ms/batch
Step 00141150 L_out=0.011 Acc=0.83 ---250362.38 ms/batch
Step 00141200 L_out=0.012 Acc=0.75 ---281064.84 ms/batch
Step 00141250 L_out=0.246 Acc=0.82 ---310924.43 ms/batch
Step 00141300 L_out=0.003 Acc=0.81 ---340430.36 ms/batch
Step 00141350 L_out=0.009 Acc=0.85 ---370131.64 ms/batch
Step 00141400 L_out=0.003 Acc=0.88 ---400399.43 ms/batch
Round 9 | epoch=1, train costTime=402.7725019454956, | total_activation_sum=3137151
Round 9 | epoch=2, current m_iou=0.7936834452452954
Round 9 | Best m_IoU is: 0.794, OA is: 0.919 | val costTime=74.48437762260437
Round 9 | ****EPOCH 2****
Step 00141450 L_out=0.004 Acc=0.79 ---27930.61 ms/batch
Step 00141500 L_out=0.023 Acc=0.75 ---58517.54 ms/batch
Step 00141550 L_out=0.005 Acc=0.76 ---88311.36 ms/batch
Step 00141600 L_out=0.030 Acc=0.76 ---117690.33 ms/batch
Step 00141650 L_out=0.486 Acc=0.92 ---147652.75 ms/batch
Step 00141700 L_out=0.208 Acc=0.91 ---177502.13 ms/batch
Step 00141750 L_out=0.016 Acc=0.75 ---207544.08 ms/batch
Step 00141800 L_out=0.030 Acc=0.75 ---237428.33 ms/batch
Step 00141850 L_out=0.147 Acc=0.86 ---270899.14 ms/batch
Step 00141900 L_out=0.002 Acc=0.84 ---303849.51 ms/batch
Step 00141950 L_out=0.018 Acc=0.90 ---335908.63 ms/batch
Step 00142000 L_out=0.006 Acc=0.85 ---368761.26 ms/batch
Step 00142050 L_out=0.017 Acc=0.86 ---401333.34 ms/batch
Round 9 | epoch=2, train costTime=415.80212783813477, | total_activation_sum=3343495
Round 9 | epoch=3, current m_iou=0.8192070800160891
Round 9 | Best m_IoU is: 0.819, OA is: 0.936 | val costTime=81.4291079044342
Round 9 | ****EPOCH 3****
Step 00142100 L_out=0.018 Acc=0.87 ---17631.08 ms/batch
Step 00142150 L_out=0.022 Acc=0.83 ---48432.21 ms/batch
Step 00142200 L_out=0.012 Acc=0.88 ---77940.09 ms/batch
Step 00142250 L_out=0.008 Acc=0.88 ---107700.62 ms/batch
Step 00142300 L_out=0.030 Acc=0.81 ---138726.22 ms/batch
Step 00142350 L_out=0.016 Acc=0.89 ---169549.00 ms/batch
Step 00142400 L_out=0.019 Acc=0.74 ---200821.00 ms/batch
Step 00142450 L_out=0.024 Acc=0.91 ---230654.90 ms/batch
Step 00142500 L_out=0.008 Acc=0.83 ---260884.78 ms/batch
Step 00142550 L_out=0.010 Acc=0.94 ---291670.69 ms/batch
Step 00142600 L_out=0.012 Acc=0.75 ---321427.10 ms/batch
Step 00142650 L_out=0.069 Acc=0.81 ---352553.77 ms/batch
Step 00142700 L_out=0.830 Acc=0.91 ---383476.28 ms/batch
Round 9 | epoch=3, train costTime=406.6364905834198, | total_activation_sum=3205748
Round 9 | epoch=4, current m_iou=0.8300466161931402
Round 9 | Best m_IoU is: 0.830, OA is: 0.927 | val costTime=80.35086393356323
Round 9 | ****EPOCH 4****
Step 00142750 L_out=0.028 Acc=0.52 --- 7289.98 ms/batch
Step 00142800 L_out=0.010 Acc=0.90 ---36301.02 ms/batch
Step 00142850 L_out=0.338 Acc=0.85 ---65649.25 ms/batch
Step 00142900 L_out=0.016 Acc=0.83 ---96563.88 ms/batch
Step 00142950 L_out=0.096 Acc=0.82 ---125796.04 ms/batch
