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Epoch: 1, lr: 1.00e-05 - train loss: 14.03, train acc: 5.75e-01 - valid loss: 14.01, valid acc: 0.00e+00
Epoch: 2, lr: 2.10e-05 - train loss: 14.15, train acc: 5.75e-01 - valid loss: 13.96, valid acc: 0.00e+00
Epoch: 3, lr: 3.20e-05 - train loss: 14.03, train acc: 0.00e+00 - valid loss: 13.94, valid acc: 0.00e+00
Epoch: 4, lr: 4.30e-05 - train loss: 14.00, train acc: 2.87e-01 - valid loss: 13.96, valid acc: 0.00e+00
Epoch: 5, lr: 5.40e-05 - train loss: 13.86, train acc: 8.62e-01 - valid loss: 13.95, valid acc: 2.87e-01
Epoch: 6, lr: 6.50e-05 - train loss: 13.52, train acc: 1.72 - valid loss: 13.95, valid acc: 0.00e+00
Epoch: 7, lr: 7.60e-05 - train loss: 13.46, train acc: 1.15 - valid loss: 13.92, valid acc: 2.87e-01
Epoch: 8, lr: 8.70e-05 - train loss: 13.36, train acc: 1.15 - valid loss: 13.93, valid acc: 2.87e-01
Epoch: 9, lr: 9.80e-05 - train loss: 12.90, train acc: 2.01 - valid loss: 13.94, valid acc: 2.87e-01
Epoch: 10, lr: 9.10e-05 - train loss: 12.79, train acc: 1.15 - valid loss: 13.95, valid acc: 2.87e-01
Epoch: 11, lr: 8.00e-05 - train loss: 12.44, train acc: 4.60 - valid loss: 13.96, valid acc: 2.87e-01
Epoch: 12, lr: 6.90e-05 - train loss: 12.40, train acc: 4.02 - valid loss: 13.95, valid acc: 2.87e-01
Epoch: 13, lr: 5.80e-05 - train loss: 12.04, train acc: 5.17 - valid loss: 13.95, valid acc: 0.00e+00
Epoch: 14, lr: 4.70e-05 - train loss: 11.96, train acc: 7.18 - valid loss: 13.96, valid acc: 0.00e+00
Epoch: 15, lr: 3.60e-05 - train loss: 11.54, train acc: 7.76 - valid loss: 13.95, valid acc: 2.87e-01
Epoch: 16, lr: 2.50e-05 - train loss: 11.41, train acc: 8.91 - valid loss: 13.95, valid acc: 2.87e-01
Epoch: 17, lr: 1.40e-05 - train loss: 11.64, train acc: 6.61 - valid loss: 13.95, valid acc: 2.87e-01
Epoch: 18, lr: 3.01e-06 - train loss: 11.46, train acc: 6.61 - valid loss: 13.95, valid acc: 2.87e-01
Epoch: 19, lr: 8.01e-06 - train loss: 11.36, train acc: 9.20 - valid loss: 13.95, valid acc: 2.87e-01
Epoch: 20, lr: 1.90e-05 - train loss: 11.37, train acc: 12.64 - valid loss: 13.95, valid acc: 2.87e-01
Epoch: 21, lr: 3.00e-05 - train loss: 11.59, train acc: 7.76 - valid loss: 13.95, valid acc: 2.87e-01
Epoch: 22, lr: 4.10e-05 - train loss: 11.28, train acc: 10.63 - valid loss: 13.96, valid acc: 2.87e-01
Epoch: 23, lr: 5.20e-05 - train loss: 11.08, train acc: 9.77 - valid loss: 13.95, valid acc: 2.87e-01
Epoch: 24, lr: 6.30e-05 - train loss: 11.09, train acc: 11.21 - valid loss: 13.97, valid acc: 2.87e-01
Epoch: 25, lr: 7.40e-05 - train loss: 10.91, train acc: 12.93 - valid loss: 13.97, valid acc: 2.87e-01
Epoch: 26, lr: 8.50e-05 - train loss: 10.66, train acc: 14.66 - valid loss: 13.97, valid acc: 2.87e-01
Epoch: 27, lr: 9.60e-05 - train loss: 10.43, train acc: 18.10 - valid loss: 13.96, valid acc: 2.87e-01
Epoch: 28, lr: 9.30e-05 - train loss: 10.25, train acc: 18.39 - valid loss: 13.97, valid acc: 2.87e-01
Epoch: 29, lr: 8.20e-05 - train loss: 9.95, train acc: 22.13 - valid loss: 13.98, valid acc: 2.87e-01
Epoch: 30, lr: 7.10e-05 - train loss: 9.81, train acc: 23.28 - valid loss: 13.99, valid acc: 2.87e-01
Epoch: 31, lr: 6.00e-05 - train loss: 9.65, train acc: 24.43 - valid loss: 13.99, valid acc: 2.87e-01
Epoch: 32, lr: 4.90e-05 - train loss: 9.33, train acc: 29.02 - valid loss: 14.00, valid acc: 2.87e-01
Epoch: 33, lr: 3.80e-05 - train loss: 9.29, train acc: 28.45 - valid loss: 13.99, valid acc: 2.87e-01
Epoch: 34, lr: 2.70e-05 - train loss: 9.23, train acc: 32.76 - valid loss: 14.00, valid acc: 2.87e-01
Epoch: 35, lr: 1.60e-05 - train loss: 9.30, train acc: 30.46 - valid loss: 14.01, valid acc: 2.87e-01
Epoch: 36, lr: 5.01e-06 - train loss: 9.30, train acc: 32.18 - valid loss: 14.00, valid acc: 2.87e-01
Epoch: 37, lr: 6.01e-06 - train loss: 9.18, train acc: 31.90 - valid loss: 14.01, valid acc: 2.87e-01
Epoch: 38, lr: 1.70e-05 - train loss: 9.31, train acc: 29.60 - valid loss: 14.00, valid acc: 2.87e-01
Epoch: 39, lr: 2.80e-05 - train loss: 8.97, train acc: 33.05 - valid loss: 14.01, valid acc: 2.87e-01
Epoch: 40, lr: 3.90e-05 - train loss: 8.77, train acc: 36.21 - valid loss: 14.02, valid acc: 0.00e+00
Epoch: 41, lr: 5.00e-05 - train loss: 8.96, train acc: 35.34 - valid loss: 14.03, valid acc: 0.00e+00
Epoch: 42, lr: 6.10e-05 - train loss: 8.81, train acc: 34.77 - valid loss: 14.03, valid acc: 2.87e-01
Epoch: 43, lr: 7.20e-05 - train loss: 8.70, train acc: 36.49 - valid loss: 14.02, valid acc: 2.87e-01
Epoch: 44, lr: 8.30e-05 - train loss: 8.58, train acc: 38.51 - valid loss: 14.03, valid acc: 2.87e-01
Epoch: 45, lr: 9.40e-05 - train loss: 8.24, train acc: 45.11 - valid loss: 14.04, valid acc: 0.00e+00
Epoch: 46, lr: 9.50e-05 - train loss: 8.12, train acc: 43.97 - valid loss: 14.05, valid acc: 0.00e+00
Epoch: 47, lr: 8.40e-05 - train loss: 7.88, train acc: 46.84 - valid loss: 14.07, valid acc: 0.00e+00
Epoch: 48, lr: 7.30e-05 - train loss: 7.76, train acc: 50.00 - valid loss: 14.08, valid acc: 0.00e+00
Epoch: 49, lr: 6.20e-05 - train loss: 7.58, train acc: 47.41 - valid loss: 14.08, valid acc: 0.00e+00
Epoch: 50, lr: 5.10e-05 - train loss: 7.29, train acc: 56.03 - valid loss: 14.10, valid acc: 0.00e+00
Epoch: 51, lr: 4.00e-05 - train loss: 7.36, train acc: 52.01 - valid loss: 14.11, valid acc: 0.00e+00
Epoch: 52, lr: 2.90e-05 - train loss: 7.07, train acc: 54.89 - valid loss: 14.11, valid acc: 0.00e+00
Epoch: 53, lr: 1.80e-05 - train loss: 7.09, train acc: 56.90 - valid loss: 14.10, valid acc: 0.00e+00
Epoch: 54, lr: 7.01e-06 - train loss: 7.01, train acc: 62.07 - valid loss: 14.11, valid acc: 0.00e+00
Epoch: 55, lr: 4.01e-06 - train loss: 7.17, train acc: 56.90 - valid loss: 14.11, valid acc: 0.00e+00
Epoch: 56, lr: 1.50e-05 - train loss: 7.33, train acc: 56.90 - valid loss: 14.12, valid acc: 0.00e+00
Epoch: 57, lr: 2.60e-05 - train loss: 7.00, train acc: 58.91 - valid loss: 14.12, valid acc: 0.00e+00
Epoch: 58, lr: 3.70e-05 - train loss: 6.90, train acc: 56.32 - valid loss: 14.12, valid acc: 0.00e+00
Epoch: 59, lr: 4.80e-05 - train loss: 6.97, train acc: 59.20 - valid loss: 14.13, valid acc: 0.00e+00
Epoch: 60, lr: 5.90e-05 - train loss: 6.83, train acc: 61.21 - valid loss: 14.15, valid acc: 0.00e+00
Epoch: 61, lr: 7.00e-05 - train loss: 6.63, train acc: 62.64 - valid loss: 14.16, valid acc: 0.00e+00
Epoch: 62, lr: 8.10e-05 - train loss: 6.74, train acc: 60.63 - valid loss: 14.17, valid acc: 0.00e+00
Epoch: 63, lr: 9.20e-05 - train loss: 6.37, train acc: 68.10 - valid loss: 14.18, valid acc: 0.00e+00
Epoch: 64, lr: 9.70e-05 - train loss: 6.39, train acc: 66.95 - valid loss: 14.18, valid acc: 0.00e+00
Epoch: 65, lr: 8.60e-05 - train loss: 5.75, train acc: 76.44 - valid loss: 14.17, valid acc: 0.00e+00
Epoch: 66, lr: 7.50e-05 - train loss: 6.02, train acc: 69.25 - valid loss: 14.19, valid acc: 2.87e-01
Epoch: 67, lr: 6.40e-05 - train loss: 5.94, train acc: 70.69 - valid loss: 14.19, valid acc: 2.87e-01
Epoch: 68, lr: 5.30e-05 - train loss: 5.66, train acc: 71.26 - valid loss: 14.21, valid acc: 0.00e+00
Epoch: 69, lr: 4.20e-05 - train loss: 5.45, train acc: 75.29 - valid loss: 14.21, valid acc: 0.00e+00
Epoch: 70, lr: 3.10e-05 - train loss: 5.35, train acc: 73.28 - valid loss: 14.22, valid acc: 2.87e-01
Epoch: 71, lr: 2.00e-05 - train loss: 5.42, train acc: 77.01 - valid loss: 14.23, valid acc: 0.00e+00
Epoch: 72, lr: 9.01e-06 - train loss: 5.44, train acc: 75.29 - valid loss: 14.22, valid acc: 2.87e-01
Epoch: 73, lr: 2.01e-06 - train loss: 5.26, train acc: 77.87 - valid loss: 14.23, valid acc: 0.00e+00
Epoch: 74, lr: 1.30e-05 - train loss: 5.56, train acc: 73.56 - valid loss: 14.23, valid acc: 2.87e-01
Epoch: 75, lr: 2.40e-05 - train loss: 5.20, train acc: 76.44 - valid loss: 14.23, valid acc: 0.00e+00
Epoch: 76, lr: 3.50e-05 - train loss: 5.32, train acc: 74.14 - valid loss: 14.23, valid acc: 2.87e-01
Epoch: 77, lr: 4.60e-05 - train loss: 5.38, train acc: 73.85 - valid loss: 14.25, valid acc: 2.87e-01
