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Demo_Bo.log
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Demo_Bo.log
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[2021-01-07 16:45:14,935][Demo_Bo.py][INFO] NUM:[0/5] lr=0.0006,weight+decay=2e-05
[2021-01-07 16:45:23,456][Demo_Bo.py][INFO] Epoch:[0/1000] test=307\3176 OA=0.0966625 AA=0.0714286 kappa=0.0000000 AC=[[0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]]
[2021-01-07 16:45:30,915][Demo_Bo.py][INFO] Epoch:[10/1000] test=307\3176 OA=0.0966625 AA=0.0714286 kappa=0.0000000 AC=[[0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]]
[2021-01-07 16:45:38,547][Demo_Bo.py][INFO] Epoch:[20/1000] test=568\3176 OA=0.1788413 AA=0.1351792 kappa=0.0934725 AC=[[0. 0. 0. 0. 0. 0.
0. 0. 0.89250814 0. 1. 0.
0. 0. ]]
[2021-01-07 16:45:46,504][Demo_Bo.py][INFO] Epoch:[30/1000] test=1092\3176 OA=0.3438287 AA=0.2777411 kappa=0.2769938 AC=[[0.9469697 0. 0. 0. 0. 0.
0.94140625 0. 1. 0. 1. 0.
0. 0. ]]
[2021-01-07 16:45:54,425][Demo_Bo.py][INFO] Epoch:[40/1000] test=1285\3176 OA=0.4045970 AA=0.3409700 kappa=0.3451691 AC=[[1. 0. 0.16182573 0. 0. 0.
0.94921875 0.5678392 1. 0. 1. 0.
0.09469697 0. ]]
[2021-01-07 16:46:02,585][Demo_Bo.py][INFO] Epoch:[50/1000] test=1862\3176 OA=0.5862720 AA=0.5104499 kappa=0.5469686 AC=[[1. 0. 0.66390041 0.62380952 0.15909091 0.15037594
0.9765625 0.63316583 1. 0. 1. 0.
0.93939394 0. ]]
[2021-01-07 16:46:10,304][Demo_Bo.py][INFO] Epoch:[60/1000] test=2108\3176 OA=0.6637280 AA=0.5844389 kappa=0.6329617 AC=[[1. 0. 0.73029046 0.98571429 0.37878788 0.47744361
0.9765625 0.69849246 0.93485342 0. 1. 0.
1. 0. ]]
[2021-01-07 16:46:17,925][Demo_Bo.py][INFO] Epoch:[70/1000] test=2225\3176 OA=0.7005668 AA=0.6201620 kappa=0.6735081 AC=[[1. 0.06122449 0.7966805 0.99047619 0.59469697 0.65413534
0.98046875 0.71859296 0.88599349 0. 1. 0.
1. 0. ]]
[2021-01-07 16:46:25,560][Demo_Bo.py][INFO] Epoch:[80/1000] test=2359\3176 OA=0.7427582 AA=0.6875145 kappa=0.7197938 AC=[[1. 0.7244898 0.82987552 1. 0.71969697 0.77067669
0.97265625 0.71859296 0.84364821 0.02880658 1. 0.01675978
1. 0. ]]
[2021-01-07 16:46:33,179][Demo_Bo.py][INFO] Epoch:[90/1000] test=2576\3176 OA=0.8110831 AA=0.7688789 kappa=0.7946557 AC=[[1. 0.82653061 0.87966805 1. 0.72348485 0.81203008
0.99609375 0.71859296 0.83061889 0.25102881 1. 0.72625698
1. 0. ]]
[2021-01-07 16:46:40,849][Demo_Bo.py][INFO] Epoch:[100/1000] test=2752\3176 OA=0.8664987 AA=0.8289646 kappa=0.8550729 AC=[[1. 0.92857143 0.90041494 1. 0.76515152 0.83458647
1. 0.72361809 0.83387622 0.67078189 0.99319728 0.95530726
1. 0. ]]
[2021-01-07 16:46:48,509][Demo_Bo.py][INFO] Epoch:[110/1000] test=2801\3176 OA=0.8819270 AA=0.8495302 kappa=0.8718936 AC=[[1. 1. 0.9253112 1. 0.78030303 0.86466165
0.98828125 0.72361809 0.81107492 0.77777778 0.98979592 0.97765363
1. 0.05494505]]
[2021-01-07 16:46:56,114][Demo_Bo.py][INFO] Epoch:[120/1000] test=2831\3176 OA=0.8913728 AA=0.8639166 kappa=0.8821693 AC=[[1. 1. 0.9253112 1. 0.79166667 0.90601504
0.9765625 0.71859296 0.78827362 0.82716049 0.99659864 0.98882682
1. 0.17582418]]
[2021-01-07 16:47:03,766][Demo_Bo.py][INFO] Epoch:[130/1000] test=2834\3176 OA=0.8923174 AA=0.8696766 kappa=0.8832212 AC=[[1. 1. 0.92116183 1. 0.81060606 0.90601504
0.984375 0.72361809 0.73615635 0.83539095 1. 0.99441341
1. 0.26373626]]
[2021-01-07 16:47:11,415][Demo_Bo.py][INFO] Epoch:[140/1000] test=2860\3176 OA=0.9005038 AA=0.8857369 kappa=0.8921228 AC=[[1. 1. 0.91286307 1. 0.82575758 0.90225564
0.9921875 0.73366834 0.73941368 0.8436214 1. 1.
1. 0.45054945]]
[2021-01-07 16:47:19,093][Demo_Bo.py][INFO] Epoch:[150/1000] test=2882\3176 OA=0.9074307 AA=0.8982283 kappa=0.8996542 AC=[[1. 1. 0.91701245 1. 0.83333333 0.90225564
0.9921875 0.72361809 0.74918567 0.86419753 1. 1.
1. 0.59340659]]
[2021-01-07 16:47:26,799][Demo_Bo.py][INFO] Epoch:[160/1000] test=2900\3176 OA=0.9130982 AA=0.9093842 kappa=0.9058211 AC=[[1. 1. 0.92116183 1. 0.83712121 0.89849624
0.984375 0.72361809 0.752443 0.88888889 1. 1.
1. 0.72527473]]
[2021-01-07 16:47:34,429][Demo_Bo.py][INFO] Epoch:[170/1000] test=2897\3176 OA=0.9121537 AA=0.9101801 kappa=0.9048054 AC=[[1. 1. 0.91701245 1. 0.83333333 0.89849624
0.984375 0.72361809 0.74267101 0.88477366 1. 1.
1. 0.75824176]]
[2021-01-07 16:47:42,106][Demo_Bo.py][INFO] Epoch:[180/1000] test=2903\3176 OA=0.9140428 AA=0.9124623 kappa=0.9068515 AC=[[1. 1. 0.92946058 1. 0.84469697 0.89473684
0.984375 0.72864322 0.74267101 0.88065844 1. 1.
1. 0.76923077]]
[2021-01-07 16:47:49,786][Demo_Bo.py][INFO] Epoch:[190/1000] test=2909\3176 OA=0.9159320 AA=0.9165636 kappa=0.9089082 AC=[[1. 1. 0.91701245 1. 0.84848485 0.88721805
0.98828125 0.72864322 0.74918567 0.88888889 1. 1.
1. 0.82417582]]
[2021-01-07 16:47:57,329][Demo_Bo.py][INFO] Epoch:[200/1000] test=2915\3176 OA=0.9178212 AA=0.9209301 kappa=0.9109651 AC=[[1. 1. 0.92116183 1. 0.85227273 0.89849624
0.98828125 0.72864322 0.73615635 0.88888889 1. 1.
1. 0.87912088]]
[2021-01-07 16:48:05,029][Demo_Bo.py][INFO] Epoch:[210/1000] test=2919\3176 OA=0.9190806 AA=0.9233543 kappa=0.9123331 AC=[[1. 1. 0.91286307 1. 0.85227273 0.89473684
0.98828125 0.72864322 0.74918567 0.88888889 1. 1.
1. 0.91208791]]
[2021-01-07 16:48:12,689][Demo_Bo.py][INFO] Epoch:[220/1000] test=2916\3176 OA=0.9181360 AA=0.9233025 kappa=0.9113124 AC=[[1. 1. 0.9253112 1. 0.85227273 0.89097744
0.98828125 0.72864322 0.73289902 0.88477366 1. 1.
1. 0.92307692]]
[2021-01-07 16:48:20,292][Demo_Bo.py][INFO] Epoch:[230/1000] test=2915\3176 OA=0.9178212 AA=0.9229957 kappa=0.9109744 AC=[[1. 1. 0.92116183 1. 0.85227273 0.88345865
0.98828125 0.72864322 0.73615635 0.88888889 1. 1.
1. 0.92307692]]
[2021-01-07 16:48:27,952][Demo_Bo.py][INFO] Epoch:[240/1000] test=2917\3176 OA=0.9184509 AA=0.9235119 kappa=0.9116584 AC=[[1. 1. 0.92116183 1. 0.85227273 0.87593985
0.98828125 0.72864322 0.74267101 0.89711934 1. 1.
1. 0.92307692]]
[2021-01-07 16:48:35,585][Demo_Bo.py][INFO] Epoch:[250/1000] test=2913\3176 OA=0.9171914 AA=0.9224332 kappa=0.9102912 AC=[[1. 1. 0.92116183 1. 0.85227273 0.87969925
0.98828125 0.72864322 0.73615635 0.88477366 1. 1.
1. 0.92307692]]
[2021-01-07 16:48:43,424][Demo_Bo.py][INFO] Epoch:[260/1000] test=2912\3176 OA=0.9168766 AA=0.9221522 kappa=0.9099540 AC=[[1. 1. 0.92116183 1. 0.84848485 0.87218045
0.98828125 0.72864322 0.73941368 0.88888889 1. 1.
1. 0.92307692]]
[2021-01-07 16:48:51,362][Demo_Bo.py][INFO] Epoch:[270/1000] test=2913\3176 OA=0.9171914 AA=0.9223570 kappa=0.9102918 AC=[[1. 1. 0.91701245 1. 0.84848485 0.87593985
0.98828125 0.72864322 0.74267101 0.88888889 1. 1.
1. 0.92307692]]
[2021-01-07 16:48:59,088][Demo_Bo.py][INFO] Epoch:[280/1000] test=2914\3176 OA=0.9175063 AA=0.9227760 kappa=0.9106354 AC=[[1. 1. 0.92116183 1. 0.84848485 0.87593985
0.98828125 0.72864322 0.73615635 0.89711934 1. 1.
1. 0.92307692]]
[2021-01-07 16:49:06,878][Demo_Bo.py][INFO] Epoch:[290/1000] test=2915\3176 OA=0.9178212 AA=0.9228861 kappa=0.9109735 AC=[[1. 1. 0.92116183 1. 0.84848485 0.87593985
0.98828125 0.72864322 0.74592834 0.88888889 1. 1.
1. 0.92307692]]
[2021-01-07 16:49:14,641][Demo_Bo.py][INFO] Epoch:[300/1000] test=2914\3176 OA=0.9175063 AA=0.9225897 kappa=0.9106345 AC=[[1. 1. 0.91701245 1. 0.84848485 0.87593985
0.98828125 0.72864322 0.74592834 0.88888889 1. 1.
1. 0.92307692]]
[2021-01-07 16:49:22,714][Demo_Bo.py][INFO] Epoch:[310/1000] test=2913\3176 OA=0.9171914 AA=0.9223224 kappa=0.9102934 AC=[[1. 1. 0.91286307 1. 0.84848485 0.87218045
0.98828125 0.73366834 0.74918567 0.88477366 1. 1.
1. 0.92307692]]
[2021-01-07 16:49:30,766][Demo_Bo.py][INFO] Epoch:[320/1000] test=2912\3176 OA=0.9168766 AA=0.9220947 kappa=0.9099508 AC=[[1. 1. 0.92116183 1. 0.84848485 0.87218045
0.98828125 0.73366834 0.74592834 0.87654321 1. 1.
1. 0.92307692]]
[2021-01-07 16:49:38,595][Demo_Bo.py][INFO] Epoch:[330/1000] test=2918\3176 OA=0.9187657 AA=0.9236849 kappa=0.9119933 AC=[[1. 1. 0.92116183 1. 0.84848485 0.87969925
0.98828125 0.73366834 0.752443 0.88477366 1. 1.
1. 0.92307692]]
[2021-01-07 16:49:46,344][Demo_Bo.py][INFO] Epoch:[340/1000] test=2914\3176 OA=0.9175063 AA=0.9226213 kappa=0.9106331 AC=[[1. 1. 0.92116183 1. 0.84848485 0.87218045
0.98828125 0.73366834 0.74918567 0.88065844 1. 1.
1. 0.92307692]]
[2021-01-07 16:49:54,227][Demo_Bo.py][INFO] Epoch:[350/1000] test=2918\3176 OA=0.9187657 AA=0.9236745 kappa=0.9119975 AC=[[1. 1. 0.92116183 1. 0.84848485 0.87218045
0.98828125 0.73366834 0.75570033 0.88888889 1. 1.
1. 0.92307692]]
[2021-01-07 16:50:02,098][Demo_Bo.py][INFO] Epoch:[360/1000] test=2915\3176 OA=0.9178212 AA=0.9228156 kappa=0.9109734 AC=[[1. 1. 0.91701245 1. 0.84848485 0.86842105
0.98828125 0.73366834 0.75570033 0.88477366 1. 1.
1. 0.92307692]]
[2021-01-07 16:50:09,966][Demo_Bo.py][INFO] Epoch:[370/1000] test=2919\3176 OA=0.9190806 AA=0.9239363 kappa=0.9123383 AC=[[1. 1. 0.92116183 1. 0.84848485 0.86842105
0.98828125 0.73869347 0.76221498 0.88477366 1. 1.
1. 0.92307692]]
[2021-01-07 16:50:17,752][Demo_Bo.py][INFO] Epoch:[380/1000] test=2916\3176 OA=0.9181360 AA=0.9229870 kappa=0.9113136 AC=[[1. 1. 0.91701245 1. 0.84848485 0.86842105
0.98828125 0.73366834 0.76221498 0.88065844 1. 1.
1. 0.92307692]]
[2021-01-07 16:50:25,769][Demo_Bo.py][INFO] Epoch:[390/1000] test=2918\3176 OA=0.9187657 AA=0.9236423 kappa=0.9119953 AC=[[1. 1. 0.92116183 1. 0.84848485 0.86842105
0.98828125 0.73869347 0.76221498 0.88065844 1. 1.