Step 00143000 L_out=0.009 Acc=0.94 ---154457.55 ms/batch
Step 00143050 L_out=0.022 Acc=0.78 ---183977.54 ms/batch
Step 00143100 L_out=0.010 Acc=0.87 ---214224.72 ms/batch
Step 00143150 L_out=0.008 Acc=0.78 ---244405.51 ms/batch
Step 00143200 L_out=0.018 Acc=0.84 ---274233.65 ms/batch
Step 00143250 L_out=0.008 Acc=0.88 ---303540.32 ms/batch
Step 00143300 L_out=0.012 Acc=0.89 ---332873.89 ms/batch
Step 00143350 L_out=0.007 Acc=0.87 ---362896.27 ms/batch
Step 00143400 L_out=0.009 Acc=0.93 ---392633.98 ms/batch
Round 9 | epoch=4, train costTime=395.6357247829437, | total_activation_sum=3288957
Round 9 | epoch=5, current m_iou=0.869590039301043
Round 9 | Best m_IoU is: 0.870, OA is: 0.954 | val costTime=76.37893652915955
Round 9 | ****EPOCH 5****
Step 00143450 L_out=0.005 Acc=0.85 ---27125.59 ms/batch
Step 00143500 L_out=0.012 Acc=0.79 ---57412.90 ms/batch
Step 00143550 L_out=0.070 Acc=0.90 ---87462.82 ms/batch
Step 00143600 L_out=0.000 Acc=0.86 ---116720.64 ms/batch
Step 00143650 L_out=0.007 Acc=0.71 ---146390.02 ms/batch
Step 00143700 L_out=0.081 Acc=0.86 ---176326.76 ms/batch
Step 00143750 L_out=0.007 Acc=0.83 ---207085.40 ms/batch
Step 00143800 L_out=0.121 Acc=0.96 ---237105.52 ms/batch
Step 00143850 L_out=0.034 Acc=0.84 ---268498.21 ms/batch
Step 00143900 L_out=0.022 Acc=0.91 ---300508.23 ms/batch
Step 00143950 L_out=0.018 Acc=0.96 ---332705.77 ms/batch
Step 00144000 L_out=0.279 Acc=0.90 ---365087.96 ms/batch
Step 00144050 L_out=0.008 Acc=0.88 ---398300.07 ms/batch
Round 9 | epoch=5, train costTime=413.68543767929077, | total_activation_sum=3222496
Round 9 | epoch=6, current m_iou=0.8911618989216956
Round 9 | Best m_IoU is: 0.891, OA is: 0.966 | val costTime=82.83267521858215
Round 9 | ****EPOCH 6****
Step 00144100 L_out=0.010 Acc=0.92 ---17827.45 ms/batch
Step 00144150 L_out=0.017 Acc=0.86 ---48679.78 ms/batch
Step 00144200 L_out=0.008 Acc=0.85 ---78275.39 ms/batch
Step 00144250 L_out=0.024 Acc=0.86 ---108420.91 ms/batch
Step 00144300 L_out=0.004 Acc=0.94 ---138485.32 ms/batch
Step 00144350 L_out=0.156 Acc=0.92 ---168477.96 ms/batch
Step 00144400 L_out=0.001 Acc=0.86 ---198569.02 ms/batch
Step 00144450 L_out=0.024 Acc=0.92 ---228172.74 ms/batch
Step 00144500 L_out=0.027 Acc=0.76 ---258364.76 ms/batch
Step 00144550 L_out=0.053 Acc=0.76 ---288169.62 ms/batch
Step 00144600 L_out=0.010 Acc=0.92 ---317532.31 ms/batch
Step 00144650 L_out=0.019 Acc=0.70 ---347025.58 ms/batch
Step 00144700 L_out=0.020 Acc=0.81 ---377497.75 ms/batch
Round 9 | epoch=6, train costTime=401.14407896995544, | total_activation_sum=3314511
Round 9 | epoch=7, current m_iou=0.8792476311525785
Round 9 | Best m_IoU is: 0.891, OA is: 0.966 | val costTime=74.12428665161133
Round 9 | ****EPOCH 7****
Step 00144750 L_out=0.016 Acc=0.85 --- 7179.11 ms/batch
Step 00144800 L_out=0.167 Acc=0.86 ---37661.83 ms/batch