Epoch: 78, lr: 5.70e-05 - train loss: 5.14, train acc: 75.57 - valid loss: 14.26, valid acc: 0.00e+00
Epoch: 79, lr: 6.80e-05 - train loss: 4.99, train acc: 79.60 - valid loss: 14.27, valid acc: 0.00e+00
Epoch: 80, lr: 7.90e-05 - train loss: 4.97, train acc: 78.74 - valid loss: 14.28, valid acc: 0.00e+00
Epoch: 81, lr: 9.00e-05 - train loss: 4.57, train acc: 84.77 - valid loss: 14.30, valid acc: 0.00e+00
Epoch: 82, lr: 9.90e-05 - train loss: 4.45, train acc: 84.77 - valid loss: 14.32, valid acc: 0.00e+00
Epoch: 83, lr: 8.80e-05 - train loss: 4.48, train acc: 81.32 - valid loss: 14.34, valid acc: 2.87e-01
Epoch: 84, lr: 7.70e-05 - train loss: 4.10, train acc: 85.63 - valid loss: 14.34, valid acc: 0.00e+00
Epoch: 85, lr: 6.60e-05 - train loss: 4.28, train acc: 83.62 - valid loss: 14.35, valid acc: 0.00e+00
Epoch: 86, lr: 5.50e-05 - train loss: 4.12, train acc: 86.78 - valid loss: 14.35, valid acc: 2.87e-01
Epoch: 87, lr: 4.40e-05 - train loss: 4.07, train acc: 85.63 - valid loss: 14.36, valid acc: 2.87e-01
Epoch: 88, lr: 3.30e-05 - train loss: 3.99, train acc: 86.21 - valid loss: 14.37, valid acc: 2.87e-01
Epoch: 89, lr: 2.20e-05 - train loss: 3.90, train acc: 87.36 - valid loss: 14.37, valid acc: 2.87e-01
Epoch: 90, lr: 1.10e-05 - train loss: 3.69, train acc: 89.37 - valid loss: 14.36, valid acc: 2.87e-01
Epoch: 91, lr: 1.00e-08 - train loss: 3.84, train acc: 85.63 - valid loss: 14.36, valid acc: 2.87e-01
Epoch: 92, lr: 1.10e-05 - train loss: 3.76, train acc: 87.64 - valid loss: 14.37, valid acc: 2.87e-01
Epoch: 93, lr: 2.20e-05 - train loss: 3.77, train acc: 87.36 - valid loss: 14.38, valid acc: 0.00e+00
Epoch: 94, lr: 3.30e-05 - train loss: 3.89, train acc: 88.22 - valid loss: 14.38, valid acc: 0.00e+00
Epoch: 95, lr: 4.40e-05 - train loss: 3.51, train acc: 89.37 - valid loss: 14.37, valid acc: 0.00e+00
Epoch: 96, lr: 5.50e-05 - train loss: 3.60, train acc: 88.51 - valid loss: 14.39, valid acc: 0.00e+00
Epoch: 97, lr: 6.60e-05 - train loss: 3.61, train acc: 89.66 - valid loss: 14.40, valid acc: 0.00e+00
Epoch: 98, lr: 7.70e-05 - train loss: 3.46, train acc: 89.94 - valid loss: 14.41, valid acc: 0.00e+00
Epoch: 99, lr: 8.80e-05 - train loss: 3.48, train acc: 89.94 - valid loss: 14.42, valid acc: 2.87e-01
Epoch: 100, lr: 9.90e-05 - train loss: 3.27, train acc: 90.52 - valid loss: 14.44, valid acc: 0.00e+00
Epoch: 101, lr: 9.00e-05 - train loss: 3.19, train acc: 91.67 - valid loss: 14.44, valid acc: 2.87e-01
Epoch: 102, lr: 7.90e-05 - train loss: 2.99, train acc: 93.39 - valid loss: 14.45, valid acc: 5.75e-01
Epoch: 103, lr: 6.80e-05 - train loss: 3.01, train acc: 93.10 - valid loss: 14.46, valid acc: 2.87e-01
Epoch: 104, lr: 5.70e-05 - train loss: 2.92, train acc: 92.24 - valid loss: 14.48, valid acc: 2.87e-01
Epoch: 105, lr: 4.60e-05 - train loss: 2.67, train acc: 94.25 - valid loss: 14.48, valid acc: 0.00e+00
Epoch: 106, lr: 3.50e-05 - train loss: 2.77, train acc: 93.10 - valid loss: 14.48, valid acc: 2.87e-01
Epoch: 107, lr: 2.40e-05 - train loss: 2.58, train acc: 94.54 - valid loss: 14.49, valid acc: 0.00e+00
Epoch: 108, lr: 1.30e-05 - train loss: 2.88, train acc: 94.54 - valid loss: 14.49, valid acc: 2.87e-01
Epoch: 109, lr: 2.01e-06 - train loss: 2.77, train acc: 93.39 - valid loss: 14.49, valid acc: 0.00e+00
Epoch: 110, lr: 9.01e-06 - train loss: 2.55, train acc: 93.39 - valid loss: 14.49, valid acc: 2.87e-01
Epoch: 111, lr: 2.00e-05 - train loss: 2.63, train acc: 91.95 - valid loss: 14.49, valid acc: 0.00e+00
Epoch: 112, lr: 3.10e-05 - train loss: 2.69, train acc: 93.10 - valid loss: 14.50, valid acc: 2.87e-01
Epoch: 113, lr: 4.20e-05 - train loss: 2.53, train acc: 94.83 - valid loss: 14.50, valid acc: 0.00e+00
Epoch: 114, lr: 5.30e-05 - train loss: 2.64, train acc: 93.97 - valid loss: 14.50, valid acc: 2.87e-01
Epoch: 115, lr: 6.40e-05 - train loss: 2.57, train acc: 95.11 - valid loss: 14.50, valid acc: 2.87e-01
Epoch: 116, lr: 7.50e-05 - train loss: 2.49, train acc: 94.54 - valid loss: 14.50, valid acc: 2.87e-01
Epoch: 117, lr: 8.60e-05 - train loss: 2.18, train acc: 95.69 - valid loss: 14.53, valid acc: 2.87e-01
Epoch: 118, lr: 9.70e-05 - train loss: 2.20, train acc: 95.11 - valid loss: 14.53, valid acc: 0.00e+00
Epoch: 119, lr: 9.20e-05 - train loss: 2.31, train acc: 93.97 - valid loss: 14.53, valid acc: 0.00e+00
Epoch: 120, lr: 8.10e-05 - train loss: 2.06, train acc: 96.84 - valid loss: 14.55, valid acc: 0.00e+00
Epoch: 121, lr: 7.00e-05 - train loss: 2.11, train acc: 96.55 - valid loss: 14.52, valid acc: 0.00e+00
Epoch: 122, lr: 5.90e-05 - train loss: 1.88, train acc: 97.13 - valid loss: 14.55, valid acc: 2.87e-01
Epoch: 123, lr: 4.80e-05 - train loss: 2.05, train acc: 96.55 - valid loss: 14.57, valid acc: 0.00e+00
Epoch: 124, lr: 3.70e-05 - train loss: 1.94, train acc: 96.55 - valid loss: 14.58, valid acc: 0.00e+00
Epoch: 125, lr: 2.60e-05 - train loss: 1.98, train acc: 94.83 - valid loss: 14.57, valid acc: 2.87e-01
Epoch: 126, lr: 1.50e-05 - train loss: 1.85, train acc: 97.41 - valid loss: 14.58, valid acc: 0.00e+00
Epoch: 127, lr: 4.01e-06 - train loss: 1.91, train acc: 95.98 - valid loss: 14.58, valid acc: 0.00e+00
Epoch: 128, lr: 7.01e-06 - train loss: 1.83, train acc: 97.70 - valid loss: 14.56, valid acc: 0.00e+00
Epoch: 129, lr: 1.80e-05 - train loss: 1.80, train acc: 97.13 - valid loss: 14.57, valid acc: 0.00e+00
Epoch: 130, lr: 2.90e-05 - train loss: 1.74, train acc: 97.13 - valid loss: 14.58, valid acc: 0.00e+00
Epoch: 131, lr: 4.00e-05 - train loss: 1.67, train acc: 97.41 - valid loss: 14.58, valid acc: 2.87e-01
Epoch: 132, lr: 5.10e-05 - train loss: 1.75, train acc: 96.84 - valid loss: 14.56, valid acc: 0.00e+00
Epoch: 133, lr: 6.20e-05 - train loss: 1.78, train acc: 97.13 - valid loss: 14.58, valid acc: 0.00e+00
Epoch: 134, lr: 7.30e-05 - train loss: 1.61, train acc: 98.56 - valid loss: 14.61, valid acc: 2.87e-01
Epoch: 135, lr: 8.40e-05 - train loss: 1.68, train acc: 96.55 - valid loss: 14.60, valid acc: 0.00e+00
Epoch: 136, lr: 9.50e-05 - train loss: 1.54, train acc: 97.41 - valid loss: 14.61, valid acc: 0.00e+00
Epoch: 137, lr: 9.40e-05 - train loss: 1.65, train acc: 97.70 - valid loss: 14.62, valid acc: 0.00e+00
Epoch: 138, lr: 8.30e-05 - train loss: 1.61, train acc: 97.70 - valid loss: 14.64, valid acc: 0.00e+00
Epoch: 139, lr: 7.20e-05 - train loss: 1.33, train acc: 97.99 - valid loss: 14.66, valid acc: 0.00e+00
Epoch: 140, lr: 6.10e-05 - train loss: 1.38, train acc: 98.28 - valid loss: 14.67, valid acc: 0.00e+00
Epoch: 141, lr: 5.00e-05 - train loss: 1.44, train acc: 98.28 - valid loss: 14.67, valid acc: 0.00e+00
Epoch: 142, lr: 3.90e-05 - train loss: 1.38, train acc: 97.13 - valid loss: 14.67, valid acc: 0.00e+00
Epoch: 143, lr: 2.80e-05 - train loss: 1.26, train acc: 99.14 - valid loss: 14.67, valid acc: 0.00e+00
Epoch: 144, lr: 1.70e-05 - train loss: 1.23, train acc: 98.85 - valid loss: 14.68, valid acc: 0.00e+00
Epoch: 145, lr: 6.01e-06 - train loss: 1.08, train acc: 99.43 - valid loss: 14.67, valid acc: 0.00e+00
Epoch: 146, lr: 5.01e-06 - train loss: 1.09, train acc: 99.14 - valid loss: 14.69, valid acc: 0.00e+00
Epoch: 147, lr: 1.60e-05 - train loss: 1.14, train acc: 98.56 - valid loss: 14.66, valid acc: 0.00e+00
Epoch: 148, lr: 2.70e-05 - train loss: 1.30, train acc: 96.84 - valid loss: 14.66, valid acc: 0.00e+00
Epoch: 149, lr: 3.80e-05 - train loss: 1.20, train acc: 98.56 - valid loss: 14.66, valid acc: 2.87e-01
Epoch: 150, lr: 4.90e-05 - train loss: 1.14, train acc: 98.56 - valid loss: 14.66, valid acc: 2.87e-01
Epoch: 151, lr: 6.00e-05 - train loss: 1.11, train acc: 99.14 - valid loss: 14.66, valid acc: 2.87e-01
Epoch: 152, lr: 7.10e-05 - train loss: 1.11, train acc: 99.14 - valid loss: 14.66, valid acc: 2.87e-01
Epoch: 153, lr: 8.20e-05 - train loss: 1.16, train acc: 98.85 - valid loss: 14.68, valid acc: 2.87e-01
Epoch: 154, lr: 9.30e-05 - train loss: 1.18, train acc: 99.14 - valid loss: 14.69, valid acc: 2.87e-01