1. 0.92307692]]
[2021-01-07 16:50:33,967][Demo_Bo.py][INFO] Epoch:[400/1000] test=2917\3176 OA=0.9184509 AA=0.9234747 kappa=0.9116555 AC=[[1. 1. 0.92116183 1. 0.84848485 0.86842105
0.98828125 0.74371859 0.75895765 0.87654321 1. 1.
1. 0.92307692]]
[2021-01-07 16:50:43,198][Demo_Bo.py][INFO] Epoch:[410/1000] test=2916\3176 OA=0.9181360 AA=0.9232420 kappa=0.9113158 AC=[[1. 1. 0.92116183 1. 0.84848485 0.86842105
0.98828125 0.74371859 0.75570033 0.87654321 1. 1.
1. 0.92307692]]
[2021-01-07 16:50:51,010][Demo_Bo.py][INFO] Epoch:[420/1000] test=2915\3176 OA=0.9178212 AA=0.9228193 kappa=0.9109721 AC=[[1. 1. 0.91701245 1. 0.84848485 0.86842105
0.98828125 0.73869347 0.75895765 0.87654321 1. 1.
1. 0.92307692]]
[2021-01-07 16:50:58,743][Demo_Bo.py][INFO] Epoch:[430/1000] test=2917\3176 OA=0.9184509 AA=0.9233843 kappa=0.9116551 AC=[[1. 1. 0.92116183 1. 0.84848485 0.87218045
0.98828125 0.73869347 0.75895765 0.87654321 1. 1.
1. 0.92307692]]
[2021-01-07 16:51:06,572][Demo_Bo.py][INFO] Epoch:[440/1000] test=2922\3176 OA=0.9200252 AA=0.9249877 kappa=0.9133624 AC=[[1. 1. 0.92116183 1. 0.84848485 0.87218045
0.98828125 0.75376884 0.76221498 0.88065844 1. 1.
1. 0.92307692]]
[2021-01-07 16:51:14,380][Demo_Bo.py][INFO] Epoch:[450/1000] test=2921\3176 OA=0.9197103 AA=0.9245966 kappa=0.9130201 AC=[[1. 1. 0.92116183 1. 0.84848485 0.86842105
0.98828125 0.75376884 0.76872964 0.87242798 1. 1.
1. 0.92307692]]
[2021-01-07 16:51:22,179][Demo_Bo.py][INFO] Epoch:[460/1000] test=2917\3176 OA=0.9184509 AA=0.9233497 kappa=0.9116561 AC=[[1. 1. 0.91701245 1. 0.84848485 0.86842105
0.98828125 0.74371859 0.76547231 0.87242798 1. 1.
1. 0.92307692]]
[2021-01-07 16:51:29,942][Demo_Bo.py][INFO] Epoch:[470/1000] test=2919\3176 OA=0.9190806 AA=0.9240675 kappa=0.9123376 AC=[[1. 1. 0.91701245 1. 0.84848485 0.86842105
0.98828125 0.75376884 0.76547231 0.87242798 1. 1.
1. 0.92307692]]
[2021-01-07 16:51:37,670][Demo_Bo.py][INFO] Epoch:[480/1000] test=2922\3176 OA=0.9200252 AA=0.9252911 kappa=0.9133602 AC=[[1. 1. 0.92116183 1. 0.84848485 0.87218045
0.98828125 0.74874372 0.76872964 0.87242798 1. 1.
1. 0.93406593]]
[2021-01-07 16:51:45,407][Demo_Bo.py][INFO] Epoch:[490/1000] test=2920\3176 OA=0.9193955 AA=0.9243281 kappa=0.9126801 AC=[[1. 1. 0.92116183 1. 0.84848485 0.86466165
0.98828125 0.75376884 0.76872964 0.87242798 1. 1.
1. 0.92307692]]
[2021-01-07 16:51:53,173][Demo_Bo.py][INFO] Epoch:[500/1000] test=2922\3176 OA=0.9200252 AA=0.9248373 kappa=0.9133590 AC=[[1. 1. 0.91701245 1. 0.84848485 0.87593985
0.98828125 0.75376884 0.76872964 0.87242798 1. 1.
1. 0.92307692]]
[2021-01-07 16:52:00,978][Demo_Bo.py][INFO] Epoch:[510/1000] test=2921\3176 OA=0.9197103 AA=0.9244703 kappa=0.9130204 AC=[[1. 1. 0.92116183 1. 0.84848485 0.86842105
0.98828125 0.74874372 0.77198697 0.87242798 1. 1.
1. 0.92307692]]
[2021-01-07 16:52:08,711][Demo_Bo.py][INFO] Epoch:[520/1000] test=2919\3176 OA=0.9190806 AA=0.9240675 kappa=0.9123392 AC=[[1. 1. 0.91701245 1. 0.84848485 0.86842105
0.98828125 0.75376884 0.76547231 0.87242798 1. 1.
1. 0.92307692]]
[2021-01-07 16:52:16,483][Demo_Bo.py][INFO] Epoch:[530/1000] test=2924\3176 OA=0.9206549 AA=0.9264684 kappa=0.9140444 AC=[[1. 1. 0.91701245 1. 0.84848485 0.87593985
0.98828125 0.75376884 0.76547231 0.87654321 1. 1.
1. 0.94505495]]
[2021-01-07 16:52:24,344][Demo_Bo.py][INFO] Epoch:[540/1000] test=2921\3176 OA=0.9197103 AA=0.9250851 kappa=0.9130212 AC=[[1. 1. 0.91701245 1. 0.84848485 0.86842105
0.98828125 0.75376884 0.76872964 0.87242798 1. 1.
1. 0.93406593]]
[2021-01-07 16:52:32,106][Demo_Bo.py][INFO] Epoch:[550/1000] test=2923\3176 OA=0.9203401 AA=0.9261027 kappa=0.9137061 AC=[[1. 1. 0.91701245 1. 0.84848485 0.86842105
0.98828125 0.75376884 0.77198697 0.87242798 1. 1.
1. 0.94505495]]
[2021-01-07 16:52:39,857][Demo_Bo.py][INFO] Epoch:[560/1000] test=2921\3176 OA=0.9197103 AA=0.9249626 kappa=0.9130194 AC=[[1. 1. 0.91701245 1. 0.84848485 0.86842105
0.98828125 0.75376884 0.7752443 0.86419753 1. 1.
1. 0.93406593]]
[2021-01-07 16:52:47,634][Demo_Bo.py][INFO] Epoch:[570/1000] test=2919\3176 OA=0.9190806 AA=0.9250495 kappa=0.9123405 AC=[[1. 1. 0.91701245 1. 0.84848485 0.86842105
0.98828125 0.75376884 0.76547231 0.86419753 1. 1.
1. 0.94505495]]
[2021-01-07 16:52:55,420][Demo_Bo.py][INFO] Epoch:[580/1000] test=2924\3176 OA=0.9206549 AA=0.9264071 kappa=0.9140445 AC=[[1. 1. 0.91701245 1. 0.84848485 0.87593985
0.98828125 0.75376884 0.76872964 0.87242798 1. 1.
1. 0.94505495]]
[2021-01-07 16:53:03,254][Demo_Bo.py][INFO] Epoch:[590/1000] test=2922\3176 OA=0.9200252 AA=0.9258792 kappa=0.9133632 AC=[[1. 1. 0.92116183 1. 0.84848485 0.87593985
0.98828125 0.74874372 0.76221498 0.87242798 1. 1.
1. 0.94505495]]
[2021-01-07 16:53:10,985][Demo_Bo.py][INFO] Epoch:[600/1000] test=2923\3176 OA=0.9203401 AA=0.9261027 kappa=0.9137050 AC=[[1. 1. 0.91701245 1. 0.84848485 0.86842105
0.98828125 0.75376884 0.77198697 0.87242798 1. 1.
1. 0.94505495]]
[2021-01-07 16:53:18,779][Demo_Bo.py][INFO] Epoch:[610/1000] test=2920\3176 OA=0.9193955 AA=0.9252172 kappa=0.9126828 AC=[[1. 1. 0.91701245 1. 0.84848485 0.86842105
0.98828125 0.74874372 0.76872964 0.86831276 1. 1.
1. 0.94505495]]
[2021-01-07 16:53:26,591][Demo_Bo.py][INFO] Epoch:[620/1000] test=2922\3176 OA=0.9200252 AA=0.9258705 kappa=0.9133640 AC=[[0.99621212 1. 0.92116183 1. 0.84848485 0.87218045
0.98828125 0.75376884 0.76872964 0.86831276 1. 1.
1. 0.94505495]]
[2021-01-07 16:53:34,497][Demo_Bo.py][INFO] Epoch:[630/1000] test=2919\3176 OA=0.9190806 AA=0.9249270 kappa=0.9123399 AC=[[1. 1. 0.91701245 1. 0.84848485 0.86842105
0.98828125 0.75376884 0.77198697 0.85596708 1. 1.
1. 0.94505495]]
[2021-01-07 16:53:42,293][Demo_Bo.py][INFO] Epoch:[640/1000] test=2916\3176 OA=0.9181360 AA=0.9241911 kappa=0.9113163 AC=[[0.99621212 1. 0.91701245 1. 0.84848485 0.86842105
0.98828125 0.75376884 0.76547231 0.85596708 1. 1.
1. 0.94505495]]
[2021-01-07 16:53:50,019][Demo_Bo.py][INFO] Epoch:[650/1000] test=2920\3176 OA=0.9193955 AA=0.9252568 kappa=0.9126801 AC=[[1. 1. 0.91701245 1. 0.84848485 0.87218045
0.98828125 0.75376884 0.76872964 0.8600823 1. 1.
1. 0.94505495]]
[2021-01-07 16:53:57,732][Demo_Bo.py][INFO] Epoch:[660/1000] test=2918\3176 OA=0.9187657 AA=0.9246652 kappa=0.9119970 AC=[[1. 1. 0.91701245 1. 0.84848485 0.87218045
0.98828125 0.74874372 0.76547231 0.8600823 1. 1.
1. 0.94505495]]
[2021-01-07 16:54:05,536][Demo_Bo.py][INFO] Epoch:[670/1000] test=2920\3176 OA=0.9193955 AA=0.9252568 kappa=0.9126797 AC=[[1. 1. 0.91701245 1. 0.84848485 0.87218045
0.98828125 0.75376884 0.76872964 0.8600823 1. 1.
1. 0.94505495]]
[2021-01-07 16:54:13,313][Demo_Bo.py][INFO] Epoch:[680/1000] test=2918\3176 OA=0.9187657 AA=0.9247281 kappa=0.9119957 AC=[[0.99621212 1. 0.91701245 1. 0.84848485 0.87593985
0.98828125 0.75376884 0.76547231 0.85596708 1. 1.
1. 0.94505495]]
[2021-01-07 16:54:21,072][Demo_Bo.py][INFO] Epoch:[690/1000] test=2916\3176 OA=0.9181360 AA=0.9241911 kappa=0.9113163 AC=[[0.99621212 1. 0.91701245 1. 0.84848485 0.86842105
0.98828125 0.75376884 0.76547231 0.85596708 1. 1.
1. 0.94505495]]
[2021-01-07 16:54:28,866][Demo_Bo.py][INFO] Epoch:[700/1000] test=2916\3176 OA=0.9181360 AA=0.9241632 kappa=0.9113146 AC=[[0.99621212 1. 0.91286307 1. 0.84848485 0.87218045
0.98828125 0.75376884 0.76547231 0.85596708 1. 1.
1. 0.94505495]]
[2021-01-07 16:54:36,615][Demo_Bo.py][INFO] Epoch:[710/1000] test=2917\3176 OA=0.9184509 AA=0.9243692 kappa=0.9116554 AC=[[0.99621212 1. 0.91701245 1. 0.84848485 0.87593985
0.98828125 0.74874372 0.76547231 0.85596708 1. 1.
1. 0.94505495]]
[2021-01-07 16:54:44,473][Demo_Bo.py][INFO] Epoch:[720/1000] test=2913\3176 OA=0.9171914 AA=0.9232838 kappa=0.9102899 AC=[[0.99621212 1. 0.91701245 1. 0.84848485 0.87218045
0.98828125 0.75376884 0.76547231 0.83950617 1. 1.
1. 0.94505495]]
[2021-01-07 16:54:52,263][Demo_Bo.py][INFO] Epoch:[730/1000] test=2916\3176 OA=0.9181360 AA=0.9241423 kappa=0.9113153 AC=[[1. 1. 0.91701245 1. 0.84848485 0.87218045
0.98828125 0.75376884 0.76547231 0.84773663 1. 1.
1. 0.94505495]]
[2021-01-07 16:55:00,032][Demo_Bo.py][INFO] Epoch:[740/1000] test=2915\3176 OA=0.9178212 AA=0.9236842 kappa=0.9109725 AC=[[0.99621212 1. 0.91701245 1. 0.84848485 0.87218045
0.98828125 0.74874372 0.77198697 0.8436214 1. 1.
1. 0.94505495]]
[2021-01-07 16:55:07,814][Demo_Bo.py][INFO] Epoch:[750/1000] test=2914\3176 OA=0.9175063 AA=0.9235778 kappa=0.9106315 AC=[[0.99621212 1. 0.91701245 1. 0.84848485 0.87218045
0.98828125 0.75376884 0.76547231 0.8436214 1. 1.
1. 0.94505495]]
[2021-01-07 16:55:15,668][Demo_Bo.py][INFO] Epoch:[760/1000] test=2916\3176 OA=0.9181360 AA=0.9241044 kappa=0.9113138 AC=[[0.99621212 1. 0.91701245 1. 0.84848485 0.87218045
0.98828125 0.75376884 0.76872964 0.84773663 1. 1.
1. 0.94505495]]
[2021-01-07 16:55:23,371][Demo_Bo.py][INFO] Epoch:[770/1000] test=2915\3176 OA=0.9178212 AA=0.9238717 kappa=0.9109742 AC=[[0.99621212 1. 0.91701245 1. 0.84848485 0.87218045
0.98828125 0.75376884 0.76547231 0.84773663 1. 1.
1. 0.94505495]]
[2021-01-07 16:55:31,186][Demo_Bo.py][INFO] Epoch:[780/1000] test=2913\3176 OA=0.9171914 AA=0.9232560 kappa=0.9102882 AC=[[0.99621212 1. 0.91286307 1. 0.84848485 0.87593985
0.98828125 0.75376884 0.76547231 0.83950617 1. 1.
1. 0.94505495]]
[2021-01-07 16:55:38,941][Demo_Bo.py][INFO] Epoch:[790/1000] test=2913\3176 OA=0.9171914 AA=0.9232225 kappa=0.9102900 AC=[[0.99621212 1. 0.91701245 1. 0.84848485 0.87218045
0.98828125 0.75376884 0.76872964 0.83539095 1. 1.
