Questions on getting the results shown in the table #1

ycjing · 2020-03-26T04:14:06Z

Hi Lingxiao,

Thank you for the great code. I am new to this area. So I would like to apologize first, considering that my questions might be trivial.

I wonder how to get the results shown in Table 2 of the paper. For example, for GCN-PN with 10 layers and 100% missing rate on Cora, I run the following command:
python main.py --data cora --model DeepGCN --nlayer 10 --missing_rate 100 --norm_mode PN-SI --residual 0
Instead of getting the acc of 0.731 shown in the paper, I obtained the following results:
Test set results: loss 1.084, acc 0.637.
I also found the same issue for other items in the table.

There might be something wrong in my experimental settings, and I would greatly appreciate it if you could help me. Thank you in advance.

Best,
Yongcheng

The text was updated successfully, but these errors were encountered:

LingxiaoShawn · 2020-03-26T20:43:32Z

My original code works perfectly or even has better performance with using PN, this code is simplified version and I'm working on finding the bugs. Will get back to you soon.

LingxiaoShawn · 2020-03-26T21:53:22Z

Hi Yongcheng, I found that the way of normalizing adjacency matrix affects the performance of GCN a lot with PairNorm. Please try the updated code. What's more, please start from using PN instead of PN-SI, I found a small bug in my old problem of PN which makes the performance bad for GCN. Now it should works good.

LingxiaoShawn · 2020-03-26T22:03:14Z

Without specifying random seed, you may need test several times to reduce the variance. Please have a test and I will close the thread now.