Epoch: 155, lr: 9.60e-05 - train loss: 9.77e-01, train acc: 99.14 - valid loss: 14.72, valid acc: 2.87e-01
Epoch: 156, lr: 8.50e-05 - train loss: 9.33e-01, train acc: 98.85 - valid loss: 14.72, valid acc: 2.87e-01
Epoch: 157, lr: 7.40e-05 - train loss: 9.30e-01, train acc: 98.56 - valid loss: 14.71, valid acc: 2.87e-01
Epoch: 158, lr: 6.30e-05 - train loss: 9.81e-01, train acc: 99.43 - valid loss: 14.73, valid acc: 2.87e-01
Epoch: 159, lr: 5.20e-05 - train loss: 8.70e-01, train acc: 99.71 - valid loss: 14.72, valid acc: 2.87e-01
Epoch: 160, lr: 4.10e-05 - train loss: 9.88e-01, train acc: 99.14 - valid loss: 14.73, valid acc: 2.87e-01
Epoch: 161, lr: 3.00e-05 - train loss: 9.52e-01, train acc: 99.71 - valid loss: 14.74, valid acc: 2.87e-01
Epoch: 162, lr: 1.90e-05 - train loss: 7.94e-01, train acc: 99.43 - valid loss: 14.75, valid acc: 2.87e-01
Epoch: 163, lr: 8.01e-06 - train loss: 7.08e-01, train acc: 99.43 - valid loss: 14.75, valid acc: 2.87e-01
Epoch: 164, lr: 3.01e-06 - train loss: 8.21e-01, train acc: 99.43 - valid loss: 14.74, valid acc: 2.87e-01
Epoch: 165, lr: 1.40e-05 - train loss: 8.04e-01, train acc: 99.43 - valid loss: 14.75, valid acc: 2.87e-01
Epoch: 166, lr: 2.50e-05 - train loss: 8.56e-01, train acc: 99.14 - valid loss: 14.75, valid acc: 2.87e-01
Epoch: 167, lr: 3.60e-05 - train loss: 8.67e-01, train acc: 98.85 - valid loss: 14.74, valid acc: 2.87e-01
Epoch: 168, lr: 4.70e-05 - train loss: 7.96e-01, train acc: 99.71 - valid loss: 14.76, valid acc: 2.87e-01
Epoch: 169, lr: 5.80e-05 - train loss: 7.66e-01, train acc: 98.56 - valid loss: 14.78, valid acc: 2.87e-01
Epoch: 170, lr: 6.90e-05 - train loss: 7.56e-01, train acc: 99.71 - valid loss: 14.78, valid acc: 2.87e-01
Epoch: 171, lr: 8.00e-05 - train loss: 6.23e-01, train acc: 99.71 - valid loss: 14.78, valid acc: 2.87e-01
Epoch: 172, lr: 9.10e-05 - train loss: 6.29e-01, train acc: 1.00e+02 - valid loss: 14.79, valid acc: 2.87e-01
Epoch: 173, lr: 9.80e-05 - train loss: 6.44e-01, train acc: 99.14 - valid loss: 14.79, valid acc: 2.87e-01
Epoch: 174, lr: 8.70e-05 - train loss: 5.61e-01, train acc: 1.00e+02 - valid loss: 14.81, valid acc: 2.87e-01
Epoch: 175, lr: 7.60e-05 - train loss: 5.96e-01, train acc: 99.71 - valid loss: 14.81, valid acc: 2.87e-01
Epoch: 176, lr: 6.50e-05 - train loss: 6.61e-01, train acc: 99.71 - valid loss: 14.82, valid acc: 2.87e-01
Epoch: 177, lr: 5.40e-05 - train loss: 6.08e-01, train acc: 1.00e+02 - valid loss: 14.82, valid acc: 2.87e-01
Epoch: 178, lr: 4.30e-05 - train loss: 5.98e-01, train acc: 1.00e+02 - valid loss: 14.84, valid acc: 2.87e-01
Epoch: 179, lr: 3.20e-05 - train loss: 6.22e-01, train acc: 99.14 - valid loss: 14.83, valid acc: 2.87e-01
Epoch: 180, lr: 2.10e-05 - train loss: 4.68e-01, train acc: 1.00e+02 - valid loss: 14.83, valid acc: 2.87e-01
Epoch: 181, lr: 1.00e-05 - train loss: 5.09e-01, train acc: 99.43 - valid loss: 14.83, valid acc: 0.00e+00
Epoch: 182, lr: 1.01e-06 - train loss: 5.21e-01, train acc: 99.71 - valid loss: 14.83, valid acc: 0.00e+00
Epoch: 183, lr: 1.20e-05 - train loss: 5.03e-01, train acc: 1.00e+02 - valid loss: 14.83, valid acc: 0.00e+00
Epoch: 184, lr: 2.30e-05 - train loss: 5.50e-01, train acc: 99.43 - valid loss: 14.83, valid acc: 2.87e-01
Epoch: 185, lr: 3.40e-05 - train loss: 4.61e-01, train acc: 99.71 - valid loss: 14.85, valid acc: 0.00e+00
Epoch: 186, lr: 4.50e-05 - train loss: 4.63e-01, train acc: 99.71 - valid loss: 14.86, valid acc: 2.87e-01
Epoch: 187, lr: 5.60e-05 - train loss: 5.08e-01, train acc: 1.00e+02 - valid loss: 14.87, valid acc: 2.87e-01
Epoch: 188, lr: 6.70e-05 - train loss: 4.28e-01, train acc: 1.00e+02 - valid loss: 14.86, valid acc: 0.00e+00
Epoch: 189, lr: 7.80e-05 - train loss: 4.95e-01, train acc: 99.71 - valid loss: 14.86, valid acc: 2.87e-01
Epoch: 190, lr: 8.90e-05 - train loss: 4.02e-01, train acc: 1.00e+02 - valid loss: 14.85, valid acc: 2.87e-01
Epoch: 191, lr: 1.00e-04 - train loss: 3.96e-01, train acc: 1.00e+02 - valid loss: 14.86, valid acc: 2.87e-01
Epoch: 192, lr: 8.90e-05 - train loss: 4.22e-01, train acc: 99.71 - valid loss: 14.86, valid acc: 2.87e-01
Epoch: 193, lr: 7.80e-05 - train loss: 3.75e-01, train acc: 1.00e+02 - valid loss: 14.85, valid acc: 2.87e-01
Epoch: 194, lr: 6.70e-05 - train loss: 4.54e-01, train acc: 1.00e+02 - valid loss: 14.85, valid acc: 2.87e-01
Epoch: 195, lr: 5.60e-05 - train loss: 4.47e-01, train acc: 99.71 - valid loss: 14.84, valid acc: 2.87e-01
Epoch: 196, lr: 4.50e-05 - train loss: 2.81e-01, train acc: 1.00e+02 - valid loss: 14.86, valid acc: 2.87e-01
Epoch: 197, lr: 3.40e-05 - train loss: 3.94e-01, train acc: 1.00e+02 - valid loss: 14.88, valid acc: 2.87e-01
Epoch: 198, lr: 2.30e-05 - train loss: 3.31e-01, train acc: 99.71 - valid loss: 14.88, valid acc: 2.87e-01
Epoch: 199, lr: 1.20e-05 - train loss: 3.63e-01, train acc: 1.00e+02 - valid loss: 14.87, valid acc: 2.87e-01
Epoch: 200, lr: 1.01e-06 - train loss: 3.30e-01, train acc: 1.00e+02 - valid loss: 14.87, valid acc: 2.87e-01
Epoch: 201, lr: 1.00e-05 - train loss: 3.49e-01, train acc: 1.00e+02 - valid loss: 14.88, valid acc: 0.00e+00
Epoch: 202, lr: 2.10e-05 - train loss: 2.98e-01, train acc: 1.00e+02 - valid loss: 14.87, valid acc: 2.87e-01
Epoch: 203, lr: 3.20e-05 - train loss: 3.57e-01, train acc: 99.71 - valid loss: 14.87, valid acc: 0.00e+00
Epoch: 204, lr: 4.30e-05 - train loss: 3.71e-01, train acc: 1.00e+02 - valid loss: 14.89, valid acc: 0.00e+00
Epoch: 205, lr: 5.40e-05 - train loss: 2.95e-01, train acc: 1.00e+02 - valid loss: 14.89, valid acc: 0.00e+00
Epoch: 206, lr: 6.50e-05 - train loss: 3.20e-01, train acc: 1.00e+02 - valid loss: 14.90, valid acc: 2.87e-01
Epoch: 207, lr: 7.60e-05 - train loss: 3.34e-01, train acc: 1.00e+02 - valid loss: 14.91, valid acc: 2.87e-01
Epoch: 208, lr: 8.70e-05 - train loss: 3.60e-01, train acc: 1.00e+02 - valid loss: 14.93, valid acc: 2.87e-01
Epoch: 209, lr: 9.80e-05 - train loss: 2.93e-01, train acc: 1.00e+02 - valid loss: 14.95, valid acc: 0.00e+00
Epoch: 210, lr: 9.10e-05 - train loss: 3.60e-01, train acc: 99.71 - valid loss: 14.95, valid acc: 0.00e+00
Epoch: 211, lr: 8.00e-05 - train loss: 2.56e-01, train acc: 99.71 - valid loss: 14.93, valid acc: 2.87e-01
Epoch: 212, lr: 6.90e-05 - train loss: 2.26e-01, train acc: 1.00e+02 - valid loss: 14.96, valid acc: 2.87e-01
Epoch: 213, lr: 5.80e-05 - train loss: 2.55e-01, train acc: 1.00e+02 - valid loss: 14.96, valid acc: 2.87e-01
Epoch: 214, lr: 4.70e-05 - train loss: 2.73e-01, train acc: 99.71 - valid loss: 14.97, valid acc: 0.00e+00
Epoch: 215, lr: 3.60e-05 - train loss: 2.18e-01, train acc: 1.00e+02 - valid loss: 14.96, valid acc: 0.00e+00
Epoch: 216, lr: 2.50e-05 - train loss: 2.36e-01, train acc: 1.00e+02 - valid loss: 14.95, valid acc: 0.00e+00
Epoch: 217, lr: 1.40e-05 - train loss: 2.48e-01, train acc: 1.00e+02 - valid loss: 14.95, valid acc: 0.00e+00
Epoch: 218, lr: 3.01e-06 - train loss: 1.95e-01, train acc: 1.00e+02 - valid loss: 14.96, valid acc: 2.87e-01
Epoch: 219, lr: 8.01e-06 - train loss: 2.71e-01, train acc: 99.71 - valid loss: 14.95, valid acc: 0.00e+00
Epoch: 220, lr: 1.90e-05 - train loss: 2.64e-01, train acc: 1.00e+02 - valid loss: 14.97, valid acc: 0.00e+00
Epoch: 221, lr: 3.00e-05 - train loss: 2.71e-01, train acc: 99.71 - valid loss: 14.97, valid acc: 0.00e+00
Epoch: 222, lr: 4.10e-05 - train loss: 2.81e-01, train acc: 1.00e+02 - valid loss: 14.98, valid acc: 0.00e+00
Epoch: 223, lr: 5.20e-05 - train loss: 1.67e-01, train acc: 1.00e+02 - valid loss: 14.98, valid acc: 0.00e+00
Epoch: 224, lr: 6.30e-05 - train loss: 2.13e-01, train acc: 1.00e+02 - valid loss: 14.98, valid acc: 0.00e+00
Epoch: 225, lr: 7.40e-05 - train loss: 1.88e-01, train acc: 1.00e+02 - valid loss: 14.97, valid acc: 0.00e+00
Epoch: 226, lr: 8.50e-05 - train loss: 2.16e-01, train acc: 1.00e+02 - valid loss: 14.98, valid acc: 0.00e+00
Epoch: 227, lr: 9.60e-05 - train loss: 1.99e-01, train acc: 1.00e+02 - valid loss: 14.97, valid acc: 0.00e+00