Step 00144850 L_out=0.006 Acc=0.79 ---67936.99 ms/batch
Step 00144900 L_out=0.003 Acc=0.85 ---98749.56 ms/batch
Step 00144950 L_out=0.004 Acc=0.89 ---128230.85 ms/batch
Step 00145000 L_out=0.001 Acc=0.85 ---158865.60 ms/batch
Step 00145050 L_out=0.015 Acc=0.92 ---189284.40 ms/batch
Step 00145100 L_out=0.006 Acc=0.90 ---219462.54 ms/batch
Step 00145150 L_out=0.038 Acc=0.92 ---250795.20 ms/batch
Step 00145200 L_out=0.310 Acc=0.86 ---280113.83 ms/batch
Step 00145250 L_out=0.012 Acc=0.87 ---309570.48 ms/batch
Step 00145300 L_out=0.015 Acc=0.76 ---339736.11 ms/batch
Step 00145350 L_out=0.010 Acc=0.86 ---369357.19 ms/batch
Step 00145400 L_out=0.004 Acc=0.78 ---399884.42 ms/batch
Round 9 | epoch=7, train costTime=403.3768467903137, | total_activation_sum=3253250
Round 9 | epoch=8, current m_iou=0.8600556124303222
Round 9 | Best m_IoU is: 0.891, OA is: 0.966 | val costTime=78.45782804489136
Round 9 | ****EPOCH 8****
Step 00145450 L_out=0.003 Acc=0.89 ---27467.47 ms/batch
Step 00145500 L_out=0.169 Acc=0.92 ---57070.96 ms/batch
Step 00145550 L_out=0.092 Acc=0.92 ---86257.58 ms/batch
Step 00145600 L_out=0.000 Acc=0.93 ---115704.00 ms/batch
Step 00145650 L_out=0.001 Acc=0.89 ---145525.23 ms/batch
Step 00145700 L_out=0.003 Acc=0.90 ---175386.50 ms/batch
Step 00145750 L_out=0.005 Acc=0.83 ---206035.18 ms/batch
Step 00145800 L_out=0.003 Acc=0.93 ---236561.45 ms/batch
Step 00145850 L_out=0.016 Acc=0.91 ---267169.40 ms/batch
Step 00145900 L_out=0.220 Acc=0.85 ---296253.22 ms/batch
Step 00145950 L_out=0.018 Acc=0.78 ---326370.51 ms/batch
Step 00146000 L_out=0.011 Acc=0.86 ---359756.32 ms/batch
Step 00146050 L_out=0.112 Acc=0.85 ---392400.72 ms/batch
Round 9 | epoch=8, train costTime=406.70378971099854, | total_activation_sum=3268998
Round 9 | epoch=9, current m_iou=0.8874228806112002
Round 9 | Best m_IoU is: 0.891, OA is: 0.966 | val costTime=77.89414715766907
Round 9 | ****EPOCH 9****
Step 00146100 L_out=0.004 Acc=0.95 ---16299.63 ms/batch
Step 00146150 L_out=0.049 Acc=0.89 ---46838.61 ms/batch
Step 00146200 L_out=0.030 Acc=0.78 ---78917.07 ms/batch
Step 00146250 L_out=0.131 Acc=0.59 ---109622.68 ms/batch
Step 00146300 L_out=0.013 Acc=0.90 ---139918.05 ms/batch
Step 00146350 L_out=0.008 Acc=0.81 ---171593.12 ms/batch
Step 00146400 L_out=0.004 Acc=0.89 ---201800.39 ms/batch
Step 00146450 L_out=0.007 Acc=0.89 ---231786.43 ms/batch
Step 00146500 L_out=0.013 Acc=0.84 ---262272.33 ms/batch
Step 00146550 L_out=0.001 Acc=0.89 ---292166.28 ms/batch
Step 00146600 L_out=0.020 Acc=0.89 ---321458.56 ms/batch
Step 00146650 L_out=0.006 Acc=0.74 ---351138.99 ms/batch
Step 00146700 L_out=0.004 Acc=0.91 ---382492.52 ms/batch
Round 9 | epoch=9, train costTime=406.35825514793396, | total_activation_sum=3392100
Round 9 | epoch=10, current m_iou=0.8864894430571946
Round 9 | Best m_IoU is: 0.891, OA is: 0.966 | val costTime=72.6452226638794
