Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.043 Acc=0.65 ---30468.19 ms/batch
Round 2 | ****EPOCH 0****
Step 00000050 L_out=0.454 Acc=0.64 ---24558.32 ms/batch
Step 00000100 L_out=0.039 Acc=0.52 ---47153.43 ms/batch
Step 00000150 L_out=0.140 Acc=0.12 ---70016.49 ms/batch
Step 00000200 L_out=0.027 Acc=0.25 ---92892.80 ms/batch
Step 00000250 L_out=0.225 Acc=0.39 ---116118.86 ms/batch
Step 00000300 L_out=0.380 Acc=0.46 ---138963.33 ms/batch
Step 00000350 L_out=0.174 Acc=0.34 ---161862.44 ms/batch
Step 00000400 L_out=2.067 Acc=0.40 ---184609.94 ms/batch
Step 00000450 L_out=0.370 Acc=0.63 ---207425.85 ms/batch
Step 00000500 L_out=0.258 Acc=0.62 ---229881.94 ms/batch
Step 00000550 L_out=0.268 Acc=0.34 ---252697.88 ms/batch
Step 00000600 L_out=0.171 Acc=0.39 ---275417.16 ms/batch
Step 00000650 L_out=0.068 Acc=0.42 ---298011.28 ms/batch
Round 2 | epoch=0, train costTime=305.77279591560364, | total_activation_sum=5052818
Round 2 | epoch=1, current m_iou=0.2101987273682992
Round 2 | Best m_IoU is: 0.210, OA is: 0.293 | val costTime=143.61498355865479
Round 2 | ****EPOCH 1****
Step 00000700 L_out=0.113 Acc=0.53 ---14950.81 ms/batch
Step 00000750 L_out=0.368 Acc=0.38 ---37428.21 ms/batch
Step 00000800 L_out=0.212 Acc=0.44 ---60079.30 ms/batch
Step 00000850 L_out=0.070 Acc=0.64 ---83170.64 ms/batch
Step 00000900 L_out=0.672 Acc=0.75 ---105745.43 ms/batch
Step 00000950 L_out=0.147 Acc=0.37 ---128455.39 ms/batch
Step 00001000 L_out=0.090 Acc=0.53 ---151074.58 ms/batch
Step 00001050 L_out=0.130 Acc=0.43 ---175642.92 ms/batch
Step 00001100 L_out=0.197 Acc=0.21 ---203009.26 ms/batch
Step 00001150 L_out=0.095 Acc=0.63 ---230435.72 ms/batch
Step 00001200 L_out=0.097 Acc=0.44 ---257282.78 ms/batch
Step 00001250 L_out=0.242 Acc=0.51 ---284329.98 ms/batch
Step 00001300 L_out=0.464 Acc=0.33 ---311399.63 ms/batch
Round 2 | epoch=1, train costTime=329.52547240257263, | total_activation_sum=4496241
Round 2 | epoch=2, current m_iou=0.17684349882246742
Round 2 | Best m_IoU is: 0.210, OA is: 0.293 | val costTime=177.1885223388672
Round 2 | ****EPOCH 2****
Step 00001350 L_out=0.140 Acc=0.64 --- 8494.14 ms/batch
Step 00001400 L_out=0.190 Acc=0.57 ---35966.08 ms/batch
Step 00001450 L_out=0.201 Acc=0.49 ---64094.83 ms/batch
Step 00001500 L_out=0.271 Acc=0.55 ---92027.86 ms/batch
Step 00001550 L_out=0.138 Acc=0.55 ---120191.72 ms/batch
Step 00001600 L_out=0.068 Acc=0.59 ---147545.17 ms/batch
Step 00001650 L_out=0.098 Acc=0.62 ---170890.60 ms/batch
Step 00001700 L_out=0.041 Acc=0.63 ---198231.66 ms/batch
Step 00001750 L_out=0.163 Acc=0.58 ---224953.18 ms/batch
Step 00001800 L_out=0.272 Acc=0.43 ---251901.16 ms/batch
Step 00001850 L_out=0.076 Acc=0.53 ---278831.92 ms/batch
Step 00001900 L_out=0.199 Acc=0.60 ---305517.58 ms/batch
Step 00001950 L_out=0.660 Acc=0.65 ---332614.81 ms/batch
Step 00002000 L_out=0.060 Acc=0.63 ---359503.10 ms/batch
Round 2 | epoch=2, train costTime=360.02237010002136, | total_activation_sum=4473908
Round 2 | epoch=3, current m_iou=0.29925832858252077
Round 2 | Best m_IoU is: 0.299, OA is: 0.472 | val costTime=167.7861876487732
Round 2 | ****EPOCH 3****
Step 00002050 L_out=0.193 Acc=0.47 ---26867.41 ms/batch
Step 00002100 L_out=0.012 Acc=0.60 ---54471.81 ms/batch
Step 00002150 L_out=0.374 Acc=0.44 ---82608.51 ms/batch
Step 00002200 L_out=0.016 Acc=0.60 ---110670.29 ms/batch
Step 00002250 L_out=0.131 Acc=0.65 ---136721.03 ms/batch
Step 00002300 L_out=0.060 Acc=0.62 ---160539.49 ms/batch
Step 00002350 L_out=0.183 Acc=0.68 ---187576.63 ms/batch
Step 00002400 L_out=0.015 Acc=0.73 ---214825.17 ms/batch
Step 00002450 L_out=0.120 Acc=0.76 ---241892.59 ms/batch
Step 00002500 L_out=0.131 Acc=0.53 ---269050.27 ms/batch
Step 00002550 L_out=0.101 Acc=0.63 ---296063.88 ms/batch
Step 00002600 L_out=0.081 Acc=0.47 ---322985.13 ms/batch
Step 00002650 L_out=0.300 Acc=0.70 ---349689.40 ms/batch
Round 2 | epoch=3, train costTime=359.1711747646332, | total_activation_sum=4521798
Round 2 | epoch=4, current m_iou=0.31348003674935293
Round 2 | Best m_IoU is: 0.313, OA is: 0.528 | val costTime=171.67829871177673
Round 2 | ****EPOCH 4****
Step 00002700 L_out=0.117 Acc=0.50 ---17961.14 ms/batch
Step 00002750 L_out=0.213 Acc=0.64 ---46314.27 ms/batch
Step 00002800 L_out=0.243 Acc=0.66 ---74553.08 ms/batch
Step 00002850 L_out=0.068 Acc=0.67 ---103008.79 ms/batch
Step 00002900 L_out=0.058 Acc=0.69 ---127810.52 ms/batch
Step 00002950 L_out=0.233 Acc=0.73 ---153306.30 ms/batch
Step 00003000 L_out=0.451 Acc=0.45 ---180367.35 ms/batch
Step 00003050 L_out=0.122 Acc=0.64 ---207221.17 ms/batch
Step 00003100 L_out=0.197 Acc=0.78 ---233901.20 ms/batch
Step 00003150 L_out=0.085 Acc=0.69 ---261020.74 ms/batch
Step 00003200 L_out=0.074 Acc=0.81 ---287742.92 ms/batch
Step 00003250 L_out=0.200 Acc=0.60 ---314942.79 ms/batch
Step 00003300 L_out=0.131 Acc=0.52 ---341654.37 ms/batch
Round 2 | epoch=4, train costTime=360.57128381729126, | total_activation_sum=4549629
Round 2 | epoch=5, current m_iou=0.39616164338001875
Round 2 | Best m_IoU is: 0.396, OA is: 0.673 | val costTime=164.5595841407776
Round 2 | ****EPOCH 5****
Step 00003350 L_out=0.047 Acc=0.69 --- 8423.25 ms/batch
Step 00003400 L_out=0.051 Acc=0.64 ---36173.21 ms/batch
Step 00003450 L_out=0.140 Acc=0.72 ---63667.65 ms/batch
Step 00003500 L_out=0.020 Acc=0.68 ---91211.62 ms/batch
Step 00003550 L_out=0.153 Acc=0.73 ---116895.48 ms/batch
Step 00003600 L_out=0.250 Acc=0.56 ---141447.75 ms/batch
Step 00003650 L_out=0.013 Acc=0.70 ---168185.77 ms/batch
Step 00003700 L_out=0.117 Acc=0.54 ---195202.29 ms/batch
Step 00003750 L_out=0.191 Acc=0.62 ---221886.86 ms/batch
Step 00003800 L_out=0.245 Acc=0.68 ---248927.54 ms/batch
Step 00003850 L_out=0.189 Acc=0.65 ---275821.86 ms/batch
Step 00003900 L_out=0.158 Acc=0.59 ---303143.01 ms/batch
Step 00003950 L_out=0.078 Acc=0.53 ---330046.29 ms/batch
Step 00004000 L_out=0.100 Acc=0.71 ---357194.76 ms/batch
Round 2 | epoch=5, train costTime=358.312406539917, | total_activation_sum=4516696
Round 2 | epoch=6, current m_iou=0.41002560221622963
Round 2 | Best m_IoU is: 0.410, OA is: 0.668 | val costTime=174.7627477645874
Round 2 | ****EPOCH 6****
Step 00004050 L_out=0.109 Acc=0.53 ---26537.02 ms/batch
Step 00004100 L_out=0.338 Acc=0.75 ---54474.38 ms/batch
Step 00004150 L_out=0.134 Acc=0.60 ---82009.72 ms/batch
Step 00004200 L_out=0.037 Acc=0.52 ---107331.45 ms/batch
Step 00004250 L_out=0.076 Acc=0.71 ---133005.25 ms/batch
Step 00004300 L_out=0.017 Acc=0.58 ---160111.28 ms/batch
Step 00004350 L_out=0.038 Acc=0.77 ---187098.49 ms/batch
Step 00004400 L_out=0.029 Acc=0.86 ---214271.20 ms/batch
Step 00004450 L_out=0.169 Acc=0.77 ---241241.31 ms/batch
Step 00004500 L_out=0.135 Acc=0.54 ---268007.54 ms/batch
Step 00004550 L_out=0.091 Acc=0.82 ---294846.20 ms/batch
Step 00004600 L_out=0.169 Acc=0.71 ---321819.20 ms/batch
Step 00004650 L_out=0.007 Acc=0.53 ---348492.67 ms/batch
Round 2 | epoch=6, train costTime=358.9906256198883, | total_activation_sum=4534858
Round 2 | epoch=7, current m_iou=0.37813594295986863
Round 2 | Best m_IoU is: 0.410, OA is: 0.668 | val costTime=176.68010878562927
Round 2 | ****EPOCH 7****
Step 00004700 L_out=0.170 Acc=0.71 ---17282.14 ms/batch
Step 00004750 L_out=0.249 Acc=0.57 ---45367.57 ms/batch
Step 00004800 L_out=0.339 Acc=0.65 ---73272.25 ms/batch
Step 00004850 L_out=0.040 Acc=0.86 ---97528.80 ms/batch
Step 00004900 L_out=0.064 Acc=0.70 ---124354.38 ms/batch
Step 00004950 L_out=0.147 Acc=0.66 ---151047.90 ms/batch
Step 00005000 L_out=0.477 Acc=0.84 ---177684.48 ms/batch
Step 00005050 L_out=0.174 Acc=0.77 ---204474.12 ms/batch
Step 00005100 L_out=0.028 Acc=0.87 ---231434.68 ms/batch
Step 00005150 L_out=0.176 Acc=0.74 ---258082.92 ms/batch
Step 00005200 L_out=0.043 Acc=0.66 ---285799.03 ms/batch
Step 00005250 L_out=0.071 Acc=0.79 ---313392.33 ms/batch
Step 00005300 L_out=0.077 Acc=0.69 ---340726.25 ms/batch
Round 2 | epoch=7, train costTime=359.90076899528503, | total_activation_sum=4445612
Round 2 | epoch=8, current m_iou=0.3684119446899655
Round 2 | Best m_IoU is: 0.410, OA is: 0.668 | val costTime=168.88189911842346
Round 2 | ****EPOCH 8****
Step 00005350 L_out=0.060 Acc=0.88 --- 7900.79 ms/batch
Step 00005400 L_out=0.070 Acc=0.73 ---35742.73 ms/batch
Step 00005450 L_out=0.789 Acc=0.62 ---63613.21 ms/batch
Step 00005500 L_out=0.026 Acc=0.82 ---86688.53 ms/batch
Step 00005550 L_out=0.125 Acc=0.62 ---113224.78 ms/batch
Step 00005600 L_out=0.058 Acc=0.81 ---140461.57 ms/batch
Step 00005650 L_out=0.098 Acc=0.79 ---167167.29 ms/batch
Step 00005700 L_out=0.083 Acc=0.74 ---193998.23 ms/batch
Step 00005750 L_out=0.103 Acc=0.78 ---220881.68 ms/batch
Step 00005800 L_out=0.081 Acc=0.62 ---247621.80 ms/batch
Step 00005850 L_out=0.041 Acc=0.69 ---274786.35 ms/batch
Step 00005900 L_out=0.050 Acc=0.76 ---301374.93 ms/batch
Step 00005950 L_out=0.045 Acc=0.75 ---328427.70 ms/batch
Step 00006000 L_out=0.091 Acc=0.73 ---355219.81 ms/batch
Round 2 | epoch=8, train costTime=356.8070650100708, | total_activation_sum=4599769
Round 2 | epoch=9, current m_iou=0.4584101274696878
Round 2 | Best m_IoU is: 0.458, OA is: 0.768 | val costTime=178.1108717918396
Round 2 | ****EPOCH 9****
Step 00006050 L_out=0.142 Acc=0.73 ---26075.75 ms/batch
Step 00006100 L_out=0.054 Acc=0.76 ---54137.21 ms/batch
Step 00006150 L_out=0.016 Acc=0.80 ---77208.95 ms/batch
Step 00006200 L_out=0.216 Acc=0.60 ---103906.78 ms/batch
Step 00006250 L_out=0.073 Acc=0.59 ---130951.89 ms/batch
Step 00006300 L_out=0.044 Acc=0.80 ---157941.15 ms/batch
Step 00006350 L_out=0.037 Acc=0.88 ---184964.12 ms/batch
Step 00006400 L_out=0.105 Acc=0.77 ---211561.38 ms/batch
Step 00006450 L_out=0.098 Acc=0.82 ---238531.54 ms/batch
Step 00006500 L_out=0.027 Acc=0.62 ---266869.37 ms/batch
Step 00006550 L_out=0.065 Acc=0.76 ---294311.27 ms/batch
Step 00006600 L_out=0.051 Acc=0.73 ---321086.65 ms/batch
Step 00006650 L_out=0.161 Acc=0.80 ---348142.08 ms/batch
Round 2 | epoch=9, train costTime=358.92253708839417, | total_activation_sum=4549915
Round 2 | epoch=10, current m_iou=0.4933514309727577
Round 2 | Best m_IoU is: 0.493, OA is: 0.829 | val costTime=177.969242811203
Round 2 | ****EPOCH 10****
Step 00006700 L_out=0.101 Acc=0.81 ---16464.64 ms/batch
Step 00006750 L_out=0.019 Acc=0.71 ---44273.86 ms/batch
Step 00006800 L_out=0.085 Acc=0.79 ---67667.66 ms/batch
Step 00006850 L_out=0.065 Acc=0.77 ---93243.99 ms/batch
Step 00006900 L_out=0.050 Acc=0.76 ---120508.74 ms/batch
Step 00006950 L_out=0.049 Acc=0.85 ---147303.90 ms/batch
Step 00007000 L_out=0.051 Acc=0.91 ---174245.94 ms/batch
Step 00007050 L_out=0.040 Acc=0.76 ---201399.69 ms/batch
Step 00007100 L_out=0.151 Acc=0.78 ---228054.79 ms/batch
Step 00007150 L_out=0.140 Acc=0.79 ---255046.43 ms/batch
Step 00007200 L_out=0.031 Acc=0.80 ---282351.90 ms/batch
Step 00007250 L_out=0.109 Acc=0.80 ---309222.35 ms/batch
Step 00007300 L_out=0.047 Acc=0.80 ---336211.02 ms/batch
Round 2 | epoch=10, train costTime=356.1610038280487, | total_activation_sum=4586145
Round 2 | epoch=11, current m_iou=0.478531342364782
Round 2 | Best m_IoU is: 0.493, OA is: 0.829 | val costTime=179.11680030822754
Round 2 | ****EPOCH 11****
Step 00007350 L_out=0.047 Acc=0.71 --- 7207.22 ms/batch
Step 00007400 L_out=0.046 Acc=0.90 ---35040.66 ms/batch
Step 00007450 L_out=0.045 Acc=0.78 ---59477.21 ms/batch
Step 00007500 L_out=0.062 Acc=0.70 ---84973.35 ms/batch
Step 00007550 L_out=0.074 Acc=0.83 ---111707.55 ms/batch
Step 00007600 L_out=0.004 Acc=0.87 ---138727.16 ms/batch
Step 00007650 L_out=0.242 Acc=0.68 ---165736.30 ms/batch
Step 00007700 L_out=0.060 Acc=0.74 ---192832.58 ms/batch
Step 00007750 L_out=0.094 Acc=0.81 ---219953.34 ms/batch
Step 00007800 L_out=0.090 Acc=0.70 ---246644.66 ms/batch
Step 00007850 L_out=0.104 Acc=0.69 ---273572.88 ms/batch
Step 00007900 L_out=0.047 Acc=0.67 ---300645.65 ms/batch
Step 00007950 L_out=0.210 Acc=0.64 ---327545.78 ms/batch
Step 00008000 L_out=0.028 Acc=0.82 ---354925.76 ms/batch
Round 2 | epoch=11, train costTime=357.26384449005127, | total_activation_sum=4552089
Round 2 | epoch=12, current m_iou=0.4809508241662159
Round 2 | Best m_IoU is: 0.493, OA is: 0.829 | val costTime=177.24800848960876
Round 2 | ****EPOCH 12****
Step 00008050 L_out=0.064 Acc=0.86 ---25885.99 ms/batch
Step 00008100 L_out=0.129 Acc=0.76 ---50179.57 ms/batch
Step 00008150 L_out=0.010 Acc=0.81 ---75420.37 ms/batch
Step 00008200 L_out=0.020 Acc=0.88 ---102556.61 ms/batch
Step 00008250 L_out=0.134 Acc=0.57 ---129146.27 ms/batch
Step 00008300 L_out=0.067 Acc=0.68 ---155971.49 ms/batch
Step 00008350 L_out=0.082 Acc=0.71 ---182864.43 ms/batch
Step 00008400 L_out=0.136 Acc=0.72 ---209968.43 ms/batch
Step 00008450 L_out=0.029 Acc=0.68 ---236931.56 ms/batch
Step 00008500 L_out=0.051 Acc=0.79 ---264089.97 ms/batch
Step 00008550 L_out=0.016 Acc=0.89 ---291129.90 ms/batch
Step 00008600 L_out=0.200 Acc=0.80 ---318270.70 ms/batch
Step 00008650 L_out=0.030 Acc=0.83 ---346131.24 ms/batch
Round 2 | epoch=12, train costTime=358.0514636039734, | total_activation_sum=4518801
Round 2 | epoch=13, current m_iou=0.4857800220426818
Round 2 | Best m_IoU is: 0.493, OA is: 0.829 | val costTime=180.72932362556458
Round 2 | ****EPOCH 13****
Step 00008700 L_out=0.069 Acc=0.79 ---15970.50 ms/batch
Step 00008750 L_out=0.123 Acc=0.80 ---40827.39 ms/batch
Step 00008800 L_out=0.134 Acc=0.80 ---66025.92 ms/batch
Step 00008850 L_out=0.071 Acc=0.71 ---94130.22 ms/batch
Step 00008900 L_out=0.043 Acc=0.69 ---121244.04 ms/batch
Step 00008950 L_out=0.059 Acc=0.71 ---148178.91 ms/batch
Step 00009000 L_out=0.084 Acc=0.61 ---175385.18 ms/batch
Step 00009050 L_out=0.062 Acc=0.78 ---202145.23 ms/batch
Step 00009100 L_out=0.051 Acc=0.72 ---228937.19 ms/batch
Step 00009150 L_out=0.056 Acc=0.79 ---256079.01 ms/batch
Step 00009200 L_out=0.072 Acc=0.78 ---283735.71 ms/batch
Step 00009250 L_out=0.063 Acc=0.65 ---310758.92 ms/batch
Step 00009300 L_out=0.027 Acc=0.89 ---337850.29 ms/batch
Round 2 | epoch=13, train costTime=358.63712787628174, | total_activation_sum=4534512
Round 2 | epoch=14, current m_iou=0.5161477302342071
Round 2 | Best m_IoU is: 0.516, OA is: 0.832 | val costTime=168.4199023246765
Round 2 | ****EPOCH 14****
Step 00009350 L_out=0.036 Acc=0.82 --- 6646.83 ms/batch
Step 00009400 L_out=0.048 Acc=0.67 ---33863.01 ms/batch
Step 00009450 L_out=0.034 Acc=0.70 ---57302.43 ms/batch
Step 00009500 L_out=0.025 Acc=0.78 ---84489.15 ms/batch
Step 00009550 L_out=0.060 Acc=0.68 ---111465.06 ms/batch
Step 00009600 L_out=0.067 Acc=0.93 ---138546.14 ms/batch
Step 00009650 L_out=0.115 Acc=0.86 ---165430.75 ms/batch
Step 00009700 L_out=0.043 Acc=0.84 ---192650.65 ms/batch
Step 00009750 L_out=0.018 Acc=0.92 ---219889.17 ms/batch
Step 00009800 L_out=0.037 Acc=0.78 ---247108.92 ms/batch
Step 00009850 L_out=0.063 Acc=0.92 ---274220.06 ms/batch
Step 00009900 L_out=0.081 Acc=0.77 ---301414.70 ms/batch
Step 00009950 L_out=0.094 Acc=0.68 ---328920.25 ms/batch
Step 00010000 L_out=0.052 Acc=0.84 ---355973.49 ms/batch
Round 2 | epoch=14, train costTime=358.790335893631, | total_activation_sum=4616574
Round 2 | epoch=15, current m_iou=0.504252669802891
Round 2 | Best m_IoU is: 0.516, OA is: 0.832 | val costTime=196.09958934783936
Round 2 | ****EPOCH 15****
Step 00010050 L_out=0.088 Acc=0.84 ---22927.45 ms/batch
Step 00010100 L_out=0.038 Acc=0.82 ---48176.52 ms/batch
Step 00010150 L_out=0.075 Acc=0.86 ---75361.01 ms/batch
Step 00010200 L_out=0.016 Acc=0.78 ---102913.27 ms/batch
Step 00010250 L_out=0.042 Acc=0.80 ---130098.13 ms/batch
Step 00010300 L_out=0.072 Acc=0.80 ---156477.55 ms/batch
Step 00010350 L_out=0.253 Acc=0.61 ---183347.15 ms/batch
Step 00010400 L_out=0.035 Acc=0.83 ---210425.47 ms/batch
Step 00010450 L_out=0.033 Acc=0.67 ---237606.08 ms/batch
Step 00010500 L_out=0.039 Acc=0.86 ---264828.82 ms/batch
Step 00010550 L_out=0.135 Acc=0.71 ---292104.20 ms/batch
Step 00010600 L_out=0.045 Acc=0.75 ---318749.07 ms/batch
Step 00010650 L_out=0.181 Acc=0.84 ---346158.59 ms/batch
Round 2 | epoch=15, train costTime=358.0667927265167, | total_activation_sum=4541823
Round 2 | epoch=16, current m_iou=0.5374544397025385
Round 2 | Best m_IoU is: 0.537, OA is: 0.843 | val costTime=180.25629234313965
Round 2 | ****EPOCH 16****
Step 00010700 L_out=0.039 Acc=0.87 ---13497.49 ms/batch
Step 00010750 L_out=0.009 Acc=0.84 ---39213.49 ms/batch