1. 0.94505495]]
[2021-01-07 16:55:46,721][Demo_Bo.py][INFO] Epoch:[800/1000] test=2911\3176 OA=0.9165617 AA=0.9226922 kappa=0.9096088 AC=[[0.99621212 1. 0.91701245 1. 0.84848485 0.87218045
0.98828125 0.74874372 0.76221498 0.83950617 1. 1.
1. 0.94505495]]
[2021-01-07 16:56:39,184][Demo_Bo.py][INFO] NUM:[0/2] lr=0.0006,weight+decay=2e-05
[2021-01-07 16:56:41,759][Demo_Bo.py][INFO] Epoch:[0/1000] test=307\3176 OA=0.0966625 AA=0.0714286 kappa=0.0000000 AC=[[0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]]
[2021-01-07 16:56:49,995][Demo_Bo.py][INFO] Epoch:[10/1000] test=1037\3176 OA=0.3265113 AA=0.2813877 kappa=0.2647428 AC=[[0. 0. 0.37759336 0.38571429 0.93181818 0.29699248
0.87890625 0. 0.06840391 0. 1. 0.
0. 0. ]]
[2021-01-07 16:56:57,859][Demo_Bo.py][INFO] Epoch:[20/1000] test=1976\3176 OA=0.6221662 AA=0.5470833 kappa=0.5873658 AC=[[0.99621212 0. 0.92116183 0.8952381 0.91666667 0.71428571
0.98046875 0.49246231 0.74267101 0. 1. 0.
0. 0. ]]
[2021-01-07 16:57:05,540][Demo_Bo.py][INFO] Epoch:[30/1000] test=2030\3176 OA=0.6391688 AA=0.5660726 kappa=0.6062281 AC=[[1. 0. 0.92946058 1. 0.90530303 0.81203008
0.984375 0.61306533 0.68078176 0. 1. 0.
0. 0. ]]
[2021-01-07 16:57:13,144][Demo_Bo.py][INFO] Epoch:[40/1000] test=2259\3176 OA=0.7112720 AA=0.6285651 kappa=0.6856886 AC=[[1. 0. 0.89626556 1. 0.82575758 0.81203008
1. 0.71356784 0.77198697 0. 1. 0.
0.78030303 0. ]]
[2021-01-07 16:57:20,773][Demo_Bo.py][INFO] Epoch:[50/1000] test=2376\3176 OA=0.7481108 AA=0.6769719 kappa=0.7259100 AC=[[1. 0.26530612 0.90456432 0.99047619 0.77651515 0.83458647
1. 0.71356784 0.77850163 0. 1. 0.21787709
0.99621212 0. ]]
[2021-01-07 16:57:28,374][Demo_Bo.py][INFO] Epoch:[60/1000] test=2571\3176 OA=0.8095088 AA=0.7746116 kappa=0.7930472 AC=[[1. 0.81632653 0.85477178 1. 0.74242424 0.82706767
1. 0.71859296 0.83061889 0. 1. 0.98882682
1. 0.06593407]]
[2021-01-07 16:57:36,048][Demo_Bo.py][INFO] Epoch:[70/1000] test=2627\3176 OA=0.8271411 AA=0.8063183 kappa=0.8123234 AC=[[1. 0.79591837 0.87551867 1. 0.74242424 0.87593985
1. 0.71859296 0.752443 0.13580247 1. 1.
0.99621212 0.3956044 ]]
[2021-01-07 16:57:43,720][Demo_Bo.py][INFO] Epoch:[80/1000] test=2681\3176 OA=0.8441436 AA=0.8201634 kappa=0.8308360 AC=[[1. 0.8877551 0.88381743 1. 0.73863636 0.85714286
1. 0.71859296 0.81433225 0.2962963 1. 1.
1. 0.28571429]]
[2021-01-07 16:57:51,378][Demo_Bo.py][INFO] Epoch:[90/1000] test=2736\3176 OA=0.8614610 AA=0.8459519 kappa=0.8497178 AC=[[1. 0.92857143 0.8879668 1. 0.74242424 0.86842105
1. 0.71859296 0.83387622 0.3909465 1. 1.
1. 0.47252747]]
[2021-01-07 16:57:59,042][Demo_Bo.py][INFO] Epoch:[100/1000] test=2803\3176 OA=0.8825567 AA=0.8780768 kappa=0.8726783 AC=[[1. 0.91836735 0.8879668 1. 0.74621212 0.86842105
1. 0.71859296 0.8534202 0.5308642 1. 1.
1. 0.76923077]]
[2021-01-07 16:58:06,729][Demo_Bo.py][INFO] Epoch:[110/1000] test=2811\3176 OA=0.8850756 AA=0.8838750 kappa=0.8754187 AC=[[1. 0.93877551 0.90871369 1. 0.75 0.87593985
1. 0.71859296 0.84364821 0.51440329 1. 1.
1. 0.82417582]]
[2021-01-07 16:58:14,441][Demo_Bo.py][INFO] Epoch:[120/1000] test=2828\3176 OA=0.8904282 AA=0.8897257 kappa=0.8812348 AC=[[1. 0.94897959 0.90871369 1. 0.75757576 0.87969925
1. 0.71859296 0.84364821 0.56378601 1. 1.
1. 0.83516484]]
[2021-01-07 16:58:22,138][Demo_Bo.py][INFO] Epoch:[130/1000] test=2831\3176 OA=0.8913728 AA=0.8920515 kappa=0.8822696 AC=[[1. 0.96938776 0.90871369 1. 0.74242424 0.87218045
1. 0.71859296 0.84690554 0.58436214 1. 1.
1. 0.84615385]]
[2021-01-07 16:58:29,871][Demo_Bo.py][INFO] Epoch:[140/1000] test=2840\3176 OA=0.8942065 AA=0.8951178 kappa=0.8853457 AC=[[1. 0.96938776 0.90871369 1. 0.75378788 0.87218045
1. 0.71859296 0.84690554 0.60493827 1. 1.
1. 0.85714286]]
[2021-01-07 16:58:37,532][Demo_Bo.py][INFO] Epoch:[150/1000] test=2849\3176 OA=0.8970403 AA=0.8980201 kappa=0.8884239 AC=[[1. 0.94897959 0.90871369 1. 0.74621212 0.87593985
1. 0.71859296 0.86644951 0.61728395 1. 1.
1. 0.89010989]]
[2021-01-07 16:58:45,212][Demo_Bo.py][INFO] Epoch:[160/1000] test=2776\3176 OA=0.8740554 AA=0.8646343 kappa=0.8634371 AC=[[1. 1. 0.78008299 1. 0.8219697 0.81203008
1. 0.72361809 0.80456026 0.61316872 1. 1.
1. 0.54945055]]
[2021-01-07 16:58:52,868][Demo_Bo.py][INFO] Epoch:[170/1000] test=2839\3176 OA=0.8938917 AA=0.8934198 kappa=0.8849799 AC=[[1. 0.94897959 0.90871369 1. 0.76515152 0.86842105
1. 0.71859296 0.8990228 0.5308642 1. 1.
1. 0.86813187]]
[2021-01-07 16:59:00,547][Demo_Bo.py][INFO] Epoch:[180/1000] test=2849\3176 OA=0.8970403 AA=0.8978905 kappa=0.8884168 AC=[[1. 0.98979592 0.89626556 1. 0.75378788 0.87218045
1. 0.71859296 0.88599349 0.59670782 1. 1.
1. 0.85714286]]
[2021-01-07 16:59:08,200][Demo_Bo.py][INFO] Epoch:[190/1000] test=2845\3176 OA=0.8957809 AA=0.8965076 kappa=0.8870496 AC=[[1. 0.96938776 0.90041494 1. 0.74621212 0.87218045
1. 0.71859296 0.87947883 0.59670782 1. 1.
1. 0.86813187]]
[2021-01-07 16:59:15,872][Demo_Bo.py][INFO] Epoch:[200/1000] test=2856\3176 OA=0.8992443 AA=0.9006557 kappa=0.8908104 AC=[[1. 0.96938776 0.90871369 1. 0.75378788 0.87593985
1. 0.71859296 0.87947883 0.61316872 1. 1.
1. 0.89010989]]
[2021-01-07 16:59:23,542][Demo_Bo.py][INFO] Epoch:[210/1000] test=2857\3176 OA=0.8995592 AA=0.9014317 kappa=0.8911488 AC=[[1. 0.96938776 0.90871369 1. 0.76515152 0.87593985
1. 0.71859296 0.8762215 0.60493827 1. 1.
1. 0.9010989 ]]
[2021-01-07 16:59:31,182][Demo_Bo.py][INFO] Epoch:[220/1000] test=2858\3176 OA=0.8998741 AA=0.9025734 kappa=0.8914948 AC=[[1. 0.97959184 0.90456432 1. 0.75757576 0.87593985
1. 0.71859296 0.88273616 0.60493827 1. 1.
1. 0.91208791]]
[2021-01-07 16:59:38,873][Demo_Bo.py][INFO] Epoch:[230/1000] test=2864\3176 OA=0.9017632 AA=0.9052981 kappa=0.8935482 AC=[[1. 0.97959184 0.90871369 1. 0.76136364 0.87593985
1. 0.71859296 0.88273616 0.61316872 1. 1.
1. 0.93406593]]
[2021-01-07 16:59:46,535][Demo_Bo.py][INFO] Epoch:[240/1000] test=2858\3176 OA=0.8998741 AA=0.9035650 kappa=0.8915003 AC=[[1. 0.98979592 0.90871369 1. 0.76136364 0.87218045
1. 0.71859296 0.87947883 0.59670782 1. 1.
1. 0.92307692]]
[2021-01-07 16:59:54,224][Demo_Bo.py][INFO] Epoch:[250/1000] test=2856\3176 OA=0.8992443 AA=0.9031791 kappa=0.8908193 AC=[[1. 0.97959184 0.90871369 1. 0.75757576 0.87218045
1. 0.71859296 0.87296417 0.60082305 1. 1.
1. 0.93406593]]
[2021-01-07 17:00:01,900][Demo_Bo.py][INFO] Epoch:[260/1000] test=2858\3176 OA=0.8998741 AA=0.9025830 kappa=0.8914984 AC=[[1. 0.98979592 0.90871369 1. 0.76136364 0.87218045
1. 0.71859296 0.87947883 0.60493827 1. 1.
1. 0.9010989 ]]
[2021-01-07 17:00:09,559][Demo_Bo.py][INFO] Epoch:[270/1000] test=2862\3176 OA=0.9011335 AA=0.9052293 kappa=0.8928686 AC=[[1. 0.98979592 0.90456432 1. 0.76136364 0.87218045
1. 0.71859296 0.87947883 0.61316872 1. 1.
1. 0.93406593]]
[2021-01-07 17:00:17,241][Demo_Bo.py][INFO] Epoch:[280/1000] test=2859\3176 OA=0.9001889 AA=0.9039412 kappa=0.8918431 AC=[[1. 0.98979592 0.90456432 1. 0.75757576 0.87218045
1. 0.71859296 0.8762215 0.61316872 1. 1.
1. 0.92307692]]
[2021-01-07 17:00:24,959][Demo_Bo.py][INFO] Epoch:[290/1000] test=2861\3176 OA=0.9008186 AA=0.9054574 kappa=0.8925317 AC=[[1. 1. 0.90871369 1. 0.75757576 0.87218045
1. 0.71859296 0.8762215 0.6090535 1. 1.
1. 0.93406593]]
[2021-01-07 17:00:32,851][Demo_Bo.py][INFO] Epoch:[300/1000] test=2859\3176 OA=0.9001889 AA=0.9043048 kappa=0.8918470 AC=[[1. 1. 0.90871369 1. 0.75378788 0.86842105
1. 0.71859296 0.88273616 0.60493827 1. 1.
1. 0.92307692]]
[2021-01-07 17:00:41,152][Demo_Bo.py][INFO] Epoch:[310/1000] test=2861\3176 OA=0.9008186 AA=0.9049254 kappa=0.8925268 AC=[[1. 0.98979592 0.90871369 1. 0.75757576 0.86842105
1. 0.71859296 0.88273616 0.6090535 1. 1.
1. 0.93406593]]
[2021-01-07 17:00:49,625][Demo_Bo.py][INFO] Epoch:[320/1000] test=2858\3176 OA=0.8998741 AA=0.9045865 kappa=0.8915098 AC=[[1. 1. 0.90871369 1. 0.75 0.86842105
1. 0.71859296 0.87947883 0.60493827 1. 1.
1. 0.93406593]]
[2021-01-07 17:00:58,195][Demo_Bo.py][INFO] Epoch:[330/1000] test=2859\3176 OA=0.9001889 AA=0.9043427 kappa=0.8918484 AC=[[1. 1. 0.90871369 1. 0.75757576 0.86842105
1. 0.71859296 0.87947883 0.60493827 1. 1.
1. 0.92307692]]
[2021-01-07 17:01:06,624][Demo_Bo.py][INFO] Epoch:[340/1000] test=2860\3176 OA=0.9005038 AA=0.9045374 kappa=0.8921872 AC=[[1. 1. 0.90871369 1. 0.75378788 0.86842105
1. 0.71859296 0.88599349 0.60493827 1. 1.
1. 0.92307692]]
[2021-01-07 17:01:14,899][Demo_Bo.py][INFO] Epoch:[350/1000] test=2858\3176 OA=0.8998741 AA=0.9040108 kappa=0.8915073 AC=[[1. 1. 0.90871369 1. 0.75378788 0.86842105
1. 0.71859296 0.88273616 0.60082305 1. 1.
1. 0.92307692]]
[2021-01-07 17:01:22,824][Demo_Bo.py][INFO] Epoch:[360/1000] test=2860\3176 OA=0.9005038 AA=0.9050897 kappa=0.8921895 AC=[[1. 1. 0.90871369 1. 0.75378788 0.86842105
1. 0.71859296 0.88273616 0.60493827 1. 1.
1. 0.93406593]]
[2021-01-07 17:01:30,565][Demo_Bo.py][INFO] Epoch:[370/1000] test=2860\3176 OA=0.9005038 AA=0.9050518 kappa=0.8921909 AC=[[1. 1. 0.90871369 1. 0.75 0.86842105
1. 0.71859296 0.88599349 0.60493827 1. 1.
1. 0.93406593]]
[2021-01-07 17:01:38,349][Demo_Bo.py][INFO] Epoch:[380/1000] test=2862\3176 OA=0.9011335 AA=0.9061686 kappa=0.8928736 AC=[[1. 1. 0.90871369 1. 0.75378788 0.86842105
1. 0.71859296 0.88273616 0.6090535 1. 1.