Round 9 | ****EPOCH 10****
Step 00146750 L_out=0.007 Acc=0.91 --- 5987.69 ms/batch
Step 00146800 L_out=0.003 Acc=0.88 ---36577.13 ms/batch
Step 00146850 L_out=0.005 Acc=0.94 ---66621.61 ms/batch
Step 00146900 L_out=0.003 Acc=0.92 ---97511.52 ms/batch
Step 00146950 L_out=0.008 Acc=0.79 ---127541.46 ms/batch
Step 00147000 L_out=0.108 Acc=0.89 ---157827.87 ms/batch
Step 00147050 L_out=0.025 Acc=0.76 ---187832.42 ms/batch
Step 00147100 L_out=0.028 Acc=0.68 ---217423.76 ms/batch
Step 00147150 L_out=0.037 Acc=0.63 ---247154.93 ms/batch
Step 00147200 L_out=0.013 Acc=0.80 ---277625.13 ms/batch
Step 00147250 L_out=0.004 Acc=0.81 ---307576.33 ms/batch
Step 00147300 L_out=0.001 Acc=0.80 ---336851.91 ms/batch
Step 00147350 L_out=0.183 Acc=0.82 ---367151.03 ms/batch
Step 00147400 L_out=0.003 Acc=0.86 ---396032.71 ms/batch
Round 9 | epoch=10, train costTime=400.0465040206909, | total_activation_sum=3116014
Round 9 | epoch=11, current m_iou=0.881835017186514
Round 9 | Best m_IoU is: 0.891, OA is: 0.966 | val costTime=77.14169263839722
Round 9 | ****EPOCH 11****
Step 00147450 L_out=0.035 Acc=0.71 ---25436.75 ms/batch
Step 00147500 L_out=0.055 Acc=0.83 ---54969.52 ms/batch
Step 00147550 L_out=0.032 Acc=0.81 ---85331.52 ms/batch
Step 00147600 L_out=0.010 Acc=0.92 ---116067.78 ms/batch
Step 00147650 L_out=0.006 Acc=0.80 ---146361.64 ms/batch
Step 00147700 L_out=0.062 Acc=0.87 ---176194.76 ms/batch
Step 00147750 L_out=0.009 Acc=0.90 ---205282.42 ms/batch
Step 00147800 L_out=0.007 Acc=0.92 ---234232.53 ms/batch
Step 00147850 L_out=0.005 Acc=0.87 ---265545.89 ms/batch
Step 00147900 L_out=0.007 Acc=0.69 ---296152.00 ms/batch
Step 00147950 L_out=0.007 Acc=0.76 ---326602.06 ms/batch
Step 00148000 L_out=0.007 Acc=0.90 ---356471.27 ms/batch
Step 00148050 L_out=0.012 Acc=0.92 ---386323.07 ms/batch
Round 9 | epoch=11, train costTime=402.0626230239868, | total_activation_sum=3253555
Round 9 | epoch=12, current m_iou=0.8616722273147721
Round 9 | Best m_IoU is: 0.891, OA is: 0.966 | val costTime=83.18216705322266
Round 9 | ****EPOCH 12****
Step 00148100 L_out=0.004 Acc=0.81 ---15643.40 ms/batch
Step 00148150 L_out=0.052 Acc=0.77 ---47424.62 ms/batch
Step 00148200 L_out=0.008 Acc=0.91 ---78841.96 ms/batch
Step 00148250 L_out=0.018 Acc=0.87 ---111060.24 ms/batch
Step 00148300 L_out=0.012 Acc=0.78 ---143371.77 ms/batch
Step 00148350 L_out=0.010 Acc=0.78 ---174903.47 ms/batch
Step 00148400 L_out=0.015 Acc=0.88 ---203894.35 ms/batch
Step 00148450 L_out=0.021 Acc=0.85 ---234017.22 ms/batch
Step 00148500 L_out=0.009 Acc=0.85 ---264258.64 ms/batch
Step 00148550 L_out=0.002 Acc=0.92 ---293971.75 ms/batch
Step 00148600 L_out=0.010 Acc=0.85 ---324824.51 ms/batch
Step 00148650 L_out=0.006 Acc=0.91 ---355037.87 ms/batch
Step 00148700 L_out=0.008 Acc=0.82 ---384780.64 ms/batch
