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drone_smolunet_log.txt
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drone_smolunet_log.txt
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(odise) root@ubuntu:~# /root/anaconda3/envs/odise/bin/python -i /root/drone_smolunet.py
tensor([0.9081, 0.9682, 0.6836, 0.9796, 0.4604], device='cuda:0')
Epoch train loss: 1.1491805493831635 Epoch accuracy: 0.7080568313598633 Epoch class accuracy: tensor([0.0204, 0.0032, 0.5219, 0.0027, 0.6580], device='cuda:0')
Epoch train loss: 0.91333922346433 Epoch accuracy: 0.7719820658365886 Epoch class accuracy: tensor([1.0499e-01, 5.6515e-04, 6.2952e-01, 4.4205e-05, 7.0114e-01],
device='cuda:0')
Epoch train loss: 0.8611724217732747 Epoch accuracy: 0.7662888844807942 Epoch class accuracy: tensor([0.1240, 0.0000, 0.6210, 0.0000, 0.6907], device='cuda:0')
Epoch train loss: 0.7840090950330099 Epoch accuracy: 0.7869823455810547 Epoch class accuracy: tensor([0.1633, 0.0000, 0.6447, 0.0000, 0.7166], device='cuda:0')
Epoch train loss: 0.7454028189182281 Epoch accuracy: 0.7882993062337239 Epoch class accuracy: tensor([1.9735e-01, 0.0000e+00, 6.5635e-01, 5.5188e-06, 7.2660e-01],
device='cuda:0')
Epoch train loss: 0.7361169119675954 Epoch accuracy: 0.7845492045084635 Epoch class accuracy: tensor([1.9906e-01, 0.0000e+00, 6.5624e-01, 3.9549e-05, 7.1632e-01],
device='cuda:0')
Epoch train loss: 0.6871255497137706 Epoch accuracy: 0.7989095052083334 Epoch class accuracy: tensor([2.1054e-01, 6.5716e-06, 6.7370e-01, 1.8662e-04, 7.3378e-01],
device='cuda:0')
Epoch train loss: 0.6839857598145803 Epoch accuracy: 0.7935241063435873 Epoch class accuracy: tensor([2.1887e-01, 7.6757e-03, 6.7104e-01, 7.0842e-04, 7.2661e-01],
device='cuda:0')
Epoch train loss: 0.6848515351613362 Epoch accuracy: 0.7881149291992188 Epoch class accuracy: tensor([0.2066, 0.0173, 0.6622, 0.0034, 0.7157], device='cuda:0')
Epoch train loss: 0.6655946811040242 Epoch accuracy: 0.7974543889363607 Epoch class accuracy: tensor([0.2442, 0.0556, 0.6588, 0.0061, 0.7293], device='cuda:0')
Epoch train loss: 0.6458634465932847 Epoch accuracy: 0.800311533610026 Epoch class accuracy: tensor([0.2467, 0.0690, 0.6566, 0.0240, 0.7382], device='cuda:0')
Epoch train loss: 0.6414600133895874 Epoch accuracy: 0.7978912353515625 Epoch class accuracy: tensor([0.2350, 0.0678, 0.6475, 0.0911, 0.7282], device='cuda:0')
Epoch train loss: 0.6140317142009735 Epoch accuracy: 0.8027604420979818 Epoch class accuracy: tensor([0.2505, 0.0663, 0.6743, 0.1014, 0.7382], device='cuda:0')
Epoch train loss: 0.592351974050204 Epoch accuracy: 0.8091536204020182 Epoch class accuracy: tensor([0.2656, 0.1013, 0.6737, 0.1379, 0.7435], device='cuda:0')
Epoch train loss: 0.585361847281456 Epoch accuracy: 0.8108866373697917 Epoch class accuracy: tensor([0.2641, 0.0872, 0.6754, 0.1576, 0.7445], device='cuda:0')
Epoch train loss: 0.5402718385060629 Epoch accuracy: 0.82911802927653 Epoch class accuracy: tensor([0.2732, 0.1247, 0.6934, 0.1727, 0.7581], device='cuda:0')
Epoch train loss: 0.5198222825924556 Epoch accuracy: 0.8309377670288086 Epoch class accuracy: tensor([0.2878, 0.1584, 0.7014, 0.1877, 0.7532], device='cuda:0')
Epoch train loss: 0.5137489179770152 Epoch accuracy: 0.8323213577270507 Epoch class accuracy: tensor([0.2938, 0.1466, 0.6943, 0.2001, 0.7592], device='cuda:0')
Epoch train loss: 0.5282025049130122 Epoch accuracy: 0.8256179173787435 Epoch class accuracy: tensor([0.2903, 0.1424, 0.6731, 0.2197, 0.7599], device='cuda:0')