Epoch: 228, lr: 9.30e-05 - train loss: 2.49e-01, train acc: 99.71 - valid loss: 14.98, valid acc: 0.00e+00
Epoch: 229, lr: 8.20e-05 - train loss: 2.25e-01, train acc: 1.00e+02 - valid loss: 14.99, valid acc: 0.00e+00
Epoch: 230, lr: 7.10e-05 - train loss: 1.75e-01, train acc: 1.00e+02 - valid loss: 14.98, valid acc: 0.00e+00
Epoch: 231, lr: 6.00e-05 - train loss: 1.75e-01, train acc: 1.00e+02 - valid loss: 14.99, valid acc: 0.00e+00
Epoch: 232, lr: 4.90e-05 - train loss: 1.45e-01, train acc: 1.00e+02 - valid loss: 14.99, valid acc: 0.00e+00
Epoch: 233, lr: 3.80e-05 - train loss: 1.41e-01, train acc: 1.00e+02 - valid loss: 15.01, valid acc: 0.00e+00
Epoch: 234, lr: 2.70e-05 - train loss: 1.68e-01, train acc: 1.00e+02 - valid loss: 15.00, valid acc: 0.00e+00
Epoch: 235, lr: 1.60e-05 - train loss: 1.53e-01, train acc: 1.00e+02 - valid loss: 15.00, valid acc: 0.00e+00
Epoch: 236, lr: 5.01e-06 - train loss: 1.86e-01, train acc: 1.00e+02 - valid loss: 14.99, valid acc: 0.00e+00
Epoch: 237, lr: 6.01e-06 - train loss: 2.10e-01, train acc: 1.00e+02 - valid loss: 15.01, valid acc: 0.00e+00
Epoch: 238, lr: 1.70e-05 - train loss: 2.13e-01, train acc: 1.00e+02 - valid loss: 15.01, valid acc: 0.00e+00
Epoch: 239, lr: 2.80e-05 - train loss: 1.74e-01, train acc: 1.00e+02 - valid loss: 15.00, valid acc: 0.00e+00
Epoch: 240, lr: 3.90e-05 - train loss: 1.73e-01, train acc: 1.00e+02 - valid loss: 15.00, valid acc: 0.00e+00
Epoch: 241, lr: 5.00e-05 - train loss: 1.39e-01, train acc: 1.00e+02 - valid loss: 15.00, valid acc: 0.00e+00
Epoch: 242, lr: 6.10e-05 - train loss: 1.47e-01, train acc: 1.00e+02 - valid loss: 15.00, valid acc: 0.00e+00
Epoch: 243, lr: 7.20e-05 - train loss: 1.52e-01, train acc: 1.00e+02 - valid loss: 15.01, valid acc: 0.00e+00
Epoch: 244, lr: 8.30e-05 - train loss: 1.21e-01, train acc: 1.00e+02 - valid loss: 15.02, valid acc: 0.00e+00
Epoch: 245, lr: 9.40e-05 - train loss: 1.29e-01, train acc: 1.00e+02 - valid loss: 15.03, valid acc: 0.00e+00
Epoch: 246, lr: 9.50e-05 - train loss: 1.54e-01, train acc: 1.00e+02 - valid loss: 15.03, valid acc: 0.00e+00
Epoch: 247, lr: 8.40e-05 - train loss: 1.15e-01, train acc: 1.00e+02 - valid loss: 15.05, valid acc: 0.00e+00
Epoch: 248, lr: 7.30e-05 - train loss: 1.84e-01, train acc: 1.00e+02 - valid loss: 15.03, valid acc: 0.00e+00
Epoch: 249, lr: 6.20e-05 - train loss: 1.58e-01, train acc: 99.71 - valid loss: 15.04, valid acc: 0.00e+00
Epoch: 250, lr: 5.10e-05 - train loss: 1.47e-01, train acc: 1.00e+02 - valid loss: 15.03, valid acc: 0.00e+00
Epoch: 251, lr: 4.00e-05 - train loss: 1.15e-01, train acc: 1.00e+02 - valid loss: 15.02, valid acc: 0.00e+00
Epoch: 252, lr: 2.90e-05 - train loss: 1.74e-01, train acc: 1.00e+02 - valid loss: 15.05, valid acc: 0.00e+00
Epoch: 253, lr: 1.80e-05 - train loss: 1.67e-01, train acc: 1.00e+02 - valid loss: 15.06, valid acc: 0.00e+00
Epoch: 254, lr: 7.01e-06 - train loss: 1.14e-01, train acc: 1.00e+02 - valid loss: 15.05, valid acc: 0.00e+00
Epoch: 255, lr: 4.01e-06 - train loss: 1.77e-01, train acc: 1.00e+02 - valid loss: 15.05, valid acc: 0.00e+00
Epoch: 256, lr: 1.50e-05 - train loss: 1.73e-01, train acc: 1.00e+02 - valid loss: 15.06, valid acc: 0.00e+00
Epoch: 257, lr: 2.60e-05 - train loss: 1.24e-01, train acc: 1.00e+02 - valid loss: 15.06, valid acc: 0.00e+00
Epoch: 258, lr: 3.70e-05 - train loss: 1.31e-01, train acc: 1.00e+02 - valid loss: 15.06, valid acc: 0.00e+00
Epoch: 259, lr: 4.80e-05 - train loss: 1.57e-01, train acc: 1.00e+02 - valid loss: 15.05, valid acc: 0.00e+00
Epoch: 260, lr: 5.90e-05 - train loss: 1.14e-01, train acc: 1.00e+02 - valid loss: 15.05, valid acc: 0.00e+00
Epoch: 261, lr: 7.00e-05 - train loss: 1.26e-01, train acc: 1.00e+02 - valid loss: 15.03, valid acc: 2.87e-01
Epoch: 262, lr: 8.10e-05 - train loss: 1.19e-01, train acc: 1.00e+02 - valid loss: 15.03, valid acc: 2.87e-01
Epoch: 263, lr: 9.20e-05 - train loss: 1.49e-01, train acc: 1.00e+02 - valid loss: 15.04, valid acc: 0.00e+00
Epoch: 264, lr: 9.70e-05 - train loss: 9.26e-02, train acc: 1.00e+02 - valid loss: 15.03, valid acc: 0.00e+00
Epoch: 265, lr: 8.60e-05 - train loss: 1.18e-01, train acc: 1.00e+02 - valid loss: 15.04, valid acc: 0.00e+00
Epoch: 266, lr: 7.50e-05 - train loss: 9.98e-02, train acc: 1.00e+02 - valid loss: 15.05, valid acc: 0.00e+00
Epoch: 267, lr: 6.40e-05 - train loss: 7.77e-02, train acc: 1.00e+02 - valid loss: 15.04, valid acc: 0.00e+00
Epoch: 268, lr: 5.30e-05 - train loss: 1.25e-01, train acc: 1.00e+02 - valid loss: 15.05, valid acc: 0.00e+00
Epoch: 269, lr: 4.20e-05 - train loss: 8.12e-02, train acc: 1.00e+02 - valid loss: 15.06, valid acc: 0.00e+00
Epoch: 270, lr: 3.10e-05 - train loss: 1.13e-01, train acc: 1.00e+02 - valid loss: 15.05, valid acc: 0.00e+00
Epoch: 271, lr: 2.00e-05 - train loss: 7.96e-02, train acc: 1.00e+02 - valid loss: 15.03, valid acc: 0.00e+00
Epoch: 272, lr: 9.01e-06 - train loss: 8.05e-02, train acc: 1.00e+02 - valid loss: 15.05, valid acc: 0.00e+00
Epoch: 273, lr: 2.01e-06 - train loss: 9.55e-02, train acc: 1.00e+02 - valid loss: 15.05, valid acc: 0.00e+00
Epoch: 274, lr: 1.30e-05 - train loss: 1.00e-01, train acc: 1.00e+02 - valid loss: 15.05, valid acc: 0.00e+00
Epoch: 275, lr: 2.40e-05 - train loss: 1.02e-01, train acc: 1.00e+02 - valid loss: 15.04, valid acc: 0.00e+00
Epoch: 276, lr: 3.50e-05 - train loss: 1.33e-01, train acc: 1.00e+02 - valid loss: 15.04, valid acc: 0.00e+00
Epoch: 277, lr: 4.60e-05 - train loss: 8.15e-02, train acc: 1.00e+02 - valid loss: 15.05, valid acc: 2.87e-01
Epoch: 278, lr: 5.70e-05 - train loss: 1.36e-01, train acc: 1.00e+02 - valid loss: 15.05, valid acc: 0.00e+00
Epoch: 279, lr: 6.80e-05 - train loss: 7.65e-02, train acc: 1.00e+02 - valid loss: 15.06, valid acc: 0.00e+00
Epoch: 280, lr: 7.90e-05 - train loss: 8.65e-02, train acc: 1.00e+02 - valid loss: 15.06, valid acc: 0.00e+00
Epoch: 281, lr: 9.00e-05 - train loss: 1.19e-01, train acc: 1.00e+02 - valid loss: 15.07, valid acc: 0.00e+00
Epoch: 282, lr: 9.90e-05 - train loss: 9.71e-02, train acc: 1.00e+02 - valid loss: 15.06, valid acc: 0.00e+00
Epoch: 283, lr: 8.80e-05 - train loss: 6.53e-02, train acc: 1.00e+02 - valid loss: 15.05, valid acc: 0.00e+00
Epoch: 284, lr: 7.70e-05 - train loss: 9.55e-02, train acc: 1.00e+02 - valid loss: 15.05, valid acc: 0.00e+00
Epoch: 285, lr: 6.60e-05 - train loss: 7.01e-02, train acc: 1.00e+02 - valid loss: 15.06, valid acc: 0.00e+00
Epoch: 286, lr: 5.50e-05 - train loss: 7.87e-02, train acc: 1.00e+02 - valid loss: 15.05, valid acc: 0.00e+00
Epoch: 287, lr: 4.40e-05 - train loss: 6.36e-02, train acc: 1.00e+02 - valid loss: 15.06, valid acc: 0.00e+00
Epoch: 288, lr: 3.30e-05 - train loss: 8.42e-02, train acc: 1.00e+02 - valid loss: 15.06, valid acc: 0.00e+00
Epoch: 289, lr: 2.20e-05 - train loss: 6.28e-02, train acc: 1.00e+02 - valid loss: 15.08, valid acc: 0.00e+00
Epoch: 290, lr: 1.10e-05 - train loss: 7.26e-02, train acc: 1.00e+02 - valid loss: 15.07, valid acc: 0.00e+00
Epoch: 291, lr: 1.00e-08 - train loss: 7.99e-02, train acc: 1.00e+02 - valid loss: 15.07, valid acc: 0.00e+00
Epoch: 292, lr: 1.10e-05 - train loss: 6.90e-02, train acc: 1.00e+02 - valid loss: 15.08, valid acc: 0.00e+00
Epoch: 293, lr: 2.20e-05 - train loss: 7.43e-02, train acc: 1.00e+02 - valid loss: 15.09, valid acc: 0.00e+00
Epoch: 294, lr: 3.30e-05 - train loss: 1.08e-01, train acc: 1.00e+02 - valid loss: 15.07, valid acc: 0.00e+00
Epoch: 295, lr: 4.40e-05 - train loss: 6.27e-02, train acc: 1.00e+02 - valid loss: 15.08, valid acc: 0.00e+00
Epoch: 296, lr: 5.50e-05 - train loss: 9.27e-02, train acc: 1.00e+02 - valid loss: 15.09, valid acc: 0.00e+00
Epoch: 297, lr: 6.60e-05 - train loss: 5.77e-02, train acc: 1.00e+02 - valid loss: 15.08, valid acc: 0.00e+00
Epoch: 298, lr: 7.70e-05 - train loss: 9.45e-02, train acc: 1.00e+02 - valid loss: 15.09, valid acc: 0.00e+00
Epoch: 299, lr: 8.80e-05 - train loss: 6.96e-02, train acc: 1.00e+02 - valid loss: 15.08, valid acc: 0.00e+00