1. 0.94505495]]
[2021-01-07 17:01:46,309][Demo_Bo.py][INFO] Epoch:[390/1000] test=2858\3176 OA=0.8998741 AA=0.9045486 kappa=0.8915083 AC=[[1. 1. 0.90871369 1. 0.74621212 0.86842105
1. 0.71859296 0.88273616 0.60493827 1. 1.
1. 0.93406593]]
[2021-01-07 17:01:54,633][Demo_Bo.py][INFO] Epoch:[400/1000] test=2860\3176 OA=0.9005038 AA=0.9050897 kappa=0.8921894 AC=[[1. 1. 0.90871369 1. 0.75378788 0.86842105
1. 0.71859296 0.88273616 0.60493827 1. 1.
1. 0.93406593]]
[2021-01-07 17:02:03,455][Demo_Bo.py][INFO] Epoch:[410/1000] test=2861\3176 OA=0.9008186 AA=0.9059359 kappa=0.8925336 AC=[[1. 1. 0.90871369 1. 0.75378788 0.86842105
1. 0.71859296 0.87947883 0.6090535 1. 1.
1. 0.94505495]]
[2021-01-07 17:02:11,743][Demo_Bo.py][INFO] Epoch:[420/1000] test=2859\3176 OA=0.9001889 AA=0.9053335 kappa=0.8918517 AC=[[1. 1. 0.90871369 1. 0.74621212 0.86842105
1. 0.71859296 0.88273616 0.60493827 1. 1.
1. 0.94505495]]
[2021-01-07 17:02:19,654][Demo_Bo.py][INFO] Epoch:[430/1000] test=2860\3176 OA=0.9005038 AA=0.9065949 kappa=0.8921947 AC=[[1. 1. 0.90871369 1. 0.73863636 0.86842105
1. 0.71859296 0.88599349 0.60493827 1. 1.
1. 0.96703297]]
[2021-01-07 17:02:27,342][Demo_Bo.py][INFO] Epoch:[440/1000] test=2860\3176 OA=0.9005038 AA=0.9066941 kappa=0.8921972 AC=[[1. 1. 0.90871369 1. 0.74242424 0.86842105
1. 0.71859296 0.87947883 0.6090535 1. 1.
1. 0.96703297]]
[2021-01-07 17:02:35,088][Demo_Bo.py][INFO] Epoch:[450/1000] test=2857\3176 OA=0.8995592 AA=0.9048303 kappa=0.8911706 AC=[[1. 1. 0.90871369 1. 0.74242424 0.86842105
1. 0.71859296 0.87947883 0.60493827 1. 1.
1. 0.94505495]]
[2021-01-07 17:02:42,819][Demo_Bo.py][INFO] Epoch:[460/1000] test=2861\3176 OA=0.9008186 AA=0.9069647 kappa=0.8925377 AC=[[1. 1. 0.90871369 1. 0.74621212 0.86842105
1. 0.71859296 0.87947883 0.6090535 1. 1.
1. 0.96703297]]
[2021-01-07 17:02:50,626][Demo_Bo.py][INFO] Epoch:[470/1000] test=2858\3176 OA=0.8998741 AA=0.9061909 kappa=0.8915152 AC=[[1. 1. 0.90871369 1. 0.73863636 0.86842105
1. 0.71859296 0.8762215 0.6090535 1. 1.
1. 0.96703297]]
[2021-01-07 17:02:58,368][Demo_Bo.py][INFO] Epoch:[480/1000] test=2861\3176 OA=0.9008186 AA=0.9068655 kappa=0.8925353 AC=[[1. 1. 0.90871369 1. 0.74242424 0.86842105
1. 0.71859296 0.88599349 0.60493827 1. 1.
1. 0.96703297]]
[2021-01-07 17:03:06,087][Demo_Bo.py][INFO] Epoch:[490/1000] test=2860\3176 OA=0.9005038 AA=0.9056887 kappa=0.8921939 AC=[[1. 1. 0.90871369 1. 0.74621212 0.86842105
1. 0.71859296 0.87947883 0.61316872 1. 1.
1. 0.94505495]]
[2021-01-07 17:03:13,755][Demo_Bo.py][INFO] Epoch:[500/1000] test=2858\3176 OA=0.8998741 AA=0.9056531 kappa=0.8915113 AC=[[1. 1. 0.90871369 1. 0.74621212 0.86842105
1. 0.71859296 0.8762215 0.60493827 1. 1.
1. 0.95604396]]
[2021-01-07 17:03:21,393][Demo_Bo.py][INFO] Epoch:[510/1000] test=2861\3176 OA=0.9008186 AA=0.9058601 kappa=0.8925321 AC=[[1. 1. 0.90871369 1. 0.74621212 0.86842105
1. 0.71859296 0.88599349 0.6090535 1. 1.
1. 0.94505495]]
[2021-01-07 17:03:29,080][Demo_Bo.py][INFO] Epoch:[520/1000] test=2859\3176 OA=0.9001889 AA=0.9054182 kappa=0.8918526 AC=[[1. 1. 0.90871369 1. 0.74242424 0.86842105
1. 0.71859296 0.87947883 0.61316872 1. 1.
1. 0.94505495]]
[2021-01-07 17:03:36,773][Demo_Bo.py][INFO] Epoch:[530/1000] test=2861\3176 OA=0.9008186 AA=0.9059359 kappa=0.8925319 AC=[[1. 1. 0.90871369 1. 0.75378788 0.86842105
1. 0.71859296 0.87947883 0.6090535 1. 1.
1. 0.94505495]]
[2021-01-07 17:03:44,460][Demo_Bo.py][INFO] Epoch:[540/1000] test=2860\3176 OA=0.9005038 AA=0.9062176 kappa=0.8921930 AC=[[1. 1. 0.90871369 1. 0.75 0.86842105
1. 0.71859296 0.8762215 0.6090535 1. 1.
1. 0.95604396]]
[2021-01-07 17:03:52,168][Demo_Bo.py][INFO] Epoch:[550/1000] test=2859\3176 OA=0.9001889 AA=0.9053803 kappa=0.8918520 AC=[[1. 1. 0.90871369 1. 0.73863636 0.86842105
1. 0.71859296 0.88273616 0.61316872 1. 1.
1. 0.94505495]]
[2021-01-07 17:03:59,861][Demo_Bo.py][INFO] Epoch:[560/1000] test=2859\3176 OA=0.9001889 AA=0.9064235 kappa=0.8918545 AC=[[1. 1. 0.90871369 1. 0.73863636 0.86842105
1. 0.71859296 0.87947883 0.6090535 1. 1.
1. 0.96703297]]
[2021-01-07 17:04:07,536][Demo_Bo.py][INFO] Epoch:[570/1000] test=2862\3176 OA=0.9011335 AA=0.9071973 kappa=0.8928763 AC=[[1. 1. 0.90871369 1. 0.74621212 0.86842105
1. 0.71859296 0.88273616 0.6090535 1. 1.
1. 0.96703297]]
[2021-01-07 17:04:15,191][Demo_Bo.py][INFO] Epoch:[580/1000] test=2860\3176 OA=0.9005038 AA=0.9066562 kappa=0.8921952 AC=[[1. 1. 0.90871369 1. 0.73863636 0.86842105
1. 0.71859296 0.88273616 0.6090535 1. 1.
1. 0.96703297]]
[2021-01-07 17:04:22,879][Demo_Bo.py][INFO] Epoch:[590/1000] test=2860\3176 OA=0.9005038 AA=0.9061652 kappa=0.8921945 AC=[[1. 1. 0.90871369 1. 0.73863636 0.86842105
1. 0.71859296 0.88273616 0.61316872 1. 1.
1. 0.95604396]]
[2021-01-07 17:04:30,571][Demo_Bo.py][INFO] Epoch:[600/1000] test=2858\3176 OA=0.8998741 AA=0.9056999 kappa=0.8915132 AC=[[1. 1. 0.90871369 1. 0.73863636 0.86842105
1. 0.71859296 0.8762215 0.61316872 1. 1.
1. 0.95604396]]
[2021-01-07 17:04:38,250][Demo_Bo.py][INFO] Epoch:[610/1000] test=2858\3176 OA=0.8998741 AA=0.9056386 kappa=0.8915129 AC=[[1. 1. 0.90871369 1. 0.73863636 0.86842105
1. 0.71859296 0.87947883 0.6090535 1. 1.
1. 0.95604396]]
[2021-01-07 17:04:46,087][Demo_Bo.py][INFO] Epoch:[620/1000] test=2860\3176 OA=0.9005038 AA=0.9061418 kappa=0.8921933 AC=[[1. 1. 0.90871369 1. 0.74242424 0.86842105
1. 0.71859296 0.88273616 0.6090535 1. 1.
1. 0.95604396]]
[2021-01-07 17:04:54,673][Demo_Bo.py][INFO] Epoch:[630/1000] test=2860\3176 OA=0.9005038 AA=0.9067175 kappa=0.8921972 AC=[[1. 1. 0.90871369 1. 0.73863636 0.86842105
1. 0.71859296 0.87947883 0.61316872 1. 1.
1. 0.96703297]]
[2021-01-07 17:05:03,252][Demo_Bo.py][INFO] Epoch:[640/1000] test=2862\3176 OA=0.9011335 AA=0.9067168 kappa=0.8928780 AC=[[1. 1. 0.90871369 1. 0.74621212 0.87593985
1. 0.71859296 0.87947883 0.6090535 1. 1.
1. 0.95604396]]
[2021-01-07 17:05:11,829][Demo_Bo.py][INFO] Epoch:[650/1000] test=2860\3176 OA=0.9005038 AA=0.9062156 kappa=0.8921946 AC=[[1. 1. 0.90871369 1. 0.74621212 0.87218045
1. 0.71859296 0.8762215 0.6090535 1. 1.
1. 0.95604396]]
[2021-01-07 17:05:20,442][Demo_Bo.py][INFO] Epoch:[660/1000] test=2860\3176 OA=0.9005038 AA=0.9062769 kappa=0.8921956 AC=[[1. 1. 0.90871369 1. 0.74621212 0.87218045
1. 0.71859296 0.87296417 0.61316872 1. 1.
1. 0.95604396]]
[2021-01-07 17:05:29,182][Demo_Bo.py][INFO] Epoch:[670/1000] test=2862\3176 OA=0.9011335 AA=0.9067422 kappa=0.8928766 AC=[[1. 1. 0.90871369 1. 0.74621212 0.87218045
1. 0.71859296 0.87947883 0.61316872 1. 1.
1. 0.95604396]]
[2021-01-07 17:05:36,965][Demo_Bo.py][INFO] Epoch:[680/1000] test=2857\3176 OA=0.8995592 AA=0.9054777 kappa=0.8911735 AC=[[1. 1. 0.90871369 1. 0.73863636 0.87593985
1. 0.71859296 0.86970684 0.6090535 1. 1.
1. 0.95604396]]
[2021-01-07 17:05:44,680][Demo_Bo.py][INFO] Epoch:[690/1000] test=2858\3176 OA=0.8998741 AA=0.9051835 kappa=0.8915116 AC=[[1. 1. 0.90871369 1. 0.73863636 0.87218045
1. 0.71859296 0.8762215 0.61316872 1. 1.
1. 0.94505495]]
[2021-01-07 17:05:52,481][Demo_Bo.py][INFO] Epoch:[700/1000] test=2861\3176 OA=0.9008186 AA=0.9065454 kappa=0.8925370 AC=[[1. 1. 0.90871369 1. 0.74621212 0.87593985
1. 0.71859296 0.87296417 0.61316872 1. 1.
1. 0.95604396]]
[2021-01-07 17:06:00,327][Demo_Bo.py][INFO] Epoch:[710/1000] test=2861\3176 OA=0.9008186 AA=0.9065055 kappa=0.8925381 AC=[[1. 1. 0.90871369 1. 0.73863636 0.87969925
1. 0.71859296 0.8762215 0.61316872 1. 1.
1. 0.95604396]]
[2021-01-07 17:06:08,015][Demo_Bo.py][INFO] Epoch:[720/1000] test=2864\3176 OA=0.9017632 AA=0.9073809 kappa=0.8935604 AC=[[1. 1. 0.91286307 1. 0.75 0.87969925
1. 0.71859296 0.87296417 0.61316872 1. 1.
1. 0.95604396]]
[2021-01-07 17:06:15,758][Demo_Bo.py][INFO] Epoch:[730/1000] test=2862\3176 OA=0.9011335 AA=0.9068018 kappa=0.8928798 AC=[[1. 1. 0.91286307 1. 0.73863636 0.87969925
1. 0.71859296 0.8762215 0.61316872 1. 1.
1. 0.95604396]]
[2021-01-07 17:06:23,489][Demo_Bo.py][INFO] Epoch:[740/1000] test=2859\3176 OA=0.9001889 AA=0.9060401 kappa=0.8918579 AC=[[1. 1. 0.90871369 1. 0.73863636 0.87969925
1. 0.71859296 0.86970684 0.61316872 1. 1.
1. 0.95604396]]
[2021-01-07 17:06:31,247][Demo_Bo.py][INFO] Epoch:[750/1000] test=2864\3176 OA=0.9017632 AA=0.9073550 kappa=0.8935611 AC=[[1. 1. 0.90871369 1. 0.75378788 0.87969925
1. 0.71859296 0.87296417 0.61316872 1. 1.
1. 0.95604396]]
[2021-01-07 17:06:38,989][Demo_Bo.py][INFO] Epoch:[760/1000] test=2862\3176 OA=0.9011335 AA=0.9068756 kappa=0.8928807 AC=[[1. 1. 0.91286307 1. 0.74242424 0.88345865
1. 0.71859296 0.86970684 0.61316872 1. 1.
1. 0.95604396]]
[2021-01-07 17:06:46,736][Demo_Bo.py][INFO] Epoch:[770/1000] test=2861\3176 OA=0.9008186 AA=0.9060548 kappa=0.8925348 AC=[[1. 1. 0.91286307 1. 0.74242424 0.87969925
1. 0.71859296 0.87296417 0.61316872 1. 1.
1. 0.94505495]]
[2021-01-07 17:06:54,534][Demo_Bo.py][INFO] Epoch:[780/1000] test=2860\3176 OA=0.9005038 AA=0.9057842 kappa=0.8921965 AC=[[1. 1. 0.91286307 1. 0.73863636 0.87969925
1. 0.71859296 0.87296417 0.61316872 1. 1.
1. 0.94505495]]
[2021-01-07 17:07:02,301][Demo_Bo.py][INFO] Epoch:[790/1000] test=2863\3176 OA=0.9014484 AA=0.9076226 kappa=0.8932252 AC=[[0.99621212 1. 0.91286307 1. 0.74242424 0.88345865
1. 0.71859296 0.87296417 0.61316872 1. 1.