Step 00010800 L_out=0.078 Acc=0.48 ---66404.67 ms/batch
Step 00010850 L_out=0.063 Acc=0.77 ---93003.57 ms/batch
Step 00010900 L_out=0.036 Acc=0.81 ---119930.02 ms/batch
Step 00010950 L_out=0.042 Acc=0.86 ---146786.83 ms/batch
Step 00011000 L_out=0.030 Acc=0.86 ---173424.87 ms/batch
Step 00011050 L_out=0.209 Acc=0.76 ---200300.08 ms/batch
Step 00011100 L_out=0.128 Acc=0.80 ---227527.23 ms/batch
Step 00011150 L_out=0.120 Acc=0.81 ---254173.60 ms/batch
Step 00011200 L_out=0.230 Acc=0.77 ---281569.20 ms/batch
Step 00011250 L_out=0.280 Acc=0.84 ---309328.88 ms/batch
Step 00011300 L_out=0.011 Acc=0.90 ---336212.38 ms/batch
Round 2 | epoch=16, train costTime=357.14047026634216, | total_activation_sum=4500872
Round 2 | epoch=17, current m_iou=0.5510901097714629
Round 2 | Best m_IoU is: 0.551, OA is: 0.861 | val costTime=186.04503417015076
Round 2 | ****EPOCH 17****
Step 00011350 L_out=0.012 Acc=0.82 --- 4988.16 ms/batch
Step 00011400 L_out=0.052 Acc=0.82 ---30976.42 ms/batch
Step 00011450 L_out=0.106 Acc=0.79 ---57519.65 ms/batch
Step 00011500 L_out=0.019 Acc=0.73 ---84200.83 ms/batch
Step 00011550 L_out=0.014 Acc=0.84 ---111339.07 ms/batch
Step 00011600 L_out=0.196 Acc=0.87 ---138363.93 ms/batch
Step 00011650 L_out=0.063 Acc=0.82 ---165623.35 ms/batch
Step 00011700 L_out=0.032 Acc=0.82 ---192530.50 ms/batch
Step 00011750 L_out=0.064 Acc=0.77 ---219402.07 ms/batch
Step 00011800 L_out=0.115 Acc=0.82 ---246023.61 ms/batch
Step 00011850 L_out=0.059 Acc=0.84 ---273460.89 ms/batch
Step 00011900 L_out=0.010 Acc=0.87 ---300678.38 ms/batch
Step 00011950 L_out=0.052 Acc=0.76 ---327973.12 ms/batch
Step 00012000 L_out=0.010 Acc=0.84 ---354973.02 ms/batch
Round 2 | epoch=17, train costTime=358.2068610191345, | total_activation_sum=4488099
Round 2 | epoch=18, current m_iou=0.5421542825879606
Round 2 | Best m_IoU is: 0.551, OA is: 0.861 | val costTime=178.83293223381042
Round 2 | ****EPOCH 18****
Step 00012050 L_out=0.036 Acc=0.78 ---22234.69 ms/batch
Step 00012100 L_out=0.063 Acc=0.80 ---49195.17 ms/batch
Step 00012150 L_out=0.097 Acc=0.80 ---76220.86 ms/batch
Step 00012200 L_out=0.039 Acc=0.81 ---103391.94 ms/batch
Step 00012250 L_out=0.054 Acc=0.95 ---130529.18 ms/batch
Step 00012300 L_out=0.015 Acc=0.74 ---157396.12 ms/batch
Step 00012350 L_out=0.152 Acc=0.74 ---184245.25 ms/batch
Step 00012400 L_out=0.092 Acc=0.76 ---211788.62 ms/batch
Step 00012450 L_out=0.022 Acc=0.91 ---238708.34 ms/batch
Step 00012500 L_out=0.041 Acc=0.86 ---265312.56 ms/batch
Step 00012550 L_out=0.020 Acc=0.81 ---291852.85 ms/batch
Step 00012600 L_out=0.029 Acc=0.75 ---319025.21 ms/batch
Step 00012650 L_out=0.046 Acc=0.68 ---346707.85 ms/batch
Round 2 | epoch=18, train costTime=359.10680294036865, | total_activation_sum=4604020
Round 2 | epoch=19, current m_iou=0.550800544608446
Round 2 | Best m_IoU is: 0.551, OA is: 0.861 | val costTime=181.47975969314575
Round 2 | ****EPOCH 19****
Step 00012700 L_out=0.015 Acc=0.85 ---13702.77 ms/batch
Step 00012750 L_out=0.038 Acc=0.77 ---40780.77 ms/batch
Step 00012800 L_out=0.039 Acc=0.86 ---67473.60 ms/batch
Step 00012850 L_out=0.036 Acc=0.84 ---94216.92 ms/batch
Step 00012900 L_out=0.006 Acc=0.78 ---121424.90 ms/batch
Step 00012950 L_out=0.013 Acc=0.79 ---148616.70 ms/batch
Step 00013000 L_out=0.014 Acc=0.85 ---176103.74 ms/batch
Step 00013050 L_out=0.025 Acc=0.78 ---203169.91 ms/batch
Step 00013100 L_out=0.054 Acc=0.82 ---230232.25 ms/batch
Step 00013150 L_out=0.065 Acc=0.83 ---257287.61 ms/batch
Step 00013200 L_out=0.008 Acc=0.83 ---284173.22 ms/batch
Step 00013250 L_out=0.051 Acc=0.70 ---311239.96 ms/batch
Step 00013300 L_out=0.171 Acc=0.84 ---337994.33 ms/batch
Round 2 | epoch=19, train costTime=359.57182693481445, | total_activation_sum=4580925
Round 2 | epoch=20, current m_iou=0.5560097372599534
Round 2 | Best m_IoU is: 0.556, OA is: 0.859 | val costTime=183.997296333313
Round 2 | ****EPOCH 20****
Step 00013350 L_out=0.013 Acc=0.93 --- 5305.76 ms/batch
Step 00013400 L_out=0.092 Acc=0.80 ---32196.60 ms/batch
Step 00013450 L_out=0.027 Acc=0.84 ---59137.27 ms/batch
Step 00013500 L_out=0.022 Acc=0.91 ---86044.45 ms/batch
Step 00013550 L_out=0.047 Acc=0.89 ---113052.73 ms/batch
Step 00013600 L_out=0.014 Acc=0.86 ---139839.13 ms/batch
Step 00013650 L_out=0.013 Acc=0.86 ---167282.55 ms/batch
Step 00013700 L_out=0.025 Acc=0.77 ---193973.39 ms/batch
Step 00013750 L_out=0.054 Acc=0.79 ---220763.27 ms/batch
Step 00013800 L_out=0.055 Acc=0.87 ---247716.12 ms/batch
Step 00013850 L_out=0.031 Acc=0.92 ---274969.36 ms/batch
Step 00013900 L_out=0.086 Acc=0.80 ---302917.06 ms/batch
Step 00013950 L_out=0.224 Acc=0.74 ---330111.36 ms/batch
Step 00014000 L_out=0.067 Acc=0.80 ---356948.95 ms/batch
Round 2 | epoch=20, train costTime=360.8221619129181, | total_activation_sum=4557002
Round 2 | epoch=21, current m_iou=0.560951285491644
Round 2 | Best m_IoU is: 0.561, OA is: 0.866 | val costTime=175.5416440963745
Round 2 | ****EPOCH 21****
Step 00014050 L_out=0.289 Acc=0.80 ---22906.68 ms/batch
Step 00014100 L_out=0.012 Acc=0.85 ---49898.11 ms/batch
Step 00014150 L_out=0.020 Acc=0.79 ---76709.12 ms/batch
Step 00014200 L_out=0.015 Acc=0.89 ---103856.62 ms/batch
Step 00014250 L_out=0.047 Acc=0.87 ---131160.35 ms/batch
Step 00014300 L_out=0.127 Acc=0.73 ---158306.39 ms/batch
Step 00014350 L_out=0.014 Acc=0.84 ---185558.53 ms/batch
Step 00014400 L_out=0.059 Acc=0.85 ---212727.80 ms/batch
Step 00014450 L_out=0.056 Acc=0.87 ---239432.06 ms/batch
Step 00014500 L_out=0.033 Acc=0.92 ---266079.98 ms/batch
Step 00014550 L_out=0.011 Acc=0.89 ---293191.89 ms/batch
Step 00014600 L_out=0.189 Acc=0.68 ---320170.67 ms/batch
Step 00014650 L_out=0.052 Acc=0.85 ---346944.28 ms/batch
Round 2 | epoch=21, train costTime=359.9002184867859, | total_activation_sum=4532342
Round 2 | epoch=22, current m_iou=0.5576042684520898
Round 2 | Best m_IoU is: 0.561, OA is: 0.866 | val costTime=180.10818099975586
Round 2 | ****EPOCH 22****
Step 00014700 L_out=0.050 Acc=0.84 ---13999.27 ms/batch
Step 00014750 L_out=0.023 Acc=0.74 ---41037.24 ms/batch
Step 00014800 L_out=0.015 Acc=0.86 ---67801.93 ms/batch
Step 00014850 L_out=0.012 Acc=0.82 ---94550.84 ms/batch
Step 00014900 L_out=0.066 Acc=0.89 ---121231.30 ms/batch
Step 00014950 L_out=0.058 Acc=0.75 ---148226.89 ms/batch
Step 00015000 L_out=0.023 Acc=0.87 ---175246.69 ms/batch
Step 00015050 L_out=0.024 Acc=0.90 ---201973.85 ms/batch
Step 00015100 L_out=0.052 Acc=0.81 ---228678.35 ms/batch
Step 00015150 L_out=0.065 Acc=0.81 ---255900.42 ms/batch
Step 00015200 L_out=0.106 Acc=0.82 ---282889.83 ms/batch
Step 00015250 L_out=0.024 Acc=0.77 ---309520.86 ms/batch
Step 00015300 L_out=0.059 Acc=0.91 ---336532.15 ms/batch
Round 2 | epoch=22, train costTime=358.5177493095398, | total_activation_sum=4516013
Round 2 | epoch=23, current m_iou=0.5692584815469033
Round 2 | Best m_IoU is: 0.569, OA is: 0.877 | val costTime=180.37852263450623
Round 2 | ****EPOCH 23****
Step 00015350 L_out=0.040 Acc=0.88 --- 4846.46 ms/batch
Step 00015400 L_out=0.118 Acc=0.69 ---31598.26 ms/batch
Step 00015450 L_out=0.039 Acc=0.86 ---58758.86 ms/batch
Step 00015500 L_out=0.045 Acc=0.70 ---85777.33 ms/batch
Step 00015550 L_out=0.020 Acc=0.86 ---112777.13 ms/batch
Step 00015600 L_out=0.037 Acc=0.87 ---139953.48 ms/batch
Step 00015650 L_out=0.213 Acc=0.79 ---166619.59 ms/batch
Step 00015700 L_out=0.047 Acc=0.75 ---193782.08 ms/batch
Step 00015750 L_out=0.007 Acc=0.89 ---221831.31 ms/batch
Step 00015800 L_out=0.035 Acc=0.80 ---249186.96 ms/batch
Step 00015850 L_out=0.007 Acc=0.81 ---275913.20 ms/batch
Step 00015900 L_out=0.017 Acc=0.88 ---303187.28 ms/batch
Step 00015950 L_out=0.012 Acc=0.87 ---330158.66 ms/batch
Step 00016000 L_out=0.007 Acc=0.84 ---357111.82 ms/batch
Round 2 | epoch=23, train costTime=361.3365640640259, | total_activation_sum=4422200
Round 2 | epoch=24, current m_iou=0.5688237914205466
Round 2 | Best m_IoU is: 0.569, OA is: 0.877 | val costTime=184.16813135147095
Round 2 | ****EPOCH 24****
Step 00016050 L_out=0.025 Acc=0.86 ---22851.10 ms/batch
Step 00016100 L_out=0.033 Acc=0.86 ---49942.74 ms/batch
Step 00016150 L_out=0.166 Acc=0.80 ---76786.57 ms/batch
Step 00016200 L_out=0.013 Acc=0.73 ---103949.84 ms/batch
Step 00016250 L_out=0.038 Acc=0.89 ---130858.15 ms/batch
Step 00016300 L_out=0.047 Acc=0.88 ---158413.66 ms/batch
Step 00016350 L_out=0.041 Acc=0.85 ---185046.83 ms/batch
Step 00016400 L_out=0.013 Acc=0.86 ---212070.57 ms/batch
Step 00016450 L_out=0.006 Acc=0.75 ---238868.86 ms/batch
Step 00016500 L_out=0.070 Acc=0.76 ---265722.96 ms/batch
Step 00016550 L_out=0.029 Acc=0.83 ---292524.73 ms/batch
Step 00016600 L_out=0.060 Acc=0.81 ---319315.01 ms/batch
Step 00016650 L_out=0.107 Acc=0.82 ---346045.34 ms/batch
Round 2 | epoch=24, train costTime=359.945193529129, | total_activation_sum=4573066
Round 2 | epoch=25, current m_iou=0.5708296871496916
Round 2 | Best m_IoU is: 0.571, OA is: 0.881 | val costTime=177.57884693145752
Round 2 | ****EPOCH 25****
Step 00016700 L_out=0.082 Acc=0.87 ---13909.90 ms/batch
Step 00016750 L_out=0.022 Acc=0.89 ---40730.73 ms/batch
Step 00016800 L_out=0.011 Acc=0.80 ---67689.24 ms/batch
Step 00016850 L_out=0.065 Acc=0.81 ---94286.25 ms/batch
Step 00016900 L_out=0.030 Acc=0.84 ---121144.83 ms/batch
Step 00016950 L_out=0.033 Acc=0.90 ---148626.13 ms/batch
Step 00017000 L_out=0.056 Acc=0.83 ---176149.03 ms/batch
Step 00017050 L_out=0.012 Acc=0.84 ---203148.50 ms/batch
Step 00017100 L_out=0.047 Acc=0.79 ---230525.89 ms/batch
Step 00017150 L_out=0.027 Acc=0.85 ---257572.22 ms/batch
Step 00017200 L_out=0.043 Acc=0.69 ---284650.47 ms/batch
Step 00017250 L_out=0.035 Acc=0.86 ---311634.15 ms/batch
Step 00017300 L_out=0.036 Acc=0.88 ---338528.79 ms/batch
Round 2 | epoch=25, train costTime=360.8169016838074, | total_activation_sum=4580886
Round 2 | epoch=26, current m_iou=0.5717254424240279
Round 2 | Best m_IoU is: 0.572, OA is: 0.883 | val costTime=177.54107117652893
Round 2 | ****EPOCH 26****
Step 00017350 L_out=0.035 Acc=0.88 --- 4280.72 ms/batch
Step 00017400 L_out=0.037 Acc=0.86 ---31174.48 ms/batch
Step 00017450 L_out=0.017 Acc=0.88 ---58337.71 ms/batch
Step 00017500 L_out=0.015 Acc=0.81 ---85487.69 ms/batch
Step 00017550 L_out=0.239 Acc=0.85 ---112315.65 ms/batch
Step 00017600 L_out=0.045 Acc=0.84 ---139136.03 ms/batch
Step 00017650 L_out=0.010 Acc=0.84 ---165909.37 ms/batch
Step 00017700 L_out=0.370 Acc=0.83 ---192826.69 ms/batch
Step 00017750 L_out=0.035 Acc=0.86 ---219539.75 ms/batch
Step 00017800 L_out=0.020 Acc=0.92 ---246895.08 ms/batch
Step 00017850 L_out=0.040 Acc=0.93 ---273639.62 ms/batch
Step 00017900 L_out=0.079 Acc=0.83 ---300723.53 ms/batch
Step 00017950 L_out=0.031 Acc=0.78 ---327673.24 ms/batch
Step 00018000 L_out=0.045 Acc=0.86 ---354677.42 ms/batch
Round 2 | epoch=26, train costTime=359.5758819580078, | total_activation_sum=4576483
Round 2 | epoch=27, current m_iou=0.5750589354846312
Round 2 | Best m_IoU is: 0.575, OA is: 0.881 | val costTime=177.50362420082092
Round 2 | ****EPOCH 27****
Step 00018050 L_out=0.023 Acc=0.90 ---22089.92 ms/batch
Step 00018100 L_out=0.023 Acc=0.86 ---49020.93 ms/batch
Step 00018150 L_out=0.029 Acc=0.90 ---75789.36 ms/batch
Step 00018200 L_out=0.036 Acc=0.83 ---102531.06 ms/batch
Step 00018250 L_out=0.020 Acc=0.77 ---129362.94 ms/batch
Step 00018300 L_out=0.013 Acc=0.82 ---157458.84 ms/batch
Step 00018350 L_out=0.021 Acc=0.89 ---184406.83 ms/batch
Step 00018400 L_out=0.028 Acc=0.83 ---210965.04 ms/batch
Step 00018450 L_out=0.039 Acc=0.84 ---237920.09 ms/batch
Step 00018500 L_out=0.034 Acc=0.81 ---265019.22 ms/batch
Step 00018550 L_out=0.045 Acc=0.91 ---291953.57 ms/batch
Step 00018600 L_out=0.038 Acc=0.85 ---319057.91 ms/batch
Step 00018650 L_out=0.038 Acc=0.80 ---346169.66 ms/batch
Round 2 | epoch=27, train costTime=360.4859938621521, | total_activation_sum=4519629
Round 2 | epoch=28, current m_iou=0.5664393679128609
Round 2 | Best m_IoU is: 0.575, OA is: 0.881 | val costTime=175.8238582611084
Round 2 | ****EPOCH 28****
Step 00018700 L_out=0.024 Acc=0.78 ---13037.71 ms/batch
Step 00018750 L_out=0.057 Acc=0.78 ---40072.37 ms/batch
Step 00018800 L_out=0.020 Acc=0.82 ---66822.47 ms/batch
Step 00018850 L_out=0.022 Acc=0.78 ---94548.86 ms/batch
Step 00018900 L_out=0.075 Acc=0.90 ---121497.92 ms/batch
Step 00018950 L_out=0.027 Acc=0.86 ---148474.05 ms/batch
Step 00019000 L_out=0.045 Acc=0.77 ---175341.63 ms/batch
Step 00019050 L_out=0.027 Acc=0.84 ---202146.65 ms/batch
Step 00019100 L_out=0.064 Acc=0.90 ---229076.78 ms/batch
Step 00019150 L_out=0.034 Acc=0.91 ---256088.65 ms/batch
Step 00019200 L_out=0.003 Acc=0.92 ---282931.70 ms/batch
Step 00019250 L_out=0.043 Acc=0.91 ---310237.35 ms/batch
Step 00019300 L_out=0.035 Acc=0.91 ---337058.58 ms/batch
Round 2 | epoch=28, train costTime=360.4431245326996, | total_activation_sum=4546136
Round 2 | epoch=29, current m_iou=0.5701937133630139
Round 2 | Best m_IoU is: 0.575, OA is: 0.881 | val costTime=180.72565245628357
Round 2 | ****EPOCH 29****
Step 00019350 L_out=0.178 Acc=0.70 --- 3815.71 ms/batch
Step 00019400 L_out=0.015 Acc=0.86 ---30581.98 ms/batch
Step 00019450 L_out=0.024 Acc=0.90 ---58056.55 ms/batch
Step 00019500 L_out=0.027 Acc=0.93 ---85098.74 ms/batch
Step 00019550 L_out=0.017 Acc=0.83 ---111722.47 ms/batch
Step 00019600 L_out=0.041 Acc=0.85 ---138262.32 ms/batch
Step 00019650 L_out=0.035 Acc=0.81 ---165768.94 ms/batch
Step 00019700 L_out=0.057 Acc=0.82 ---192695.23 ms/batch
Step 00019750 L_out=0.053 Acc=0.86 ---219394.83 ms/batch
Step 00019800 L_out=0.014 Acc=0.88 ---245699.48 ms/batch
Step 00019850 L_out=0.027 Acc=0.86 ---273326.28 ms/batch
Step 00019900 L_out=0.023 Acc=0.86 ---300538.29 ms/batch
Step 00019950 L_out=0.032 Acc=0.82 ---327734.39 ms/batch
Step 00020000 L_out=0.064 Acc=0.77 ---355002.47 ms/batch
Round 2 | epoch=29, train costTime=360.05487847328186, | total_activation_sum=4607826
Round 2 | epoch=30, current m_iou=0.5810055705818299
Round 2 | Best m_IoU is: 0.581, OA is: 0.882 | val costTime=180.47480845451355
Round 2 | ****EPOCH 30****
Round 3 | ****EPOCH 0****
Step 00020050 L_out=0.125 Acc=0.48 ---18036.12 ms/batch
Step 00020100 L_out=0.124 Acc=0.69 ---40588.10 ms/batch
Step 00020150 L_out=0.367 Acc=0.71 ---63414.61 ms/batch
Step 00020200 L_out=0.171 Acc=0.75 ---86191.65 ms/batch
Step 00020250 L_out=0.329 Acc=0.52 ---108818.00 ms/batch
Step 00020300 L_out=0.083 Acc=0.64 ---131463.67 ms/batch
Step 00020350 L_out=0.130 Acc=0.63 ---154531.47 ms/batch
Step 00020400 L_out=1.625 Acc=0.39 ---177304.23 ms/batch
Step 00020450 L_out=0.224 Acc=0.69 ---200671.18 ms/batch
Step 00020500 L_out=0.053 Acc=0.80 ---223341.87 ms/batch
Step 00020550 L_out=0.184 Acc=0.68 ---246223.22 ms/batch
Step 00020600 L_out=0.356 Acc=0.61 ---268941.51 ms/batch
Step 00020650 L_out=0.170 Acc=0.77 ---292135.01 ms/batch
Round 3 | epoch=0, train costTime=304.3064434528351, | total_activation_sum=8530165
Round 3 | epoch=1, current m_iou=0.5010112678598533
Round 3 | Best m_IoU is: 0.501, OA is: 0.865 | val costTime=150.8535647392273
Round 3 | ****EPOCH 1****
Step 00020700 L_out=0.118 Acc=0.44 ---12567.65 ms/batch
Step 00020750 L_out=0.274 Acc=0.75 ---39400.49 ms/batch
Step 00020800 L_out=0.150 Acc=0.69 ---66585.04 ms/batch
Step 00020850 L_out=0.107 Acc=0.76 ---93520.51 ms/batch
Step 00020900 L_out=0.135 Acc=0.62 ---120727.10 ms/batch
Step 00020950 L_out=0.478 Acc=0.83 ---147737.79 ms/batch
Step 00021000 L_out=0.044 Acc=0.71 ---175173.10 ms/batch
Step 00021050 L_out=0.121 Acc=0.70 ---202091.16 ms/batch
Step 00021100 L_out=0.238 Acc=0.56 ---229213.99 ms/batch
Step 00021150 L_out=0.417 Acc=0.76 ---257080.76 ms/batch
Step 00021200 L_out=0.094 Acc=0.51 ---283908.20 ms/batch
Step 00021250 L_out=0.189 Acc=0.70 ---310621.42 ms/batch
Step 00021300 L_out=0.161 Acc=0.61 ---337794.15 ms/batch
Round 3 | epoch=1, train costTime=361.6958477497101, | total_activation_sum=7930408
Round 3 | epoch=2, current m_iou=0.5458104008418464
Round 3 | Best m_IoU is: 0.546, OA is: 0.878 | val costTime=181.79988026618958
Round 3 | ****EPOCH 2****
Step 00021350 L_out=0.086 Acc=0.87 --- 3221.66 ms/batch
Step 00021400 L_out=0.053 Acc=0.74 ---30425.03 ms/batch
Step 00021450 L_out=0.284 Acc=0.81 ---57363.65 ms/batch
Step 00021500 L_out=0.183 Acc=0.68 ---84245.02 ms/batch
Step 00021550 L_out=0.336 Acc=0.79 ---111425.54 ms/batch