Round 9 | epoch=12, train costTime=410.3420386314392, | total_activation_sum=3361873
Round 9 | epoch=13, current m_iou=0.8776875505236882
Round 9 | Best m_IoU is: 0.891, OA is: 0.966 | val costTime=72.65683317184448
Round 9 | ****EPOCH 13****
Step 00148750 L_out=0.007 Acc=0.84 --- 5858.07 ms/batch
Step 00148800 L_out=0.007 Acc=0.87 ---35839.30 ms/batch
Step 00148850 L_out=0.002 Acc=0.87 ---64903.79 ms/batch
Step 00148900 L_out=0.037 Acc=0.90 ---95049.82 ms/batch
Step 00148950 L_out=0.004 Acc=0.90 ---123946.93 ms/batch
Step 00149000 L_out=0.027 Acc=0.93 ---152791.00 ms/batch
Step 00149050 L_out=0.002 Acc=0.85 ---182136.70 ms/batch
Step 00149100 L_out=0.005 Acc=0.86 ---211005.67 ms/batch
Step 00149150 L_out=0.274 Acc=0.83 ---241467.67 ms/batch
Step 00149200 L_out=0.006 Acc=0.87 ---270648.07 ms/batch
Step 00149250 L_out=0.014 Acc=0.91 ---299722.06 ms/batch
Step 00149300 L_out=0.004 Acc=0.86 ---328824.32 ms/batch
Step 00149350 L_out=0.006 Acc=0.93 ---358333.58 ms/batch
Step 00149400 L_out=0.004 Acc=0.88 ---388969.34 ms/batch
Round 9 | epoch=13, train costTime=394.209486246109, | total_activation_sum=3180518
Round 9 | epoch=14, current m_iou=0.8855372685527307
Round 9 | Best m_IoU is: 0.891, OA is: 0.966 | val costTime=72.90426921844482
Round 9 | ****EPOCH 14****
Step 00149450 L_out=0.001 Acc=0.82 ---25378.19 ms/batch
Step 00149500 L_out=0.015 Acc=0.78 ---54466.11 ms/batch
Step 00149550 L_out=0.004 Acc=0.92 ---84171.22 ms/batch
Step 00149600 L_out=0.008 Acc=0.92 ---113178.77 ms/batch
Step 00149650 L_out=0.021 Acc=0.87 ---143406.81 ms/batch
Step 00149700 L_out=0.007 Acc=0.89 ---172953.90 ms/batch
Step 00149750 L_out=0.024 Acc=0.85 ---201368.72 ms/batch
Step 00149800 L_out=0.002 Acc=0.83 ---230007.13 ms/batch
Step 00149850 L_out=0.003 Acc=0.95 ---258603.60 ms/batch
Step 00149900 L_out=0.002 Acc=0.86 ---288216.52 ms/batch
Step 00149950 L_out=0.001 Acc=0.89 ---317330.54 ms/batch
Step 00150000 L_out=0.003 Acc=0.88 ---346338.27 ms/batch
Step 00150050 L_out=0.009 Acc=0.92 ---376957.33 ms/batch
Round 9 | epoch=14, train costTime=391.5506434440613, | total_activation_sum=3404949
Round 9 | epoch=15, current m_iou=0.893454534111813
Round 9 | Best m_IoU is: 0.893, OA is: 0.966 | val costTime=73.08864903450012
Round 9 | ****EPOCH 15****
Step 00150100 L_out=0.002 Acc=0.90 ---15492.09 ms/batch
Step 00150150 L_out=0.128 Acc=0.92 ---47420.08 ms/batch
Step 00150200 L_out=0.008 Acc=0.79 ---80187.61 ms/batch
Step 00150250 L_out=0.001 Acc=0.95 ---112096.36 ms/batch
Step 00150300 L_out=0.019 Acc=0.91 ---144730.21 ms/batch
Step 00150350 L_out=0.039 Acc=0.85 ---179530.52 ms/batch
Step 00150400 L_out=0.045 Acc=0.98 ---210509.72 ms/batch
Step 00150450 L_out=0.029 Acc=0.78 ---243313.42 ms/batch
Step 00150500 L_out=0.010 Acc=0.94 ---274291.53 ms/batch
Step 00150550 L_out=0.003 Acc=0.87 ---305858.98 ms/batch