1. 0.96703297]]
[2021-01-07 17:07:10,068][Demo_Bo.py][INFO] Epoch:[800/1000] test=2862\3176 OA=0.9011335 AA=0.9068139 kappa=0.8928810 AC=[[0.99621212 1. 0.90871369 1. 0.75 0.87969925
1. 0.71859296 0.87296417 0.61316872 1. 1.
1. 0.95604396]]
[2021-01-07 17:07:17,813][Demo_Bo.py][INFO] Epoch:[810/1000] test=2862\3176 OA=0.9011335 AA=0.9074158 kappa=0.8928843 AC=[[0.99621212 1. 0.91701245 1. 0.73863636 0.88345865
1. 0.71859296 0.86970684 0.61316872 1. 1.
1. 0.96703297]]
[2021-01-07 17:07:25,565][Demo_Bo.py][INFO] Epoch:[820/1000] test=2864\3176 OA=0.9017632 AA=0.9074426 kappa=0.8935653 AC=[[0.99621212 1. 0.91701245 1. 0.75 0.88345865
1. 0.71859296 0.86970684 0.61316872 1. 1.
1. 0.95604396]]
[2021-01-07 17:07:33,300][Demo_Bo.py][INFO] Epoch:[830/1000] test=2865\3176 OA=0.9020781 AA=0.9077389 kappa=0.8939025 AC=[[0.99621212 1. 0.92116183 1. 0.75 0.88345865
1. 0.71859296 0.86970684 0.61316872 1. 1.
1. 0.95604396]]
[2021-01-07 17:07:41,039][Demo_Bo.py][INFO] Epoch:[840/1000] test=2865\3176 OA=0.9020781 AA=0.9076752 kappa=0.8939023 AC=[[0.99621212 1. 0.91701245 1. 0.75 0.88345865
1. 0.71859296 0.87296417 0.61316872 1. 1.
1. 0.95604396]]
[2021-01-07 17:07:48,804][Demo_Bo.py][INFO] Epoch:[850/1000] test=2864\3176 OA=0.9017632 AA=0.9074426 kappa=0.8935658 AC=[[0.99621212 1. 0.91701245 1. 0.75 0.88345865
1. 0.71859296 0.86970684 0.61316872 1. 1.
1. 0.95604396]]
[2021-01-07 17:07:56,567][Demo_Bo.py][INFO] Epoch:[860/1000] test=2860\3176 OA=0.9005038 AA=0.9059217 kappa=0.8921990 AC=[[0.99621212 1. 0.91701245 1. 0.74621212 0.88345865
1. 0.71859296 0.86319218 0.61316872 1. 1.
1. 0.94505495]]
[2021-01-07 17:08:04,417][Demo_Bo.py][INFO] Epoch:[870/1000] test=2862\3176 OA=0.9011335 AA=0.9070030 kappa=0.8928854 AC=[[0.99621212 1. 0.92116183 1. 0.74621212 0.88345865
1. 0.71859296 0.86319218 0.61316872 1. 1.
1. 0.95604396]]
[2021-01-07 17:08:12,186][Demo_Bo.py][INFO] Epoch:[880/1000] test=2863\3176 OA=0.9014484 AA=0.9067193 kappa=0.8932226 AC=[[0.99621212 1. 0.92116183 1. 0.74621212 0.88721805
1. 0.71859296 0.86644951 0.61316872 1. 1.
1. 0.94505495]]
[2021-01-07 17:08:19,925][Demo_Bo.py][INFO] Epoch:[890/1000] test=2863\3176 OA=0.9014484 AA=0.9071978 kappa=0.8932247 AC=[[0.99621212 1. 0.92116183 1. 0.74242424 0.88345865
1. 0.71859296 0.86970684 0.61316872 1. 1.
1. 0.95604396]]
[2021-01-07 17:08:27,654][Demo_Bo.py][INFO] Epoch:[900/1000] test=2864\3176 OA=0.9017632 AA=0.9063618 kappa=0.8935602 AC=[[0.99621212 1. 0.92116183 1. 0.74242424 0.88721805
1. 0.71859296 0.8762215 0.61316872 1. 1.
1. 0.93406593]]
[2021-01-07 17:08:35,385][Demo_Bo.py][INFO] Epoch:[910/1000] test=2861\3176 OA=0.9008186 AA=0.9052591 kappa=0.8925373 AC=[[0.99621212 1. 0.92116183 1. 0.75 0.89473684
1. 0.71859296 0.85667752 0.61316872 1. 1.
1. 0.92307692]]
[2021-01-07 17:08:43,115][Demo_Bo.py][INFO] Epoch:[920/1000] test=2858\3176 OA=0.8998741 AA=0.9043716 kappa=0.8915155 AC=[[0.99621212 1. 0.92116183 1. 0.73106061 0.89473684
1. 0.71859296 0.86319218 0.61316872 1. 1.
1. 0.92307692]]
[2021-01-07 17:08:50,826][Demo_Bo.py][INFO] Epoch:[930/1000] test=2858\3176 OA=0.8998741 AA=0.9043357 kappa=0.8915133 AC=[[0.99621212 1. 0.92116183 1. 0.73106061 0.89097744
1. 0.71859296 0.86644951 0.61316872 1. 1.
1. 0.92307692]]
[2021-01-07 17:08:58,552][Demo_Bo.py][INFO] Epoch:[940/1000] test=2863\3176 OA=0.9014484 AA=0.9057781 kappa=0.8932195 AC=[[0.99621212 1. 0.92946058 1. 0.74621212 0.89097744
1. 0.71859296 0.86319218 0.61316872 1. 1.
1. 0.92307692]]
[2021-01-07 17:09:06,353][Demo_Bo.py][INFO] Epoch:[950/1000] test=2856\3176 OA=0.8992443 AA=0.9039820 kappa=0.8908291 AC=[[0.98863636 1. 0.92116183 1. 0.74621212 0.89473684
1. 0.71859296 0.85016287 0.61316872 1. 1.
1. 0.92307692]]
[2021-01-07 17:09:14,101][Demo_Bo.py][INFO] Epoch:[960/1000] test=2859\3176 OA=0.9001889 AA=0.9008642 kappa=0.8918389 AC=[[0.99621212 1. 0.91701245 1. 0.75 0.89473684
1. 0.71859296 0.8762215 0.61316872 1. 1.
1. 0.84615385]]
[2021-01-07 17:09:21,867][Demo_Bo.py][INFO] Epoch:[970/1000] test=2865\3176 OA=0.9020781 AA=0.9067219 kappa=0.8939009 AC=[[0.99621212 1. 0.92946058 1. 0.74242424 0.88721805
1. 0.71859296 0.87296417 0.61316872 1. 1.
1. 0.93406593]]
[2021-01-07 17:09:29,606][Demo_Bo.py][INFO] Epoch:[980/1000] test=2861\3176 OA=0.9008186 AA=0.9056976 kappa=0.8925393 AC=[[0.99621212 1. 0.92116183 1. 0.73863636 0.89473684
1. 0.71859296 0.86319218 0.61316872 1. 1.
1. 0.93406593]]
[2021-01-07 17:09:37,367][Demo_Bo.py][INFO] Epoch:[990/1000] test=2863\3176 OA=0.9014484 AA=0.9058260 kappa=0.8932200 AC=[[0.99621212 1. 0.9253112 1. 0.75378788 0.89473684
1. 0.71859296 0.85667752 0.61316872 1. 1.
1. 0.92307692]]
[2021-01-07 17:09:43,497][Demo_Bo.py][INFO] model SSCDNonLModel_gcn5(
(b1): BatchNorm2d(145, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(con1): Conv2d(145, 200, kernel_size=(1, 1), stride=(1, 1))
(s1): Sigmoid()
(cond1): Conv2d(200, 200, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=200)
(sd1): Sigmoid()
(b2): BatchNorm2d(345, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(con2): Conv2d(345, 200, kernel_size=(1, 1), stride=(1, 1))
(s2): Sigmoid()
(cond2): Conv2d(200, 25, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=25)
(sd2): Sigmoid()
(b4): BatchNorm2d(25, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(trans): Conv2d(25, 1, kernel_size=(1, 1), stride=(1, 1))
(att): ContextBlock2d(
(conv_mask): Conv2d(25, 1, kernel_size=(1, 1), stride=(1, 1))
(softmax): Softmax(dim=2)
)
(conv1): GCNConv(1, 12)
(conv2): GCNConv(12, 25)
(bcat): BatchNorm2d(50, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(con4): Conv2d(50, 200, kernel_size=(1, 1), stride=(1, 1))
(s4): Sigmoid()
(cond4): Conv2d(200, 200, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=200)
(sd4): Sigmoid()
(b5): BatchNorm2d(225, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(con5): Conv2d(225, 200, kernel_size=(1, 1), stride=(1, 1))
(s5): Sigmoid()
(cond5): Conv2d(200, 200, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=200)
(sd5): Sigmoid()
(con6): Conv2d(225, 15, kernel_size=(1, 1), stride=(1, 1))
) best_acc 0.9020781
[2021-01-07 17:09:43,630][Demo_Bo.py][INFO] NUM:[1/2] lr=0.0006,weight+decay=2e-05
[2021-01-07 17:09:45,234][Demo_Bo.py][INFO] Epoch:[0/1000] test=142\3176 OA=0.0447103 AA=0.1086006 kappa=0.0160459 AC=[[0. 0.52040816 0. 0. 0. 0.
0. 0. 0. 0. 0. 0.
0. 1. ]]
[2021-01-07 17:09:52,987][Demo_Bo.py][INFO] Epoch:[10/1000] test=901\3176 OA=0.2836902 AA=0.2472258 kappa=0.2177029 AC=[[0. 0. 0.14522822 0.78095238 0.5530303 0.96240602
0. 0. 0.01954397 0. 1. 0.
0. 0. ]]
[2021-01-07 17:10:00,690][Demo_Bo.py][INFO] Epoch:[20/1000] test=1631\3176 OA=0.5135390 AA=0.4536480 kappa=0.4692972 AC=[[0.98106061 0. 0.78423237 1. 0.69318182 0.91729323
0.515625 0.1959799 0.26710098 0. 0.99659864 0.
0. 0. ]]
[2021-01-07 17:10:08,427][Demo_Bo.py][INFO] Epoch:[30/1000] test=1930\3176 OA=0.6076826 AA=0.5410772 kappa=0.5720677 AC=[[1. 0. 0.78423237 1. 0.70833333 0.89473684
0.9453125 0.69849246 0.54397394 0. 1. 0.
0. 0. ]]
[2021-01-07 17:10:16,160][Demo_Bo.py][INFO] Epoch:[40/1000] test=1958\3176 OA=0.6164987 AA=0.5488858 kappa=0.5820102 AC=[[1. 0. 0.73443983 1. 0.75378788 0.87218045
0.9921875 0.74874372 0.58306189 0. 1. 0.
0. 0. ]]
[2021-01-07 17:10:23,902][Demo_Bo.py][INFO] Epoch:[50/1000] test=2399\3176 OA=0.7553526 AA=0.7002129 kappa=0.7338853 AC=[[1. 0.37755102 0.77178423 1. 0.78409091 0.86090226
0.98046875 0.73869347 0.6286645 0. 1. 0.67597765
0.98484848 0. ]]
[2021-01-07 17:10:31,646][Demo_Bo.py][INFO] Epoch:[60/1000] test=2609\3176 OA=0.8214736 AA=0.7812853 kappa=0.8060345 AC=[[1. 0.84693878 0.82157676 1. 0.77272727 0.86090226
0.9921875 0.73366834 0.8762215 0.1399177 1. 0.89385475
1. 0. ]]
[2021-01-07 17:10:39,367][Demo_Bo.py][INFO] Epoch:[70/1000] test=2619\3176 OA=0.8246222 AA=0.7813353 kappa=0.8095633 AC=[[1. 0.65306122 0.80497925 1. 0.78787879 0.84210526
0.9921875 0.71859296 0.7752443 0.33744856 1. 0.98324022
1. 0.04395604]]
[2021-01-07 17:10:47,102][Demo_Bo.py][INFO] Epoch:[80/1000] test=2745\3176 OA=0.8642947 AA=0.8370003 kappa=0.8528236 AC=[[1. 1. 0.80082988 1. 0.78409091 0.86466165
1. 0.75879397 0.83061889 0.5473251 1. 0.98882682
1. 0.14285714]]
[2021-01-07 17:10:54,852][Demo_Bo.py][INFO] Epoch:[90/1000] test=2773\3176 OA=0.8731108 AA=0.8409865 kappa=0.8623900 AC=[[1. 1. 0.80912863 1. 0.77272727 0.87218045
1. 0.75879397 0.88599349 0.6090535 1. 1.
1. 0.06593407]]
[2021-01-07 17:11:02,613][Demo_Bo.py][INFO] Epoch:[100/1000] test=2786\3176 OA=0.8772040 AA=0.8553550 kappa=0.8668507 AC=[[1. 1. 0.80497925 1. 0.79545455 0.85338346
1. 0.74371859 0.88273616 0.59259259 1. 0.99441341
1. 0.30769231]]
[2021-01-07 17:11:10,330][Demo_Bo.py][INFO] Epoch:[110/1000] test=2756\3176 OA=0.8677582 AA=0.8467413 kappa=0.8565541 AC=[[1. 1. 0.78838174 1. 0.79166667 0.83458647
1. 0.73366834 0.90228013 0.50205761 1. 0.97206704
1. 0.32967033]]
[2021-01-07 17:11:18,040][Demo_Bo.py][INFO] Epoch:[120/1000] test=2804\3176 OA=0.8828715 AA=0.8773593 kappa=0.8730340 AC=[[1. 1. 0.78008299 1. 0.78787879 0.86466165
1. 0.72361809 0.85993485 0.59670782 1. 0.98882682
1. 0.68131868]]
[2021-01-07 17:11:25,765][Demo_Bo.py][INFO] Epoch:[130/1000] test=2823\3176 OA=0.8888539 AA=0.8847869 kappa=0.8795274 AC=[[1. 1. 0.80912863 1. 0.78409091 0.86842105
1. 0.72864322 0.8762215 0.60082305 1. 0.99441341
1. 0.72527473]]
[2021-01-07 17:11:33,490][Demo_Bo.py][INFO] Epoch:[140/1000] test=2828\3176 OA=0.8904282 AA=0.8869123 kappa=0.8812290 AC=[[1. 1. 0.80497925 1. 0.78409091 0.86842105
1. 0.72864322 0.8990228 0.58436214 1. 1.