Step 00021600 L_out=0.291 Acc=0.77 ---138487.73 ms/batch
Step 00021650 L_out=0.161 Acc=0.83 ---165478.21 ms/batch
Step 00021700 L_out=0.052 Acc=0.81 ---192271.35 ms/batch
Step 00021750 L_out=0.153 Acc=0.77 ---219380.39 ms/batch
Step 00021800 L_out=0.058 Acc=0.80 ---246244.48 ms/batch
Step 00021850 L_out=0.072 Acc=0.62 ---273346.93 ms/batch
Step 00021900 L_out=0.156 Acc=0.76 ---299861.63 ms/batch
Step 00021950 L_out=0.109 Acc=0.86 ---326366.29 ms/batch
Step 00022000 L_out=0.157 Acc=0.82 ---353466.44 ms/batch
Round 3 | epoch=2, train costTime=359.3215208053589, | total_activation_sum=8030450
Round 3 | epoch=3, current m_iou=0.6077247646339493
Round 3 | Best m_IoU is: 0.608, OA is: 0.891 | val costTime=178.53707790374756
Round 3 | ****EPOCH 3****
Step 00022050 L_out=0.098 Acc=0.84 ---21288.61 ms/batch
Step 00022100 L_out=0.167 Acc=0.55 ---48361.06 ms/batch
Step 00022150 L_out=0.423 Acc=0.85 ---75272.19 ms/batch
Step 00022200 L_out=0.078 Acc=0.76 ---102105.88 ms/batch
Step 00022250 L_out=0.107 Acc=0.80 ---129231.64 ms/batch
Step 00022300 L_out=0.179 Acc=0.81 ---156089.15 ms/batch
Step 00022350 L_out=0.042 Acc=0.81 ---183470.02 ms/batch
Step 00022400 L_out=0.071 Acc=0.74 ---210827.37 ms/batch
Step 00022450 L_out=0.415 Acc=0.63 ---237743.90 ms/batch
Step 00022500 L_out=0.152 Acc=0.59 ---264798.71 ms/batch
Step 00022550 L_out=0.242 Acc=0.65 ---291755.94 ms/batch
Step 00022600 L_out=0.085 Acc=0.61 ---319285.25 ms/batch
Step 00022650 L_out=0.250 Acc=0.41 ---346923.19 ms/batch
Round 3 | epoch=3, train costTime=361.8472149372101, | total_activation_sum=7991045
Round 3 | epoch=4, current m_iou=0.5931030559984098
Round 3 | Best m_IoU is: 0.608, OA is: 0.891 | val costTime=174.9719958305359
Round 3 | ****EPOCH 4****
Step 00022700 L_out=0.161 Acc=0.78 ---12006.22 ms/batch
Step 00022750 L_out=0.224 Acc=0.66 ---38904.36 ms/batch
Step 00022800 L_out=0.124 Acc=0.87 ---65858.56 ms/batch
Step 00022850 L_out=0.157 Acc=0.64 ---92644.06 ms/batch
Step 00022900 L_out=0.091 Acc=0.72 ---120032.85 ms/batch
Step 00022950 L_out=0.121 Acc=0.75 ---146834.44 ms/batch
Step 00023000 L_out=0.040 Acc=0.85 ---174058.90 ms/batch
Step 00023050 L_out=0.033 Acc=0.81 ---201422.18 ms/batch
Step 00023100 L_out=0.189 Acc=0.85 ---228234.48 ms/batch
Step 00023150 L_out=0.031 Acc=0.89 ---255320.85 ms/batch
Step 00023200 L_out=0.048 Acc=0.73 ---282236.45 ms/batch
Step 00023250 L_out=0.051 Acc=0.92 ---309441.02 ms/batch
Step 00023300 L_out=0.124 Acc=0.83 ---335967.95 ms/batch
Round 3 | epoch=4, train costTime=360.4979510307312, | total_activation_sum=7962842
Round 3 | epoch=5, current m_iou=0.5672551763459277
Round 3 | Best m_IoU is: 0.608, OA is: 0.891 | val costTime=183.52338790893555
Round 3 | ****EPOCH 5****
Step 00023350 L_out=0.314 Acc=0.63 --- 2524.12 ms/batch
Step 00023400 L_out=0.423 Acc=0.81 ---30120.54 ms/batch
Step 00023450 L_out=0.167 Acc=0.73 ---57296.57 ms/batch
Step 00023500 L_out=0.064 Acc=0.87 ---85068.41 ms/batch
Step 00023550 L_out=0.091 Acc=0.76 ---112527.80 ms/batch
Step 00023600 L_out=0.145 Acc=0.71 ---139437.62 ms/batch
Step 00023650 L_out=0.243 Acc=0.70 ---166652.49 ms/batch
Step 00023700 L_out=0.118 Acc=0.76 ---194178.14 ms/batch
Step 00023750 L_out=0.053 Acc=0.84 ---221457.51 ms/batch
Step 00023800 L_out=0.008 Acc=0.93 ---248494.60 ms/batch
Step 00023850 L_out=0.071 Acc=0.84 ---275474.34 ms/batch
Step 00023900 L_out=0.111 Acc=0.51 ---302316.25 ms/batch
Step 00023950 L_out=0.207 Acc=0.78 ---330250.98 ms/batch
Step 00024000 L_out=0.051 Acc=0.84 ---357360.51 ms/batch
Round 3 | epoch=5, train costTime=363.56450510025024, | total_activation_sum=7954891
Round 3 | epoch=6, current m_iou=0.5605259291339839
Round 3 | Best m_IoU is: 0.608, OA is: 0.891 | val costTime=181.03037357330322
Round 3 | ****EPOCH 6****
Step 00024050 L_out=0.099 Acc=0.77 ---20282.76 ms/batch
Step 00024100 L_out=0.045 Acc=0.86 ---47211.88 ms/batch
Step 00024150 L_out=0.055 Acc=0.81 ---74267.54 ms/batch
Step 00024200 L_out=0.094 Acc=0.78 ---102012.10 ms/batch
Step 00024250 L_out=0.096 Acc=0.70 ---128831.64 ms/batch
Step 00024300 L_out=0.022 Acc=0.90 ---155623.47 ms/batch
Step 00024350 L_out=0.035 Acc=0.87 ---182951.93 ms/batch
Step 00024400 L_out=0.039 Acc=0.88 ---210137.15 ms/batch
Step 00024450 L_out=0.205 Acc=0.76 ---237263.21 ms/batch
Step 00024500 L_out=0.015 Acc=0.74 ---264040.74 ms/batch
Step 00024550 L_out=0.070 Acc=0.75 ---291211.28 ms/batch
Step 00024600 L_out=0.144 Acc=0.85 ---318019.44 ms/batch
Step 00024650 L_out=0.479 Acc=0.64 ---344869.25 ms/batch
Round 3 | epoch=6, train costTime=360.88311672210693, | total_activation_sum=8131765
Round 3 | epoch=7, current m_iou=0.5908486278348266
Round 3 | Best m_IoU is: 0.608, OA is: 0.891 | val costTime=179.43182063102722
Round 3 | ****EPOCH 7****
Step 00024700 L_out=0.042 Acc=0.87 ---11248.36 ms/batch
Step 00024750 L_out=0.238 Acc=0.73 ---38070.50 ms/batch
Step 00024800 L_out=0.405 Acc=0.75 ---64978.33 ms/batch
Step 00024850 L_out=0.156 Acc=0.67 ---91995.25 ms/batch
Step 00024900 L_out=0.049 Acc=0.82 ---119016.82 ms/batch
Step 00024950 L_out=0.066 Acc=0.86 ---147749.68 ms/batch
Step 00025000 L_out=0.145 Acc=0.84 ---174548.42 ms/batch
Step 00025050 L_out=0.112 Acc=0.79 ---201051.88 ms/batch
Step 00025100 L_out=0.164 Acc=0.86 ---228444.13 ms/batch
Step 00025150 L_out=0.297 Acc=0.90 ---255555.34 ms/batch
Step 00025200 L_out=0.019 Acc=0.74 ---282839.09 ms/batch
Step 00025250 L_out=0.106 Acc=0.88 ---309375.63 ms/batch
Step 00025300 L_out=0.096 Acc=0.72 ---336435.34 ms/batch
Round 3 | epoch=7, train costTime=361.54006814956665, | total_activation_sum=7928777
Round 3 | epoch=8, current m_iou=0.6068470395007011
Round 3 | Best m_IoU is: 0.608, OA is: 0.891 | val costTime=177.97244358062744
Round 3 | ****EPOCH 8****
Step 00025350 L_out=0.030 Acc=0.89 --- 2372.49 ms/batch
Step 00025400 L_out=0.283 Acc=0.78 ---30300.06 ms/batch
Step 00025450 L_out=0.049 Acc=0.92 ---57703.20 ms/batch
Step 00025500 L_out=0.091 Acc=0.82 ---85906.79 ms/batch
Step 00025550 L_out=0.089 Acc=0.90 ---113864.85 ms/batch
Step 00025600 L_out=0.041 Acc=0.82 ---140934.47 ms/batch
Step 00025650 L_out=0.215 Acc=0.87 ---167735.54 ms/batch
Step 00025700 L_out=0.068 Acc=0.59 ---194915.85 ms/batch
Step 00025750 L_out=0.064 Acc=0.73 ---221672.61 ms/batch
Step 00025800 L_out=0.111 Acc=0.84 ---249641.90 ms/batch
Step 00025850 L_out=0.174 Acc=0.84 ---276458.54 ms/batch
Step 00025900 L_out=0.037 Acc=0.86 ---303409.41 ms/batch
Step 00025950 L_out=0.056 Acc=0.86 ---330788.54 ms/batch
Step 00026000 L_out=0.090 Acc=0.88 ---357901.07 ms/batch
Round 3 | epoch=8, train costTime=365.04516434669495, | total_activation_sum=8063146
Round 3 | epoch=9, current m_iou=0.6287417691440175
Round 3 | Best m_IoU is: 0.629, OA is: 0.902 | val costTime=173.97827339172363
Round 3 | ****EPOCH 9****
Step 00026050 L_out=0.039 Acc=0.78 ---20745.20 ms/batch
Step 00026100 L_out=0.213 Acc=0.73 ---48734.21 ms/batch
Step 00026150 L_out=0.056 Acc=0.84 ---76000.83 ms/batch
Step 00026200 L_out=0.101 Acc=0.92 ---102687.95 ms/batch
Step 00026250 L_out=0.012 Acc=0.78 ---129625.38 ms/batch
Step 00026300 L_out=0.048 Acc=0.87 ---156850.76 ms/batch
Step 00026350 L_out=0.089 Acc=0.83 ---184208.70 ms/batch
Step 00026400 L_out=0.044 Acc=0.92 ---211392.44 ms/batch
Step 00026450 L_out=0.032 Acc=0.90 ---238594.60 ms/batch
Step 00026500 L_out=0.249 Acc=0.79 ---265593.63 ms/batch
Step 00026550 L_out=0.080 Acc=0.78 ---292825.72 ms/batch
Step 00026600 L_out=0.059 Acc=0.87 ---319827.30 ms/batch
Step 00026650 L_out=0.057 Acc=0.83 ---347785.38 ms/batch
Round 3 | epoch=9, train costTime=363.55024909973145, | total_activation_sum=8022107
Round 3 | epoch=10, current m_iou=0.6238992266529785
Round 3 | Best m_IoU is: 0.629, OA is: 0.902 | val costTime=184.7234845161438
Round 3 | ****EPOCH 10****
Step 00026700 L_out=0.034 Acc=0.82 ---10439.34 ms/batch
Step 00026750 L_out=0.055 Acc=0.79 ---37715.18 ms/batch
Step 00026800 L_out=0.018 Acc=0.83 ---64741.76 ms/batch
Step 00026850 L_out=0.035 Acc=0.87 ---92350.59 ms/batch
Step 00026900 L_out=0.040 Acc=0.90 ---119473.46 ms/batch
Step 00026950 L_out=0.019 Acc=0.87 ---146280.57 ms/batch
Step 00027000 L_out=0.098 Acc=0.73 ---173319.63 ms/batch
Step 00027050 L_out=0.026 Acc=0.89 ---200250.11 ms/batch
Step 00027100 L_out=0.133 Acc=0.85 ---228023.87 ms/batch
Step 00027150 L_out=0.036 Acc=0.87 ---255136.61 ms/batch
Step 00027200 L_out=0.039 Acc=0.87 ---281827.00 ms/batch
Step 00027250 L_out=0.103 Acc=0.85 ---309153.44 ms/batch
Step 00027300 L_out=0.089 Acc=0.91 ---336152.57 ms/batch
Round 3 | epoch=10, train costTime=361.81107330322266, | total_activation_sum=8027667
Round 3 | epoch=11, current m_iou=0.6011392474798194
Round 3 | Best m_IoU is: 0.629, OA is: 0.902 | val costTime=180.8162877559662
Round 3 | ****EPOCH 11****
Step 00027350 L_out=0.047 Acc=0.88 --- 1712.54 ms/batch
Step 00027400 L_out=0.100 Acc=0.85 ---28790.20 ms/batch
Step 00027450 L_out=0.214 Acc=0.77 ---56356.77 ms/batch
Step 00027500 L_out=0.064 Acc=0.90 ---83900.08 ms/batch
Step 00027550 L_out=0.041 Acc=0.81 ---110915.14 ms/batch
Step 00027600 L_out=0.019 Acc=0.84 ---137773.47 ms/batch
Step 00027650 L_out=0.188 Acc=0.79 ---164727.80 ms/batch
Step 00027700 L_out=0.078 Acc=0.90 ---191882.40 ms/batch
Step 00027750 L_out=0.036 Acc=0.91 ---218914.14 ms/batch
Step 00027800 L_out=0.029 Acc=0.90 ---246129.23 ms/batch
Step 00027850 L_out=0.041 Acc=0.89 ---273769.84 ms/batch
Step 00027900 L_out=0.150 Acc=0.83 ---300892.23 ms/batch
Step 00027950 L_out=0.140 Acc=0.81 ---327983.34 ms/batch
Step 00028000 L_out=0.023 Acc=0.79 ---354886.70 ms/batch
Round 3 | epoch=11, train costTime=362.65306401252747, | total_activation_sum=8078529
Round 3 | epoch=12, current m_iou=0.5986910124976843
Round 3 | Best m_IoU is: 0.629, OA is: 0.902 | val costTime=180.30976843833923
Round 3 | ****EPOCH 12****
Step 00028050 L_out=0.018 Acc=0.81 ---19228.05 ms/batch
Step 00028100 L_out=0.050 Acc=0.78 ---46230.70 ms/batch
Step 00028150 L_out=0.223 Acc=0.93 ---73123.89 ms/batch
Step 00028200 L_out=0.030 Acc=0.89 ---100151.18 ms/batch
Step 00028250 L_out=0.028 Acc=0.84 ---127288.95 ms/batch
Step 00028300 L_out=0.079 Acc=0.76 ---154745.23 ms/batch
Step 00028350 L_out=0.051 Acc=0.91 ---181973.54 ms/batch
Step 00028400 L_out=0.035 Acc=0.91 ---208853.23 ms/batch
Step 00028450 L_out=0.147 Acc=0.74 ---235660.52 ms/batch
Step 00028500 L_out=0.066 Acc=0.71 ---262577.19 ms/batch
Step 00028550 L_out=0.142 Acc=0.89 ---289275.98 ms/batch
Step 00028600 L_out=0.040 Acc=0.80 ---316148.20 ms/batch
Step 00028650 L_out=0.039 Acc=0.92 ---343586.23 ms/batch
Round 3 | epoch=12, train costTime=360.583703994751, | total_activation_sum=8024100
Round 3 | epoch=13, current m_iou=0.6088435528823302
Round 3 | Best m_IoU is: 0.629, OA is: 0.902 | val costTime=181.5255651473999
Round 3 | ****EPOCH 13****
Step 00028700 L_out=0.109 Acc=0.84 ---10274.54 ms/batch
Step 00028750 L_out=0.033 Acc=0.84 ---37130.13 ms/batch
Step 00028800 L_out=0.029 Acc=0.90 ---64257.13 ms/batch
Step 00028850 L_out=0.025 Acc=0.81 ---91583.74 ms/batch
Step 00028900 L_out=0.059 Acc=0.84 ---118212.53 ms/batch
Step 00028950 L_out=0.079 Acc=0.90 ---145426.51 ms/batch
Step 00029000 L_out=0.063 Acc=0.88 ---172191.68 ms/batch
Step 00029050 L_out=0.021 Acc=0.85 ---199597.49 ms/batch
Step 00029100 L_out=0.022 Acc=0.84 ---226596.30 ms/batch
Step 00029150 L_out=0.053 Acc=0.89 ---254062.65 ms/batch
Step 00029200 L_out=0.035 Acc=0.88 ---281082.28 ms/batch
Step 00029250 L_out=0.047 Acc=0.82 ---308342.38 ms/batch
Step 00029300 L_out=0.075 Acc=0.81 ---335377.79 ms/batch
Round 3 | epoch=13, train costTime=361.6526448726654, | total_activation_sum=7946227
Round 3 | epoch=14, current m_iou=0.6028771010290389
Round 3 | Best m_IoU is: 0.629, OA is: 0.902 | val costTime=163.30413150787354
Round 3 | ****EPOCH 14****
Step 00029350 L_out=0.015 Acc=0.87 ---  994.18 ms/batch
Step 00029400 L_out=0.152 Acc=0.76 ---27835.25 ms/batch
Step 00029450 L_out=0.104 Acc=0.83 ---54991.56 ms/batch
Step 00029500 L_out=0.251 Acc=0.87 ---82406.42 ms/batch
Step 00029550 L_out=0.038 Acc=0.88 ---109742.11 ms/batch
Step 00029600 L_out=0.170 Acc=0.86 ---137001.32 ms/batch
Step 00029650 L_out=0.016 Acc=0.88 ---164716.05 ms/batch
Step 00029700 L_out=0.059 Acc=0.84 ---191640.54 ms/batch
Step 00029750 L_out=0.028 Acc=0.91 ---218828.09 ms/batch
Step 00029800 L_out=0.045 Acc=0.90 ---245996.55 ms/batch
Step 00029850 L_out=0.037 Acc=0.88 ---274144.74 ms/batch
Step 00029900 L_out=0.148 Acc=0.87 ---301621.36 ms/batch
Step 00029950 L_out=0.155 Acc=0.89 ---328585.80 ms/batch
Step 00030000 L_out=0.108 Acc=0.80 ---355757.08 ms/batch
Round 3 | epoch=14, train costTime=363.8081831932068, | total_activation_sum=7955887
Round 3 | epoch=15, current m_iou=0.6097850822589239
Round 3 | Best m_IoU is: 0.629, OA is: 0.902 | val costTime=176.2225410938263
Round 3 | ****EPOCH 15****
Step 00030050 L_out=0.040 Acc=0.88 ---18600.70 ms/batch
Step 00030100 L_out=0.020 Acc=0.94 ---45798.68 ms/batch
Step 00030150 L_out=0.008 Acc=0.82 ---72940.25 ms/batch
Step 00030200 L_out=0.040 Acc=0.87 ---99986.30 ms/batch
Step 00030250 L_out=0.044 Acc=0.85 ---127157.51 ms/batch
Step 00030300 L_out=0.021 Acc=0.89 ---154335.69 ms/batch
Step 00030350 L_out=0.094 Acc=0.87 ---181416.12 ms/batch
Step 00030400 L_out=0.011 Acc=0.87 ---208326.48 ms/batch
Step 00030450 L_out=0.149 Acc=0.77 ---234852.33 ms/batch
Step 00030500 L_out=0.037 Acc=0.85 ---262142.77 ms/batch
Step 00030550 L_out=0.041 Acc=0.85 ---289358.81 ms/batch
Step 00030600 L_out=0.018 Acc=0.88 ---316277.19 ms/batch
Step 00030650 L_out=0.038 Acc=0.86 ---343551.55 ms/batch
Round 3 | epoch=15, train costTime=360.5636112689972, | total_activation_sum=8028476
Round 3 | epoch=16, current m_iou=0.5929057418802014
Round 3 | Best m_IoU is: 0.629, OA is: 0.902 | val costTime=181.03408551216125
Round 3 | ****EPOCH 16****
Step 00030700 L_out=0.004 Acc=0.88 --- 9878.32 ms/batch
Step 00030750 L_out=0.099 Acc=0.79 ---37433.09 ms/batch
Step 00030800 L_out=0.072 Acc=0.92 ---64532.92 ms/batch
Step 00030850 L_out=0.041 Acc=0.90 ---91448.87 ms/batch
Step 00030900 L_out=0.142 Acc=0.68 ---118159.38 ms/batch
Step 00030950 L_out=0.143 Acc=0.87 ---145161.00 ms/batch
Step 00031000 L_out=0.073 Acc=0.89 ---172110.18 ms/batch
Step 00031050 L_out=0.031 Acc=0.88 ---199463.19 ms/batch
Step 00031100 L_out=0.028 Acc=0.88 ---226499.95 ms/batch
Step 00031150 L_out=0.084 Acc=0.81 ---253682.96 ms/batch
Step 00031200 L_out=0.026 Acc=0.89 ---280147.97 ms/batch
Step 00031250 L_out=0.026 Acc=0.92 ---307013.19 ms/batch
Step 00031300 L_out=0.154 Acc=0.77 ---334076.18 ms/batch
Round 3 | epoch=16, train costTime=361.28555727005005, | total_activation_sum=8054256
Round 3 | epoch=17, current m_iou=0.6062093533069899
Round 3 | Best m_IoU is: 0.629, OA is: 0.902 | val costTime=183.5438404083252
Round 3 | ****EPOCH 17****
Step 00031350 L_out=0.080 Acc=0.85 ---  591.12 ms/batch
Step 00031400 L_out=0.032 Acc=0.90 ---27774.84 ms/batch
Step 00031450 L_out=0.039 Acc=0.87 ---54800.76 ms/batch
Step 00031500 L_out=0.052 Acc=0.88 ---82444.50 ms/batch
Step 00031550 L_out=0.185 Acc=0.80 ---109495.80 ms/batch
Step 00031600 L_out=0.097 Acc=0.93 ---135935.77 ms/batch
Step 00031650 L_out=0.046 Acc=0.92 ---163095.70 ms/batch
Step 00031700 L_out=0.023 Acc=0.86 ---190310.08 ms/batch
Step 00031750 L_out=0.086 Acc=0.87 ---217317.51 ms/batch
Step 00031800 L_out=0.024 Acc=0.86 ---244907.69 ms/batch
Step 00031850 L_out=0.023 Acc=0.89 ---272062.56 ms/batch
Step 00031900 L_out=0.040 Acc=0.86 ---298714.93 ms/batch
Step 00031950 L_out=0.036 Acc=0.80 ---325806.26 ms/batch
Step 00032000 L_out=0.003 Acc=0.89 ---352470.18 ms/batch
Round 3 | epoch=17, train costTime=361.1359438896179, | total_activation_sum=8108507
Round 3 | epoch=18, current m_iou=0.6125874939773585
Round 3 | Best m_IoU is: 0.629, OA is: 0.902 | val costTime=179.4686315059662
Round 3 | ****EPOCH 18****
Step 00032050 L_out=0.056 Acc=0.91 ---18218.18 ms/batch
Step 00032100 L_out=0.115 Acc=0.79 ---45463.61 ms/batch
Step 00032150 L_out=0.039 Acc=0.87 ---72412.99 ms/batch
Step 00032200 L_out=0.051 Acc=0.94 ---99219.63 ms/batch
Step 00032250 L_out=0.098 Acc=0.82 ---126917.87 ms/batch
Step 00032300 L_out=0.054 Acc=0.87 ---154222.97 ms/batch
Step 00032350 L_out=0.038 Acc=0.85 ---181324.69 ms/batch
Step 00032400 L_out=0.093 Acc=0.79 ---208270.64 ms/batch