Epoch: 300, lr: 9.90e-05 - train loss: 8.29e-02, train acc: 1.00e+02 - valid loss: 15.08, valid acc: 0.00e+00
Epoch: 301, lr: 9.00e-05 - train loss: 6.99e-02, train acc: 1.00e+02 - valid loss: 15.10, valid acc: 0.00e+00
Epoch: 302, lr: 7.90e-05 - train loss: 9.15e-02, train acc: 99.71 - valid loss: 15.10, valid acc: 0.00e+00
Epoch: 303, lr: 6.80e-05 - train loss: 8.70e-02, train acc: 1.00e+02 - valid loss: 15.12, valid acc: 0.00e+00
Epoch: 304, lr: 5.70e-05 - train loss: 7.30e-02, train acc: 1.00e+02 - valid loss: 15.12, valid acc: 0.00e+00
Epoch: 305, lr: 4.60e-05 - train loss: 6.96e-02, train acc: 1.00e+02 - valid loss: 15.12, valid acc: 0.00e+00
Epoch: 306, lr: 3.50e-05 - train loss: 6.85e-02, train acc: 1.00e+02 - valid loss: 15.12, valid acc: 0.00e+00
Epoch: 307, lr: 2.40e-05 - train loss: 1.04e-01, train acc: 1.00e+02 - valid loss: 15.10, valid acc: 0.00e+00
Epoch: 308, lr: 1.30e-05 - train loss: 7.74e-02, train acc: 1.00e+02 - valid loss: 15.11, valid acc: 0.00e+00
Epoch: 309, lr: 2.01e-06 - train loss: 4.06e-02, train acc: 1.00e+02 - valid loss: 15.11, valid acc: 0.00e+00
Epoch: 310, lr: 9.01e-06 - train loss: 6.39e-02, train acc: 1.00e+02 - valid loss: 15.11, valid acc: 0.00e+00
Epoch: 311, lr: 2.00e-05 - train loss: 4.53e-02, train acc: 1.00e+02 - valid loss: 15.11, valid acc: 0.00e+00
Epoch: 312, lr: 3.10e-05 - train loss: 5.35e-02, train acc: 1.00e+02 - valid loss: 15.12, valid acc: 0.00e+00
Epoch: 313, lr: 4.20e-05 - train loss: 6.67e-02, train acc: 1.00e+02 - valid loss: 15.11, valid acc: 0.00e+00
Epoch: 314, lr: 5.30e-05 - train loss: 5.11e-02, train acc: 1.00e+02 - valid loss: 15.11, valid acc: 0.00e+00
Epoch: 315, lr: 6.40e-05 - train loss: 5.14e-02, train acc: 1.00e+02 - valid loss: 15.11, valid acc: 0.00e+00
Epoch: 316, lr: 7.50e-05 - train loss: 7.63e-02, train acc: 1.00e+02 - valid loss: 15.11, valid acc: 0.00e+00
Epoch: 317, lr: 8.60e-05 - train loss: 7.75e-02, train acc: 1.00e+02 - valid loss: 15.12, valid acc: 0.00e+00
Epoch: 318, lr: 9.70e-05 - train loss: 6.53e-02, train acc: 1.00e+02 - valid loss: 15.12, valid acc: 0.00e+00
Epoch: 319, lr: 9.20e-05 - train loss: 5.12e-02, train acc: 1.00e+02 - valid loss: 15.10, valid acc: 0.00e+00
Epoch: 320, lr: 8.10e-05 - train loss: 7.46e-02, train acc: 1.00e+02 - valid loss: 15.10, valid acc: 0.00e+00
Epoch: 321, lr: 7.00e-05 - train loss: 6.09e-02, train acc: 1.00e+02 - valid loss: 15.11, valid acc: 0.00e+00
Epoch: 322, lr: 5.90e-05 - train loss: 5.78e-02, train acc: 1.00e+02 - valid loss: 15.09, valid acc: 0.00e+00
Epoch: 323, lr: 4.80e-05 - train loss: 3.91e-02, train acc: 1.00e+02 - valid loss: 15.10, valid acc: 0.00e+00
Epoch: 324, lr: 3.70e-05 - train loss: 4.62e-02, train acc: 1.00e+02 - valid loss: 15.10, valid acc: 0.00e+00
Epoch: 325, lr: 2.60e-05 - train loss: 6.70e-02, train acc: 1.00e+02 - valid loss: 15.10, valid acc: 0.00e+00
Epoch: 326, lr: 1.50e-05 - train loss: 6.07e-02, train acc: 1.00e+02 - valid loss: 15.10, valid acc: 0.00e+00
Epoch: 327, lr: 4.01e-06 - train loss: 6.20e-02, train acc: 1.00e+02 - valid loss: 15.11, valid acc: 0.00e+00
Epoch: 328, lr: 7.01e-06 - train loss: 3.35e-02, train acc: 1.00e+02 - valid loss: 15.11, valid acc: 0.00e+00
Epoch: 329, lr: 1.80e-05 - train loss: 5.02e-02, train acc: 1.00e+02 - valid loss: 15.11, valid acc: 0.00e+00
Epoch: 330, lr: 2.90e-05 - train loss: 3.96e-02, train acc: 1.00e+02 - valid loss: 15.12, valid acc: 0.00e+00
Epoch: 331, lr: 4.00e-05 - train loss: 3.75e-02, train acc: 1.00e+02 - valid loss: 15.12, valid acc: 0.00e+00
Epoch: 332, lr: 5.10e-05 - train loss: 4.43e-02, train acc: 1.00e+02 - valid loss: 15.12, valid acc: 0.00e+00
Epoch: 333, lr: 6.20e-05 - train loss: 4.37e-02, train acc: 1.00e+02 - valid loss: 15.12, valid acc: 0.00e+00
Epoch: 334, lr: 7.30e-05 - train loss: 5.01e-02, train acc: 1.00e+02 - valid loss: 15.11, valid acc: 0.00e+00
Epoch: 335, lr: 8.40e-05 - train loss: 5.43e-02, train acc: 1.00e+02 - valid loss: 15.12, valid acc: 0.00e+00
Epoch: 336, lr: 9.50e-05 - train loss: 4.84e-02, train acc: 1.00e+02 - valid loss: 15.11, valid acc: 0.00e+00
Epoch: 337, lr: 9.40e-05 - train loss: 5.12e-02, train acc: 1.00e+02 - valid loss: 15.13, valid acc: 0.00e+00
Epoch: 338, lr: 8.30e-05 - train loss: 4.90e-02, train acc: 1.00e+02 - valid loss: 15.14, valid acc: 0.00e+00
Epoch: 339, lr: 7.20e-05 - train loss: 4.61e-02, train acc: 1.00e+02 - valid loss: 15.15, valid acc: 0.00e+00
Epoch: 340, lr: 6.10e-05 - train loss: 4.49e-02, train acc: 1.00e+02 - valid loss: 15.15, valid acc: 0.00e+00
Epoch: 341, lr: 5.00e-05 - train loss: 4.15e-02, train acc: 1.00e+02 - valid loss: 15.12, valid acc: 0.00e+00
Epoch: 342, lr: 3.90e-05 - train loss: 6.41e-02, train acc: 1.00e+02 - valid loss: 15.13, valid acc: 0.00e+00
Epoch: 343, lr: 2.80e-05 - train loss: 3.05e-02, train acc: 1.00e+02 - valid loss: 15.14, valid acc: 0.00e+00
Epoch: 344, lr: 1.70e-05 - train loss: 5.00e-02, train acc: 1.00e+02 - valid loss: 15.13, valid acc: 0.00e+00
Epoch: 345, lr: 6.01e-06 - train loss: 5.52e-02, train acc: 1.00e+02 - valid loss: 15.14, valid acc: 0.00e+00
Epoch: 346, lr: 5.01e-06 - train loss: 6.19e-02, train acc: 1.00e+02 - valid loss: 15.14, valid acc: 0.00e+00
Epoch: 347, lr: 1.60e-05 - train loss: 4.74e-02, train acc: 1.00e+02 - valid loss: 15.14, valid acc: 0.00e+00
Epoch: 348, lr: 2.70e-05 - train loss: 4.94e-02, train acc: 1.00e+02 - valid loss: 15.15, valid acc: 0.00e+00
Epoch: 349, lr: 3.80e-05 - train loss: 4.12e-02, train acc: 1.00e+02 - valid loss: 15.16, valid acc: 0.00e+00
Epoch: 350, lr: 4.90e-05 - train loss: 4.00e-02, train acc: 1.00e+02 - valid loss: 15.15, valid acc: 0.00e+00
Epoch: 351, lr: 6.00e-05 - train loss: 6.44e-02, train acc: 1.00e+02 - valid loss: 15.15, valid acc: 0.00e+00
Epoch: 352, lr: 7.10e-05 - train loss: 5.40e-02, train acc: 1.00e+02 - valid loss: 15.13, valid acc: 0.00e+00
Epoch: 353, lr: 8.20e-05 - train loss: 3.47e-02, train acc: 1.00e+02 - valid loss: 15.14, valid acc: 0.00e+00
Epoch: 354, lr: 9.30e-05 - train loss: 2.85e-02, train acc: 1.00e+02 - valid loss: 15.14, valid acc: 0.00e+00
Epoch: 355, lr: 9.60e-05 - train loss: 3.57e-02, train acc: 1.00e+02 - valid loss: 15.13, valid acc: 0.00e+00
Epoch: 356, lr: 8.50e-05 - train loss: 3.89e-02, train acc: 1.00e+02 - valid loss: 15.14, valid acc: 0.00e+00
Epoch: 357, lr: 7.40e-05 - train loss: 4.09e-02, train acc: 1.00e+02 - valid loss: 15.15, valid acc: 0.00e+00
Epoch: 358, lr: 6.30e-05 - train loss: 3.60e-02, train acc: 1.00e+02 - valid loss: 15.17, valid acc: 0.00e+00
Epoch: 359, lr: 5.20e-05 - train loss: 3.79e-02, train acc: 1.00e+02 - valid loss: 15.15, valid acc: 0.00e+00
Epoch: 360, lr: 4.10e-05 - train loss: 4.75e-02, train acc: 1.00e+02 - valid loss: 15.15, valid acc: 0.00e+00
Epoch: 361, lr: 3.00e-05 - train loss: 3.63e-02, train acc: 1.00e+02 - valid loss: 15.14, valid acc: 0.00e+00
Epoch: 362, lr: 1.90e-05 - train loss: 3.08e-02, train acc: 1.00e+02 - valid loss: 15.15, valid acc: 0.00e+00
Epoch: 363, lr: 8.01e-06 - train loss: 5.48e-02, train acc: 1.00e+02 - valid loss: 15.17, valid acc: 0.00e+00
Epoch: 364, lr: 3.01e-06 - train loss: 3.29e-02, train acc: 1.00e+02 - valid loss: 15.17, valid acc: 0.00e+00
Epoch: 365, lr: 1.40e-05 - train loss: 3.59e-02, train acc: 1.00e+02 - valid loss: 15.15, valid acc: 0.00e+00
Epoch: 366, lr: 2.50e-05 - train loss: 4.52e-02, train acc: 1.00e+02 - valid loss: 15.16, valid acc: 0.00e+00
Epoch: 367, lr: 3.60e-05 - train loss: 3.50e-02, train acc: 1.00e+02 - valid loss: 15.16, valid acc: 0.00e+00
Epoch: 368, lr: 4.70e-05 - train loss: 3.81e-02, train acc: 1.00e+02 - valid loss: 15.14, valid acc: 0.00e+00
Epoch: 369, lr: 5.80e-05 - train loss: 4.35e-02, train acc: 1.00e+02 - valid loss: 15.15, valid acc: 0.00e+00
Epoch: 370, lr: 6.90e-05 - train loss: 3.65e-02, train acc: 1.00e+02 - valid loss: 15.14, valid acc: 0.00e+00