1. 0.74725275]]
[2021-01-07 17:11:41,245][Demo_Bo.py][INFO] Epoch:[150/1000] test=2836\3176 OA=0.8929471 AA=0.8901088 kappa=0.8839709 AC=[[1. 1. 0.80497925 1. 0.77651515 0.86842105
1. 0.72864322 0.90879479 0.60493827 1. 1.
1. 0.76923077]]
[2021-01-07 17:11:48,939][Demo_Bo.py][INFO] Epoch:[160/1000] test=2826\3176 OA=0.8897985 AA=0.8876568 kappa=0.8805606 AC=[[1. 1. 0.7966805 1. 0.78030303 0.87218045
1. 0.72864322 0.88273616 0.60082305 0.99659864 1.
1. 0.76923077]]
[2021-01-07 17:11:56,669][Demo_Bo.py][INFO] Epoch:[170/1000] test=2841\3176 OA=0.8945214 AA=0.8932786 kappa=0.8856850 AC=[[1. 1. 0.80497925 1. 0.77651515 0.87218045
1. 0.73869347 0.90228013 0.6090535 1. 1.
1. 0.8021978 ]]
[2021-01-07 17:12:04,447][Demo_Bo.py][INFO] Epoch:[180/1000] test=2834\3176 OA=0.8923174 AA=0.8897085 kappa=0.8832879 AC=[[1. 1. 0.79253112 1. 0.77651515 0.86842105
1. 0.74371859 0.90879479 0.59670782 1. 1.
1. 0.76923077]]
[2021-01-07 17:12:12,168][Demo_Bo.py][INFO] Epoch:[190/1000] test=2837\3176 OA=0.8932620 AA=0.8933690 kappa=0.8843218 AC=[[1. 1. 0.80082988 1. 0.78030303 0.87218045
1. 0.74371859 0.88925081 0.59670782 1. 1.
1. 0.82417582]]
[2021-01-07 17:12:19,962][Demo_Bo.py][INFO] Epoch:[200/1000] test=2836\3176 OA=0.8929471 AA=0.8933255 kappa=0.8839790 AC=[[1. 1. 0.79253112 1. 0.77651515 0.87218045
1. 0.73869347 0.90228013 0.59259259 0.99659864 1.
1. 0.83516484]]
[2021-01-07 17:12:27,674][Demo_Bo.py][INFO] Epoch:[210/1000] test=2832\3176 OA=0.8916877 AA=0.8921941 kappa=0.8826138 AC=[[1. 1. 0.79253112 1. 0.78030303 0.87218045
1. 0.73366834 0.89250814 0.58436214 1. 1.
1. 0.83516484]]
[2021-01-07 17:12:35,409][Demo_Bo.py][INFO] Epoch:[220/1000] test=2841\3176 OA=0.8945214 AA=0.8962269 kappa=0.8856880 AC=[[1. 1. 0.80912863 1. 0.77651515 0.87218045
1. 0.73869347 0.90228013 0.58024691 1. 1.
1. 0.86813187]]
[2021-01-07 17:12:43,135][Demo_Bo.py][INFO] Epoch:[230/1000] test=2831\3176 OA=0.8913728 AA=0.8911123 kappa=0.8822722 AC=[[1. 1. 0.79253112 1. 0.77651515 0.87218045
1. 0.74371859 0.89576547 0.58847737 0.99319728 1.
1. 0.81318681]]
[2021-01-07 17:12:50,893][Demo_Bo.py][INFO] Epoch:[240/1000] test=2836\3176 OA=0.8929471 AA=0.8952232 kappa=0.8839874 AC=[[1. 1. 0.7966805 1. 0.77651515 0.87218045
1. 0.74371859 0.88599349 0.59670782 0.99319728 1.
1. 0.86813187]]
[2021-01-07 17:12:58,640][Demo_Bo.py][INFO] Epoch:[250/1000] test=2838\3176 OA=0.8935768 AA=0.8955493 kappa=0.8846667 AC=[[1. 1. 0.78423237 1. 0.78030303 0.87218045
1. 0.74874372 0.8990228 0.58847737 0.99659864 1.
1. 0.86813187]]
[2021-01-07 17:13:06,466][Demo_Bo.py][INFO] Epoch:[260/1000] test=2840\3176 OA=0.8942065 AA=0.8948709 kappa=0.8853461 AC=[[1. 1. 0.78838174 1. 0.77651515 0.87218045
1. 0.74371859 0.91205212 0.59259259 0.99659864 1.
1. 0.84615385]]
[2021-01-07 17:13:14,178][Demo_Bo.py][INFO] Epoch:[270/1000] test=2841\3176 OA=0.8945214 AA=0.8967904 kappa=0.8856918 AC=[[1. 1. 0.79253112 1. 0.78030303 0.87218045
1. 0.74371859 0.90553746 0.58847737 0.99319728 1.
1. 0.87912088]]
[2021-01-07 17:13:21,894][Demo_Bo.py][INFO] Epoch:[280/1000] test=2837\3176 OA=0.8932620 AA=0.8957672 kappa=0.8843268 AC=[[1. 1. 0.79253112 1. 0.77651515 0.87218045
1. 0.73869347 0.89250814 0.59259259 0.99659864 1.
1. 0.87912088]]
[2021-01-07 17:13:29,652][Demo_Bo.py][INFO] Epoch:[290/1000] test=2839\3176 OA=0.8938917 AA=0.8962700 kappa=0.8850020 AC=[[1. 1. 0.7966805 1. 0.78030303 0.87218045
1. 0.74874372 0.90553746 0.57201646 0.99319728 1.
1. 0.87912088]]
[2021-01-07 17:13:37,362][Demo_Bo.py][INFO] Epoch:[300/1000] test=2839\3176 OA=0.8938917 AA=0.8960133 kappa=0.8850100 AC=[[1. 1. 0.7966805 1. 0.77272727 0.87218045
1. 0.75376884 0.8990228 0.58847737 0.99319728 1.
1. 0.86813187]]
[2021-01-07 17:13:45,145][Demo_Bo.py][INFO] Epoch:[310/1000] test=2840\3176 OA=0.8942065 AA=0.8965085 kappa=0.8853468 AC=[[1. 1. 0.79253112 1. 0.77651515 0.87593985
1. 0.74874372 0.90553746 0.57613169 0.99659864 1.
1. 0.87912088]]
[2021-01-07 17:13:52,868][Demo_Bo.py][INFO] Epoch:[320/1000] test=2846\3176 OA=0.8960957 AA=0.8982639 kappa=0.8873948 AC=[[1. 1. 0.79253112 1. 0.78030303 0.87218045
1. 0.74874372 0.90879479 0.60082305 0.99319728 1.
1. 0.87912088]]
[2021-01-07 17:14:00,694][Demo_Bo.py][INFO] Epoch:[330/1000] test=2838\3176 OA=0.8935768 AA=0.8958769 kappa=0.8846625 AC=[[1. 1. 0.7966805 1. 0.77651515 0.87218045
1. 0.74874372 0.91205212 0.56378601 0.99319728 1.
1. 0.87912088]]
[2021-01-07 17:14:08,455][Demo_Bo.py][INFO] Epoch:[340/1000] test=2842\3176 OA=0.8948363 AA=0.8970502 kappa=0.8860301 AC=[[1. 1. 0.79253112 1. 0.77651515 0.87218045
1. 0.74874372 0.91205212 0.58436214 0.99319728 1.
1. 0.87912088]]
[2021-01-07 17:14:16,193][Demo_Bo.py][INFO] Epoch:[350/1000] test=2845\3176 OA=0.8957809 AA=0.8973947 kappa=0.8870517 AC=[[1. 1. 0.7966805 1. 0.78030303 0.87593985
1. 0.74874372 0.91205212 0.58847737 0.99319728 1.
1. 0.86813187]]
[2021-01-07 17:14:23,907][Demo_Bo.py][INFO] Epoch:[360/1000] test=2833\3176 OA=0.8920025 AA=0.8944172 kappa=0.8829514 AC=[[1. 1. 0.79253112 1. 0.78030303 0.87593985
1. 0.74874372 0.90879479 0.54320988 0.99319728 1.
1. 0.87912088]]
[2021-01-07 17:14:31,632][Demo_Bo.py][INFO] Epoch:[370/1000] test=2836\3176 OA=0.8929471 AA=0.8953244 kappa=0.8839778 AC=[[1. 1. 0.79253112 1. 0.78030303 0.87218045
1. 0.74874372 0.90879479 0.55967078 0.99319728 1.
1. 0.87912088]]
[2021-01-07 17:14:39,373][Demo_Bo.py][INFO] Epoch:[380/1000] test=2843\3176 OA=0.8951511 AA=0.8973903 kappa=0.8863714 AC=[[1. 1. 0.79253112 1. 0.77651515 0.87593985
1. 0.74874372 0.90553746 0.58847737 0.99659864 1.
1. 0.87912088]]
[2021-01-07 17:14:47,095][Demo_Bo.py][INFO] Epoch:[390/1000] test=2848\3176 OA=0.8967254 AA=0.8988288 kappa=0.8880779 AC=[[1. 1. 0.7966805 1. 0.78030303 0.87593985
1. 0.74874372 0.90879479 0.60082305 0.99319728 1.
1. 0.87912088]]
[2021-01-07 17:14:54,904][Demo_Bo.py][INFO] Epoch:[400/1000] test=2840\3176 OA=0.8942065 AA=0.8965055 kappa=0.8853421 AC=[[1. 1. 0.80497925 1. 0.77651515 0.87593985
1. 0.74874372 0.90879479 0.56378601 0.99319728 1.
1. 0.87912088]]
[2021-01-07 17:15:02,811][Demo_Bo.py][INFO] Epoch:[410/1000] test=2843\3176 OA=0.8951511 AA=0.8976962 kappa=0.8863691 AC=[[1. 1. 0.7966805 1. 0.77651515 0.87593985
1. 0.74371859 0.91205212 0.57613169 0.99659864 1.
1. 0.89010989]]
[2021-01-07 17:15:10,535][Demo_Bo.py][INFO] Epoch:[420/1000] test=2846\3176 OA=0.8960957 AA=0.8991616 kappa=0.8873933 AC=[[1. 1. 0.7966805 1. 0.78030303 0.87593985
1. 0.74874372 0.91205212 0.58024691 0.99319728 1.
1. 0.9010989 ]]
[2021-01-07 17:15:18,277][Demo_Bo.py][INFO] Epoch:[430/1000] test=2843\3176 OA=0.8951511 AA=0.8976563 kappa=0.8863663 AC=[[1. 1. 0.79253112 1. 0.78030303 0.87593985
1. 0.73869347 0.91205212 0.58436214 0.99319728 1.
1. 0.89010989]]
[2021-01-07 17:15:25,995][Demo_Bo.py][INFO] Epoch:[440/1000] test=2849\3176 OA=0.8970403 AA=0.9001404 kappa=0.8884185 AC=[[1. 1. 0.80497925 1. 0.77651515 0.87593985
1. 0.75879397 0.91530945 0.57613169 0.99319728 1.
1. 0.9010989 ]]
[2021-01-07 17:15:33,725][Demo_Bo.py][INFO] Epoch:[450/1000] test=2844\3176 OA=0.8954660 AA=0.8986608 kappa=0.8867104 AC=[[1. 1. 0.80082988 1. 0.77651515 0.87593985
1. 0.74874372 0.90879479 0.57613169 0.99319728 1.
1. 0.9010989 ]]
[2021-01-07 17:15:41,508][Demo_Bo.py][INFO] Epoch:[460/1000] test=2838\3176 OA=0.8935768 AA=0.8963191 kappa=0.8846576 AC=[[1. 1. 0.7966805 1. 0.78030303 0.87593985
1. 0.74874372 0.91205212 0.55144033 0.99319728 1.
1. 0.89010989]]
[2021-01-07 17:15:49,261][Demo_Bo.py][INFO] Epoch:[470/1000] test=2841\3176 OA=0.8945214 AA=0.8966252 kappa=0.8856774 AC=[[1. 1. 0.7966805 1. 0.78409091 0.87593985
1. 0.74874372 0.91530945 0.55967078 0.99319728 1.
1. 0.87912088]]
[2021-01-07 17:15:57,024][Demo_Bo.py][INFO] Epoch:[480/1000] test=2846\3176 OA=0.8960957 AA=0.8988474 kappa=0.8873967 AC=[[1. 1. 0.7966805 1. 0.77272727 0.87593985
1. 0.75879397 0.91205212 0.58436214 0.99319728 1.
1. 0.89010989]]
[2021-01-07 17:16:04,833][Demo_Bo.py][INFO] Epoch:[490/1000] test=2844\3176 OA=0.8954660 AA=0.8985754 kappa=0.8867101 AC=[[1. 1. 0.7966805 1. 0.77651515 0.87969925
1. 0.75376884 0.91530945 0.56378601 0.99319728 1.
1. 0.9010989 ]]
[2021-01-07 17:16:12,556][Demo_Bo.py][INFO] Epoch:[500/1000] test=2849\3176 OA=0.8970403 AA=0.8997547 kappa=0.8884143 AC=[[1. 1. 0.80912863 1. 0.78030303 0.87593985
1. 0.7638191 0.91205212 0.57201646 0.99319728 1.
1. 0.89010989]]
[2021-01-07 17:16:20,284][Demo_Bo.py][INFO] Epoch:[510/1000] test=2845\3176 OA=0.8957809 AA=0.8990050 kappa=0.8870489 AC=[[1. 1. 0.80912863 1. 0.78030303 0.87593985
1. 0.75879397 0.91205212 0.55555556 0.99319728 1.
1. 0.9010989 ]]
[2021-01-07 17:16:27,999][Demo_Bo.py][INFO] Epoch:[520/1000] test=2847\3176 OA=0.8964106 AA=0.8990957 kappa=0.8877330 AC=[[1. 1. 0.80497925 1. 0.78030303 0.87593985
1. 0.75376884 0.90879479 0.58024691 0.99319728 1.
1. 0.89010989]]
[2021-01-07 17:16:35,779][Demo_Bo.py][INFO] Epoch:[530/1000] test=2848\3176 OA=0.8967254 AA=0.8992868 kappa=0.8880765 AC=[[1. 1. 0.80497925 1. 0.77651515 0.87593985
1. 0.74874372 0.91205212 0.58847737 0.99319728 1.
1. 0.89010989]]
[2021-01-07 17:16:43,586][Demo_Bo.py][INFO] Epoch:[540/1000] test=2850\3176 OA=0.8973552 AA=0.8999837 kappa=0.8887569 AC=[[1. 1. 0.80912863 1. 0.78030303 0.87593985
1. 0.75879397 0.91205212 0.58024691 0.99319728 1.