Step 00032450 L_out=0.082 Acc=0.79 ---235312.40 ms/batch
Step 00032500 L_out=0.022 Acc=0.89 ---262309.28 ms/batch
Step 00032550 L_out=0.064 Acc=0.84 ---289137.56 ms/batch
Step 00032600 L_out=0.037 Acc=0.88 ---316055.04 ms/batch
Step 00032650 L_out=0.101 Acc=0.92 ---343159.66 ms/batch
Round 3 | epoch=18, train costTime=360.9193477630615, | total_activation_sum=8015204
Round 3 | epoch=19, current m_iou=0.5971338849882589
Round 3 | Best m_IoU is: 0.629, OA is: 0.902 | val costTime=183.7578890323639
Round 3 | ****EPOCH 19****
Step 00032700 L_out=0.044 Acc=0.85 --- 9447.66 ms/batch
Step 00032750 L_out=0.073 Acc=0.78 ---36364.35 ms/batch
Step 00032800 L_out=0.039 Acc=0.86 ---63460.14 ms/batch
Step 00032850 L_out=0.031 Acc=0.83 ---90339.26 ms/batch
Step 00032900 L_out=0.044 Acc=0.88 ---117369.87 ms/batch
Step 00032950 L_out=0.009 Acc=0.88 ---144025.37 ms/batch
Step 00033000 L_out=0.126 Acc=0.90 ---171142.24 ms/batch
Step 00033050 L_out=0.085 Acc=0.78 ---198599.94 ms/batch
Step 00033100 L_out=0.013 Acc=0.82 ---225399.40 ms/batch
Step 00033150 L_out=0.029 Acc=0.86 ---252339.28 ms/batch
Step 00033200 L_out=0.090 Acc=0.93 ---279494.44 ms/batch
Step 00033250 L_out=0.016 Acc=0.81 ---306609.77 ms/batch
Step 00033300 L_out=0.034 Acc=0.90 ---333523.38 ms/batch
Step 00033350 L_out=0.113 Acc=0.91 ---360609.65 ms/batch
Round 3 | epoch=19, train costTime=360.6098232269287, | total_activation_sum=8001321
Round 3 | epoch=20, current m_iou=0.605422534727964
Round 3 | Best m_IoU is: 0.629, OA is: 0.902 | val costTime=179.89232897758484
Round 3 | ****EPOCH 20****
Step 00033400 L_out=0.070 Acc=0.84 ---26710.27 ms/batch
Step 00033450 L_out=0.183 Acc=0.76 ---53499.70 ms/batch
Step 00033500 L_out=0.056 Acc=0.88 ---80212.58 ms/batch
Step 00033550 L_out=0.099 Acc=0.82 ---107302.67 ms/batch
Step 00033600 L_out=0.041 Acc=0.89 ---134615.58 ms/batch
Step 00033650 L_out=0.086 Acc=0.83 ---162035.38 ms/batch
Step 00033700 L_out=0.054 Acc=0.96 ---189082.01 ms/batch
Step 00033750 L_out=0.079 Acc=0.93 ---216934.89 ms/batch
Step 00033800 L_out=0.080 Acc=0.85 ---244178.43 ms/batch
Step 00033850 L_out=0.056 Acc=0.88 ---271146.96 ms/batch
Step 00033900 L_out=0.045 Acc=0.88 ---298541.78 ms/batch
Step 00033950 L_out=0.015 Acc=0.92 ---325463.89 ms/batch
Step 00034000 L_out=0.092 Acc=0.87 ---352307.02 ms/batch
Round 3 | epoch=20, train costTime=361.6206924915314, | total_activation_sum=7955550
Round 3 | epoch=21, current m_iou=0.6042698469888714
Round 3 | Best m_IoU is: 0.629, OA is: 0.902 | val costTime=180.7255835533142
Round 3 | ****EPOCH 21****
Step 00034050 L_out=0.058 Acc=0.88 ---17538.07 ms/batch
Step 00034100 L_out=0.004 Acc=0.93 ---44590.94 ms/batch
Step 00034150 L_out=0.046 Acc=0.86 ---71927.92 ms/batch
Step 00034200 L_out=0.068 Acc=0.86 ---99180.84 ms/batch
Step 00034250 L_out=0.036 Acc=0.89 ---126428.61 ms/batch
Step 00034300 L_out=0.039 Acc=0.86 ---153369.12 ms/batch
Step 00034350 L_out=0.037 Acc=0.87 ---180180.11 ms/batch
Step 00034400 L_out=0.013 Acc=0.90 ---207058.44 ms/batch
Step 00034450 L_out=0.033 Acc=0.85 ---234009.67 ms/batch
Step 00034500 L_out=0.013 Acc=0.88 ---260690.55 ms/batch
Step 00034550 L_out=0.027 Acc=0.89 ---288231.14 ms/batch
Step 00034600 L_out=0.026 Acc=0.94 ---315599.95 ms/batch
Step 00034650 L_out=0.063 Acc=0.80 ---342556.50 ms/batch
Round 3 | epoch=21, train costTime=361.0491886138916, | total_activation_sum=8097973
Round 3 | epoch=22, current m_iou=0.6106735195167796
Round 3 | Best m_IoU is: 0.629, OA is: 0.902 | val costTime=175.00717735290527
Round 3 | ****EPOCH 22****
Step 00034700 L_out=0.044 Acc=0.79 --- 8110.49 ms/batch
Step 00034750 L_out=0.059 Acc=0.93 ---35139.88 ms/batch
Step 00034800 L_out=0.045 Acc=0.79 ---62030.36 ms/batch
Step 00034850 L_out=0.108 Acc=0.81 ---89042.37 ms/batch
Step 00034900 L_out=0.122 Acc=0.92 ---115974.63 ms/batch
Step 00034950 L_out=0.062 Acc=0.88 ---142844.64 ms/batch
Step 00035000 L_out=0.139 Acc=0.91 ---169737.65 ms/batch
Step 00035050 L_out=0.078 Acc=0.79 ---196569.82 ms/batch
Step 00035100 L_out=0.041 Acc=0.90 ---223431.82 ms/batch
Step 00035150 L_out=0.042 Acc=0.85 ---250322.89 ms/batch
Step 00035200 L_out=0.038 Acc=0.89 ---277249.78 ms/batch
Step 00035250 L_out=0.033 Acc=0.93 ---304375.31 ms/batch
Step 00035300 L_out=0.026 Acc=0.95 ---331317.01 ms/batch
Step 00035350 L_out=0.000 Acc=0.96 ---358342.93 ms/batch
Round 3 | epoch=22, train costTime=358.89410734176636, | total_activation_sum=7939972
Round 3 | epoch=23, current m_iou=0.6061492462741558
Round 3 | Best m_IoU is: 0.629, OA is: 0.902 | val costTime=180.0649106502533
Round 3 | ****EPOCH 23****
Step 00035400 L_out=0.041 Acc=0.82 ---26256.66 ms/batch
Step 00035450 L_out=0.013 Acc=0.94 ---53605.87 ms/batch
Step 00035500 L_out=0.127 Acc=0.94 ---80657.84 ms/batch
Step 00035550 L_out=0.019 Acc=0.87 ---107904.89 ms/batch
Step 00035600 L_out=0.037 Acc=0.92 ---134771.21 ms/batch
Step 00035650 L_out=0.058 Acc=0.83 ---161996.94 ms/batch
Step 00035700 L_out=0.014 Acc=0.95 ---189127.27 ms/batch
Step 00035750 L_out=0.041 Acc=0.80 ---216092.26 ms/batch
Step 00035800 L_out=0.036 Acc=0.83 ---243129.14 ms/batch
Step 00035850 L_out=0.008 Acc=0.87 ---271070.84 ms/batch
Step 00035900 L_out=0.040 Acc=0.88 ---298192.54 ms/batch
Step 00035950 L_out=0.035 Acc=0.87 ---325518.68 ms/batch
Step 00036000 L_out=0.026 Acc=0.93 ---352489.20 ms/batch
Round 3 | epoch=23, train costTime=362.274667263031, | total_activation_sum=8075753
Round 3 | epoch=24, current m_iou=0.609128565879174
Round 3 | Best m_IoU is: 0.629, OA is: 0.902 | val costTime=178.51635575294495
Round 3 | ****EPOCH 24****
Step 00036050 L_out=0.128 Acc=0.86 ---17347.05 ms/batch
Step 00036100 L_out=0.022 Acc=0.91 ---44346.21 ms/batch
Step 00036150 L_out=0.015 Acc=0.94 ---72389.19 ms/batch
Step 00036200 L_out=0.016 Acc=0.88 ---100914.70 ms/batch
Step 00036250 L_out=0.025 Acc=0.85 ---128608.64 ms/batch
Step 00036300 L_out=0.099 Acc=0.88 ---155653.05 ms/batch
Step 00036350 L_out=0.090 Acc=0.86 ---182522.83 ms/batch
Step 00036400 L_out=0.054 Acc=0.92 ---209707.31 ms/batch
Step 00036450 L_out=0.077 Acc=0.80 ---236895.94 ms/batch
Step 00036500 L_out=0.008 Acc=0.88 ---263719.45 ms/batch
Step 00036550 L_out=0.082 Acc=0.93 ---291116.63 ms/batch
Step 00036600 L_out=0.021 Acc=0.93 ---318158.03 ms/batch
Step 00036650 L_out=0.036 Acc=0.61 ---345446.47 ms/batch
Round 3 | epoch=24, train costTime=364.3893418312073, | total_activation_sum=7989313
Round 3 | epoch=25, current m_iou=0.6163155972188021
Round 3 | Best m_IoU is: 0.629, OA is: 0.902 | val costTime=180.95754265785217
Round 3 | ****EPOCH 25****
Step 00036700 L_out=0.080 Acc=0.85 --- 7851.33 ms/batch
Step 00036750 L_out=0.032 Acc=0.91 ---34757.59 ms/batch
Step 00036800 L_out=0.088 Acc=0.88 ---61774.86 ms/batch
Step 00036850 L_out=0.113 Acc=0.80 ---89232.47 ms/batch
Step 00036900 L_out=0.023 Acc=0.92 ---116320.51 ms/batch
Step 00036950 L_out=0.014 Acc=0.89 ---143920.96 ms/batch
Step 00037000 L_out=0.037 Acc=0.92 ---170435.45 ms/batch
Step 00037050 L_out=0.051 Acc=0.89 ---197689.65 ms/batch
Step 00037100 L_out=0.017 Acc=0.86 ---224752.07 ms/batch
Step 00037150 L_out=0.039 Acc=0.96 ---251675.26 ms/batch
Step 00037200 L_out=0.093 Acc=0.84 ---278574.04 ms/batch
Step 00037250 L_out=0.023 Acc=0.93 ---305942.50 ms/batch
Step 00037300 L_out=0.020 Acc=0.89 ---332836.82 ms/batch
Step 00037350 L_out=0.025 Acc=0.90 ---359932.50 ms/batch
Round 3 | epoch=25, train costTime=360.9747951030731, | total_activation_sum=8055618
Round 3 | epoch=26, current m_iou=0.6178069739015386
Round 3 | Best m_IoU is: 0.629, OA is: 0.902 | val costTime=180.24282693862915
Round 3 | ****EPOCH 26****
Step 00037400 L_out=0.093 Acc=0.87 ---26890.52 ms/batch
Step 00037450 L_out=0.020 Acc=0.92 ---54219.11 ms/batch
Step 00037500 L_out=0.019 Acc=0.87 ---80882.92 ms/batch
Step 00037550 L_out=0.027 Acc=0.78 ---107971.45 ms/batch
Step 00037600 L_out=0.037 Acc=0.90 ---135198.66 ms/batch
Step 00037650 L_out=0.028 Acc=0.84 ---162710.85 ms/batch
Step 00037700 L_out=0.066 Acc=0.90 ---189793.48 ms/batch
Step 00037750 L_out=0.036 Acc=0.86 ---216859.33 ms/batch
Step 00037800 L_out=0.025 Acc=0.87 ---243922.13 ms/batch
Step 00037850 L_out=0.034 Acc=0.88 ---270975.98 ms/batch
Step 00037900 L_out=0.040 Acc=0.91 ---297651.45 ms/batch
Step 00037950 L_out=0.049 Acc=0.84 ---324807.44 ms/batch
Step 00038000 L_out=0.022 Acc=0.86 ---351905.75 ms/batch
Round 3 | epoch=26, train costTime=362.26965498924255, | total_activation_sum=8045582
Round 3 | epoch=27, current m_iou=0.6114061251374417
Round 3 | Best m_IoU is: 0.629, OA is: 0.902 | val costTime=175.9471561908722
Round 3 | ****EPOCH 27****
Step 00038050 L_out=0.011 Acc=0.92 ---16747.27 ms/batch
Step 00038100 L_out=0.057 Acc=0.85 ---44739.86 ms/batch
Step 00038150 L_out=0.017 Acc=0.88 ---72038.20 ms/batch
Step 00038200 L_out=0.075 Acc=0.88 ---99224.37 ms/batch
Step 00038250 L_out=0.014 Acc=0.96 ---126379.99 ms/batch
Step 00038300 L_out=0.051 Acc=0.92 ---153222.87 ms/batch
Step 00038350 L_out=0.027 Acc=0.92 ---180359.29 ms/batch
Step 00038400 L_out=0.048 Acc=0.90 ---207827.71 ms/batch
Step 00038450 L_out=0.054 Acc=0.87 ---234828.36 ms/batch
Step 00038500 L_out=0.100 Acc=0.81 ---261634.19 ms/batch
Step 00038550 L_out=0.019 Acc=0.90 ---288624.44 ms/batch
Step 00038600 L_out=0.051 Acc=0.88 ---315580.09 ms/batch
Step 00038650 L_out=0.055 Acc=0.84 ---342761.92 ms/batch
Round 3 | epoch=27, train costTime=362.86979579925537, | total_activation_sum=8019914
Round 3 | epoch=28, current m_iou=0.6088780897237972
Round 3 | Best m_IoU is: 0.629, OA is: 0.902 | val costTime=178.9560797214508
Round 3 | ****EPOCH 28****
Step 00038700 L_out=0.062 Acc=0.92 --- 7595.43 ms/batch
Step 00038750 L_out=0.007 Acc=0.86 ---34789.16 ms/batch
Step 00038800 L_out=0.012 Acc=0.93 ---62086.42 ms/batch
Step 00038850 L_out=0.077 Acc=0.80 ---88881.54 ms/batch
Step 00038900 L_out=0.239 Acc=0.79 ---115846.91 ms/batch
Step 00038950 L_out=0.032 Acc=0.91 ---142643.02 ms/batch
Step 00039000 L_out=0.078 Acc=0.84 ---169772.84 ms/batch
Step 00039050 L_out=0.081 Acc=0.87 ---196724.02 ms/batch
Step 00039100 L_out=0.013 Acc=0.88 ---223838.46 ms/batch
Step 00039150 L_out=0.015 Acc=0.86 ---251172.88 ms/batch
Step 00039200 L_out=0.026 Acc=0.96 ---277971.68 ms/batch
Step 00039250 L_out=0.036 Acc=0.88 ---305071.24 ms/batch
Step 00039300 L_out=0.027 Acc=0.92 ---332236.22 ms/batch
Step 00039350 L_out=0.033 Acc=0.93 ---359571.54 ms/batch
Round 3 | epoch=28, train costTime=361.15142726898193, | total_activation_sum=7999169
Round 3 | epoch=29, current m_iou=0.6127942545111108
Round 3 | Best m_IoU is: 0.629, OA is: 0.902 | val costTime=182.89639377593994
Round 3 | ****EPOCH 29****
Step 00039400 L_out=0.008 Acc=0.91 ---24869.66 ms/batch
Step 00039450 L_out=0.064 Acc=0.83 ---52032.02 ms/batch
Step 00039500 L_out=0.032 Acc=0.94 ---78985.69 ms/batch
Step 00039550 L_out=0.030 Acc=0.88 ---106086.16 ms/batch
Step 00039600 L_out=0.093 Acc=0.83 ---133081.55 ms/batch
Step 00039650 L_out=0.041 Acc=0.87 ---159910.52 ms/batch
Step 00039700 L_out=0.004 Acc=0.89 ---187164.74 ms/batch
Step 00039750 L_out=0.019 Acc=0.88 ---214034.47 ms/batch
Step 00039800 L_out=0.040 Acc=0.85 ---240796.39 ms/batch
Step 00039850 L_out=0.007 Acc=0.95 ---268019.32 ms/batch
Step 00039900 L_out=0.008 Acc=0.87 ---295018.34 ms/batch
Step 00039950 L_out=0.040 Acc=0.89 ---322150.15 ms/batch
Step 00040000 L_out=0.038 Acc=0.87 ---349363.74 ms/batch
Round 3 | epoch=29, train costTime=359.71326994895935, | total_activation_sum=8063289
Round 3 | epoch=30, current m_iou=0.6101384386009784
Round 3 | Best m_IoU is: 0.629, OA is: 0.902 | val costTime=182.76380515098572
Round 3 | ****EPOCH 30****
Round 4 | ****EPOCH 0****
Step 00040050 L_out=0.370 Acc=0.73 ---13533.32 ms/batch
Step 00040100 L_out=0.714 Acc=0.40 ---35938.64 ms/batch
Step 00040150 L_out=0.113 Acc=0.62 ---58436.91 ms/batch
Step 00040200 L_out=0.121 Acc=0.83 ---80842.84 ms/batch
Step 00040250 L_out=0.353 Acc=0.67 ---103589.41 ms/batch
Step 00040300 L_out=0.138 Acc=0.82 ---126917.59 ms/batch
Step 00040350 L_out=0.296 Acc=0.77 ---149597.94 ms/batch
Step 00040400 L_out=0.549 Acc=0.69 ---172121.69 ms/batch
Step 00040450 L_out=0.517 Acc=0.54 ---194818.88 ms/batch
Step 00040500 L_out=0.313 Acc=0.84 ---217932.27 ms/batch
Step 00040550 L_out=0.103 Acc=0.70 ---240602.58 ms/batch
Step 00040600 L_out=0.501 Acc=0.83 ---263086.15 ms/batch
Step 00040650 L_out=0.115 Acc=0.77 ---286140.81 ms/batch
Round 4 | epoch=0, train costTime=302.67117714881897, | total_activation_sum=11678588
Round 4 | epoch=1, current m_iou=0.5345807372365092
Round 4 | Best m_IoU is: 0.535, OA is: 0.832 | val costTime=153.1839156150818
Round 4 | ****EPOCH 1****
Step 00040700 L_out=0.140 Acc=0.76 --- 6889.47 ms/batch
Step 00040750 L_out=0.176 Acc=0.81 ---33921.06 ms/batch
Step 00040800 L_out=0.160 Acc=0.74 ---60586.49 ms/batch
Step 00040850 L_out=0.204 Acc=0.79 ---87528.94 ms/batch
Step 00040900 L_out=0.143 Acc=0.82 ---114450.97 ms/batch
Step 00040950 L_out=0.194 Acc=0.85 ---141284.52 ms/batch
Step 00041000 L_out=0.090 Acc=0.83 ---168353.00 ms/batch
Step 00041050 L_out=0.077 Acc=0.94 ---195267.40 ms/batch
Step 00041100 L_out=0.068 Acc=0.92 ---221982.24 ms/batch
Step 00041150 L_out=0.224 Acc=0.79 ---249754.02 ms/batch
Step 00041200 L_out=0.090 Acc=0.90 ---276442.41 ms/batch
Step 00041250 L_out=0.506 Acc=0.73 ---302274.51 ms/batch
Step 00041300 L_out=0.164 Acc=0.90 ---329736.61 ms/batch
Step 00041350 L_out=0.436 Acc=0.70 ---357150.69 ms/batch
Round 4 | epoch=1, train costTime=359.35545659065247, | total_activation_sum=11240010
Round 4 | epoch=2, current m_iou=0.5843848575883176
Round 4 | Best m_IoU is: 0.584, OA is: 0.879 | val costTime=165.70788526535034
Round 4 | ****EPOCH 2****
Step 00041400 L_out=0.050 Acc=0.84 ---25084.89 ms/batch
Step 00041450 L_out=0.782 Acc=0.31 ---52252.63 ms/batch
Step 00041500 L_out=0.116 Acc=0.87 ---79168.00 ms/batch
Step 00041550 L_out=0.335 Acc=0.69 ---106349.28 ms/batch
Step 00041600 L_out=0.099 Acc=0.84 ---133624.39 ms/batch
Step 00041650 L_out=0.117 Acc=0.89 ---160534.40 ms/batch
Step 00041700 L_out=0.241 Acc=0.76 ---187304.15 ms/batch
Step 00041750 L_out=0.186 Acc=0.81 ---213999.59 ms/batch
Step 00041800 L_out=0.057 Acc=0.85 ---240769.78 ms/batch
Step 00041850 L_out=0.043 Acc=0.94 ---267760.55 ms/batch
Step 00041900 L_out=0.277 Acc=0.75 ---294424.40 ms/batch
Step 00041950 L_out=0.312 Acc=0.72 ---320904.43 ms/batch
Step 00042000 L_out=0.189 Acc=0.80 ---348464.59 ms/batch
Round 4 | epoch=2, train costTime=359.7393717765808, | total_activation_sum=11212002
Round 4 | epoch=3, current m_iou=0.6010008824301514
Round 4 | Best m_IoU is: 0.601, OA is: 0.888 | val costTime=167.2676236629486
Round 4 | ****EPOCH 3****
Step 00042050 L_out=0.121 Acc=0.86 ---15186.73 ms/batch
Step 00042100 L_out=0.042 Acc=0.86 ---41848.15 ms/batch
Step 00042150 L_out=0.097 Acc=0.85 ---67908.95 ms/batch
Step 00042200 L_out=0.087 Acc=0.89 ---94670.22 ms/batch
Step 00042250 L_out=0.035 Acc=0.88 ---121737.25 ms/batch
Step 00042300 L_out=0.096 Acc=0.76 ---149024.74 ms/batch
Step 00042350 L_out=0.112 Acc=0.73 ---176582.93 ms/batch
Step 00042400 L_out=0.133 Acc=0.81 ---203347.12 ms/batch
Step 00042450 L_out=0.232 Acc=0.82 ---230365.23 ms/batch
Step 00042500 L_out=0.485 Acc=0.58 ---257010.74 ms/batch
Step 00042550 L_out=0.104 Acc=0.83 ---283919.46 ms/batch
Step 00042600 L_out=0.142 Acc=0.75 ---310278.93 ms/batch
Step 00042650 L_out=0.069 Acc=0.87 ---338275.06 ms/batch
Round 4 | epoch=3, train costTime=358.75583934783936, | total_activation_sum=11168440
Round 4 | epoch=4, current m_iou=0.6270008058165173
Round 4 | Best m_IoU is: 0.627, OA is: 0.901 | val costTime=167.26054620742798
Round 4 | ****EPOCH 4****
Step 00042700 L_out=0.072 Acc=0.92 --- 6532.03 ms/batch
Step 00042750 L_out=0.091 Acc=0.83 ---33435.88 ms/batch
Step 00042800 L_out=0.121 Acc=0.77 ---60336.30 ms/batch
Step 00042850 L_out=0.170 Acc=0.70 ---87219.54 ms/batch
Step 00042900 L_out=0.132 Acc=0.93 ---114568.21 ms/batch
Step 00042950 L_out=0.345 Acc=0.90 ---141468.23 ms/batch
Step 00043000 L_out=0.077 Acc=0.85 ---168442.64 ms/batch
Step 00043050 L_out=0.158 Acc=0.81 ---195468.72 ms/batch
Step 00043100 L_out=0.029 Acc=0.90 ---222238.75 ms/batch
Step 00043150 L_out=0.087 Acc=0.91 ---249242.07 ms/batch
Step 00043200 L_out=0.066 Acc=0.85 ---276058.56 ms/batch
Step 00043250 L_out=0.055 Acc=0.88 ---302961.97 ms/batch