Epoch: 371, lr: 8.00e-05 - train loss: 3.96e-02, train acc: 1.00e+02 - valid loss: 15.13, valid acc: 0.00e+00
Epoch: 372, lr: 9.10e-05 - train loss: 5.52e-02, train acc: 1.00e+02 - valid loss: 15.14, valid acc: 0.00e+00
Epoch: 373, lr: 9.80e-05 - train loss: 5.47e-02, train acc: 1.00e+02 - valid loss: 15.14, valid acc: 0.00e+00
Epoch: 374, lr: 8.70e-05 - train loss: 3.16e-02, train acc: 1.00e+02 - valid loss: 15.15, valid acc: 0.00e+00
Epoch: 375, lr: 7.60e-05 - train loss: 4.34e-02, train acc: 1.00e+02 - valid loss: 15.15, valid acc: 0.00e+00
Epoch: 376, lr: 6.50e-05 - train loss: 3.88e-02, train acc: 1.00e+02 - valid loss: 15.15, valid acc: 0.00e+00
Epoch: 377, lr: 5.40e-05 - train loss: 2.19e-02, train acc: 1.00e+02 - valid loss: 15.15, valid acc: 0.00e+00
Epoch: 378, lr: 4.30e-05 - train loss: 3.30e-02, train acc: 1.00e+02 - valid loss: 15.18, valid acc: 0.00e+00
Epoch: 379, lr: 3.20e-05 - train loss: 2.81e-02, train acc: 1.00e+02 - valid loss: 15.16, valid acc: 0.00e+00
Epoch: 380, lr: 2.10e-05 - train loss: 3.99e-02, train acc: 1.00e+02 - valid loss: 15.16, valid acc: 0.00e+00
Epoch: 381, lr: 1.00e-05 - train loss: 2.93e-02, train acc: 1.00e+02 - valid loss: 15.16, valid acc: 0.00e+00
Epoch: 382, lr: 1.01e-06 - train loss: 2.64e-02, train acc: 1.00e+02 - valid loss: 15.17, valid acc: 0.00e+00
Epoch: 383, lr: 1.20e-05 - train loss: 3.42e-02, train acc: 1.00e+02 - valid loss: 15.17, valid acc: 0.00e+00
Epoch: 384, lr: 2.30e-05 - train loss: 2.39e-02, train acc: 1.00e+02 - valid loss: 15.16, valid acc: 0.00e+00
Epoch: 385, lr: 3.40e-05 - train loss: 2.50e-02, train acc: 1.00e+02 - valid loss: 15.15, valid acc: 0.00e+00
Epoch: 386, lr: 4.50e-05 - train loss: 4.05e-02, train acc: 1.00e+02 - valid loss: 15.15, valid acc: 0.00e+00
Epoch: 387, lr: 5.60e-05 - train loss: 4.15e-02, train acc: 1.00e+02 - valid loss: 15.17, valid acc: 0.00e+00
Epoch: 388, lr: 6.70e-05 - train loss: 2.94e-02, train acc: 1.00e+02 - valid loss: 15.18, valid acc: 0.00e+00
Epoch: 389, lr: 7.80e-05 - train loss: 5.30e-02, train acc: 1.00e+02 - valid loss: 15.16, valid acc: 0.00e+00
Epoch: 390, lr: 8.90e-05 - train loss: 4.58e-02, train acc: 1.00e+02 - valid loss: 15.16, valid acc: 0.00e+00
Epoch: 391, lr: 1.00e-04 - train loss: 2.64e-02, train acc: 1.00e+02 - valid loss: 15.16, valid acc: 0.00e+00
Epoch: 392, lr: 8.90e-05 - train loss: 2.49e-02, train acc: 1.00e+02 - valid loss: 15.17, valid acc: 0.00e+00
Epoch: 393, lr: 7.80e-05 - train loss: 3.20e-02, train acc: 1.00e+02 - valid loss: 15.18, valid acc: 0.00e+00
Epoch: 394, lr: 6.70e-05 - train loss: 2.84e-02, train acc: 1.00e+02 - valid loss: 15.17, valid acc: 0.00e+00
Epoch: 395, lr: 5.60e-05 - train loss: 2.21e-02, train acc: 1.00e+02 - valid loss: 15.19, valid acc: 0.00e+00
Epoch: 396, lr: 4.50e-05 - train loss: 2.29e-02, train acc: 1.00e+02 - valid loss: 15.18, valid acc: 0.00e+00
Epoch: 397, lr: 3.40e-05 - train loss: 2.24e-02, train acc: 1.00e+02 - valid loss: 15.18, valid acc: 0.00e+00
Epoch: 398, lr: 2.30e-05 - train loss: 3.14e-02, train acc: 1.00e+02 - valid loss: 15.18, valid acc: 0.00e+00
Epoch: 399, lr: 1.20e-05 - train loss: 4.13e-02, train acc: 1.00e+02 - valid loss: 15.18, valid acc: 0.00e+00
Epoch: 400, lr: 1.01e-06 - train loss: 2.78e-02, train acc: 1.00e+02 - valid loss: 15.18, valid acc: 0.00e+00
Epoch: 401, lr: 1.00e-05 - train loss: 3.89e-02, train acc: 1.00e+02 - valid loss: 15.18, valid acc: 0.00e+00
Epoch: 402, lr: 2.10e-05 - train loss: 3.88e-02, train acc: 1.00e+02 - valid loss: 15.18, valid acc: 0.00e+00
Epoch: 403, lr: 3.20e-05 - train loss: 4.01e-02, train acc: 1.00e+02 - valid loss: 15.18, valid acc: 0.00e+00
Epoch: 404, lr: 4.30e-05 - train loss: 2.95e-02, train acc: 1.00e+02 - valid loss: 15.18, valid acc: 0.00e+00
Epoch: 405, lr: 5.40e-05 - train loss: 2.89e-02, train acc: 1.00e+02 - valid loss: 15.18, valid acc: 0.00e+00
Epoch: 406, lr: 6.50e-05 - train loss: 2.22e-02, train acc: 1.00e+02 - valid loss: 15.17, valid acc: 0.00e+00
Epoch: 407, lr: 7.60e-05 - train loss: 2.39e-02, train acc: 1.00e+02 - valid loss: 15.18, valid acc: 0.00e+00
Epoch: 408, lr: 8.70e-05 - train loss: 2.58e-02, train acc: 1.00e+02 - valid loss: 15.19, valid acc: 0.00e+00
Epoch: 409, lr: 9.80e-05 - train loss: 1.80e-02, train acc: 1.00e+02 - valid loss: 15.18, valid acc: 0.00e+00
Epoch: 410, lr: 9.10e-05 - train loss: 2.88e-02, train acc: 1.00e+02 - valid loss: 15.18, valid acc: 0.00e+00
Epoch: 411, lr: 8.00e-05 - train loss: 3.02e-02, train acc: 1.00e+02 - valid loss: 15.19, valid acc: 0.00e+00
Epoch: 412, lr: 6.90e-05 - train loss: 2.70e-02, train acc: 1.00e+02 - valid loss: 15.18, valid acc: 0.00e+00
Epoch: 413, lr: 5.80e-05 - train loss: 2.09e-02, train acc: 1.00e+02 - valid loss: 15.18, valid acc: 0.00e+00
Epoch: 414, lr: 4.70e-05 - train loss: 3.83e-02, train acc: 1.00e+02 - valid loss: 15.18, valid acc: 0.00e+00
Epoch: 415, lr: 3.60e-05 - train loss: 3.94e-02, train acc: 1.00e+02 - valid loss: 15.18, valid acc: 0.00e+00
Epoch: 416, lr: 2.50e-05 - train loss: 3.27e-02, train acc: 1.00e+02 - valid loss: 15.19, valid acc: 0.00e+00
Epoch: 417, lr: 1.40e-05 - train loss: 2.00e-02, train acc: 1.00e+02 - valid loss: 15.20, valid acc: 0.00e+00
Epoch: 418, lr: 3.01e-06 - train loss: 3.18e-02, train acc: 1.00e+02 - valid loss: 15.20, valid acc: 0.00e+00
Epoch: 419, lr: 8.01e-06 - train loss: 2.23e-02, train acc: 1.00e+02 - valid loss: 15.21, valid acc: 0.00e+00
Epoch: 420, lr: 1.90e-05 - train loss: 2.98e-02, train acc: 1.00e+02 - valid loss: 15.19, valid acc: 0.00e+00
Epoch: 421, lr: 3.00e-05 - train loss: 2.31e-02, train acc: 1.00e+02 - valid loss: 15.19, valid acc: 0.00e+00
Epoch: 422, lr: 4.10e-05 - train loss: 1.93e-02, train acc: 1.00e+02 - valid loss: 15.20, valid acc: 0.00e+00
Epoch: 423, lr: 5.20e-05 - train loss: 2.31e-02, train acc: 1.00e+02 - valid loss: 15.19, valid acc: 0.00e+00
Epoch: 424, lr: 6.30e-05 - train loss: 3.12e-02, train acc: 1.00e+02 - valid loss: 15.19, valid acc: 0.00e+00
Epoch: 425, lr: 7.40e-05 - train loss: 4.18e-02, train acc: 1.00e+02 - valid loss: 15.19, valid acc: 0.00e+00
Epoch: 426, lr: 8.50e-05 - train loss: 2.68e-02, train acc: 1.00e+02 - valid loss: 15.19, valid acc: 0.00e+00
Epoch: 427, lr: 9.60e-05 - train loss: 1.83e-02, train acc: 1.00e+02 - valid loss: 15.19, valid acc: 0.00e+00
Epoch: 428, lr: 9.30e-05 - train loss: 2.71e-02, train acc: 1.00e+02 - valid loss: 15.19, valid acc: 0.00e+00
Epoch: 429, lr: 8.20e-05 - train loss: 1.82e-02, train acc: 1.00e+02 - valid loss: 15.20, valid acc: 0.00e+00
Epoch: 430, lr: 7.10e-05 - train loss: 1.92e-02, train acc: 1.00e+02 - valid loss: 15.19, valid acc: 0.00e+00
Epoch: 431, lr: 6.00e-05 - train loss: 2.49e-02, train acc: 1.00e+02 - valid loss: 15.19, valid acc: 0.00e+00
Epoch: 432, lr: 4.90e-05 - train loss: 1.87e-02, train acc: 1.00e+02 - valid loss: 15.20, valid acc: 0.00e+00
Epoch: 433, lr: 3.80e-05 - train loss: 3.01e-02, train acc: 1.00e+02 - valid loss: 15.19, valid acc: 0.00e+00
Epoch: 434, lr: 2.70e-05 - train loss: 1.84e-02, train acc: 1.00e+02 - valid loss: 15.19, valid acc: 0.00e+00
Epoch: 435, lr: 1.60e-05 - train loss: 2.15e-02, train acc: 1.00e+02 - valid loss: 15.21, valid acc: 0.00e+00
Epoch: 436, lr: 5.01e-06 - train loss: 2.76e-02, train acc: 1.00e+02 - valid loss: 15.20, valid acc: 0.00e+00
Epoch: 437, lr: 6.01e-06 - train loss: 3.21e-02, train acc: 1.00e+02 - valid loss: 15.21, valid acc: 0.00e+00
Epoch: 438, lr: 1.70e-05 - train loss: 2.62e-02, train acc: 1.00e+02 - valid loss: 15.20, valid acc: 0.00e+00
Epoch: 439, lr: 2.80e-05 - train loss: 2.55e-02, train acc: 1.00e+02 - valid loss: 15.21, valid acc: 0.00e+00
Epoch: 440, lr: 3.90e-05 - train loss: 3.01e-02, train acc: 1.00e+02 - valid loss: 15.22, valid acc: 0.00e+00
Epoch: 441, lr: 5.00e-05 - train loss: 2.40e-02, train acc: 1.00e+02 - valid loss: 15.21, valid acc: 0.00e+00
Epoch: 442, lr: 6.10e-05 - train loss: 1.59e-02, train acc: 1.00e+02 - valid loss: 15.21, valid acc: 0.00e+00