1. 0.89010989]]
[2021-01-07 17:16:51,333][Demo_Bo.py][INFO] Epoch:[550/1000] test=2842\3176 OA=0.8948363 AA=0.8977144 kappa=0.8860254 AC=[[1. 1. 0.80497925 1. 0.77651515 0.87593985
1. 0.75879397 0.90879479 0.55967078 0.99319728 1.
1. 0.89010989]]
[2021-01-07 17:16:59,057][Demo_Bo.py][INFO] Epoch:[560/1000] test=2848\3176 OA=0.8967254 AA=0.8991848 kappa=0.8880733 AC=[[1. 1. 0.80497925 1. 0.77651515 0.87593985
1. 0.74874372 0.91205212 0.58024691 1. 1.
1. 0.89010989]]
[2021-01-07 17:17:06,849][Demo_Bo.py][INFO] Epoch:[570/1000] test=2850\3176 OA=0.8973552 AA=0.9004526 kappa=0.8887565 AC=[[1. 1. 0.80497925 1. 0.78409091 0.87593985
1. 0.7638191 0.91530945 0.56790123 0.99319728 1.
1. 0.9010989 ]]
[2021-01-07 17:17:14,608][Demo_Bo.py][INFO] Epoch:[580/1000] test=2840\3176 OA=0.8942065 AA=0.8969731 kappa=0.8853416 AC=[[1. 1. 0.80497925 1. 0.78030303 0.87593985
1. 0.74874372 0.90879479 0.55555556 0.99319728 1.
1. 0.89010989]]
[2021-01-07 17:17:22,327][Demo_Bo.py][INFO] Epoch:[590/1000] test=2836\3176 OA=0.8929471 AA=0.8957719 kappa=0.8839716 AC=[[1. 1. 0.80497925 1. 0.78030303 0.87969925
1. 0.74874372 0.90879479 0.53497942 0.99319728 1.
1. 0.89010989]]
[2021-01-07 17:17:30,088][Demo_Bo.py][INFO] Epoch:[600/1000] test=2851\3176 OA=0.8976700 AA=0.9002518 kappa=0.8890990 AC=[[1. 1. 0.80497925 1. 0.78409091 0.87593985
1. 0.75879397 0.91205212 0.58436214 0.99319728 1.
1. 0.89010989]]
[2021-01-07 17:17:37,781][Demo_Bo.py][INFO] Epoch:[610/1000] test=2845\3176 OA=0.8957809 AA=0.8985910 kappa=0.8870458 AC=[[1. 1. 0.80497925 1. 0.78787879 0.87593985
1. 0.7638191 0.90879479 0.55555556 0.99319728 1.
1. 0.89010989]]
[2021-01-07 17:17:45,509][Demo_Bo.py][INFO] Epoch:[620/1000] test=2846\3176 OA=0.8960957 AA=0.8993013 kappa=0.8873870 AC=[[1. 1. 0.81327801 1. 0.78030303 0.87593985
1. 0.75879397 0.91205212 0.55555556 0.99319728 1.
1. 0.9010989 ]]
[2021-01-07 17:17:53,238][Demo_Bo.py][INFO] Epoch:[630/1000] test=2850\3176 OA=0.8973552 AA=0.9000511 kappa=0.8887564 AC=[[1. 1. 0.81327801 1. 0.78030303 0.87593985
1. 0.7638191 0.91205212 0.57201646 0.99319728 1.
1. 0.89010989]]
[2021-01-07 17:18:00,973][Demo_Bo.py][INFO] Epoch:[640/1000] test=2852\3176 OA=0.8979849 AA=0.9010945 kappa=0.8894395 AC=[[1. 1. 0.81742739 1. 0.77651515 0.87593985
1. 0.7638191 0.91530945 0.57201646 0.99319728 1.
1. 0.9010989 ]]
[2021-01-07 17:18:08,704][Demo_Bo.py][INFO] Epoch:[650/1000] test=2847\3176 OA=0.8964106 AA=0.8991265 kappa=0.8877292 AC=[[1. 1. 0.80497925 1. 0.77651515 0.87593985
1. 0.7638191 0.91530945 0.56790123 0.99319728 1.
1. 0.89010989]]
[2021-01-07 17:18:16,440][Demo_Bo.py][INFO] Epoch:[660/1000] test=2839\3176 OA=0.8938917 AA=0.8967862 kappa=0.8849954 AC=[[1. 1. 0.80912863 1. 0.78030303 0.87969925
1. 0.75879397 0.90879479 0.53497942 0.99319728 1.
1. 0.89010989]]
[2021-01-07 17:18:24,170][Demo_Bo.py][INFO] Epoch:[670/1000] test=2846\3176 OA=0.8960957 AA=0.8989211 kappa=0.8873837 AC=[[1. 1. 0.80912863 1. 0.78409091 0.87593985
1. 0.7638191 0.90553746 0.55967078 0.99659864 1.
1. 0.89010989]]
[2021-01-07 17:18:31,909][Demo_Bo.py][INFO] Epoch:[680/1000] test=2842\3176 OA=0.8948363 AA=0.8972110 kappa=0.8860171 AC=[[1. 1. 0.81742739 1. 0.78409091 0.87593985
1. 0.7638191 0.91205212 0.53909465 0.99319728 1.
0.99621212 0.87912088]]
[2021-01-07 17:18:39,642][Demo_Bo.py][INFO] Epoch:[690/1000] test=2853\3176 OA=0.8982997 AA=0.9004432 kappa=0.8897755 AC=[[1. 1. 0.80912863 1. 0.78030303 0.87593985
1. 0.76884422 0.91530945 0.58436214 0.99319728 1.
1. 0.87912088]]
[2021-01-07 17:18:47,380][Demo_Bo.py][INFO] Epoch:[700/1000] test=2842\3176 OA=0.8948363 AA=0.8968431 kappa=0.8860166 AC=[[1. 1. 0.80912863 1. 0.77651515 0.87969925
1. 0.77386935 0.91205212 0.54320988 0.99319728 1.
1. 0.86813187]]
[2021-01-07 17:18:55,134][Demo_Bo.py][INFO] Epoch:[710/1000] test=2845\3176 OA=0.8957809 AA=0.8986785 kappa=0.8870444 AC=[[0.99621212 1. 0.81327801 1. 0.78409091 0.87969925
1. 0.7638191 0.90553746 0.55555556 0.99319728 1.
1. 0.89010989]]
[2021-01-07 17:19:02,902][Demo_Bo.py][INFO] Epoch:[720/1000] test=2843\3176 OA=0.8951511 AA=0.8977159 kappa=0.8863649 AC=[[0.99621212 1. 0.81742739 1. 0.78030303 0.87593985
1. 0.76884422 0.90553746 0.55144033 0.99319728 1.
1. 0.87912088]]
[2021-01-07 17:19:10,664][Demo_Bo.py][INFO] Epoch:[730/1000] test=2843\3176 OA=0.8951511 AA=0.8975638 kappa=0.8863594 AC=[[1. 1. 0.81327801 1. 0.78030303 0.87593985
1. 0.7638191 0.90879479 0.55144033 0.99319728 1.
1. 0.87912088]]
[2021-01-07 17:19:18,444][Demo_Bo.py][INFO] Epoch:[740/1000] test=2856\3176 OA=0.8992443 AA=0.9010513 kappa=0.8907958 AC=[[1. 1. 0.80497925 1. 0.78787879 0.87593985
1. 0.76884422 0.9218241 0.57613169 1. 1.
1. 0.87912088]]
[2021-01-07 17:19:26,170][Demo_Bo.py][INFO] Epoch:[750/1000] test=2839\3176 OA=0.8938917 AA=0.8964473 kappa=0.8849928 AC=[[1. 1. 0.81327801 1. 0.77651515 0.87969925
1. 0.7638191 0.90553746 0.53909465 0.99319728 1.
1. 0.87912088]]
[2021-01-07 17:19:33,880][Demo_Bo.py][INFO] Epoch:[760/1000] test=2846\3176 OA=0.8960957 AA=0.8982775 kappa=0.8873816 AC=[[1. 1. 0.80497925 1. 0.78030303 0.87593985
1. 0.7638191 0.91205212 0.55967078 1. 1.
1. 0.87912088]]
[2021-01-07 17:19:41,632][Demo_Bo.py][INFO] Epoch:[770/1000] test=2843\3176 OA=0.8951511 AA=0.8979438 kappa=0.8863552 AC=[[1. 1. 0.82157676 1. 0.78030303 0.88345865
1. 0.75879397 0.90879479 0.53497942 0.99319728 1.
1. 0.89010989]]
[2021-01-07 17:19:49,351][Demo_Bo.py][INFO] Epoch:[780/1000] test=2844\3176 OA=0.8954660 AA=0.8978558 kappa=0.8866996 AC=[[0.99621212 1. 0.82157676 1. 0.78030303 0.88345865
1. 0.7638191 0.90228013 0.54320988 1. 1.
1. 0.87912088]]
[2021-01-07 17:19:57,083][Demo_Bo.py][INFO] Epoch:[790/1000] test=2842\3176 OA=0.8948363 AA=0.8971755 kappa=0.8860190 AC=[[1. 1. 0.81742739 1. 0.78409091 0.87593985
1. 0.75879397 0.90879479 0.55144033 1. 1.
0.98484848 0.87912088]]
[2021-01-07 17:20:04,924][Demo_Bo.py][INFO] Epoch:[800/1000] test=2857\3176 OA=0.8995592 AA=0.9004004 kappa=0.8911331 AC=[[1. 1. 0.81742739 1. 0.78787879 0.87218045
1. 0.77889447 0.92833876 0.57613169 0.99319728 0.99441341
1. 0.85714286]]
[2021-01-07 17:20:12,655][Demo_Bo.py][INFO] Epoch:[810/1000] test=2840\3176 OA=0.8942065 AA=0.8966002 kappa=0.8853279 AC=[[1. 1. 0.82157676 1. 0.78030303 0.87969925
1. 0.7638191 0.91205212 0.52263374 0.99319728 1.
1. 0.87912088]]
[2021-01-07 17:20:20,431][Demo_Bo.py][INFO] Epoch:[820/1000] test=2844\3176 OA=0.8954660 AA=0.8975579 kappa=0.8866967 AC=[[0.99621212 1. 0.82157676 1. 0.78030303 0.87218045
1. 0.7839196 0.91530945 0.53497942 0.99319728 1.
1. 0.86813187]]
[2021-01-07 17:20:28,187][Demo_Bo.py][INFO] Epoch:[830/1000] test=2842\3176 OA=0.8948363 AA=0.8968692 kappa=0.8860158 AC=[[0.99621212 1. 0.82572614 1. 0.78409091 0.87218045
1. 0.75879397 0.90228013 0.55555556 0.99319728 1.
1. 0.86813187]]
[2021-01-07 17:20:35,984][Demo_Bo.py][INFO] Epoch:[840/1000] test=2835\3176 OA=0.8926322 AA=0.8946236 kappa=0.8836209 AC=[[1. 1. 0.81327801 1. 0.78787879 0.87593985
1. 0.77889447 0.89576547 0.52263374 0.99319728 1.
1. 0.85714286]]
[2021-01-07 17:20:43,749][Demo_Bo.py][INFO] Epoch:[850/1000] test=2843\3176 OA=0.8951511 AA=0.8966988 kappa=0.8863605 AC=[[1. 1. 0.82157676 1. 0.77651515 0.87969925
1. 0.7638191 0.90228013 0.56790123 1. 1.
0.98484848 0.85714286]]
[2021-01-07 17:20:51,465][Demo_Bo.py][INFO] Epoch:[860/1000] test=2860\3176 OA=0.9005038 AA=0.9018354 kappa=0.8921622 AC=[[1. 1. 0.82157676 1. 0.78409091 0.87218045
1. 0.76884422 0.92508143 0.59259259 0.99319728 1.
1. 0.86813187]]
[2021-01-07 17:20:59,188][Demo_Bo.py][INFO] Epoch:[870/1000] test=2834\3176 OA=0.8923174 AA=0.8941780 kappa=0.8832831 AC=[[1. 1. 0.82572614 1. 0.77651515 0.87593985
1. 0.76884422 0.90228013 0.52263374 0.99319728 1.
0.99621212 0.85714286]]
[2021-01-07 17:21:06,914][Demo_Bo.py][INFO] Epoch:[880/1000] test=2857\3176 OA=0.8995592 AA=0.9026839 kappa=0.8911394 AC=[[1. 1. 0.81742739 1. 0.78409091 0.86466165
1. 0.78894472 0.92508143 0.55967078 0.99659864 1.
1. 0.9010989 ]]
[2021-01-07 17:21:14,691][Demo_Bo.py][INFO] Epoch:[890/1000] test=2842\3176 OA=0.8948363 AA=0.8970255 kappa=0.8860363 AC=[[1. 1. 0.81742739 1. 0.76893939 0.88721805
1. 0.75879397 0.89576547 0.58024691 0.99319728 1.
0.98863636 0.86813187]]
[2021-01-07 17:21:22,400][Demo_Bo.py][INFO] Epoch:[900/1000] test=2840\3176 OA=0.8942065 AA=0.8965639 kappa=0.8853329 AC=[[1. 1. 0.82157676 1. 0.77651515 0.87593985
1. 0.7839196 0.90553746 0.5308642 0.99319728 1.
0.99621212 0.86813187]]
[2021-01-07 17:21:30,146][Demo_Bo.py][INFO] Epoch:[910/1000] test=2848\3176 OA=0.8967254 AA=0.8993955 kappa=0.8880775 AC=[[1. 1. 0.80912863 1. 0.77651515 0.87218045
1. 0.7839196 0.91205212 0.58436214 0.99319728 1.
0.98106061 0.87912088]]
[2021-01-07 17:21:37,868][Demo_Bo.py][INFO] Epoch:[920/1000] test=2862\3176 OA=0.9011335 AA=0.9039653 kappa=0.8928530 AC=[[1. 1. 0.82572614 1. 0.78409091 0.86842105
1. 0.79396985 0.91530945 0.58847737 0.99319728 1.
0.99621212 0.89010989]]
[2021-01-07 17:21:45,593][Demo_Bo.py][INFO] Epoch:[930/1000] test=2840\3176 OA=0.8942065 AA=0.8969145 kappa=0.8853419 AC=[[1. 1. 0.82572614 1. 0.76515152 0.87969925
1. 0.77889447 0.91205212 0.52674897 0.99319728 1.