Step 00043300 L_out=0.149 Acc=0.83 ---330089.39 ms/batch
Step 00043350 L_out=0.035 Acc=0.90 ---357674.62 ms/batch
Round 4 | epoch=4, train costTime=360.5717487335205, | total_activation_sum=11187856
Round 4 | epoch=5, current m_iou=0.6155199338835659
Round 4 | Best m_IoU is: 0.627, OA is: 0.901 | val costTime=166.04125428199768
Round 4 | ****EPOCH 5****
Step 00043400 L_out=0.073 Acc=0.83 ---24282.04 ms/batch
Step 00043450 L_out=0.032 Acc=0.96 ---51202.32 ms/batch
Step 00043500 L_out=0.047 Acc=0.83 ---77977.09 ms/batch
Step 00043550 L_out=0.227 Acc=0.79 ---104838.04 ms/batch
Step 00043600 L_out=0.063 Acc=0.90 ---131882.98 ms/batch
Step 00043650 L_out=0.106 Acc=0.84 ---159072.61 ms/batch
Step 00043700 L_out=0.028 Acc=0.81 ---185785.56 ms/batch
Step 00043750 L_out=0.206 Acc=0.84 ---212842.23 ms/batch
Step 00043800 L_out=0.100 Acc=0.92 ---239570.81 ms/batch
Step 00043850 L_out=0.157 Acc=0.90 ---266706.40 ms/batch
Step 00043900 L_out=0.069 Acc=0.89 ---293809.68 ms/batch
Step 00043950 L_out=0.066 Acc=0.87 ---320548.94 ms/batch
Step 00044000 L_out=0.129 Acc=0.95 ---347749.83 ms/batch
Round 4 | epoch=5, train costTime=359.60766863822937, | total_activation_sum=11185913
Round 4 | epoch=6, current m_iou=0.6320074353239715
Round 4 | Best m_IoU is: 0.632, OA is: 0.904 | val costTime=180.62828183174133
Round 4 | ****EPOCH 6****
Step 00044050 L_out=0.825 Acc=0.71 ---15043.46 ms/batch
Step 00044100 L_out=0.093 Acc=0.88 ---41895.29 ms/batch
Step 00044150 L_out=0.157 Acc=0.86 ---68738.53 ms/batch
Step 00044200 L_out=0.032 Acc=0.92 ---95913.84 ms/batch
Step 00044250 L_out=0.082 Acc=0.89 ---122920.44 ms/batch
Step 00044300 L_out=0.125 Acc=0.89 ---149607.33 ms/batch
Step 00044350 L_out=0.074 Acc=0.84 ---177216.47 ms/batch
Step 00044400 L_out=0.088 Acc=0.80 ---203813.31 ms/batch
Step 00044450 L_out=0.376 Acc=0.84 ---231057.41 ms/batch
Step 00044500 L_out=0.019 Acc=0.90 ---257790.41 ms/batch
Step 00044550 L_out=0.052 Acc=0.87 ---284891.44 ms/batch
Step 00044600 L_out=0.035 Acc=0.91 ---312205.43 ms/batch
Step 00044650 L_out=0.158 Acc=0.88 ---338918.11 ms/batch
Round 4 | epoch=6, train costTime=360.46584463119507, | total_activation_sum=11309005
Round 4 | epoch=7, current m_iou=0.6324272156679185
Round 4 | Best m_IoU is: 0.632, OA is: 0.904 | val costTime=167.21024775505066
Round 4 | ****EPOCH 7****
Step 00044700 L_out=0.052 Acc=0.87 --- 5977.37 ms/batch
Step 00044750 L_out=0.152 Acc=0.87 ---33006.45 ms/batch
Step 00044800 L_out=0.092 Acc=0.87 ---59657.43 ms/batch
Step 00044850 L_out=0.026 Acc=0.93 ---86740.73 ms/batch
Step 00044900 L_out=0.070 Acc=0.89 ---113563.23 ms/batch
Step 00044950 L_out=0.038 Acc=0.86 ---140229.02 ms/batch
Step 00045000 L_out=0.135 Acc=0.87 ---167285.92 ms/batch
Step 00045050 L_out=0.034 Acc=0.97 ---194464.83 ms/batch
Step 00045100 L_out=0.027 Acc=0.86 ---221150.87 ms/batch
Step 00045150 L_out=0.212 Acc=0.85 ---248116.52 ms/batch
Step 00045200 L_out=0.025 Acc=0.92 ---275289.18 ms/batch
Step 00045250 L_out=0.338 Acc=0.87 ---302188.38 ms/batch
Step 00045300 L_out=0.090 Acc=0.87 ---328913.70 ms/batch
Step 00045350 L_out=0.054 Acc=0.92 ---355647.87 ms/batch
Round 4 | epoch=7, train costTime=358.78374004364014, | total_activation_sum=11294562
Round 4 | epoch=8, current m_iou=0.6359069869866166
Round 4 | Best m_IoU is: 0.636, OA is: 0.903 | val costTime=174.21677422523499
Round 4 | ****EPOCH 8****
Step 00045400 L_out=0.038 Acc=0.92 ---23705.09 ms/batch
Step 00045450 L_out=0.044 Acc=0.93 ---50803.86 ms/batch
Step 00045500 L_out=0.181 Acc=0.89 ---77570.64 ms/batch
Step 00045550 L_out=0.053 Acc=0.85 ---104343.77 ms/batch
Step 00045600 L_out=0.150 Acc=0.91 ---131580.56 ms/batch
Step 00045650 L_out=0.081 Acc=0.90 ---158632.02 ms/batch
Step 00045700 L_out=0.021 Acc=0.76 ---185832.35 ms/batch
Step 00045750 L_out=0.014 Acc=0.93 ---212684.05 ms/batch
Step 00045800 L_out=0.064 Acc=0.85 ---239637.87 ms/batch
Step 00045850 L_out=0.068 Acc=0.84 ---266735.28 ms/batch
Step 00045900 L_out=0.038 Acc=0.94 ---294211.03 ms/batch
Step 00045950 L_out=0.316 Acc=0.86 ---320612.62 ms/batch
Step 00046000 L_out=0.057 Acc=0.85 ---346959.18 ms/batch
Round 4 | epoch=8, train costTime=359.523638010025, | total_activation_sum=11056206
Round 4 | epoch=9, current m_iou=0.6362830671954355
Round 4 | Best m_IoU is: 0.636, OA is: 0.904 | val costTime=173.0015106201172
Round 4 | ****EPOCH 9****
Step 00046050 L_out=0.086 Acc=0.83 ---14447.27 ms/batch
Step 00046100 L_out=0.104 Acc=0.87 ---41292.07 ms/batch
Step 00046150 L_out=0.023 Acc=0.89 ---68306.98 ms/batch
Step 00046200 L_out=0.058 Acc=0.92 ---95349.55 ms/batch
Step 00046250 L_out=0.039 Acc=0.94 ---122565.79 ms/batch
Step 00046300 L_out=0.033 Acc=0.94 ---150075.19 ms/batch
Step 00046350 L_out=0.048 Acc=0.93 ---177133.68 ms/batch
Step 00046400 L_out=0.028 Acc=0.94 ---204560.03 ms/batch
Step 00046450 L_out=0.038 Acc=0.95 ---231800.91 ms/batch
Step 00046500 L_out=0.126 Acc=0.87 ---259019.07 ms/batch
Step 00046550 L_out=0.067 Acc=0.87 ---286331.14 ms/batch
Step 00046600 L_out=0.069 Acc=0.92 ---313311.91 ms/batch
Step 00046650 L_out=0.076 Acc=0.91 ---340424.86 ms/batch
Round 4 | epoch=9, train costTime=362.1213071346283, | total_activation_sum=11281729
Round 4 | epoch=10, current m_iou=0.6386176323780148
Round 4 | Best m_IoU is: 0.639, OA is: 0.904 | val costTime=174.91650581359863
Round 4 | ****EPOCH 10****
Step 00046700 L_out=0.071 Acc=0.86 --- 5425.50 ms/batch
Step 00046750 L_out=0.087 Acc=0.86 ---32247.43 ms/batch
Step 00046800 L_out=0.292 Acc=0.84 ---59291.45 ms/batch
Step 00046850 L_out=0.283 Acc=0.87 ---86263.08 ms/batch
Step 00046900 L_out=0.088 Acc=0.93 ---113272.54 ms/batch
Step 00046950 L_out=0.092 Acc=0.90 ---140177.71 ms/batch
Step 00047000 L_out=0.845 Acc=0.89 ---167173.94 ms/batch
Step 00047050 L_out=0.110 Acc=0.92 ---195077.46 ms/batch
Step 00047100 L_out=0.056 Acc=0.84 ---222051.76 ms/batch
Step 00047150 L_out=0.039 Acc=0.90 ---248664.15 ms/batch
Step 00047200 L_out=0.019 Acc=0.94 ---275559.10 ms/batch
Step 00047250 L_out=0.456 Acc=0.84 ---302495.50 ms/batch
Step 00047300 L_out=0.183 Acc=0.84 ---329383.60 ms/batch
Step 00047350 L_out=0.157 Acc=0.78 ---356829.25 ms/batch
Round 4 | epoch=10, train costTime=360.68163990974426, | total_activation_sum=11214167
Round 4 | epoch=11, current m_iou=0.6348991237427194
Round 4 | Best m_IoU is: 0.639, OA is: 0.904 | val costTime=175.7474489212036
Round 4 | ****EPOCH 11****
Step 00047400 L_out=0.037 Acc=0.76 ---23168.58 ms/batch
Step 00047450 L_out=0.043 Acc=0.84 ---49978.60 ms/batch
Step 00047500 L_out=0.026 Acc=0.89 ---77237.49 ms/batch
Step 00047550 L_out=0.087 Acc=0.86 ---104129.06 ms/batch
Step 00047600 L_out=0.120 Acc=0.85 ---130827.76 ms/batch
Step 00047650 L_out=0.019 Acc=0.93 ---158182.39 ms/batch
Step 00047700 L_out=0.039 Acc=0.91 ---185610.07 ms/batch
Step 00047750 L_out=0.105 Acc=0.89 ---212881.45 ms/batch
Step 00047800 L_out=0.024 Acc=0.94 ---239829.80 ms/batch
Step 00047850 L_out=0.254 Acc=0.74 ---267528.66 ms/batch
Step 00047900 L_out=0.447 Acc=0.89 ---294435.19 ms/batch
Step 00047950 L_out=0.122 Acc=0.89 ---321487.64 ms/batch
Step 00048000 L_out=0.024 Acc=0.86 ---348288.00 ms/batch
Round 4 | epoch=11, train costTime=361.45807456970215, | total_activation_sum=11195630
Round 4 | epoch=12, current m_iou=0.6390746324517098
Round 4 | Best m_IoU is: 0.639, OA is: 0.905 | val costTime=166.45800757408142
Round 4 | ****EPOCH 12****
Step 00048050 L_out=0.085 Acc=0.88 ---13945.05 ms/batch
Step 00048100 L_out=0.042 Acc=0.88 ---41085.31 ms/batch
Step 00048150 L_out=0.106 Acc=0.94 ---68059.93 ms/batch
Step 00048200 L_out=0.029 Acc=0.93 ---95554.41 ms/batch
Step 00048250 L_out=0.028 Acc=0.88 ---122584.89 ms/batch
Step 00048300 L_out=0.044 Acc=0.92 ---149857.55 ms/batch
Step 00048350 L_out=0.071 Acc=0.90 ---176620.79 ms/batch
Step 00048400 L_out=0.030 Acc=0.87 ---203611.42 ms/batch
Step 00048450 L_out=0.012 Acc=0.80 ---230579.37 ms/batch
Step 00048500 L_out=0.017 Acc=0.97 ---257376.46 ms/batch
Step 00048550 L_out=0.090 Acc=0.87 ---284503.35 ms/batch
Step 00048600 L_out=0.132 Acc=0.80 ---311589.50 ms/batch
Step 00048650 L_out=0.017 Acc=0.89 ---338700.25 ms/batch
Round 4 | epoch=12, train costTime=360.8854069709778, | total_activation_sum=11195164
Round 4 | epoch=13, current m_iou=0.6317074883351277
Round 4 | Best m_IoU is: 0.639, OA is: 0.905 | val costTime=176.83475017547607
Round 4 | ****EPOCH 13****
Step 00048700 L_out=0.070 Acc=0.90 --- 4954.27 ms/batch
Step 00048750 L_out=0.019 Acc=0.85 ---32153.02 ms/batch
Step 00048800 L_out=0.024 Acc=0.88 ---59590.89 ms/batch
Step 00048850 L_out=0.031 Acc=0.83 ---86338.78 ms/batch
Step 00048900 L_out=0.033 Acc=0.91 ---113935.94 ms/batch
Step 00048950 L_out=0.042 Acc=0.89 ---140505.32 ms/batch
Step 00049000 L_out=0.092 Acc=0.89 ---167358.61 ms/batch
Step 00049050 L_out=0.029 Acc=0.95 ---194737.27 ms/batch
Step 00049100 L_out=0.027 Acc=0.97 ---221901.45 ms/batch
Step 00049150 L_out=0.059 Acc=0.87 ---249065.85 ms/batch
Step 00049200 L_out=0.701 Acc=0.69 ---275938.86 ms/batch
Step 00049250 L_out=0.105 Acc=0.65 ---302896.64 ms/batch
Step 00049300 L_out=0.045 Acc=0.84 ---329309.08 ms/batch
Step 00049350 L_out=0.038 Acc=0.91 ---356154.52 ms/batch
Round 4 | epoch=13, train costTime=360.523250579834, | total_activation_sum=11232854
Round 4 | epoch=14, current m_iou=0.6350367783860331
Round 4 | Best m_IoU is: 0.639, OA is: 0.905 | val costTime=169.02301597595215
Round 4 | ****EPOCH 14****
Step 00049400 L_out=0.442 Acc=0.57 ---22781.73 ms/batch
Step 00049450 L_out=0.029 Acc=0.93 ---49705.24 ms/batch
Step 00049500 L_out=0.042 Acc=0.83 ---77506.30 ms/batch
Step 00049550 L_out=0.078 Acc=0.86 ---104421.72 ms/batch
Step 00049600 L_out=0.051 Acc=0.90 ---131117.20 ms/batch
Step 00049650 L_out=0.049 Acc=0.90 ---157614.04 ms/batch
Step 00049700 L_out=0.013 Acc=0.96 ---184333.82 ms/batch
Step 00049750 L_out=0.080 Acc=0.85 ---211034.67 ms/batch
Step 00049800 L_out=0.024 Acc=0.92 ---237654.74 ms/batch
Step 00049850 L_out=0.460 Acc=0.89 ---264331.42 ms/batch
Step 00049900 L_out=0.092 Acc=0.83 ---290666.62 ms/batch
Step 00049950 L_out=0.170 Acc=0.83 ---317552.52 ms/batch
Step 00050000 L_out=0.068 Acc=0.86 ---344357.46 ms/batch
Round 4 | epoch=14, train costTime=358.4429121017456, | total_activation_sum=11133363
Round 4 | epoch=15, current m_iou=0.6344303246723813
Round 4 | Best m_IoU is: 0.639, OA is: 0.905 | val costTime=173.90038871765137
Round 4 | ****EPOCH 15****
Step 00050050 L_out=0.067 Acc=0.91 ---14480.40 ms/batch
Step 00050100 L_out=0.028 Acc=0.84 ---41479.38 ms/batch
Step 00050150 L_out=0.159 Acc=0.87 ---68787.09 ms/batch
Step 00050200 L_out=0.089 Acc=0.90 ---95544.46 ms/batch
Step 00050250 L_out=0.051 Acc=0.91 ---122584.63 ms/batch
Step 00050300 L_out=0.252 Acc=0.75 ---149502.02 ms/batch
Step 00050350 L_out=0.055 Acc=0.83 ---176419.10 ms/batch
Step 00050400 L_out=0.042 Acc=0.91 ---203481.96 ms/batch
Step 00050450 L_out=0.028 Acc=0.93 ---230714.91 ms/batch
Step 00050500 L_out=0.037 Acc=0.90 ---258091.02 ms/batch
Step 00050550 L_out=0.009 Acc=0.95 ---284920.32 ms/batch
Step 00050600 L_out=0.029 Acc=0.86 ---311804.34 ms/batch
Step 00050650 L_out=0.036 Acc=0.75 ---338429.70 ms/batch
Round 4 | epoch=15, train costTime=361.8068115711212, | total_activation_sum=11305783
Round 4 | epoch=16, current m_iou=0.6265009288998331
Round 4 | Best m_IoU is: 0.639, OA is: 0.905 | val costTime=172.9967758655548
Round 4 | ****EPOCH 16****
Step 00050700 L_out=0.047 Acc=0.88 --- 4279.93 ms/batch
Step 00050750 L_out=0.099 Acc=0.83 ---31283.68 ms/batch
Step 00050800 L_out=0.015 Acc=0.87 ---57971.78 ms/batch
Step 00050850 L_out=0.057 Acc=0.91 ---85266.90 ms/batch
Step 00050900 L_out=0.056 Acc=0.88 ---112114.77 ms/batch
Step 00050950 L_out=0.062 Acc=0.90 ---139016.76 ms/batch
Step 00051000 L_out=0.066 Acc=0.92 ---165854.09 ms/batch
Step 00051050 L_out=0.063 Acc=0.89 ---192812.17 ms/batch
Step 00051100 L_out=0.021 Acc=0.93 ---219538.22 ms/batch
Step 00051150 L_out=0.048 Acc=0.94 ---246543.81 ms/batch
Step 00051200 L_out=0.015 Acc=0.94 ---273186.97 ms/batch
Step 00051250 L_out=0.068 Acc=0.86 ---300859.27 ms/batch
Step 00051300 L_out=0.139 Acc=0.87 ---328220.70 ms/batch
Step 00051350 L_out=0.059 Acc=0.84 ---355745.32 ms/batch
Round 4 | epoch=16, train costTime=360.7968719005585, | total_activation_sum=11139686
Round 4 | epoch=17, current m_iou=0.6211260041054084
Round 4 | Best m_IoU is: 0.639, OA is: 0.905 | val costTime=167.3585705757141
Round 4 | ****EPOCH 17****
Step 00051400 L_out=0.073 Acc=0.85 ---22492.55 ms/batch
Step 00051450 L_out=0.020 Acc=0.93 ---49254.14 ms/batch
Step 00051500 L_out=0.048 Acc=0.90 ---76117.99 ms/batch
Step 00051550 L_out=0.032 Acc=0.95 ---102902.74 ms/batch
Step 00051600 L_out=0.025 Acc=0.87 ---129933.54 ms/batch
Step 00051650 L_out=0.067 Acc=0.89 ---157614.62 ms/batch
Step 00051700 L_out=0.324 Acc=0.80 ---184640.71 ms/batch
Step 00051750 L_out=0.059 Acc=0.86 ---211565.24 ms/batch
Step 00051800 L_out=0.031 Acc=0.95 ---238521.73 ms/batch
Step 00051850 L_out=0.024 Acc=0.90 ---265282.48 ms/batch
Step 00051900 L_out=0.090 Acc=0.87 ---292572.48 ms/batch
Step 00051950 L_out=0.012 Acc=0.91 ---319210.13 ms/batch
Step 00052000 L_out=0.049 Acc=0.94 ---346044.47 ms/batch
Round 4 | epoch=17, train costTime=359.85055470466614, | total_activation_sum=11383738
Round 4 | epoch=18, current m_iou=0.6118761987003425
Round 4 | Best m_IoU is: 0.639, OA is: 0.905 | val costTime=169.23402500152588
Round 4 | ****EPOCH 18****
Step 00052050 L_out=0.053 Acc=0.82 ---13073.69 ms/batch
Step 00052100 L_out=0.104 Acc=0.84 ---40315.87 ms/batch
Step 00052150 L_out=0.009 Acc=0.92 ---67738.98 ms/batch
Step 00052200 L_out=0.116 Acc=0.90 ---94546.18 ms/batch
Step 00052250 L_out=0.030 Acc=0.87 ---121722.82 ms/batch
Step 00052300 L_out=0.019 Acc=0.89 ---148631.08 ms/batch
Step 00052350 L_out=0.057 Acc=0.88 ---175308.11 ms/batch
Step 00052400 L_out=0.009 Acc=0.96 ---202366.96 ms/batch
Step 00052450 L_out=0.030 Acc=0.87 ---229504.71 ms/batch
Step 00052500 L_out=0.081 Acc=0.91 ---256668.29 ms/batch
Step 00052550 L_out=0.016 Acc=0.89 ---283675.90 ms/batch
Step 00052600 L_out=0.034 Acc=0.89 ---310411.57 ms/batch
Step 00052650 L_out=0.094 Acc=0.89 ---337349.44 ms/batch
Round 4 | epoch=18, train costTime=360.5577006340027, | total_activation_sum=11144934
Round 4 | epoch=19, current m_iou=0.6083615955685135
Round 4 | Best m_IoU is: 0.639, OA is: 0.905 | val costTime=174.11438632011414
Round 4 | ****EPOCH 19****
Step 00052700 L_out=0.127 Acc=0.81 --- 3978.57 ms/batch
Step 00052750 L_out=0.064 Acc=0.87 ---31102.68 ms/batch
Step 00052800 L_out=0.073 Acc=0.92 ---57974.09 ms/batch
Step 00052850 L_out=0.004 Acc=0.88 ---84719.79 ms/batch
Step 00052900 L_out=0.185 Acc=0.81 ---111511.60 ms/batch
Step 00052950 L_out=0.049 Acc=0.90 ---138103.03 ms/batch
Step 00053000 L_out=0.035 Acc=0.86 ---164756.68 ms/batch
Step 00053050 L_out=0.056 Acc=0.92 ---191741.23 ms/batch
Step 00053100 L_out=0.045 Acc=0.94 ---218631.12 ms/batch
Step 00053150 L_out=0.048 Acc=0.93 ---245417.98 ms/batch
Step 00053200 L_out=0.030 Acc=0.88 ---272059.81 ms/batch
Step 00053250 L_out=0.027 Acc=0.85 ---298716.42 ms/batch
Step 00053300 L_out=0.041 Acc=0.92 ---325728.87 ms/batch
Step 00053350 L_out=0.025 Acc=0.86 ---352269.68 ms/batch
Round 4 | epoch=19, train costTime=357.93852400779724, | total_activation_sum=11208186
Round 4 | epoch=20, current m_iou=0.6241743304456636
Round 4 | Best m_IoU is: 0.639, OA is: 0.905 | val costTime=166.77167224884033
Round 4 | ****EPOCH 20****
Step 00053400 L_out=0.021 Acc=0.94 ---21257.83 ms/batch
Step 00053450 L_out=0.119 Acc=0.95 ---48864.63 ms/batch
Step 00053500 L_out=0.039 Acc=0.89 ---75770.48 ms/batch
Step 00053550 L_out=0.060 Acc=0.90 ---102681.33 ms/batch
Step 00053600 L_out=0.097 Acc=0.92 ---129697.16 ms/batch
Step 00053650 L_out=0.046 Acc=0.94 ---156349.18 ms/batch
Step 00053700 L_out=0.174 Acc=0.79 ---183184.55 ms/batch
Step 00053750 L_out=0.030 Acc=0.91 ---210488.75 ms/batch
Step 00053800 L_out=0.068 Acc=0.91 ---237620.12 ms/batch
Step 00053850 L_out=0.163 Acc=0.82 ---265037.87 ms/batch
Step 00053900 L_out=0.165 Acc=0.84 ---292711.82 ms/batch
Step 00053950 L_out=0.038 Acc=0.87 ---319465.38 ms/batch
Step 00054000 L_out=0.032 Acc=0.94 ---347124.23 ms/batch
Round 4 | epoch=20, train costTime=361.92257356643677, | total_activation_sum=11140717