Epoch train loss: 0.49619220693906146 Epoch accuracy: 0.834715207417806 Epoch class accuracy: tensor([0.3098, 0.1678, 0.7009, 0.2163, 0.7609], device='cuda:0')
Epoch train loss: 0.4827373335758845 Epoch accuracy: 0.8455023447672526 Epoch class accuracy: tensor([0.3066, 0.1628, 0.7141, 0.2361, 0.7695], device='cuda:0')
Epoch train loss: 0.4835346430540085 Epoch accuracy: 0.8405628204345703 Epoch class accuracy: tensor([0.3246, 0.1800, 0.7035, 0.2559, 0.7638], device='cuda:0')
Epoch train loss: 0.48331918319066364 Epoch accuracy: 0.8416362762451172 Epoch class accuracy: tensor([0.3289, 0.1561, 0.6934, 0.2420, 0.7712], device='cuda:0')
Epoch train loss: 0.4907882362604141 Epoch accuracy: 0.8361558278401693 Epoch class accuracy: tensor([0.3178, 0.1641, 0.6938, 0.2597, 0.7635], device='cuda:0')
Epoch train loss: 0.45898700257142383 Epoch accuracy: 0.8453758239746094 Epoch class accuracy: tensor([0.3428, 0.1707, 0.7044, 0.2780, 0.7698], device='cuda:0')
Epoch train loss: 0.4173807660738627 Epoch accuracy: 0.8647928873697917 Epoch class accuracy: tensor([0.3541, 0.1941, 0.7308, 0.2979, 0.7886], device='cuda:0')
Epoch train loss: 0.40698184072971344 Epoch accuracy: 0.8661790211995443 Epoch class accuracy: tensor([0.3670, 0.1942, 0.7334, 0.2973, 0.7919], device='cuda:0')
Epoch train loss: 0.43484242757161456 Epoch accuracy: 0.8522604624430339 Epoch class accuracy: tensor([0.3582, 0.2031, 0.6992, 0.2908, 0.7722], device='cuda:0')
Epoch train loss: 0.4217817733685176 Epoch accuracy: 0.8602404912312825 Epoch class accuracy: tensor([0.3788, 0.1740, 0.7110, 0.3129, 0.7891], device='cuda:0')
Epoch train loss: 0.3761941701173782 Epoch accuracy: 0.8776031494140625 Epoch class accuracy: tensor([0.4002, 0.1971, 0.7396, 0.3192, 0.7965], device='cuda:0')
Epoch train loss: 0.37236656149228414 Epoch accuracy: 0.876120122273763 Epoch class accuracy: tensor([0.3959, 0.2082, 0.7428, 0.3301, 0.7951], device='cuda:0')
Epoch train loss: 0.3874323775370916 Epoch accuracy: 0.8737637201944987 Epoch class accuracy: tensor([0.3911, 0.2054, 0.7342, 0.3433, 0.7962], device='cuda:0')
Epoch train loss: 0.3726808100938797 Epoch accuracy: 0.8777943929036458 Epoch class accuracy: tensor([0.4049, 0.1965, 0.7415, 0.3449, 0.8008], device='cuda:0')
Epoch train loss: 0.3700743426879247 Epoch accuracy: 0.8783294041951497 Epoch class accuracy: tensor([0.4152, 0.2027, 0.7395, 0.3482, 0.8039], device='cuda:0')
Epoch train loss: 0.34836232860883076 Epoch accuracy: 0.8843350092569987 Epoch class accuracy: tensor([0.4191, 0.1985, 0.7538, 0.3544, 0.8080], device='cuda:0')
Epoch train loss: 0.3535881668329239 Epoch accuracy: 0.8808271408081054 Epoch class accuracy: tensor([0.4196, 0.2163, 0.7525, 0.3677, 0.8059], device='cuda:0')
Epoch train loss: 0.3455687552690506 Epoch accuracy: 0.88210023244222 Epoch class accuracy: tensor([0.4298, 0.2264, 0.7515, 0.3596, 0.8047], device='cuda:0')
Epoch train loss: 0.31318127860625583 Epoch accuracy: 0.8970992406209309 Epoch class accuracy: tensor([0.4535, 0.2254, 0.7709, 0.3764, 0.8241], device='cuda:0')
Epoch train loss: 0.31157248963912326 Epoch accuracy: 0.897006098429362 Epoch class accuracy: tensor([0.4516, 0.2212, 0.7737, 0.3971, 0.8190], device='cuda:0')
Epoch train loss: 0.3370383312304815 Epoch accuracy: 0.8862846374511719 Epoch class accuracy: tensor([0.4451, 0.2147, 0.7598, 0.3919, 0.8078], device='cuda:0')
Mean validation loss: 0.4454302996397018 Mean accuracy: 0.8732135772705079