LingxiaoShawn · 2020-03-26T22:29:14Z

python main.py --data cora --model DeepGCN --nlayer 10 --missing_rate 100 --norm_mode PN --residual 0 
DeepGCN(
  (hidden_layers): ModuleList(
    (0): GraphConv(1433->64)
    (1): GraphConv(64->64)
    (2): GraphConv(64->64)
    (3): GraphConv(64->64)
    (4): GraphConv(64->64)
    (5): GraphConv(64->64)
    (6): GraphConv(64->64)
    (7): GraphConv(64->64)
    (8): GraphConv(64->64)
  )
  (out_layer): GraphConv(64->7)
  (dropout): Dropout(p=0.6, inplace=False)
  (relu): ReLU(inplace=True)
  (norm): PairNorm()
)
Epoch 0: train loss 2.023 train acc: 0.157, val loss: 1.963 val acc 0.156.
Epoch 1: train loss 2.050 train acc: 0.200, val loss: 1.962 val acc 0.158.
Epoch 2: train loss 2.033 train acc: 0.179, val loss: 1.960 val acc 0.158.
Epoch 3: train loss 1.983 train acc: 0.186, val loss: 1.958 val acc 0.158.
Epoch 4: train loss 1.957 train acc: 0.171, val loss: 1.958 val acc 0.160.
Epoch 5: train loss 1.958 train acc: 0.186, val loss: 1.957 val acc 0.160.
Epoch 6: train loss 1.943 train acc: 0.207, val loss: 1.957 val acc 0.160.
Epoch 7: train loss 1.936 train acc: 0.157, val loss: 1.956 val acc 0.160.
Epoch 8: train loss 1.931 train acc: 0.186, val loss: 1.955 val acc 0.160.
Epoch 9: train loss 1.908 train acc: 0.157, val loss: 1.954 val acc 0.160.
Epoch 10: train loss 1.926 train acc: 0.186, val loss: 1.953 val acc 0.160.
Epoch 11: train loss 1.884 train acc: 0.193, val loss: 1.952 val acc 0.160.
Epoch 12: train loss 1.878 train acc: 0.193, val loss: 1.952 val acc 0.160.
Epoch 13: train loss 1.892 train acc: 0.200, val loss: 1.951 val acc 0.160.
Epoch 14: train loss 1.871 train acc: 0.200, val loss: 1.950 val acc 0.160.
Epoch 15: train loss 1.944 train acc: 0.214, val loss: 1.949 val acc 0.162.
Epoch 16: train loss 1.915 train acc: 0.214, val loss: 1.948 val acc 0.162.
Epoch 17: train loss 1.874 train acc: 0.229, val loss: 1.947 val acc 0.162.
Epoch 18: train loss 1.868 train acc: 0.207, val loss: 1.946 val acc 0.162.
Epoch 19: train loss 1.898 train acc: 0.207, val loss: 1.945 val acc 0.160.
Epoch 20: train loss 1.873 train acc: 0.186, val loss: 1.945 val acc 0.160.
Epoch 21: train loss 1.857 train acc: 0.207, val loss: 1.944 val acc 0.160.
Epoch 22: train loss 1.881 train acc: 0.200, val loss: 1.943 val acc 0.160.
Epoch 23: train loss 1.862 train acc: 0.207, val loss: 1.942 val acc 0.162.
Epoch 24: train loss 1.838 train acc: 0.214, val loss: 1.942 val acc 0.162.
Epoch 25: train loss 1.846 train acc: 0.179, val loss: 1.941 val acc 0.164.
Epoch 26: train loss 1.809 train acc: 0.243, val loss: 1.940 val acc 0.166.
Epoch 27: train loss 1.841 train acc: 0.221, val loss: 1.940 val acc 0.166.
Epoch 28: train loss 1.846 train acc: 0.214, val loss: 1.939 val acc 0.164.
Epoch 29: train loss 1.832 train acc: 0.236, val loss: 1.938 val acc 0.164.
Epoch 30: train loss 1.795 train acc: 0.257, val loss: 1.937 val acc 0.166.
Epoch 31: train loss 1.815 train acc: 0.229, val loss: 1.936 val acc 0.166.
Epoch 32: train loss 1.798 train acc: 0.250, val loss: 1.935 val acc 0.170.
Epoch 33: train loss 1.747 train acc: 0.229, val loss: 1.934 val acc 0.180.
Epoch 34: train loss 1.764 train acc: 0.279, val loss: 1.933 val acc 0.122.
Epoch 35: train loss 1.770 train acc: 0.279, val loss: 1.932 val acc 0.116.
Epoch 36: train loss 1.755 train acc: 0.293, val loss: 1.931 val acc 0.126.
Epoch 37: train loss 1.760 train acc: 0.200, val loss: 1.930 val acc 0.120.
Epoch 38: train loss 1.779 train acc: 0.264, val loss: 1.929 val acc 0.124.
Epoch 39: train loss 1.743 train acc: 0.279, val loss: 1.928 val acc 0.124.
Epoch 40: train loss 1.760 train acc: 0.271, val loss: 1.928 val acc 0.128.
Epoch 41: train loss 1.725 train acc: 0.271, val loss: 1.928 val acc 0.126.
Epoch 42: train loss 1.715 train acc: 0.286, val loss: 1.928 val acc 0.126.
Epoch 43: train loss 1.741 train acc: 0.257, val loss: 1.928 val acc 0.120.