Round 4 | epoch=21, current m_iou=0.6314214114926104
Round 4 | Best m_IoU is: 0.639, OA is: 0.905 | val costTime=166.6351137161255
Round 4 | ****EPOCH 21****
Step 00054050 L_out=0.071 Acc=0.91 ---13106.79 ms/batch
Step 00054100 L_out=0.130 Acc=0.89 ---39938.79 ms/batch
Step 00054150 L_out=0.044 Acc=0.92 ---66803.68 ms/batch
Step 00054200 L_out=0.106 Acc=0.90 ---93721.21 ms/batch
Step 00054250 L_out=0.027 Acc=0.96 ---120527.09 ms/batch
Step 00054300 L_out=0.022 Acc=0.90 ---147184.96 ms/batch
Step 00054350 L_out=0.031 Acc=0.93 ---174352.04 ms/batch
Step 00054400 L_out=0.155 Acc=0.77 ---201003.72 ms/batch
Step 00054450 L_out=0.088 Acc=0.92 ---227903.06 ms/batch
Step 00054500 L_out=0.045 Acc=0.93 ---254890.00 ms/batch
Step 00054550 L_out=0.034 Acc=0.91 ---281758.74 ms/batch
Step 00054600 L_out=0.013 Acc=0.96 ---308604.86 ms/batch
Step 00054650 L_out=0.036 Acc=0.81 ---335598.40 ms/batch
Round 4 | epoch=21, train costTime=359.951532125473, | total_activation_sum=11200252
Round 4 | epoch=22, current m_iou=0.6299614994368415
Round 4 | Best m_IoU is: 0.639, OA is: 0.905 | val costTime=169.63543796539307
Round 4 | ****EPOCH 22****
Step 00054700 L_out=0.049 Acc=0.96 --- 3240.28 ms/batch
Step 00054750 L_out=0.034 Acc=0.94 ---30063.52 ms/batch
Step 00054800 L_out=0.015 Acc=0.96 ---56770.41 ms/batch
Step 00054850 L_out=0.060 Acc=0.95 ---83544.01 ms/batch
Step 00054900 L_out=0.039 Acc=0.86 ---110550.07 ms/batch
Step 00054950 L_out=0.036 Acc=0.82 ---137175.24 ms/batch
Step 00055000 L_out=0.042 Acc=0.88 ---163675.32 ms/batch
Step 00055050 L_out=0.032 Acc=0.86 ---190537.75 ms/batch
Step 00055100 L_out=0.019 Acc=0.89 ---217344.80 ms/batch
Step 00055150 L_out=0.070 Acc=0.81 ---243996.80 ms/batch
Step 00055200 L_out=0.063 Acc=0.93 ---271087.88 ms/batch
Step 00055250 L_out=0.060 Acc=0.85 ---298266.67 ms/batch
Step 00055300 L_out=0.020 Acc=0.97 ---325233.04 ms/batch
Step 00055350 L_out=0.040 Acc=0.87 ---352916.82 ms/batch
Round 4 | epoch=22, train costTime=359.1093304157257, | total_activation_sum=11296086
Round 4 | epoch=23, current m_iou=0.6264925509418966
Round 4 | Best m_IoU is: 0.639, OA is: 0.905 | val costTime=165.2279989719391
Round 4 | ****EPOCH 23****
Step 00055400 L_out=0.031 Acc=0.92 ---21253.54 ms/batch
Step 00055450 L_out=0.004 Acc=0.92 ---48031.18 ms/batch
Step 00055500 L_out=0.036 Acc=0.95 ---75003.62 ms/batch
Step 00055550 L_out=0.318 Acc=0.85 ---101861.98 ms/batch
Step 00055600 L_out=0.070 Acc=0.89 ---128636.39 ms/batch
Step 00055650 L_out=0.010 Acc=0.92 ---155586.20 ms/batch
Step 00055700 L_out=0.046 Acc=0.85 ---182280.11 ms/batch
Step 00055750 L_out=0.061 Acc=0.94 ---208875.27 ms/batch
Step 00055800 L_out=0.035 Acc=0.86 ---235777.59 ms/batch
Step 00055850 L_out=0.012 Acc=0.91 ---262539.79 ms/batch
Step 00055900 L_out=0.085 Acc=0.80 ---289139.11 ms/batch
Step 00055950 L_out=0.013 Acc=0.87 ---316169.63 ms/batch
Step 00056000 L_out=0.015 Acc=0.95 ---343036.20 ms/batch
Round 4 | epoch=23, train costTime=358.6390640735626, | total_activation_sum=11191359
Round 4 | epoch=24, current m_iou=0.6218911934502136
Round 4 | Best m_IoU is: 0.639, OA is: 0.905 | val costTime=168.51632046699524
Round 4 | ****EPOCH 24****
Step 00056050 L_out=0.150 Acc=0.90 ---11951.58 ms/batch
Step 00056100 L_out=0.035 Acc=0.89 ---40116.76 ms/batch
Step 00056150 L_out=0.035 Acc=0.93 ---66702.73 ms/batch
Step 00056200 L_out=0.040 Acc=0.94 ---93674.98 ms/batch
Step 00056250 L_out=0.048 Acc=0.89 ---120534.98 ms/batch
Step 00056300 L_out=0.027 Acc=0.84 ---147047.61 ms/batch
Step 00056350 L_out=0.081 Acc=0.92 ---173806.78 ms/batch
Step 00056400 L_out=0.041 Acc=0.89 ---200571.35 ms/batch
Step 00056450 L_out=0.047 Acc=0.96 ---227232.57 ms/batch
Step 00056500 L_out=0.058 Acc=0.93 ---254545.16 ms/batch
Step 00056550 L_out=0.034 Acc=0.92 ---281526.88 ms/batch
Step 00056600 L_out=0.025 Acc=0.92 ---308312.42 ms/batch
Step 00056650 L_out=0.113 Acc=0.93 ---335685.90 ms/batch
Round 4 | epoch=24, train costTime=360.8944661617279, | total_activation_sum=11193169
Round 4 | epoch=25, current m_iou=0.6307409165958169
Round 4 | Best m_IoU is: 0.639, OA is: 0.905 | val costTime=170.4481475353241
Round 4 | ****EPOCH 25****
Step 00056700 L_out=0.035 Acc=0.91 --- 2615.39 ms/batch
Step 00056750 L_out=0.005 Acc=0.95 ---29334.88 ms/batch
Step 00056800 L_out=0.034 Acc=0.92 ---56995.89 ms/batch
Step 00056850 L_out=0.014 Acc=0.92 ---83855.76 ms/batch
Step 00056900 L_out=0.011 Acc=0.93 ---110434.80 ms/batch
Step 00056950 L_out=0.069 Acc=0.84 ---137275.68 ms/batch
Step 00057000 L_out=0.074 Acc=0.87 ---163837.42 ms/batch
Step 00057050 L_out=0.039 Acc=0.85 ---190524.01 ms/batch
Step 00057100 L_out=0.063 Acc=0.90 ---217527.00 ms/batch
Step 00057150 L_out=0.035 Acc=0.89 ---245109.26 ms/batch
Step 00057200 L_out=0.091 Acc=0.88 ---272018.90 ms/batch
Step 00057250 L_out=0.027 Acc=0.93 ---299195.68 ms/batch
Step 00057300 L_out=0.052 Acc=0.88 ---326684.89 ms/batch
Step 00057350 L_out=0.045 Acc=0.80 ---354809.91 ms/batch
Round 4 | epoch=25, train costTime=361.46834802627563, | total_activation_sum=11259727
Round 4 | epoch=26, current m_iou=0.62903240965194
Round 4 | Best m_IoU is: 0.639, OA is: 0.905 | val costTime=161.34606289863586
Round 4 | ****EPOCH 26****
Step 00057400 L_out=0.045 Acc=0.88 ---20862.54 ms/batch
Step 00057450 L_out=0.173 Acc=0.89 ---47594.77 ms/batch
Step 00057500 L_out=0.059 Acc=0.88 ---74706.52 ms/batch
Step 00057550 L_out=0.014 Acc=0.94 ---101768.56 ms/batch
Step 00057600 L_out=0.059 Acc=0.89 ---128584.24 ms/batch
Step 00057650 L_out=0.065 Acc=0.79 ---155379.64 ms/batch
Step 00057700 L_out=0.026 Acc=0.86 ---182694.99 ms/batch
Step 00057750 L_out=0.033 Acc=0.72 ---209625.01 ms/batch
Step 00057800 L_out=0.036 Acc=0.90 ---236557.94 ms/batch
Step 00057850 L_out=0.070 Acc=0.88 ---263771.86 ms/batch
Step 00057900 L_out=0.019 Acc=0.94 ---291137.67 ms/batch
Step 00057950 L_out=0.042 Acc=0.93 ---318766.35 ms/batch
Step 00058000 L_out=0.016 Acc=0.93 ---345412.88 ms/batch
Round 4 | epoch=26, train costTime=360.97379422187805, | total_activation_sum=11172759
Round 4 | epoch=27, current m_iou=0.6266697359169096
Round 4 | Best m_IoU is: 0.639, OA is: 0.905 | val costTime=167.47268414497375
Round 4 | ****EPOCH 27****
Step 00058050 L_out=0.125 Acc=0.79 ---11216.25 ms/batch
Step 00058100 L_out=0.017 Acc=0.93 ---38350.72 ms/batch
Step 00058150 L_out=0.174 Acc=0.76 ---65660.86 ms/batch
Step 00058200 L_out=0.033 Acc=0.87 ---92494.35 ms/batch
Step 00058250 L_out=0.035 Acc=0.93 ---119372.30 ms/batch
Step 00058300 L_out=0.024 Acc=0.89 ---146122.92 ms/batch
Step 00058350 L_out=0.041 Acc=0.91 ---173152.05 ms/batch
Step 00058400 L_out=0.067 Acc=0.84 ---199869.09 ms/batch
Step 00058450 L_out=0.034 Acc=0.96 ---226618.82 ms/batch
Step 00058500 L_out=0.031 Acc=0.93 ---253723.69 ms/batch
Step 00058550 L_out=0.018 Acc=0.92 ---280397.58 ms/batch
Step 00058600 L_out=0.015 Acc=0.93 ---307091.18 ms/batch
Step 00058650 L_out=0.010 Acc=0.95 ---334924.46 ms/batch
Round 4 | epoch=27, train costTime=360.7525067329407, | total_activation_sum=11285221
Round 4 | epoch=28, current m_iou=0.6259551024631309
Round 4 | Best m_IoU is: 0.639, OA is: 0.905 | val costTime=164.18184638023376
Round 4 | ****EPOCH 28****
Step 00058700 L_out=0.026 Acc=0.94 --- 2217.17 ms/batch
Step 00058750 L_out=0.054 Acc=0.94 ---28997.34 ms/batch
Step 00058800 L_out=0.044 Acc=0.85 ---56114.86 ms/batch
Step 00058850 L_out=0.021 Acc=0.91 ---83234.79 ms/batch
Step 00058900 L_out=0.083 Acc=0.92 ---110664.89 ms/batch
Step 00058950 L_out=0.027 Acc=0.90 ---137484.11 ms/batch
Step 00059000 L_out=0.056 Acc=0.84 ---164225.11 ms/batch
Step 00059050 L_out=0.054 Acc=0.91 ---191200.21 ms/batch
Step 00059100 L_out=0.051 Acc=0.89 ---217673.61 ms/batch
Step 00059150 L_out=0.069 Acc=0.96 ---244423.61 ms/batch
Step 00059200 L_out=0.016 Acc=0.88 ---271327.81 ms/batch
Step 00059250 L_out=0.073 Acc=0.93 ---298914.36 ms/batch
Step 00059300 L_out=0.053 Acc=0.85 ---326674.85 ms/batch
Step 00059350 L_out=0.033 Acc=0.97 ---354635.94 ms/batch
Round 4 | epoch=28, train costTime=361.89222478866577, | total_activation_sum=11068409
Round 4 | epoch=29, current m_iou=0.6286696722915122
Round 4 | Best m_IoU is: 0.639, OA is: 0.905 | val costTime=157.27504587173462
Round 4 | ****EPOCH 29****
Step 00059400 L_out=0.030 Acc=0.89 ---20064.79 ms/batch
Step 00059450 L_out=0.018 Acc=0.92 ---47507.39 ms/batch
Step 00059500 L_out=0.071 Acc=0.85 ---74153.03 ms/batch
Step 00059550 L_out=0.027 Acc=0.95 ---100829.85 ms/batch
Step 00059600 L_out=0.012 Acc=0.94 ---128231.97 ms/batch
Step 00059650 L_out=0.031 Acc=0.93 ---155284.05 ms/batch
Step 00059700 L_out=0.018 Acc=0.74 ---182458.40 ms/batch
Step 00059750 L_out=0.026 Acc=0.90 ---209012.36 ms/batch
Step 00059800 L_out=0.078 Acc=0.89 ---236277.72 ms/batch
Step 00059850 L_out=0.022 Acc=0.92 ---263772.75 ms/batch
Step 00059900 L_out=0.011 Acc=0.94 ---290870.29 ms/batch
Step 00059950 L_out=0.042 Acc=0.94 ---317181.09 ms/batch
Step 00060000 L_out=0.052 Acc=0.94 ---344328.61 ms/batch
Round 4 | epoch=29, train costTime=360.7935950756073, | total_activation_sum=11328567
Round 4 | epoch=30, current m_iou=0.626104273292336
Round 4 | Best m_IoU is: 0.639, OA is: 0.905 | val costTime=164.46163487434387
Round 4 | ****EPOCH 30****
Round 5 | ****EPOCH 0****
Step 00060050 L_out=0.404 Acc=0.56 --- 9270.31 ms/batch
Step 00060100 L_out=0.178 Acc=0.65 ---32151.27 ms/batch
Step 00060150 L_out=0.284 Acc=0.65 ---54556.13 ms/batch
Step 00060200 L_out=0.158 Acc=0.59 ---76965.02 ms/batch
Step 00060250 L_out=0.098 Acc=0.87 ---99973.01 ms/batch
Step 00060300 L_out=0.053 Acc=0.80 ---122337.25 ms/batch
Step 00060350 L_out=2.692 Acc=0.84 ---144807.94 ms/batch
Step 00060400 L_out=0.058 Acc=0.81 ---167823.31 ms/batch
Step 00060450 L_out=0.101 Acc=0.71 ---190441.81 ms/batch
Step 00060500 L_out=1.119 Acc=0.77 ---213092.72 ms/batch
Step 00060550 L_out=0.214 Acc=0.79 ---235754.21 ms/batch
Step 00060600 L_out=0.293 Acc=0.83 ---258637.28 ms/batch
Step 00060650 L_out=0.327 Acc=0.83 ---281569.42 ms/batch
Round 5 | epoch=0, train costTime=303.17063903808594, | total_activation_sum=14562135
Round 5 | epoch=1, current m_iou=0.6111376852448865
Round 5 | Best m_IoU is: 0.611, OA is: 0.905 | val costTime=162.12507009506226
Round 5 | ****EPOCH 1****
Step 00060700 L_out=0.121 Acc=0.95 --- 1608.03 ms/batch
Step 00060750 L_out=0.214 Acc=0.87 ---28833.77 ms/batch
Step 00060800 L_out=0.153 Acc=0.86 ---55890.26 ms/batch
Step 00060850 L_out=0.351 Acc=0.84 ---82766.24 ms/batch
Step 00060900 L_out=0.344 Acc=0.90 ---109501.36 ms/batch
Step 00060950 L_out=0.207 Acc=0.86 ---136573.59 ms/batch
Step 00061000 L_out=0.149 Acc=0.77 ---163737.73 ms/batch
Step 00061050 L_out=0.055 Acc=0.90 ---191835.53 ms/batch
Step 00061100 L_out=0.086 Acc=0.85 ---218460.80 ms/batch
Step 00061150 L_out=0.430 Acc=0.61 ---245645.05 ms/batch
Step 00061200 L_out=0.124 Acc=0.90 ---272605.27 ms/batch
Step 00061250 L_out=0.326 Acc=0.78 ---300480.53 ms/batch
Step 00061300 L_out=0.255 Acc=0.76 ---327862.19 ms/batch
Step 00061350 L_out=0.217 Acc=0.90 ---354715.52 ms/batch
Round 5 | epoch=1, train costTime=361.0716133117676, | total_activation_sum=14295727
Round 5 | epoch=2, current m_iou=0.6339336198169203
Round 5 | Best m_IoU is: 0.634, OA is: 0.907 | val costTime=150.07362627983093
Round 5 | ****EPOCH 2****
Step 00061400 L_out=0.092 Acc=0.84 ---18959.03 ms/batch
Step 00061450 L_out=0.069 Acc=0.82 ---46010.58 ms/batch
Step 00061500 L_out=0.425 Acc=0.90 ---72705.81 ms/batch
Step 00061550 L_out=0.101 Acc=0.76 ---99513.31 ms/batch
Step 00061600 L_out=0.323 Acc=0.77 ---126460.74 ms/batch
Step 00061650 L_out=0.059 Acc=0.84 ---153210.89 ms/batch
Step 00061700 L_out=0.291 Acc=0.74 ---180276.25 ms/batch
Step 00061750 L_out=0.449 Acc=0.78 ---207329.94 ms/batch
Step 00061800 L_out=0.175 Acc=0.84 ---234765.60 ms/batch
Step 00061850 L_out=0.100 Acc=0.87 ---262905.99 ms/batch
Step 00061900 L_out=0.269 Acc=0.87 ---290357.38 ms/batch
Step 00061950 L_out=0.243 Acc=0.72 ---317888.29 ms/batch
Step 00062000 L_out=0.527 Acc=0.82 ---345183.17 ms/batch
Round 5 | epoch=2, train costTime=360.0765416622162, | total_activation_sum=14289002
Round 5 | epoch=3, current m_iou=0.6465394724889498
Round 5 | Best m_IoU is: 0.647, OA is: 0.909 | val costTime=153.66177320480347
Round 5 | ****EPOCH 3****
Step 00062050 L_out=0.320 Acc=0.85 ---10219.31 ms/batch
Step 00062100 L_out=0.098 Acc=0.83 ---37299.98 ms/batch
Step 00062150 L_out=0.111 Acc=0.91 ---64659.34 ms/batch
Step 00062200 L_out=0.051 Acc=0.93 ---92230.69 ms/batch
Step 00062250 L_out=0.124 Acc=0.91 ---118731.17 ms/batch
Step 00062300 L_out=0.258 Acc=0.92 ---145764.07 ms/batch
Step 00062350 L_out=0.134 Acc=0.82 ---172581.41 ms/batch
Step 00062400 L_out=0.139 Acc=0.86 ---199385.92 ms/batch
Step 00062450 L_out=0.090 Acc=0.89 ---226993.86 ms/batch
Step 00062500 L_out=0.528 Acc=0.80 ---255372.85 ms/batch
Step 00062550 L_out=0.184 Acc=0.78 ---283401.96 ms/batch
Step 00062600 L_out=0.121 Acc=0.86 ---310898.60 ms/batch
Step 00062650 L_out=0.679 Acc=0.81 ---338091.09 ms/batch
Round 5 | epoch=3, train costTime=361.3714175224304, | total_activation_sum=14264173
Round 5 | epoch=4, current m_iou=0.6585716201943804
Round 5 | Best m_IoU is: 0.659, OA is: 0.908 | val costTime=148.19836926460266
Round 5 | ****EPOCH 4****
Step 00062700 L_out=0.213 Acc=0.80 ---  972.59 ms/batch
Step 00062750 L_out=0.098 Acc=0.84 ---27300.64 ms/batch
Step 00062800 L_out=0.118 Acc=0.76 ---54718.18 ms/batch
Step 00062850 L_out=0.024 Acc=0.89 ---81953.25 ms/batch
Step 00062900 L_out=0.049 Acc=0.94 ---109003.27 ms/batch
Step 00062950 L_out=0.321 Acc=0.92 ---135878.83 ms/batch
Step 00063000 L_out=0.104 Acc=0.89 ---162862.78 ms/batch
Step 00063050 L_out=0.035 Acc=0.90 ---190016.63 ms/batch
Step 00063100 L_out=0.341 Acc=0.68 ---217217.38 ms/batch
Step 00063150 L_out=0.091 Acc=0.95 ---244129.07 ms/batch
Step 00063200 L_out=0.174 Acc=0.91 ---272328.93 ms/batch
Step 00063250 L_out=0.052 Acc=0.84 ---299770.92 ms/batch
Step 00063300 L_out=0.043 Acc=0.89 ---327913.99 ms/batch
Step 00063350 L_out=0.030 Acc=0.91 ---355384.26 ms/batch
Round 5 | epoch=4, train costTime=362.737197637558, | total_activation_sum=14256438
Round 5 | epoch=5, current m_iou=0.6711948697531235
Round 5 | Best m_IoU is: 0.671, OA is: 0.906 | val costTime=156.1544964313507
Round 5 | ****EPOCH 5****
Step 00063400 L_out=0.340 Acc=0.86 ---18898.01 ms/batch
Step 00063450 L_out=0.083 Acc=0.91 ---45652.37 ms/batch
Step 00063500 L_out=0.358 Acc=0.81 ---72473.06 ms/batch
Step 00063550 L_out=0.061 Acc=0.87 ---99352.92 ms/batch
Step 00063600 L_out=0.059 Acc=0.86 ---126240.16 ms/batch
Step 00063650 L_out=0.122 Acc=0.85 ---153202.96 ms/batch
Step 00063700 L_out=0.082 Acc=0.94 ---180007.96 ms/batch
Step 00063750 L_out=0.079 Acc=0.86 ---206939.03 ms/batch
Step 00063800 L_out=0.152 Acc=0.93 ---234766.28 ms/batch
Step 00063850 L_out=0.067 Acc=0.89 ---262241.20 ms/batch
Step 00063900 L_out=0.150 Acc=0.89 ---290495.88 ms/batch
Step 00063950 L_out=0.066 Acc=0.89 ---318533.04 ms/batch
Step 00064000 L_out=0.117 Acc=0.87 ---346228.13 ms/batch
Round 5 | epoch=5, train costTime=361.33873176574707, | total_activation_sum=14334290
Round 5 | epoch=6, current m_iou=0.6607801060939653
Round 5 | Best m_IoU is: 0.671, OA is: 0.906 | val costTime=152.65237283706665
Round 5 | ****EPOCH 6****
Step 00064050 L_out=0.048 Acc=0.89 --- 9606.45 ms/batch
Step 00064100 L_out=0.074 Acc=0.94 ---37776.52 ms/batch
Step 00064150 L_out=0.140 Acc=0.93 ---64524.14 ms/batch
Step 00064200 L_out=0.154 Acc=0.85 ---91253.05 ms/batch
Step 00064250 L_out=0.063 Acc=0.92 ---118028.90 ms/batch
Step 00064300 L_out=0.043 Acc=0.91 ---145075.67 ms/batch
Step 00064350 L_out=0.134 Acc=0.91 ---172717.98 ms/batch
Step 00064400 L_out=0.134 Acc=0.81 ---199605.03 ms/batch
Step 00064450 L_out=0.105 Acc=0.82 ---226859.64 ms/batch
Step 00064500 L_out=0.407 Acc=0.80 ---254746.51 ms/batch
Step 00064550 L_out=0.272 Acc=0.91 ---282587.90 ms/batch
Step 00064600 L_out=0.033 Acc=0.91 ---310083.40 ms/batch
Step 00064650 L_out=0.323 Acc=0.90 ---337887.01 ms/batch
Round 5 | epoch=6, train costTime=362.3843491077423, | total_activation_sum=14176650
Round 5 | epoch=7, current m_iou=0.6608320942722085
Round 5 | Best m_IoU is: 0.671, OA is: 0.906 | val costTime=149.46217727661133
Round 5 | ****EPOCH 7****