Step 00150600 L_out=0.013 Acc=0.84 ---334693.58 ms/batch
Step 00150650 L_out=0.013 Acc=0.83 ---365770.79 ms/batch
Step 00150700 L_out=0.006 Acc=0.85 ---396214.20 ms/batch
Round 9 | epoch=15, train costTime=420.19772148132324, | total_activation_sum=3100832
Round 9 | epoch=16, current m_iou=0.8761347271925227
Round 9 | Best m_IoU is: 0.893, OA is: 0.966 | val costTime=74.58257603645325
Round 9 | ****EPOCH 16****
Step 00150750 L_out=0.002 Acc=0.86 --- 4443.33 ms/batch
Step 00150800 L_out=0.002 Acc=0.93 ---33701.56 ms/batch
Step 00150850 L_out=0.010 Acc=0.88 ---62632.10 ms/batch
Step 00150900 L_out=0.012 Acc=0.79 ---91590.47 ms/batch
Step 00150950 L_out=0.009 Acc=0.84 ---121270.90 ms/batch
Step 00151000 L_out=0.056 Acc=0.85 ---152026.39 ms/batch
Step 00151050 L_out=0.007 Acc=0.91 ---181568.17 ms/batch
Step 00151100 L_out=0.003 Acc=0.96 ---211494.06 ms/batch
Step 00151150 L_out=0.010 Acc=0.85 ---240766.75 ms/batch
Step 00151200 L_out=0.003 Acc=0.92 ---269830.00 ms/batch
Step 00151250 L_out=0.003 Acc=0.91 ---298806.30 ms/batch
Step 00151300 L_out=0.126 Acc=0.90 ---328468.98 ms/batch
Step 00151350 L_out=0.002 Acc=0.88 ---358402.55 ms/batch
Step 00151400 L_out=0.002 Acc=0.89 ---386968.96 ms/batch
Round 9 | epoch=16, train costTime=392.05142092704773, | total_activation_sum=3308603
Round 9 | epoch=17, current m_iou=0.8804672682641494
Round 9 | Best m_IoU is: 0.893, OA is: 0.966 | val costTime=71.82907557487488
Round 9 | ****EPOCH 17****
Step 00151450 L_out=0.117 Acc=0.89 ---24535.50 ms/batch
Step 00151500 L_out=0.010 Acc=0.77 ---53611.21 ms/batch
Step 00151550 L_out=0.007 Acc=0.84 ---82840.30 ms/batch
Step 00151600 L_out=0.024 Acc=0.81 ---111826.69 ms/batch
Step 00151650 L_out=0.033 Acc=0.85 ---141365.37 ms/batch
Step 00151700 L_out=0.003 Acc=0.86 ---171367.01 ms/batch
Step 00151750 L_out=0.002 Acc=0.94 ---200249.77 ms/batch
Step 00151800 L_out=0.032 Acc=0.95 ---228713.78 ms/batch
Step 00151850 L_out=0.009 Acc=0.94 ---257905.40 ms/batch
Step 00151900 L_out=0.002 Acc=0.89 ---286874.69 ms/batch
Step 00151950 L_out=0.071 Acc=0.94 ---317994.78 ms/batch
Step 00152000 L_out=0.003 Acc=0.81 ---348058.13 ms/batch
Step 00152050 L_out=0.025 Acc=0.87 ---377589.60 ms/batch
Round 9 | epoch=17, train costTime=393.3981168270111, | total_activation_sum=3238898
Round 9 | epoch=18, current m_iou=0.8856105017185711
Round 9 | Best m_IoU is: 0.893, OA is: 0.966 | val costTime=74.18826007843018
Round 9 | ****EPOCH 18****
Step 00152100 L_out=0.003 Acc=0.75 ---15269.57 ms/batch
Step 00152150 L_out=0.031 Acc=0.92 ---46880.75 ms/batch
Step 00152200 L_out=0.002 Acc=0.71 ---78623.34 ms/batch
Step 00152250 L_out=0.012 Acc=0.87 ---110819.58 ms/batch
Step 00152300 L_out=0.012 Acc=0.95 ---141502.56 ms/batch
Step 00152350 L_out=0.027 Acc=0.77 ---166756.90 ms/batch
Step 00152400 L_out=0.005 Acc=0.83 ---192452.86 ms/batch