Epoch: 443, lr: 7.20e-05 - train loss: 1.21e-02, train acc: 1.00e+02 - valid loss: 15.21, valid acc: 0.00e+00
Epoch: 444, lr: 8.30e-05 - train loss: 2.43e-02, train acc: 1.00e+02 - valid loss: 15.21, valid acc: 0.00e+00
Epoch: 445, lr: 9.40e-05 - train loss: 3.63e-02, train acc: 1.00e+02 - valid loss: 15.18, valid acc: 0.00e+00
Epoch: 446, lr: 9.50e-05 - train loss: 1.49e-02, train acc: 1.00e+02 - valid loss: 15.17, valid acc: 0.00e+00
Epoch: 447, lr: 8.40e-05 - train loss: 2.89e-02, train acc: 1.00e+02 - valid loss: 15.17, valid acc: 0.00e+00
Epoch: 448, lr: 7.30e-05 - train loss: 2.15e-02, train acc: 1.00e+02 - valid loss: 15.16, valid acc: 0.00e+00
Epoch: 449, lr: 6.20e-05 - train loss: 1.80e-02, train acc: 1.00e+02 - valid loss: 15.16, valid acc: 0.00e+00
Epoch: 450, lr: 5.10e-05 - train loss: 2.17e-02, train acc: 1.00e+02 - valid loss: 15.17, valid acc: 0.00e+00
Epoch: 451, lr: 4.00e-05 - train loss: 3.73e-02, train acc: 1.00e+02 - valid loss: 15.16, valid acc: 0.00e+00
Epoch: 452, lr: 2.90e-05 - train loss: 1.71e-02, train acc: 1.00e+02 - valid loss: 15.15, valid acc: 0.00e+00
Epoch: 453, lr: 1.80e-05 - train loss: 1.73e-02, train acc: 1.00e+02 - valid loss: 15.17, valid acc: 0.00e+00
Epoch: 454, lr: 7.01e-06 - train loss: 2.14e-02, train acc: 1.00e+02 - valid loss: 15.19, valid acc: 0.00e+00
Epoch: 455, lr: 4.01e-06 - train loss: 1.30e-02, train acc: 1.00e+02 - valid loss: 15.17, valid acc: 0.00e+00
Epoch: 456, lr: 1.50e-05 - train loss: 1.50e-02, train acc: 1.00e+02 - valid loss: 15.17, valid acc: 0.00e+00
Epoch: 457, lr: 2.60e-05 - train loss: 2.05e-02, train acc: 1.00e+02 - valid loss: 15.19, valid acc: 0.00e+00
Epoch: 458, lr: 3.70e-05 - train loss: 3.39e-02, train acc: 1.00e+02 - valid loss: 15.19, valid acc: 0.00e+00
Epoch: 459, lr: 4.80e-05 - train loss: 2.52e-02, train acc: 1.00e+02 - valid loss: 15.19, valid acc: 0.00e+00
Epoch: 460, lr: 5.90e-05 - train loss: 2.75e-02, train acc: 1.00e+02 - valid loss: 15.20, valid acc: 0.00e+00
Epoch: 461, lr: 7.00e-05 - train loss: 2.06e-02, train acc: 1.00e+02 - valid loss: 15.21, valid acc: 0.00e+00
Epoch: 462, lr: 8.10e-05 - train loss: 1.42e-02, train acc: 1.00e+02 - valid loss: 15.20, valid acc: 0.00e+00
Epoch: 463, lr: 9.20e-05 - train loss: 2.77e-02, train acc: 1.00e+02 - valid loss: 15.20, valid acc: 0.00e+00
Epoch: 464, lr: 9.70e-05 - train loss: 1.56e-02, train acc: 1.00e+02 - valid loss: 15.21, valid acc: 0.00e+00
Epoch: 465, lr: 8.60e-05 - train loss: 2.18e-02, train acc: 1.00e+02 - valid loss: 15.20, valid acc: 0.00e+00
Epoch: 466, lr: 7.50e-05 - train loss: 1.97e-02, train acc: 1.00e+02 - valid loss: 15.20, valid acc: 0.00e+00
Epoch: 467, lr: 6.40e-05 - train loss: 1.88e-02, train acc: 1.00e+02 - valid loss: 15.20, valid acc: 0.00e+00
Epoch: 468, lr: 5.30e-05 - train loss: 2.37e-02, train acc: 1.00e+02 - valid loss: 15.23, valid acc: 0.00e+00
Epoch: 469, lr: 4.20e-05 - train loss: 1.71e-02, train acc: 1.00e+02 - valid loss: 15.23, valid acc: 0.00e+00
Epoch: 470, lr: 3.10e-05 - train loss: 1.22e-02, train acc: 1.00e+02 - valid loss: 15.22, valid acc: 0.00e+00
Epoch: 471, lr: 2.00e-05 - train loss: 1.46e-02, train acc: 1.00e+02 - valid loss: 15.23, valid acc: 0.00e+00
Epoch: 472, lr: 9.01e-06 - train loss: 2.20e-02, train acc: 1.00e+02 - valid loss: 15.23, valid acc: 0.00e+00
Epoch: 473, lr: 2.01e-06 - train loss: 1.76e-02, train acc: 1.00e+02 - valid loss: 15.22, valid acc: 0.00e+00
Epoch: 474, lr: 1.30e-05 - train loss: 1.25e-02, train acc: 1.00e+02 - valid loss: 15.23, valid acc: 0.00e+00
Epoch: 475, lr: 2.40e-05 - train loss: 1.17e-02, train acc: 1.00e+02 - valid loss: 15.23, valid acc: 0.00e+00
Epoch: 476, lr: 3.50e-05 - train loss: 2.09e-02, train acc: 1.00e+02 - valid loss: 15.23, valid acc: 0.00e+00
Epoch: 477, lr: 4.60e-05 - train loss: 1.89e-02, train acc: 1.00e+02 - valid loss: 15.22, valid acc: 0.00e+00
Epoch: 478, lr: 5.70e-05 - train loss: 2.08e-02, train acc: 1.00e+02 - valid loss: 15.22, valid acc: 0.00e+00
Epoch: 479, lr: 6.80e-05 - train loss: 1.58e-02, train acc: 1.00e+02 - valid loss: 15.22, valid acc: 0.00e+00
Epoch: 480, lr: 7.90e-05 - train loss: 1.64e-02, train acc: 1.00e+02 - valid loss: 15.22, valid acc: 0.00e+00
Epoch: 481, lr: 9.00e-05 - train loss: 9.43e-03, train acc: 1.00e+02 - valid loss: 15.22, valid acc: 0.00e+00
Epoch: 482, lr: 9.90e-05 - train loss: 1.70e-02, train acc: 1.00e+02 - valid loss: 15.23, valid acc: 0.00e+00
Epoch: 483, lr: 8.80e-05 - train loss: 1.59e-02, train acc: 1.00e+02 - valid loss: 15.23, valid acc: 0.00e+00
Epoch: 484, lr: 7.70e-05 - train loss: 1.57e-02, train acc: 1.00e+02 - valid loss: 15.23, valid acc: 0.00e+00
Epoch: 485, lr: 6.60e-05 - train loss: 1.18e-02, train acc: 1.00e+02 - valid loss: 15.24, valid acc: 0.00e+00
Epoch: 486, lr: 5.50e-05 - train loss: 1.71e-02, train acc: 1.00e+02 - valid loss: 15.23, valid acc: 0.00e+00
Epoch: 487, lr: 4.40e-05 - train loss: 9.90e-03, train acc: 1.00e+02 - valid loss: 15.22, valid acc: 0.00e+00
Epoch: 488, lr: 3.30e-05 - train loss: 1.07e-02, train acc: 1.00e+02 - valid loss: 15.23, valid acc: 0.00e+00
Epoch: 489, lr: 2.20e-05 - train loss: 1.85e-02, train acc: 1.00e+02 - valid loss: 15.23, valid acc: 0.00e+00
Epoch: 490, lr: 1.10e-05 - train loss: 1.38e-02, train acc: 1.00e+02 - valid loss: 15.22, valid acc: 0.00e+00
Epoch: 491, lr: 1.00e-08 - train loss: 1.23e-02, train acc: 1.00e+02 - valid loss: 15.22, valid acc: 0.00e+00
Epoch: 492, lr: 1.10e-05 - train loss: 1.28e-02, train acc: 1.00e+02 - valid loss: 15.22, valid acc: 0.00e+00
Epoch: 493, lr: 2.20e-05 - train loss: 1.73e-02, train acc: 1.00e+02 - valid loss: 15.22, valid acc: 0.00e+00
Epoch: 494, lr: 3.30e-05 - train loss: 1.42e-02, train acc: 1.00e+02 - valid loss: 15.23, valid acc: 0.00e+00
Epoch: 495, lr: 4.40e-05 - train loss: 1.74e-02, train acc: 1.00e+02 - valid loss: 15.22, valid acc: 0.00e+00
Epoch: 496, lr: 5.50e-05 - train loss: 1.53e-02, train acc: 1.00e+02 - valid loss: 15.23, valid acc: 0.00e+00
Epoch: 497, lr: 6.60e-05 - train loss: 1.60e-02, train acc: 1.00e+02 - valid loss: 15.23, valid acc: 0.00e+00
Epoch: 498, lr: 7.70e-05 - train loss: 1.79e-02, train acc: 1.00e+02 - valid loss: 15.24, valid acc: 0.00e+00
Epoch: 499, lr: 8.80e-05 - train loss: 2.27e-02, train acc: 1.00e+02 - valid loss: 15.25, valid acc: 0.00e+00
Epoch: 500, lr: 9.90e-05 - train loss: 1.07e-02, train acc: 1.00e+02 - valid loss: 15.25, valid acc: 0.00e+00
Epoch: 501, lr: 9.00e-05 - train loss: 1.33e-02, train acc: 1.00e+02 - valid loss: 15.24, valid acc: 0.00e+00
Epoch: 502, lr: 7.90e-05 - train loss: 1.38e-02, train acc: 1.00e+02 - valid loss: 15.25, valid acc: 0.00e+00
Epoch: 503, lr: 6.80e-05 - train loss: 1.30e-02, train acc: 1.00e+02 - valid loss: 15.25, valid acc: 0.00e+00
Epoch: 504, lr: 5.70e-05 - train loss: 9.12e-03, train acc: 1.00e+02 - valid loss: 15.24, valid acc: 0.00e+00
Epoch: 505, lr: 4.60e-05 - train loss: 1.59e-02, train acc: 1.00e+02 - valid loss: 15.25, valid acc: 0.00e+00
Epoch: 506, lr: 3.50e-05 - train loss: 1.31e-02, train acc: 1.00e+02 - valid loss: 15.25, valid acc: 0.00e+00
Epoch: 507, lr: 2.40e-05 - train loss: 1.38e-02, train acc: 1.00e+02 - valid loss: 15.24, valid acc: 0.00e+00
Epoch: 508, lr: 1.30e-05 - train loss: 1.51e-02, train acc: 1.00e+02 - valid loss: 15.24, valid acc: 0.00e+00
Epoch: 509, lr: 2.01e-06 - train loss: 1.04e-02, train acc: 1.00e+02 - valid loss: 15.24, valid acc: 0.00e+00
Epoch: 510, lr: 9.01e-06 - train loss: 1.08e-02, train acc: 1.00e+02 - valid loss: 15.23, valid acc: 0.00e+00
Epoch: 511, lr: 2.00e-05 - train loss: 1.68e-02, train acc: 1.00e+02 - valid loss: 15.23, valid acc: 0.00e+00
Epoch: 512, lr: 3.10e-05 - train loss: 2.19e-02, train acc: 1.00e+02 - valid loss: 15.22, valid acc: 0.00e+00
Epoch: 513, lr: 4.20e-05 - train loss: 2.39e-02, train acc: 1.00e+02 - valid loss: 15.23, valid acc: 0.00e+00
Epoch: 514, lr: 5.30e-05 - train loss: 1.39e-02, train acc: 1.00e+02 - valid loss: 15.25, valid acc: 0.00e+00