0.99621212 0.87912088]]
[2021-01-07 17:21:53,377][Demo_Bo.py][INFO] Epoch:[940/1000] test=2831\3176 OA=0.8913728 AA=0.8937258 kappa=0.8822551 AC=[[0.99621212 1. 0.82572614 1. 0.78030303 0.86842105
1. 0.7839196 0.89250814 0.51851852 0.99319728 1.
0.99621212 0.85714286]]
[2021-01-07 17:22:01,158][Demo_Bo.py][INFO] Epoch:[950/1000] test=2831\3176 OA=0.8913728 AA=0.8942164 kappa=0.8822691 AC=[[1. 1. 0.82572614 1. 0.77272727 0.87593985
1. 0.78894472 0.89576547 0.50617284 0.99319728 1.
0.99242424 0.86813187]]
[2021-01-07 17:22:08,926][Demo_Bo.py][INFO] Epoch:[960/1000] test=2848\3176 OA=0.8967254 AA=0.8962434 kappa=0.8880684 AC=[[0.99621212 1. 0.82572614 1. 0.77272727 0.86842105
1. 0.78894472 0.92833876 0.57201646 0.99319728 1.
0.98863636 0.81318681]]
[2021-01-07 17:22:16,710][Demo_Bo.py][INFO] Epoch:[970/1000] test=2824\3176 OA=0.8891688 AA=0.8904060 kappa=0.8798543 AC=[[0.99621212 1. 0.83817427 1. 0.78409091 0.86466165
1. 0.77889447 0.8990228 0.47325103 1. 1.
0.99621212 0.83516484]]
[2021-01-07 17:22:24,470][Demo_Bo.py][INFO] Epoch:[980/1000] test=2839\3176 OA=0.8938917 AA=0.8970357 kappa=0.8850028 AC=[[1. 1. 0.82572614 1. 0.78409091 0.87218045
1. 0.79396985 0.90553746 0.53497942 0.99319728 1.
0.96969697 0.87912088]]
[2021-01-07 17:22:32,260][Demo_Bo.py][INFO] Epoch:[990/1000] test=2822\3176 OA=0.8885390 AA=0.8911493 kappa=0.8791940 AC=[[0.99621212 1. 0.82157676 1. 0.77651515 0.87969925
1. 0.79396985 0.8990228 0.48148148 0.99319728 1.
0.97727273 0.85714286]]
[2021-01-07 17:22:38,400][Demo_Bo.py][INFO] model SSCDNonLModel_gcn5(
(b1): BatchNorm2d(145, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(con1): Conv2d(145, 200, kernel_size=(1, 1), stride=(1, 1))
(s1): Sigmoid()
(cond1): Conv2d(200, 200, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=200)
(sd1): Sigmoid()
(b2): BatchNorm2d(345, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(con2): Conv2d(345, 200, kernel_size=(1, 1), stride=(1, 1))
(s2): Sigmoid()
(cond2): Conv2d(200, 25, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=25)
(sd2): Sigmoid()
(b4): BatchNorm2d(25, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(trans): Conv2d(25, 1, kernel_size=(1, 1), stride=(1, 1))
(att): ContextBlock2d(
(conv_mask): Conv2d(25, 1, kernel_size=(1, 1), stride=(1, 1))
(softmax): Softmax(dim=2)
)
(conv1): GCNConv(1, 12)
(conv2): GCNConv(12, 25)
(bcat): BatchNorm2d(50, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(con4): Conv2d(50, 200, kernel_size=(1, 1), stride=(1, 1))
(s4): Sigmoid()
(cond4): Conv2d(200, 200, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=200)
(sd4): Sigmoid()
(b5): BatchNorm2d(225, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(con5): Conv2d(225, 200, kernel_size=(1, 1), stride=(1, 1))
(s5): Sigmoid()
(cond5): Conv2d(200, 200, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=200)
(sd5): Sigmoid()
(con6): Conv2d(225, 15, kernel_size=(1, 1), stride=(1, 1))
) best_acc 0.9011335
[2021-01-07 17:22:38,400][Demo_Bo.py][INFO] finish training!
[2021-01-07 17:29:37,496][Demo_Bo.py][INFO] NUM:[0/2] lr=0.0006,weight+decay=2e-05
[2021-01-07 17:29:49,779][Demo_Bo.py][INFO] Epoch:[0/1000] test=305\3176 OA=0.0960327 AA=0.0739879 kappa=0.0035125 AC=[[0. 0. 0. 0. 0. 0.
0. 0. 0.03583062 0. 1. 0.
0. 0. ]]
[2021-01-07 17:31:22,000][Demo_Bo.py][INFO] Epoch:[10/1000] test=1186\3176 OA=0.3734257 AA=0.3249359 kappa=0.3167692 AC=[[0.00757576 0. 0.90041494 0.58095238 0.75757576 0.93984962
0.203125 0. 0.15960912 0. 1. 0.
0. 0. ]]
[2021-01-07 17:32:54,362][Demo_Bo.py][INFO] Epoch:[20/1000] test=2043\3176 OA=0.6432620 AA=0.5697906 kappa=0.6110034 AC=[[1. 0. 0.9626556 0.98095238 0.83333333 0.88345865
0.96484375 0.64824121 0.70358306 0. 1. 0.
0. 0. ]]
[2021-01-07 17:34:26,725][Demo_Bo.py][INFO] Epoch:[30/1000] test=2031\3176 OA=0.6394836 AA=0.5660018 kappa=0.6071048 AC=[[1. 0. 0.91286307 0.98571429 0.75 0.7556391
0.9921875 0.70351759 0.82410423 0. 1. 0.
0. 0. ]]
[2021-01-07 17:35:59,045][Demo_Bo.py][INFO] Epoch:[40/1000] test=2083\3176 OA=0.6558564 AA=0.5809476 kappa=0.6251983 AC=[[1. 0. 0.90456432 0.98571429 0.76515152 0.86842105
1. 0.74371859 0.80130293 0. 1. 0.
0.06439394 0. ]]
[2021-01-07 17:37:31,904][Demo_Bo.py][INFO] Epoch:[50/1000] test=2347\3176 OA=0.7389798 AA=0.6603488 kappa=0.7156332 AC=[[1. 0.1122449 0.90041494 0.99047619 0.78030303 0.86090226
1. 0.74874372 0.83713355 0. 1. 0.1396648
0.875 0. ]]
[2021-01-07 17:39:04,131][Demo_Bo.py][INFO] Epoch:[60/1000] test=2491\3176 OA=0.7843199 AA=0.7362218 kappa=0.7654375 AC=[[1. 0.7755102 0.82157676 1. 0.77651515 0.79323308
1. 0.75879397 0.90879479 0. 1. 0.49162011
0.98106061 0. ]]
[2021-01-07 17:40:36,325][Demo_Bo.py][INFO] Epoch:[70/1000] test=2623\3176 OA=0.8258816 AA=0.7956674 kappa=0.8109199 AC=[[1. 0.97959184 0.90456432 0.99047619 0.73484848 0.86842105
1. 0.73366834 0.8990228 0.02880658 1. 0.93854749
0.97348485 0.08791209]]
[2021-01-07 17:42:08,582][Demo_Bo.py][INFO] Epoch:[80/1000] test=2625\3176 OA=0.8265113 AA=0.7976388 kappa=0.8116663 AC=[[1. 0.92857143 0.85892116 0.9952381 0.76515152 0.82706767
1. 0.80904523 0.84039088 0.11522634 1. 0.91061453
0.98484848 0.13186813]]
[2021-01-07 17:43:41,156][Demo_Bo.py][INFO] Epoch:[90/1000] test=2753\3176 OA=0.8668136 AA=0.8352378 kappa=0.8555258 AC=[[1. 1. 0.85062241 0.9952381 0.76515152 0.86466165
1. 0.85929648 0.90879479 0.48559671 0.98979592 0.96089385
0.95833333 0.05494505]]
[2021-01-07 17:45:13,542][Demo_Bo.py][INFO] Epoch:[100/1000] test=2761\3176 OA=0.8693325 AA=0.8574876 kappa=0.8582984 AC=[[1. 1. 0.82987552 0.9952381 0.75757576 0.88721805
1. 0.78894472 0.8534202 0.4526749 1. 0.93854749
0.98484848 0.51648352]]
[2021-01-07 17:46:45,852][Demo_Bo.py][INFO] Epoch:[110/1000] test=2791\3176 OA=0.8787783 AA=0.8603429 kappa=0.8685589 AC=[[1. 1. 0.83817427 0.9952381 0.75757576 0.88721805
1. 0.80904523 0.86319218 0.58436214 1. 0.95530726
0.98106061 0.37362637]]
[2021-01-07 17:48:18,149][Demo_Bo.py][INFO] Epoch:[120/1000] test=2816\3176 OA=0.8866499 AA=0.8750488 kappa=0.8771238 AC=[[1. 1. 0.84647303 0.9952381 0.74621212 0.88721805
1. 0.8040201 0.86970684 0.62139918 1. 0.96089385
0.98106061 0.53846154]]
[2021-01-07 17:49:50,537][Demo_Bo.py][INFO] Epoch:[130/1000] test=2817\3176 OA=0.8869647 AA=0.8761161 kappa=0.8774747 AC=[[1. 1. 0.85477178 0.9952381 0.73484848 0.89473684
1. 0.8040201 0.85993485 0.63786008 0.99659864 0.96089385
0.97727273 0.54945055]]
[2021-01-07 17:51:22,775][Demo_Bo.py][INFO] Epoch:[140/1000] test=2829\3176 OA=0.8907431 AA=0.8834624 kappa=0.8815880 AC=[[1. 1. 0.84647303 1. 0.71212121 0.88721805
1. 0.78894472 0.9218241 0.65432099 0.98639456 0.97206704
0.95075758 0.64835165]]
[2021-01-07 17:52:55,063][Demo_Bo.py][INFO] Epoch:[150/1000] test=2836\3176 OA=0.8929471 AA=0.8867062 kappa=0.8839815 AC=[[1. 1. 0.86721992 0.9952381 0.72727273 0.89473684
1. 0.79899497 0.8990228 0.63786008 0.99659864 0.97206704
0.95454545 0.67032967]]
[2021-01-07 17:54:27,470][Demo_Bo.py][INFO] Epoch:[160/1000] test=2840\3176 OA=0.8942065 AA=0.8906729 kappa=0.8853352 AC=[[1. 1. 0.86721992 0.9952381 0.74242424 0.89473684
1. 0.7839196 0.91530945 0.59670782 1. 0.97206704
0.95454545 0.74725275]]
[2021-01-07 17:55:59,881][Demo_Bo.py][INFO] Epoch:[170/1000] test=2820\3176 OA=0.8879093 AA=0.8810296 kappa=0.8785308 AC=[[1. 1. 0.80497925 0.9952381 0.71590909 0.89473684
1. 0.7839196 0.90879479 0.69547325 0.96598639 0.96648045
0.95454545 0.64835165]]
[2021-01-07 17:57:32,147][Demo_Bo.py][INFO] Epoch:[180/1000] test=2831\3176 OA=0.8913728 AA=0.8832144 kappa=0.8822758 AC=[[1. 1. 0.84232365 0.9952381 0.71590909 0.89849624
1. 0.78894472 0.90228013 0.6872428 0.97959184 0.96648045
0.96212121 0.62637363]]
[2021-01-07 17:59:04,617][Demo_Bo.py][INFO] Epoch:[190/1000] test=2829\3176 OA=0.8907431 AA=0.8821313 kappa=0.8815923 AC=[[1. 1. 0.84232365 0.9952381 0.71212121 0.89849624
1. 0.78894472 0.90228013 0.6872428 0.9829932 0.96648045
0.95833333 0.61538462]]
[2021-01-07 18:00:37,845][Demo_Bo.py][INFO] Epoch:[200/1000] test=2831\3176 OA=0.8913728 AA=0.8830338 kappa=0.8822742 AC=[[1. 1. 0.84647303 0.9952381 0.71590909 0.90225564
1. 0.77889447 0.90228013 0.6872428 0.9829932 0.96648045
0.95833333 0.62637363]]
[2021-01-07 18:02:10,222][Demo_Bo.py][INFO] Epoch:[210/1000] test=2832\3176 OA=0.8916877 AA=0.8828392 kappa=0.8826169 AC=[[1. 1. 0.85062241 0.9952381 0.71590909 0.90225564
1. 0.77889447 0.90228013 0.69135802 0.9829932 0.96648045
0.95833333 0.61538462]]
[2021-01-07 18:03:42,503][Demo_Bo.py][INFO] Epoch:[220/1000] test=2836\3176 OA=0.8929471 AA=0.8844320 kappa=0.8839833 AC=[[1. 1. 0.85477178 0.9952381 0.71590909 0.90601504
1. 0.77889447 0.90228013 0.69135802 0.98639456 0.96648045
0.95833333 0.62637363]]
[2021-01-07 18:05:14,863][Demo_Bo.py][INFO] Epoch:[230/1000] test=2838\3176 OA=0.8935768 AA=0.8849990 kappa=0.8846649 AC=[[1. 1. 0.85892116 0.9952381 0.71590909 0.90601504
1. 0.77889447 0.90228013 0.69135802 0.98639456 0.96648045
0.96212121 0.62637363]]
[2021-01-07 18:06:48,314][Demo_Bo.py][INFO] Epoch:[240/1000] test=2836\3176 OA=0.8929471 AA=0.8839455 kappa=0.8839798 AC=[[1. 1. 0.85892116 0.9952381 0.71590909 0.90225564
1. 0.77889447 0.90228013 0.69135802 0.98639456 0.96648045
0.96212121 0.61538462]]
[2021-01-07 18:08:20,844][Demo_Bo.py][INFO] Epoch:[250/1000] test=2838\3176 OA=0.8935768 AA=0.8854883 kappa=0.8846653 AC=[[1. 1. 0.85892116 0.9952381 0.71590909 0.90225564
1. 0.77386935 0.8990228 0.69547325 0.98639456 0.96648045
0.96590909 0.63736264]]
[2021-01-07 18:09:54,709][Demo_Bo.py][INFO] Epoch:[260/1000] test=2838\3176 OA=0.8935768 AA=0.8855154 kappa=0.8846631 AC=[[1. 1. 0.85892116 0.9952381 0.71212121 0.90225564
1. 0.77889447 0.90228013 0.69135802 0.98639456 0.96648045
0.96590909 0.63736264]]
[2021-01-07 18:11:27,342][Demo_Bo.py][INFO] Epoch:[270/1000] test=2836\3176 OA=0.8929471 AA=0.8839455 kappa=0.8839780 AC=[[1. 1. 0.85892116 0.9952381 0.71212121 0.90225564
1. 0.77889447 0.90228013 0.69135802 0.98639456 0.96648045
0.96590909 0.61538462]]