Step 00064700 L_out=0.242 Acc=0.73 ---  662.04 ms/batch
Step 00064750 L_out=0.175 Acc=0.78 ---28250.35 ms/batch
Step 00064800 L_out=0.119 Acc=0.92 ---55520.80 ms/batch
Step 00064850 L_out=0.095 Acc=0.87 ---82334.69 ms/batch
Step 00064900 L_out=0.083 Acc=0.89 ---109685.56 ms/batch
Step 00064950 L_out=0.154 Acc=0.94 ---136447.18 ms/batch
Step 00065000 L_out=0.107 Acc=0.81 ---163428.20 ms/batch
Step 00065050 L_out=0.023 Acc=0.95 ---190369.76 ms/batch
Step 00065100 L_out=0.052 Acc=0.92 ---217012.68 ms/batch
Step 00065150 L_out=0.183 Acc=0.83 ---244110.39 ms/batch
Step 00065200 L_out=0.070 Acc=0.83 ---271583.51 ms/batch
Step 00065250 L_out=0.072 Acc=0.89 ---298859.49 ms/batch
Step 00065300 L_out=0.153 Acc=0.92 ---325801.04 ms/batch
Step 00065350 L_out=0.120 Acc=0.83 ---353600.40 ms/batch
Round 5 | epoch=7, train costTime=361.7732763290405, | total_activation_sum=14268294
Round 5 | epoch=8, current m_iou=0.6154697089510724
Round 5 | Best m_IoU is: 0.671, OA is: 0.906 | val costTime=161.56685948371887
Round 5 | ****EPOCH 8****
Step 00065400 L_out=0.303 Acc=0.88 ---18903.31 ms/batch
Step 00065450 L_out=0.054 Acc=0.84 ---45947.29 ms/batch
Step 00065500 L_out=0.055 Acc=0.85 ---72615.14 ms/batch
Step 00065550 L_out=0.165 Acc=0.88 ---99607.75 ms/batch
Step 00065600 L_out=0.064 Acc=0.82 ---126210.43 ms/batch
Step 00065650 L_out=0.055 Acc=0.90 ---154065.94 ms/batch
Step 00065700 L_out=0.069 Acc=0.88 ---181230.65 ms/batch
Step 00065750 L_out=0.059 Acc=0.70 ---209630.66 ms/batch
Step 00065800 L_out=0.076 Acc=0.92 ---236796.18 ms/batch
Step 00065850 L_out=0.128 Acc=0.84 ---265303.51 ms/batch
Step 00065900 L_out=0.008 Acc=0.89 ---293185.34 ms/batch
Step 00065950 L_out=0.036 Acc=0.71 ---321260.15 ms/batch
Step 00066000 L_out=0.045 Acc=0.93 ---349000.95 ms/batch
Round 5 | epoch=8, train costTime=364.75155115127563, | total_activation_sum=14235453
Round 5 | epoch=9, current m_iou=0.6599746568371376
Round 5 | Best m_IoU is: 0.671, OA is: 0.906 | val costTime=153.30140256881714
Round 5 | ****EPOCH 9****
Step 00066050 L_out=0.099 Acc=0.87 --- 9253.40 ms/batch
Step 00066100 L_out=0.044 Acc=0.94 ---36219.56 ms/batch
Step 00066150 L_out=0.195 Acc=0.88 ---62929.64 ms/batch
Step 00066200 L_out=0.352 Acc=0.86 ---89827.41 ms/batch
Step 00066250 L_out=0.097 Acc=0.84 ---116527.85 ms/batch
Step 00066300 L_out=0.090 Acc=0.97 ---143360.69 ms/batch
Step 00066350 L_out=0.076 Acc=0.84 ---170503.37 ms/batch
Step 00066400 L_out=0.152 Acc=0.80 ---197464.21 ms/batch
Step 00066450 L_out=0.330 Acc=0.88 ---224488.30 ms/batch
Step 00066500 L_out=0.046 Acc=0.93 ---252727.68 ms/batch
Step 00066550 L_out=0.100 Acc=0.89 ---280330.62 ms/batch
Step 00066600 L_out=0.114 Acc=0.92 ---307981.29 ms/batch
Step 00066650 L_out=0.038 Acc=0.91 ---335408.53 ms/batch
Step 00066700 L_out=0.359 Acc=0.81 ---360774.25 ms/batch
Round 5 | epoch=9, train costTime=360.7744331359863, | total_activation_sum=14358149
Round 5 | epoch=10, current m_iou=0.6628148323232725
Round 5 | Best m_IoU is: 0.671, OA is: 0.906 | val costTime=152.46143436431885
Round 5 | ****EPOCH 10****
Step 00066750 L_out=0.117 Acc=0.87 ---27424.95 ms/batch
Step 00066800 L_out=0.016 Acc=0.91 ---54519.54 ms/batch
Step 00066850 L_out=0.097 Acc=0.89 ---81597.94 ms/batch
Step 00066900 L_out=0.021 Acc=0.95 ---109489.94 ms/batch
Step 00066950 L_out=0.104 Acc=0.90 ---136622.89 ms/batch
Step 00067000 L_out=0.031 Acc=0.93 ---163524.28 ms/batch
Step 00067050 L_out=0.089 Acc=0.83 ---190888.65 ms/batch
Step 00067100 L_out=0.070 Acc=0.90 ---218256.68 ms/batch
Step 00067150 L_out=0.046 Acc=0.84 ---245255.90 ms/batch
Step 00067200 L_out=0.039 Acc=0.88 ---272891.84 ms/batch
Step 00067250 L_out=0.063 Acc=0.88 ---300576.11 ms/batch
Step 00067300 L_out=0.115 Acc=0.85 ---328579.03 ms/batch
Step 00067350 L_out=0.038 Acc=0.90 ---355924.09 ms/batch
Round 5 | epoch=10, train costTime=364.915221452713, | total_activation_sum=14373537
Round 5 | epoch=11, current m_iou=0.6589174886720737
Round 5 | Best m_IoU is: 0.671, OA is: 0.906 | val costTime=151.03539443016052
Round 5 | ****EPOCH 11****
Step 00067400 L_out=0.033 Acc=0.95 ---18509.12 ms/batch
Step 00067450 L_out=0.144 Acc=0.89 ---46439.04 ms/batch
Step 00067500 L_out=0.075 Acc=0.89 ---73552.68 ms/batch
Step 00067550 L_out=0.118 Acc=0.95 ---100724.52 ms/batch
Step 00067600 L_out=0.011 Acc=0.84 ---127787.93 ms/batch
Step 00067650 L_out=0.067 Acc=0.90 ---154853.03 ms/batch
Step 00067700 L_out=0.053 Acc=0.93 ---182262.96 ms/batch
Step 00067750 L_out=0.032 Acc=0.88 ---209340.26 ms/batch
Step 00067800 L_out=0.037 Acc=0.87 ---236710.29 ms/batch
Step 00067850 L_out=0.107 Acc=0.89 ---263793.25 ms/batch
Step 00067900 L_out=0.095 Acc=0.87 ---291774.77 ms/batch
Step 00067950 L_out=0.146 Acc=0.86 ---319791.58 ms/batch
Step 00068000 L_out=0.083 Acc=0.88 ---347680.79 ms/batch
Round 5 | epoch=11, train costTime=365.9086048603058, | total_activation_sum=14245409
Round 5 | epoch=12, current m_iou=0.6704421434810258
Round 5 | Best m_IoU is: 0.671, OA is: 0.906 | val costTime=154.60214400291443
Round 5 | ****EPOCH 12****
Step 00068050 L_out=0.059 Acc=0.96 --- 8815.67 ms/batch
Step 00068100 L_out=0.022 Acc=0.93 ---36274.41 ms/batch
Step 00068150 L_out=0.064 Acc=0.92 ---63494.70 ms/batch
Step 00068200 L_out=0.198 Acc=0.83 ---90463.12 ms/batch
Step 00068250 L_out=0.067 Acc=0.93 ---117590.77 ms/batch
Step 00068300 L_out=0.184 Acc=0.89 ---144972.83 ms/batch
Step 00068350 L_out=0.062 Acc=0.92 ---172328.83 ms/batch
Step 00068400 L_out=0.019 Acc=0.89 ---200347.28 ms/batch
Step 00068450 L_out=0.062 Acc=0.84 ---228366.31 ms/batch
Step 00068500 L_out=0.057 Acc=0.92 ---255773.03 ms/batch
Step 00068550 L_out=0.052 Acc=0.89 ---283181.76 ms/batch
Step 00068600 L_out=0.142 Acc=0.82 ---310616.46 ms/batch
Step 00068650 L_out=0.128 Acc=0.88 ---338610.96 ms/batch
Step 00068700 L_out=0.052 Acc=0.87 ---366504.02 ms/batch
Round 5 | epoch=12, train costTime=366.9509871006012, | total_activation_sum=14267633
Round 5 | epoch=13, current m_iou=0.6561243681131668
Round 5 | Best m_IoU is: 0.671, OA is: 0.906 | val costTime=151.774738073349
Round 5 | ****EPOCH 13****
Step 00068750 L_out=0.188 Acc=0.90 ---27064.55 ms/batch
Step 00068800 L_out=0.027 Acc=0.79 ---54360.07 ms/batch
Step 00068850 L_out=0.079 Acc=0.90 ---81854.15 ms/batch
Step 00068900 L_out=0.081 Acc=0.91 ---109613.37 ms/batch
Step 00068950 L_out=0.070 Acc=0.91 ---136591.37 ms/batch
Step 00069000 L_out=0.030 Acc=0.93 ---163883.38 ms/batch
Step 00069050 L_out=0.091 Acc=0.85 ---192066.28 ms/batch
Step 00069100 L_out=0.032 Acc=0.96 ---219392.17 ms/batch
Step 00069150 L_out=0.014 Acc=0.90 ---246725.52 ms/batch
Step 00069200 L_out=0.030 Acc=0.94 ---273614.63 ms/batch
Step 00069250 L_out=0.083 Acc=0.84 ---300407.04 ms/batch
Step 00069300 L_out=0.079 Acc=0.92 ---327679.59 ms/batch
Step 00069350 L_out=0.065 Acc=0.93 ---356156.95 ms/batch
Round 5 | epoch=13, train costTime=366.37438774108887, | total_activation_sum=14248870
Round 5 | epoch=14, current m_iou=0.6568250516118341
Round 5 | Best m_IoU is: 0.671, OA is: 0.906 | val costTime=153.77668809890747
Round 5 | ****EPOCH 14****
Step 00069400 L_out=0.026 Acc=0.87 ---17509.39 ms/batch
Step 00069450 L_out=0.090 Acc=0.84 ---44793.47 ms/batch
Step 00069500 L_out=0.058 Acc=0.95 ---71920.08 ms/batch
Step 00069550 L_out=0.043 Acc=0.88 ---100100.98 ms/batch
Step 00069600 L_out=0.007 Acc=0.92 ---127206.26 ms/batch
Step 00069650 L_out=0.086 Acc=0.93 ---155020.01 ms/batch
Step 00069700 L_out=0.016 Acc=0.94 ---182073.37 ms/batch
Step 00069750 L_out=0.055 Acc=0.91 ---209799.49 ms/batch
Step 00069800 L_out=0.073 Acc=0.88 ---236625.90 ms/batch
Step 00069850 L_out=0.087 Acc=0.89 ---263864.93 ms/batch
Step 00069900 L_out=0.068 Acc=0.95 ---291292.22 ms/batch
Step 00069950 L_out=0.029 Acc=0.91 ---319498.72 ms/batch
Step 00070000 L_out=0.202 Acc=0.88 ---347807.75 ms/batch
Round 5 | epoch=14, train costTime=367.56866979599, | total_activation_sum=14383153
Round 5 | epoch=15, current m_iou=0.6607168065439823
Round 5 | Best m_IoU is: 0.671, OA is: 0.906 | val costTime=163.59398126602173
Round 5 | ****EPOCH 15****
Step 00070050 L_out=0.132 Acc=0.93 --- 8145.30 ms/batch
Step 00070100 L_out=0.038 Acc=0.87 ---35235.08 ms/batch
Step 00070150 L_out=0.021 Acc=0.93 ---62849.15 ms/batch
Step 00070200 L_out=0.020 Acc=0.97 ---89374.01 ms/batch
Step 00070250 L_out=0.075 Acc=0.87 ---116329.55 ms/batch
Step 00070300 L_out=0.022 Acc=0.91 ---142882.32 ms/batch
Step 00070350 L_out=0.091 Acc=0.92 ---170043.94 ms/batch
Step 00070400 L_out=0.088 Acc=0.91 ---197343.63 ms/batch
Step 00070450 L_out=0.079 Acc=0.90 ---224374.36 ms/batch
Step 00070500 L_out=0.115 Acc=0.92 ---251724.99 ms/batch
Step 00070550 L_out=0.053 Acc=0.92 ---279409.79 ms/batch
Step 00070600 L_out=0.018 Acc=0.93 ---307375.98 ms/batch
Step 00070650 L_out=0.107 Acc=0.92 ---335698.79 ms/batch
Step 00070700 L_out=0.092 Acc=0.81 ---363612.67 ms/batch
Round 5 | epoch=15, train costTime=364.56036257743835, | total_activation_sum=14287033
Round 5 | epoch=16, current m_iou=0.6591322010807121
Round 5 | Best m_IoU is: 0.671, OA is: 0.906 | val costTime=159.30127000808716
Round 5 | ****EPOCH 16****
Step 00070750 L_out=0.023 Acc=0.96 ---26543.88 ms/batch
Step 00070800 L_out=0.054 Acc=0.68 ---53710.53 ms/batch
Step 00070850 L_out=0.098 Acc=0.67 ---81659.76 ms/batch
Step 00070900 L_out=0.021 Acc=0.97 ---108712.61 ms/batch
Step 00070950 L_out=0.035 Acc=0.84 ---135723.67 ms/batch
Step 00071000 L_out=0.060 Acc=0.91 ---162784.20 ms/batch
Step 00071050 L_out=0.091 Acc=0.88 ---189850.34 ms/batch
Step 00071100 L_out=0.004 Acc=0.86 ---216950.71 ms/batch
Step 00071150 L_out=0.071 Acc=0.85 ---244131.40 ms/batch
Step 00071200 L_out=0.021 Acc=0.90 ---271977.33 ms/batch
Step 00071250 L_out=0.050 Acc=0.93 ---300442.99 ms/batch
Step 00071300 L_out=0.034 Acc=0.91 ---327818.08 ms/batch
Step 00071350 L_out=0.131 Acc=0.91 ---355870.57 ms/batch
Round 5 | epoch=16, train costTime=366.8344089984894, | total_activation_sum=14267729
Round 5 | epoch=17, current m_iou=0.6588003496409413
Round 5 | Best m_IoU is: 0.671, OA is: 0.906 | val costTime=161.17167901992798
Round 5 | ****EPOCH 17****
Step 00071400 L_out=0.027 Acc=0.93 ---16818.18 ms/batch
Step 00071450 L_out=0.057 Acc=0.85 ---43924.89 ms/batch
Step 00071500 L_out=0.030 Acc=0.94 ---70852.29 ms/batch
Step 00071550 L_out=0.029 Acc=0.93 ---97687.55 ms/batch
Step 00071600 L_out=0.044 Acc=0.89 ---124821.61 ms/batch
Step 00071650 L_out=0.057 Acc=0.88 ---152972.48 ms/batch
Step 00071700 L_out=0.019 Acc=0.92 ---179843.75 ms/batch
Step 00071750 L_out=0.029 Acc=0.93 ---206592.56 ms/batch
Step 00071800 L_out=0.109 Acc=0.95 ---233620.03 ms/batch
Step 00071850 L_out=0.116 Acc=0.91 ---260720.63 ms/batch
Step 00071900 L_out=0.058 Acc=0.93 ---288606.81 ms/batch
Step 00071950 L_out=0.101 Acc=0.96 ---316456.94 ms/batch
Step 00072000 L_out=0.058 Acc=0.87 ---344409.68 ms/batch
Round 5 | epoch=17, train costTime=364.97296714782715, | total_activation_sum=14281746
Round 5 | epoch=18, current m_iou=0.6540327748864285
Round 5 | Best m_IoU is: 0.671, OA is: 0.906 | val costTime=160.77697372436523
Round 5 | ****EPOCH 18****
Step 00072050 L_out=0.012 Acc=0.94 --- 7584.40 ms/batch
Step 00072100 L_out=0.079 Acc=0.94 ---34812.68 ms/batch
Step 00072150 L_out=0.054 Acc=0.94 ---61571.33 ms/batch
Step 00072200 L_out=0.019 Acc=0.96 ---89355.77 ms/batch
Step 00072250 L_out=0.056 Acc=0.89 ---116834.72 ms/batch
Step 00072300 L_out=0.067 Acc=0.92 ---143454.80 ms/batch
Step 00072350 L_out=0.035 Acc=0.79 ---170213.85 ms/batch
Step 00072400 L_out=0.122 Acc=0.91 ---196999.13 ms/batch
Step 00072450 L_out=0.036 Acc=0.94 ---223810.27 ms/batch
Step 00072500 L_out=0.035 Acc=0.91 ---250779.34 ms/batch
Step 00072550 L_out=0.484 Acc=0.73 ---279071.01 ms/batch
Step 00072600 L_out=0.057 Acc=0.85 ---307225.87 ms/batch
Step 00072650 L_out=0.067 Acc=0.86 ---334703.67 ms/batch
Step 00072700 L_out=0.045 Acc=0.91 ---362615.90 ms/batch
Round 5 | epoch=18, train costTime=364.3284115791321, | total_activation_sum=14276440
Round 5 | epoch=19, current m_iou=0.6573813778279611
Round 5 | Best m_IoU is: 0.671, OA is: 0.906 | val costTime=159.11602878570557
Round 5 | ****EPOCH 19****
Step 00072750 L_out=0.037 Acc=0.84 ---25953.50 ms/batch
Step 00072800 L_out=0.086 Acc=0.89 ---52878.40 ms/batch
Step 00072850 L_out=0.106 Acc=0.92 ---80097.68 ms/batch
Step 00072900 L_out=0.085 Acc=0.87 ---107406.49 ms/batch
Step 00072950 L_out=0.111 Acc=0.93 ---134459.58 ms/batch
Step 00073000 L_out=0.033 Acc=0.82 ---162732.62 ms/batch
Step 00073050 L_out=0.051 Acc=0.92 ---189509.19 ms/batch
Step 00073100 L_out=0.018 Acc=0.91 ---216913.50 ms/batch
Step 00073150 L_out=0.031 Acc=0.92 ---243603.65 ms/batch
Step 00073200 L_out=0.136 Acc=0.91 ---271590.91 ms/batch
Step 00073250 L_out=0.044 Acc=0.89 ---299520.84 ms/batch
Step 00073300 L_out=0.040 Acc=0.95 ---327938.98 ms/batch
Step 00073350 L_out=0.023 Acc=0.94 ---354622.98 ms/batch
Round 5 | epoch=19, train costTime=365.8078010082245, | total_activation_sum=14321899
Round 5 | epoch=20, current m_iou=0.659756550186599
Round 5 | Best m_IoU is: 0.671, OA is: 0.906 | val costTime=154.6765055656433
Round 5 | ****EPOCH 20****
Step 00073400 L_out=0.089 Acc=0.89 ---16138.77 ms/batch
Step 00073450 L_out=0.050 Acc=0.90 ---43054.13 ms/batch
Step 00073500 L_out=0.099 Acc=0.87 ---70466.80 ms/batch
Step 00073550 L_out=0.035 Acc=0.93 ---97645.93 ms/batch
Step 00073600 L_out=0.012 Acc=0.87 ---124637.80 ms/batch
Step 00073650 L_out=0.013 Acc=0.90 ---151565.36 ms/batch
Step 00073700 L_out=0.034 Acc=0.90 ---178647.02 ms/batch
Step 00073750 L_out=0.071 Acc=0.91 ---205596.56 ms/batch
Step 00073800 L_out=0.045 Acc=0.85 ---232421.80 ms/batch
Step 00073850 L_out=0.037 Acc=0.91 ---259855.60 ms/batch
Step 00073900 L_out=0.032 Acc=0.94 ---287539.61 ms/batch
Step 00073950 L_out=0.028 Acc=0.96 ---314641.90 ms/batch
Step 00074000 L_out=0.051 Acc=0.89 ---342356.85 ms/batch
Round 5 | epoch=20, train costTime=362.3243353366852, | total_activation_sum=14241967
Round 5 | epoch=21, current m_iou=0.6590805900647976
Round 5 | Best m_IoU is: 0.671, OA is: 0.906 | val costTime=156.00228476524353
Round 5 | ****EPOCH 21****
Step 00074050 L_out=0.096 Acc=0.93 --- 6699.50 ms/batch
Step 00074100 L_out=0.052 Acc=0.71 ---33608.16 ms/batch
Step 00074150 L_out=0.033 Acc=0.93 ---60706.51 ms/batch
Step 00074200 L_out=0.044 Acc=0.91 ---87606.04 ms/batch
Step 00074250 L_out=0.022 Acc=0.85 ---115596.07 ms/batch
Step 00074300 L_out=0.034 Acc=0.95 ---142670.65 ms/batch
Step 00074350 L_out=0.338 Acc=0.82 ---169710.13 ms/batch
Step 00074400 L_out=0.054 Acc=0.84 ---197150.50 ms/batch
Step 00074450 L_out=0.118 Acc=0.86 ---224162.10 ms/batch
Step 00074500 L_out=0.074 Acc=0.89 ---251941.65 ms/batch
Step 00074550 L_out=0.143 Acc=0.82 ---279529.02 ms/batch
Step 00074600 L_out=0.084 Acc=0.92 ---307787.16 ms/batch
Step 00074650 L_out=0.098 Acc=0.90 ---335482.89 ms/batch
Step 00074700 L_out=0.033 Acc=0.94 ---362515.70 ms/batch
Round 5 | epoch=21, train costTime=364.524343252182, | total_activation_sum=14381684
Round 5 | epoch=22, current m_iou=0.6627489885368276
Round 5 | Best m_IoU is: 0.671, OA is: 0.906 | val costTime=147.1956386566162
Round 5 | ****EPOCH 22****
Step 00074750 L_out=0.040 Acc=0.96 ---24700.93 ms/batch
Step 00074800 L_out=0.046 Acc=0.94 ---51509.68 ms/batch
Step 00074850 L_out=0.021 Acc=0.93 ---78740.21 ms/batch
Step 00074900 L_out=0.021 Acc=0.92 ---105700.45 ms/batch
Step 00074950 L_out=0.026 Acc=0.94 ---133635.63 ms/batch
Step 00075000 L_out=0.039 Acc=0.96 ---160605.01 ms/batch
Step 00075050 L_out=0.033 Acc=0.95 ---187903.00 ms/batch
Step 00075100 L_out=0.023 Acc=0.92 ---214938.56 ms/batch
Step 00075150 L_out=0.045 Acc=0.93 ---241868.89 ms/batch
Step 00075200 L_out=0.046 Acc=0.90 ---269650.61 ms/batch
Step 00075250 L_out=0.065 Acc=0.89 ---296966.91 ms/batch
Step 00075300 L_out=0.108 Acc=0.91 ---323838.95 ms/batch
Step 00075350 L_out=0.022 Acc=0.88 ---350475.03 ms/batch
Round 5 | epoch=22, train costTime=362.1929121017456, | total_activation_sum=14353518
Round 5 | epoch=23, current m_iou=0.6649263240764733
Round 5 | Best m_IoU is: 0.671, OA is: 0.906 | val costTime=157.8722789287567
Round 5 | ****EPOCH 23****
Step 00075400 L_out=0.012 Acc=0.95 ---15833.80 ms/batch
Step 00075450 L_out=0.127 Acc=0.92 ---43389.38 ms/batch
Step 00075500 L_out=0.050 Acc=0.90 ---70099.42 ms/batch