Epoch: 515, lr: 6.40e-05 - train loss: 2.77e-02, train acc: 1.00e+02 - valid loss: 15.27, valid acc: 0.00e+00
Epoch: 516, lr: 7.50e-05 - train loss: 1.44e-02, train acc: 1.00e+02 - valid loss: 15.27, valid acc: 0.00e+00
Epoch: 517, lr: 8.60e-05 - train loss: 1.43e-02, train acc: 1.00e+02 - valid loss: 15.29, valid acc: 0.00e+00
Epoch: 518, lr: 9.70e-05 - train loss: 1.22e-02, train acc: 1.00e+02 - valid loss: 15.27, valid acc: 0.00e+00
Epoch: 519, lr: 9.20e-05 - train loss: 1.54e-02, train acc: 1.00e+02 - valid loss: 15.25, valid acc: 0.00e+00
Epoch: 520, lr: 8.10e-05 - train loss: 1.78e-02, train acc: 1.00e+02 - valid loss: 15.26, valid acc: 0.00e+00
Epoch: 521, lr: 7.00e-05 - train loss: 2.86e-02, train acc: 1.00e+02 - valid loss: 15.26, valid acc: 0.00e+00
Epoch: 522, lr: 5.90e-05 - train loss: 9.43e-03, train acc: 1.00e+02 - valid loss: 15.27, valid acc: 0.00e+00
Epoch: 523, lr: 4.80e-05 - train loss: 1.52e-02, train acc: 1.00e+02 - valid loss: 15.28, valid acc: 0.00e+00
Epoch: 524, lr: 3.70e-05 - train loss: 1.48e-02, train acc: 1.00e+02 - valid loss: 15.27, valid acc: 0.00e+00
Epoch: 525, lr: 2.60e-05 - train loss: 8.59e-03, train acc: 1.00e+02 - valid loss: 15.28, valid acc: 0.00e+00
Epoch: 526, lr: 1.50e-05 - train loss: 1.39e-02, train acc: 1.00e+02 - valid loss: 15.28, valid acc: 0.00e+00
Epoch: 527, lr: 4.01e-06 - train loss: 1.25e-02, train acc: 1.00e+02 - valid loss: 15.26, valid acc: 0.00e+00
Epoch: 528, lr: 7.01e-06 - train loss: 1.27e-02, train acc: 1.00e+02 - valid loss: 15.27, valid acc: 0.00e+00
Epoch: 529, lr: 1.80e-05 - train loss: 1.73e-02, train acc: 1.00e+02 - valid loss: 15.27, valid acc: 0.00e+00
Epoch: 530, lr: 2.90e-05 - train loss: 1.45e-02, train acc: 1.00e+02 - valid loss: 15.27, valid acc: 0.00e+00
Epoch: 531, lr: 4.00e-05 - train loss: 7.99e-03, train acc: 1.00e+02 - valid loss: 15.28, valid acc: 0.00e+00
Epoch: 532, lr: 5.10e-05 - train loss: 2.34e-02, train acc: 1.00e+02 - valid loss: 15.26, valid acc: 0.00e+00
Epoch: 533, lr: 6.20e-05 - train loss: 1.30e-02, train acc: 1.00e+02 - valid loss: 15.25, valid acc: 0.00e+00
Epoch: 534, lr: 7.30e-05 - train loss: 1.34e-02, train acc: 1.00e+02 - valid loss: 15.24, valid acc: 0.00e+00
Epoch: 535, lr: 8.40e-05 - train loss: 1.30e-02, train acc: 1.00e+02 - valid loss: 15.24, valid acc: 0.00e+00
Epoch: 536, lr: 9.50e-05 - train loss: 1.61e-02, train acc: 1.00e+02 - valid loss: 15.26, valid acc: 0.00e+00
Epoch: 537, lr: 9.40e-05 - train loss: 9.46e-03, train acc: 1.00e+02 - valid loss: 15.24, valid acc: 2.87e-01
Epoch: 538, lr: 8.30e-05 - train loss: 1.53e-02, train acc: 1.00e+02 - valid loss: 15.26, valid acc: 0.00e+00
Epoch: 539, lr: 7.20e-05 - train loss: 1.18e-02, train acc: 1.00e+02 - valid loss: 15.27, valid acc: 0.00e+00
Epoch: 540, lr: 6.10e-05 - train loss: 1.19e-02, train acc: 1.00e+02 - valid loss: 15.28, valid acc: 0.00e+00
Epoch: 541, lr: 5.00e-05 - train loss: 1.20e-02, train acc: 1.00e+02 - valid loss: 15.27, valid acc: 0.00e+00
Epoch: 542, lr: 3.90e-05 - train loss: 1.92e-02, train acc: 1.00e+02 - valid loss: 15.27, valid acc: 0.00e+00
Epoch: 543, lr: 2.80e-05 - train loss: 7.05e-03, train acc: 1.00e+02 - valid loss: 15.28, valid acc: 0.00e+00
Epoch: 544, lr: 1.70e-05 - train loss: 8.66e-03, train acc: 1.00e+02 - valid loss: 15.25, valid acc: 0.00e+00
Epoch: 545, lr: 6.01e-06 - train loss: 1.06e-02, train acc: 1.00e+02 - valid loss: 15.25, valid acc: 0.00e+00
Epoch: 546, lr: 5.01e-06 - train loss: 1.21e-02, train acc: 1.00e+02 - valid loss: 15.27, valid acc: 0.00e+00
Epoch: 547, lr: 1.60e-05 - train loss: 1.24e-02, train acc: 1.00e+02 - valid loss: 15.28, valid acc: 0.00e+00
Epoch: 548, lr: 2.70e-05 - train loss: 1.10e-02, train acc: 1.00e+02 - valid loss: 15.28, valid acc: 0.00e+00
Epoch: 549, lr: 3.80e-05 - train loss: 1.00e-02, train acc: 1.00e+02 - valid loss: 15.27, valid acc: 0.00e+00
Epoch: 550, lr: 4.90e-05 - train loss: 1.05e-02, train acc: 1.00e+02 - valid loss: 15.27, valid acc: 0.00e+00
Epoch: 551, lr: 6.00e-05 - train loss: 1.09e-02, train acc: 1.00e+02 - valid loss: 15.27, valid acc: 0.00e+00
Epoch: 552, lr: 7.10e-05 - train loss: 1.05e-02, train acc: 1.00e+02 - valid loss: 15.26, valid acc: 0.00e+00
Epoch: 553, lr: 8.20e-05 - train loss: 1.65e-02, train acc: 1.00e+02 - valid loss: 15.29, valid acc: 0.00e+00
Epoch: 554, lr: 9.30e-05 - train loss: 1.12e-02, train acc: 1.00e+02 - valid loss: 15.28, valid acc: 0.00e+00
Epoch: 555, lr: 9.60e-05 - train loss: 1.08e-02, train acc: 1.00e+02 - valid loss: 15.27, valid acc: 0.00e+00
Epoch: 556, lr: 8.50e-05 - train loss: 1.61e-02, train acc: 1.00e+02 - valid loss: 15.28, valid acc: 0.00e+00
Epoch: 557, lr: 7.40e-05 - train loss: 2.24e-02, train acc: 1.00e+02 - valid loss: 15.26, valid acc: 0.00e+00
Epoch: 558, lr: 6.30e-05 - train loss: 1.25e-02, train acc: 1.00e+02 - valid loss: 15.27, valid acc: 2.87e-01
Epoch: 559, lr: 5.20e-05 - train loss: 1.30e-02, train acc: 1.00e+02 - valid loss: 15.26, valid acc: 0.00e+00
Epoch: 560, lr: 4.10e-05 - train loss: 8.96e-03, train acc: 1.00e+02 - valid loss: 15.25, valid acc: 0.00e+00
Epoch: 561, lr: 3.00e-05 - train loss: 1.65e-02, train acc: 1.00e+02 - valid loss: 15.25, valid acc: 0.00e+00
Epoch: 562, lr: 1.90e-05 - train loss: 8.40e-03, train acc: 1.00e+02 - valid loss: 15.24, valid acc: 2.87e-01
Epoch: 563, lr: 8.01e-06 - train loss: 1.27e-02, train acc: 1.00e+02 - valid loss: 15.25, valid acc: 0.00e+00
Epoch: 564, lr: 3.01e-06 - train loss: 1.08e-02, train acc: 1.00e+02 - valid loss: 15.26, valid acc: 0.00e+00
Epoch: 565, lr: 1.40e-05 - train loss: 1.05e-02, train acc: 1.00e+02 - valid loss: 15.27, valid acc: 0.00e+00
Epoch: 566, lr: 2.50e-05 - train loss: 1.36e-02, train acc: 1.00e+02 - valid loss: 15.26, valid acc: 2.87e-01
Epoch: 567, lr: 3.60e-05 - train loss: 1.12e-02, train acc: 1.00e+02 - valid loss: 15.27, valid acc: 0.00e+00
Epoch: 568, lr: 4.70e-05 - train loss: 1.06e-02, train acc: 1.00e+02 - valid loss: 15.26, valid acc: 0.00e+00
Epoch: 569, lr: 5.80e-05 - train loss: 1.16e-02, train acc: 1.00e+02 - valid loss: 15.27, valid acc: 0.00e+00
Epoch: 570, lr: 6.90e-05 - train loss: 2.58e-02, train acc: 1.00e+02 - valid loss: 15.27, valid acc: 0.00e+00
Epoch: 571, lr: 8.00e-05 - train loss: 7.30e-03, train acc: 1.00e+02 - valid loss: 15.28, valid acc: 0.00e+00
Epoch: 572, lr: 9.10e-05 - train loss: 1.33e-02, train acc: 1.00e+02 - valid loss: 15.28, valid acc: 0.00e+00
Epoch: 573, lr: 9.80e-05 - train loss: 1.07e-02, train acc: 1.00e+02 - valid loss: 15.29, valid acc: 0.00e+00
Epoch: 574, lr: 8.70e-05 - train loss: 8.05e-03, train acc: 1.00e+02 - valid loss: 15.27, valid acc: 0.00e+00
Epoch: 575, lr: 7.60e-05 - train loss: 8.90e-03, train acc: 1.00e+02 - valid loss: 15.28, valid acc: 0.00e+00
Epoch: 576, lr: 6.50e-05 - train loss: 1.22e-02, train acc: 1.00e+02 - valid loss: 15.28, valid acc: 0.00e+00
Epoch: 577, lr: 5.40e-05 - train loss: 8.65e-03, train acc: 1.00e+02 - valid loss: 15.28, valid acc: 0.00e+00
Epoch: 578, lr: 4.30e-05 - train loss: 6.67e-03, train acc: 1.00e+02 - valid loss: 15.31, valid acc: 2.87e-01
Epoch: 579, lr: 3.20e-05 - train loss: 1.13e-02, train acc: 1.00e+02 - valid loss: 15.31, valid acc: 0.00e+00
Epoch: 580, lr: 2.10e-05 - train loss: 1.43e-02, train acc: 1.00e+02 - valid loss: 15.30, valid acc: 0.00e+00
Epoch: 581, lr: 1.00e-05 - train loss: 7.73e-03, train acc: 1.00e+02 - valid loss: 15.28, valid acc: 0.00e+00
Epoch: 582, lr: 1.01e-06 - train loss: 1.76e-02, train acc: 1.00e+02 - valid loss: 15.30, valid acc: 0.00e+00
Epoch: 583, lr: 1.20e-05 - train loss: 6.88e-03, train acc: 1.00e+02 - valid loss: 15.29, valid acc: 0.00e+00
Epoch: 584, lr: 2.30e-05 - train loss: 1.59e-02, train acc: 1.00e+02 - valid loss: 15.30, valid acc: 2.87e-01
Epoch: 585, lr: 3.40e-05 - train loss: 1.20e-02, train acc: 1.00e+02 - valid loss: 15.30, valid acc: 2.87e-01
Epoch: 586, lr: 4.50e-05 - train loss: 1.23e-02, train acc: 1.00e+02 - valid loss: 15.29, valid acc: 2.87e-01