Step 00075550 L_out=0.056 Acc=0.90 ---96801.28 ms/batch
Step 00075600 L_out=0.048 Acc=0.92 ---123837.90 ms/batch
Step 00075650 L_out=0.116 Acc=0.88 ---150880.25 ms/batch
Step 00075700 L_out=0.042 Acc=0.87 ---177979.02 ms/batch
Step 00075750 L_out=0.015 Acc=0.93 ---204866.91 ms/batch
Step 00075800 L_out=0.043 Acc=0.88 ---233241.58 ms/batch
Step 00075850 L_out=0.011 Acc=0.82 ---260154.35 ms/batch
Step 00075900 L_out=0.018 Acc=0.95 ---287849.18 ms/batch
Step 00075950 L_out=0.027 Acc=0.89 ---315228.93 ms/batch
Step 00076000 L_out=0.058 Acc=0.85 ---342889.44 ms/batch
Round 5 | epoch=23, train costTime=363.61410665512085, | total_activation_sum=14299965
Round 5 | epoch=24, current m_iou=0.6632854735833087
Round 5 | Best m_IoU is: 0.671, OA is: 0.906 | val costTime=162.5264778137207
Round 5 | ****EPOCH 24****
Step 00076050 L_out=0.062 Acc=0.90 --- 6491.71 ms/batch
Step 00076100 L_out=0.022 Acc=0.99 ---33259.15 ms/batch
Step 00076150 L_out=0.019 Acc=0.93 ---60344.54 ms/batch
Step 00076200 L_out=0.046 Acc=0.95 ---87957.05 ms/batch
Step 00076250 L_out=0.016 Acc=0.93 ---114743.94 ms/batch
Step 00076300 L_out=0.030 Acc=0.95 ---141935.50 ms/batch
Step 00076350 L_out=0.019 Acc=0.91 ---169376.39 ms/batch
Step 00076400 L_out=0.056 Acc=0.90 ---196447.82 ms/batch
Step 00076450 L_out=0.016 Acc=0.94 ---223132.16 ms/batch
Step 00076500 L_out=0.044 Acc=0.94 ---250162.31 ms/batch
Step 00076550 L_out=0.021 Acc=0.93 ---277776.01 ms/batch
Step 00076600 L_out=0.085 Acc=0.86 ---305518.77 ms/batch
Step 00076650 L_out=0.093 Acc=0.93 ---333841.43 ms/batch
Step 00076700 L_out=0.088 Acc=0.93 ---361658.32 ms/batch
Round 5 | epoch=24, train costTime=364.2433934211731, | total_activation_sum=14261463
Round 5 | epoch=25, current m_iou=0.6644433585830374
Round 5 | Best m_IoU is: 0.671, OA is: 0.906 | val costTime=157.99959182739258
Round 5 | ****EPOCH 25****
Step 00076750 L_out=0.025 Acc=0.88 ---24326.61 ms/batch
Step 00076800 L_out=0.019 Acc=0.90 ---51417.07 ms/batch
Step 00076850 L_out=0.031 Acc=0.97 ---78348.40 ms/batch
Step 00076900 L_out=0.026 Acc=0.93 ---106220.50 ms/batch
Step 00076950 L_out=0.101 Acc=0.93 ---133273.60 ms/batch
Step 00077000 L_out=0.083 Acc=0.84 ---160629.49 ms/batch
Step 00077050 L_out=0.098 Acc=0.89 ---187512.73 ms/batch
Step 00077100 L_out=0.015 Acc=0.95 ---215302.10 ms/batch
Step 00077150 L_out=0.011 Acc=0.89 ---242603.20 ms/batch
Step 00077200 L_out=0.107 Acc=0.84 ---270690.45 ms/batch
Step 00077250 L_out=0.070 Acc=0.87 ---299011.10 ms/batch
Step 00077300 L_out=0.091 Acc=0.86 ---327977.76 ms/batch
Step 00077350 L_out=0.060 Acc=0.96 ---356512.14 ms/batch
Round 5 | epoch=25, train costTime=369.0477728843689, | total_activation_sum=14378422
Round 5 | epoch=26, current m_iou=0.6652597464146963
Round 5 | Best m_IoU is: 0.671, OA is: 0.906 | val costTime=142.17169499397278
Round 5 | ****EPOCH 26****
Step 00077400 L_out=0.031 Acc=0.89 ---15329.34 ms/batch
Step 00077450 L_out=0.062 Acc=0.94 ---44222.14 ms/batch
Step 00077500 L_out=0.028 Acc=0.93 ---71785.15 ms/batch
Step 00077550 L_out=0.048 Acc=0.87 ---100474.05 ms/batch
Step 00077600 L_out=0.044 Acc=0.93 ---128880.56 ms/batch
Step 00077650 L_out=0.016 Acc=0.94 ---157636.57 ms/batch
Step 00077700 L_out=0.064 Acc=0.87 ---187417.83 ms/batch
Step 00077750 L_out=0.064 Acc=0.95 ---214962.25 ms/batch
Step 00077800 L_out=0.177 Acc=0.84 ---242630.60 ms/batch
Step 00077850 L_out=0.033 Acc=0.92 ---270171.30 ms/batch
Step 00077900 L_out=0.046 Acc=0.87 ---298620.45 ms/batch
Step 00077950 L_out=0.164 Acc=0.91 ---327430.17 ms/batch
Step 00078000 L_out=0.027 Acc=0.87 ---356064.28 ms/batch
Round 5 | epoch=26, train costTime=378.4205722808838, | total_activation_sum=14258963
Round 5 | epoch=27, current m_iou=0.6616512966790653
Round 5 | Best m_IoU is: 0.671, OA is: 0.906 | val costTime=142.54703187942505
Round 5 | ****EPOCH 27****
Step 00078050 L_out=0.035 Acc=0.96 --- 5881.34 ms/batch
Step 00078100 L_out=0.033 Acc=0.90 ---33565.00 ms/batch
Step 00078150 L_out=0.041 Acc=0.90 ---63283.71 ms/batch
Step 00078200 L_out=0.057 Acc=0.89 ---89754.12 ms/batch
Step 00078250 L_out=0.045 Acc=0.96 ---116852.35 ms/batch
Step 00078300 L_out=0.071 Acc=0.95 ---145691.89 ms/batch
Step 00078350 L_out=0.016 Acc=0.95 ---172558.98 ms/batch
Step 00078400 L_out=0.049 Acc=0.92 ---198702.50 ms/batch
Step 00078450 L_out=0.055 Acc=0.93 ---225265.29 ms/batch
Step 00078500 L_out=0.035 Acc=0.91 ---252068.12 ms/batch
Step 00078550 L_out=0.007 Acc=0.94 ---279755.26 ms/batch
Step 00078600 L_out=0.037 Acc=0.90 ---306417.70 ms/batch
Step 00078650 L_out=0.043 Acc=0.94 ---333741.98 ms/batch
Step 00078700 L_out=0.020 Acc=0.95 ---361506.55 ms/batch
Round 5 | epoch=27, train costTime=364.6201090812683, | total_activation_sum=14250852
Round 5 | epoch=28, current m_iou=0.6606618935076981
Round 5 | Best m_IoU is: 0.671, OA is: 0.906 | val costTime=138.45565390586853
Round 5 | ****EPOCH 28****
Step 00078750 L_out=0.019 Acc=0.86 ---24943.82 ms/batch
Step 00078800 L_out=0.022 Acc=0.94 ---51064.55 ms/batch
Step 00078850 L_out=0.053 Acc=0.94 ---77553.41 ms/batch
Step 00078900 L_out=0.017 Acc=0.94 ---104197.47 ms/batch
Step 00078950 L_out=0.034 Acc=0.94 ---131444.96 ms/batch
Step 00079000 L_out=0.021 Acc=0.94 ---157770.48 ms/batch
Step 00079050 L_out=0.052 Acc=0.92 ---184214.19 ms/batch
Step 00079100 L_out=0.058 Acc=0.97 ---211445.24 ms/batch
Step 00079150 L_out=0.065 Acc=0.88 ---237959.83 ms/batch
Step 00079200 L_out=0.055 Acc=0.96 ---266673.16 ms/batch
Step 00079250 L_out=0.021 Acc=0.86 ---294171.49 ms/batch
Step 00079300 L_out=0.044 Acc=0.94 ---321440.77 ms/batch
Step 00079350 L_out=0.032 Acc=0.96 ---348708.91 ms/batch
Round 5 | epoch=28, train costTime=361.2146942615509, | total_activation_sum=14389823
Round 5 | epoch=29, current m_iou=0.6619236713557582
Round 5 | Best m_IoU is: 0.671, OA is: 0.906 | val costTime=135.45700192451477
Round 5 | ****EPOCH 29****
Step 00079400 L_out=0.085 Acc=0.91 ---14096.98 ms/batch
Step 00079450 L_out=0.019 Acc=0.92 ---41923.98 ms/batch
Step 00079500 L_out=0.024 Acc=0.94 ---68083.78 ms/batch
Step 00079550 L_out=0.136 Acc=0.90 ---94169.96 ms/batch
Step 00079600 L_out=0.042 Acc=0.88 ---120203.39 ms/batch
Step 00079650 L_out=0.051 Acc=0.92 ---147849.09 ms/batch
Step 00079700 L_out=0.042 Acc=0.93 ---174065.66 ms/batch
Step 00079750 L_out=0.070 Acc=0.92 ---200251.40 ms/batch
Step 00079800 L_out=0.034 Acc=0.95 ---226450.95 ms/batch
Step 00079850 L_out=0.060 Acc=0.91 ---252999.36 ms/batch
Step 00079900 L_out=0.106 Acc=0.92 ---280175.33 ms/batch
Step 00079950 L_out=0.038 Acc=0.91 ---307842.72 ms/batch
Step 00080000 L_out=0.123 Acc=0.93 ---335294.14 ms/batch
Round 5 | epoch=29, train costTime=356.9586284160614, | total_activation_sum=14272401
Round 5 | epoch=30, current m_iou=0.6542345730225492
Round 5 | Best m_IoU is: 0.671, OA is: 0.906 | val costTime=137.93805503845215
Round 5 | ****EPOCH 30****
Round 6 | ****EPOCH 0****
Step 00080050 L_out=0.023 Acc=0.94 --- 4555.31 ms/batch
Step 00080100 L_out=0.350 Acc=0.53 ---27197.51 ms/batch
Step 00080150 L_out=0.882 Acc=0.75 ---50121.79 ms/batch
Step 00080200 L_out=0.126 Acc=0.81 ---73231.65 ms/batch
Step 00080250 L_out=0.316 Acc=0.68 ---95820.28 ms/batch
Step 00080300 L_out=0.084 Acc=0.80 ---118352.49 ms/batch
Step 00080350 L_out=0.399 Acc=0.77 ---141396.63 ms/batch
Step 00080400 L_out=0.080 Acc=0.91 ---164244.74 ms/batch
Step 00080450 L_out=0.133 Acc=0.84 ---187159.86 ms/batch
Step 00080500 L_out=0.021 Acc=0.89 ---210253.96 ms/batch
Step 00080550 L_out=0.053 Acc=0.91 ---232861.58 ms/batch
Step 00080600 L_out=0.277 Acc=0.86 ---255463.45 ms/batch
Step 00080650 L_out=0.091 Acc=0.83 ---278335.39 ms/batch
Step 00080700 L_out=0.571 Acc=0.89 ---301403.36 ms/batch
Round 6 | epoch=0, train costTime=305.57539343833923, | total_activation_sum=17033784
Round 6 | epoch=1, current m_iou=0.49840090504034396
Round 6 | Best m_IoU is: 0.498, OA is: 0.808 | val costTime=149.01923251152039
Round 6 | ****EPOCH 1****
Step 00080750 L_out=0.161 Acc=0.90 ---23094.43 ms/batch
Step 00080800 L_out=0.100 Acc=0.88 ---50338.98 ms/batch
Step 00080850 L_out=0.153 Acc=0.89 ---77213.79 ms/batch
Step 00080900 L_out=0.127 Acc=0.83 ---104019.38 ms/batch
Step 00080950 L_out=0.090 Acc=0.81 ---131290.39 ms/batch
Step 00081000 L_out=0.169 Acc=0.87 ---158503.61 ms/batch
Step 00081050 L_out=0.067 Acc=0.90 ---185406.53 ms/batch
Step 00081100 L_out=0.077 Acc=0.86 ---212265.42 ms/batch
Step 00081150 L_out=0.128 Acc=0.87 ---239857.58 ms/batch
Step 00081200 L_out=0.174 Acc=0.81 ---267605.43 ms/batch
Step 00081250 L_out=0.186 Acc=0.77 ---295087.53 ms/batch
Step 00081300 L_out=0.206 Acc=0.75 ---322673.76 ms/batch
Step 00081350 L_out=0.129 Acc=0.87 ---348520.37 ms/batch
Round 6 | epoch=1, train costTime=360.21171593666077, | total_activation_sum=16667417
Round 6 | epoch=2, current m_iou=0.6334277136616079
Round 6 | Best m_IoU is: 0.633, OA is: 0.890 | val costTime=144.39397716522217
Round 6 | ****EPOCH 2****
Step 00081400 L_out=0.068 Acc=0.83 ---14153.40 ms/batch
Step 00081450 L_out=0.193 Acc=0.81 ---41287.53 ms/batch
Step 00081500 L_out=0.123 Acc=0.93 ---68099.67 ms/batch
Step 00081550 L_out=0.057 Acc=0.88 ---95450.21 ms/batch
Step 00081600 L_out=0.011 Acc=0.98 ---122475.01 ms/batch
Step 00081650 L_out=0.074 Acc=0.92 ---149633.13 ms/batch
Step 00081700 L_out=0.137 Acc=0.84 ---176623.20 ms/batch
Step 00081750 L_out=0.039 Acc=0.89 ---204569.10 ms/batch
Step 00081800 L_out=0.117 Acc=0.87 ---231721.85 ms/batch
Step 00081850 L_out=0.133 Acc=0.86 ---259391.50 ms/batch
Step 00081900 L_out=0.199 Acc=0.91 ---287376.69 ms/batch
Step 00081950 L_out=0.276 Acc=0.92 ---315096.98 ms/batch
Step 00082000 L_out=0.226 Acc=0.87 ---342862.21 ms/batch
Round 6 | epoch=2, train costTime=362.5178143978119, | total_activation_sum=16936663
Round 6 | epoch=3, current m_iou=0.6355074584973048
Round 6 | Best m_IoU is: 0.636, OA is: 0.907 | val costTime=144.5642364025116
Round 6 | ****EPOCH 3****
Step 00082050 L_out=0.206 Acc=0.89 --- 4881.67 ms/batch
Step 00082100 L_out=0.192 Acc=0.80 ---31674.68 ms/batch
Step 00082150 L_out=0.049 Acc=0.81 ---59194.73 ms/batch
Step 00082200 L_out=0.047 Acc=0.87 ---86383.66 ms/batch
Step 00082250 L_out=0.168 Acc=0.91 ---113411.20 ms/batch
Step 00082300 L_out=0.107 Acc=0.88 ---140435.43 ms/batch
Step 00082350 L_out=0.236 Acc=0.80 ---167222.14 ms/batch
Step 00082400 L_out=0.179 Acc=0.92 ---193944.08 ms/batch
Step 00082450 L_out=0.075 Acc=0.93 ---221170.99 ms/batch
Step 00082500 L_out=0.027 Acc=0.93 ---248927.70 ms/batch
Step 00082550 L_out=0.122 Acc=0.85 ---276377.74 ms/batch
Step 00082600 L_out=0.062 Acc=0.88 ---304961.16 ms/batch
Step 00082650 L_out=0.050 Acc=0.93 ---332794.23 ms/batch
Step 00082700 L_out=0.020 Acc=0.86 ---357612.65 ms/batch
Round 6 | epoch=3, train costTime=361.8093595504761, | total_activation_sum=16614500
Round 6 | epoch=4, current m_iou=0.6336738520849137
Round 6 | Best m_IoU is: 0.636, OA is: 0.907 | val costTime=143.33430933952332
Round 6 | ****EPOCH 4****
Step 00082750 L_out=0.232 Acc=0.76 ---22412.29 ms/batch
Step 00082800 L_out=0.140 Acc=0.90 ---49397.65 ms/batch
Step 00082850 L_out=0.136 Acc=0.96 ---76743.59 ms/batch
Step 00082900 L_out=0.041 Acc=0.95 ---103648.08 ms/batch
Step 00082950 L_out=0.054 Acc=0.81 ---131095.44 ms/batch
Step 00083000 L_out=0.120 Acc=0.89 ---158485.08 ms/batch
Step 00083050 L_out=0.088 Acc=0.79 ---185402.64 ms/batch
Step 00083100 L_out=0.473 Acc=0.87 ---212320.33 ms/batch
Step 00083150 L_out=0.056 Acc=0.90 ---239605.70 ms/batch
Step 00083200 L_out=0.277 Acc=0.81 ---267889.42 ms/batch
Step 00083250 L_out=0.092 Acc=0.89 ---295593.76 ms/batch
Step 00083300 L_out=0.655 Acc=0.76 ---323546.42 ms/batch
Step 00083350 L_out=0.052 Acc=0.89 ---349525.96 ms/batch
Round 6 | epoch=4, train costTime=362.40467715263367, | total_activation_sum=16840752
Round 6 | epoch=5, current m_iou=0.6416809052569288
Round 6 | Best m_IoU is: 0.642, OA is: 0.910 | val costTime=143.2173867225647
Round 6 | ****EPOCH 5****
Step 00083400 L_out=0.128 Acc=0.92 ---13445.22 ms/batch
Step 00083450 L_out=0.126 Acc=0.86 ---40990.12 ms/batch
Step 00083500 L_out=0.033 Acc=0.89 ---68895.32 ms/batch
Step 00083550 L_out=0.070 Acc=0.93 ---95766.08 ms/batch
Step 00083600 L_out=0.082 Acc=0.88 ---122665.05 ms/batch
Step 00083650 L_out=0.299 Acc=0.89 ---149671.45 ms/batch
Step 00083700 L_out=0.011 Acc=0.93 ---176840.80 ms/batch
Step 00083750 L_out=0.096 Acc=0.90 ---203708.22 ms/batch
Step 00083800 L_out=0.053 Acc=0.92 ---231415.33 ms/batch
Step 00083850 L_out=0.107 Acc=0.93 ---259017.88 ms/batch
Step 00083900 L_out=0.064 Acc=0.94 ---286603.28 ms/batch
Step 00083950 L_out=0.044 Acc=0.92 ---314103.37 ms/batch
Step 00084000 L_out=0.129 Acc=0.90 ---341545.22 ms/batch
Round 6 | epoch=5, train costTime=362.2399489879608, | total_activation_sum=16859963
Round 6 | epoch=6, current m_iou=0.6529301362181579
Round 6 | Best m_IoU is: 0.653, OA is: 0.909 | val costTime=143.3432264328003
Round 6 | ****EPOCH 6****
Step 00084050 L_out=0.013 Acc=0.94 --- 4322.19 ms/batch
Step 00084100 L_out=0.081 Acc=0.86 ---32102.48 ms/batch
Step 00084150 L_out=0.207 Acc=0.85 ---59093.50 ms/batch
Step 00084200 L_out=0.063 Acc=0.80 ---86233.00 ms/batch
Step 00084250 L_out=0.252 Acc=0.90 ---113150.02 ms/batch
Step 00084300 L_out=0.071 Acc=0.91 ---140259.10 ms/batch
Step 00084350 L_out=1.353 Acc=0.78 ---167285.07 ms/batch
Step 00084400 L_out=0.055 Acc=0.93 ---194506.36 ms/batch
Step 00084450 L_out=0.021 Acc=0.92 ---221688.31 ms/batch
Step 00084500 L_out=0.023 Acc=0.92 ---249238.28 ms/batch
Step 00084550 L_out=0.134 Acc=0.89 ---276722.60 ms/batch
Step 00084600 L_out=0.079 Acc=0.91 ---304316.65 ms/batch
Step 00084650 L_out=0.100 Acc=0.89 ---331477.16 ms/batch
Step 00084700 L_out=0.114 Acc=0.91 ---355917.79 ms/batch
Round 6 | epoch=6, train costTime=360.8153398036957, | total_activation_sum=16865447
Round 6 | epoch=7, current m_iou=0.6634794137145906
Round 6 | Best m_IoU is: 0.663, OA is: 0.915 | val costTime=143.24145603179932
Round 6 | ****EPOCH 7****
Step 00084750 L_out=0.112 Acc=0.90 ---23410.28 ms/batch
Step 00084800 L_out=0.055 Acc=0.89 ---50684.88 ms/batch
Step 00084850 L_out=4.041 Acc=0.76 ---77814.99 ms/batch
Step 00084900 L_out=0.058 Acc=0.93 ---104747.64 ms/batch
Step 00084950 L_out=0.372 Acc=0.71 ---131849.25 ms/batch
Step 00085000 L_out=0.074 Acc=0.91 ---158789.84 ms/batch
Step 00085050 L_out=0.049 Acc=0.93 ---186162.68 ms/batch
Step 00085100 L_out=0.021 Acc=0.85 ---213352.76 ms/batch
Step 00085150 L_out=0.041 Acc=0.91 ---241145.85 ms/batch
Step 00085200 L_out=0.058 Acc=0.92 ---268410.08 ms/batch
Step 00085250 L_out=0.080 Acc=0.92 ---295834.07 ms/batch
Step 00085300 L_out=0.075 Acc=0.87 ---323458.28 ms/batch
Step 00085350 L_out=0.055 Acc=0.94 ---350081.64 ms/batch
Round 6 | epoch=7, train costTime=362.78902649879456, | total_activation_sum=16813942
Round 6 | epoch=8, current m_iou=0.66464962386285
Round 6 | Best m_IoU is: 0.665, OA is: 0.915 | val costTime=142.82146215438843
Round 6 | ****EPOCH 8****
Step 00085400 L_out=0.035 Acc=0.87 ---13465.89 ms/batch
Step 00085450 L_out=0.023 Acc=0.90 ---40287.25 ms/batch
Step 00085500 L_out=0.099 Acc=0.88 ---67312.27 ms/batch
Step 00085550 L_out=0.041 Acc=0.91 ---94215.55 ms/batch
Step 00085600 L_out=0.064 Acc=0.92 ---121467.99 ms/batch
Step 00085650 L_out=0.094 Acc=0.87 ---148105.50 ms/batch
Step 00085700 L_out=0.085 Acc=0.79 ---175150.96 ms/batch
Step 00085750 L_out=0.043 Acc=0.82 ---202627.70 ms/batch
Step 00085800 L_out=0.079 Acc=0.83 ---229808.38 ms/batch
Step 00085850 L_out=0.077 Acc=0.93 ---257349.41 ms/batch
Step 00085900 L_out=0.066 Acc=0.89 ---285226.56 ms/batch
Step 00085950 L_out=0.053 Acc=0.90 ---312526.36 ms/batch
Step 00086000 L_out=0.120 Acc=0.90 ---340358.38 ms/batch
Round 6 | epoch=8, train costTime=361.3723542690277, | total_activation_sum=16755938
Round 6 | epoch=9, current m_iou=0.6668002213326162
Round 6 | Best m_IoU is: 0.667, OA is: 0.914 | val costTime=142.31058168411255
Round 6 | ****EPOCH 9****
Step 00086050 L_out=0.076 Acc=0.93 --- 3717.18 ms/batch
Step 00086100 L_out=0.044 Acc=0.93 ---30900.21 ms/batch
Step 00086150 L_out=0.091 Acc=0.89 ---57463.87 ms/batch
Step 00086200 L_out=0.035 Acc=0.96 ---84186.49 ms/batch
Step 00086250 L_out=0.205 Acc=0.87 ---111406.81 ms/batch
Step 00086300 L_out=0.139 Acc=0.95 ---138695.89 ms/batch