Epoch 44: train loss 1.752 train acc: 0.286, val loss: 1.927 val acc 0.120.
Epoch 45: train loss 1.754 train acc: 0.279, val loss: 1.927 val acc 0.126.
Epoch 46: train loss 1.712 train acc: 0.321, val loss: 1.927 val acc 0.122.
Epoch 47: train loss 1.693 train acc: 0.279, val loss: 1.927 val acc 0.126.
Epoch 48: train loss 1.727 train acc: 0.300, val loss: 1.926 val acc 0.128.
Epoch 49: train loss 1.686 train acc: 0.279, val loss: 1.926 val acc 0.130.
Epoch 50: train loss 1.689 train acc: 0.250, val loss: 1.925 val acc 0.134.
Epoch 51: train loss 1.709 train acc: 0.271, val loss: 1.925 val acc 0.130.
Epoch 52: train loss 1.696 train acc: 0.314, val loss: 1.925 val acc 0.130.
Epoch 53: train loss 1.724 train acc: 0.257, val loss: 1.924 val acc 0.134.
Epoch 54: train loss 1.693 train acc: 0.257, val loss: 1.924 val acc 0.130.
Epoch 55: train loss 1.679 train acc: 0.271, val loss: 1.923 val acc 0.128.
Epoch 56: train loss 1.662 train acc: 0.271, val loss: 1.922 val acc 0.128.
Epoch 57: train loss 1.681 train acc: 0.293, val loss: 1.921 val acc 0.134.
Epoch 58: train loss 1.679 train acc: 0.264, val loss: 1.920 val acc 0.132.
Epoch 59: train loss 1.664 train acc: 0.336, val loss: 1.919 val acc 0.134.
Epoch 60: train loss 1.690 train acc: 0.293, val loss: 1.918 val acc 0.134.
Epoch 61: train loss 1.672 train acc: 0.286, val loss: 1.917 val acc 0.134.
Epoch 62: train loss 1.659 train acc: 0.300, val loss: 1.915 val acc 0.134.
Epoch 63: train loss 1.670 train acc: 0.293, val loss: 1.914 val acc 0.218.
Epoch 64: train loss 1.657 train acc: 0.336, val loss: 1.912 val acc 0.288.
Epoch 65: train loss 1.655 train acc: 0.300, val loss: 1.911 val acc 0.314.
Epoch 66: train loss 1.637 train acc: 0.279, val loss: 1.910 val acc 0.322.
Epoch 67: train loss 1.657 train acc: 0.314, val loss: 1.909 val acc 0.232.
Epoch 68: train loss 1.661 train acc: 0.279, val loss: 1.908 val acc 0.146.
Epoch 69: train loss 1.653 train acc: 0.286, val loss: 1.906 val acc 0.134.
Epoch 70: train loss 1.640 train acc: 0.293, val loss: 1.904 val acc 0.134.
Epoch 71: train loss 1.678 train acc: 0.293, val loss: 1.902 val acc 0.140.
Epoch 72: train loss 1.650 train acc: 0.264, val loss: 1.899 val acc 0.144.
Epoch 73: train loss 1.609 train acc: 0.329, val loss: 1.896 val acc 0.150.
Epoch 74: train loss 1.632 train acc: 0.286, val loss: 1.893 val acc 0.154.
Epoch 75: train loss 1.649 train acc: 0.243, val loss: 1.889 val acc 0.154.
Epoch 76: train loss 1.654 train acc: 0.321, val loss: 1.885 val acc 0.140.
Epoch 77: train loss 1.623 train acc: 0.286, val loss: 1.880 val acc 0.144.
Epoch 78: train loss 1.593 train acc: 0.329, val loss: 1.875 val acc 0.142.
Epoch 79: train loss 1.594 train acc: 0.357, val loss: 1.869 val acc 0.138.
Epoch 80: train loss 1.588 train acc: 0.379, val loss: 1.862 val acc 0.138.
Epoch 81: train loss 1.580 train acc: 0.379, val loss: 1.855 val acc 0.138.
Epoch 82: train loss 1.602 train acc: 0.336, val loss: 1.846 val acc 0.136.
Epoch 83: train loss 1.587 train acc: 0.336, val loss: 1.837 val acc 0.132.
Epoch 84: train loss 1.521 train acc: 0.371, val loss: 1.825 val acc 0.232.
Epoch 85: train loss 1.559 train acc: 0.379, val loss: 1.815 val acc 0.250.
Epoch 86: train loss 1.557 train acc: 0.343, val loss: 1.804 val acc 0.260.
Epoch 87: train loss 1.517 train acc: 0.421, val loss: 1.794 val acc 0.260.
Epoch 88: train loss 1.491 train acc: 0.486, val loss: 1.784 val acc 0.252.
Epoch 89: train loss 1.525 train acc: 0.386, val loss: 1.770 val acc 0.238.
Epoch 90: train loss 1.563 train acc: 0.350, val loss: 1.755 val acc 0.260.
Epoch 91: train loss 1.473 train acc: 0.429, val loss: 1.737 val acc 0.300.
Epoch 92: train loss 1.442 train acc: 0.464, val loss: 1.722 val acc 0.304.
Epoch 93: train loss 1.416 train acc: 0.543, val loss: 1.710 val acc 0.308.
Epoch 94: train loss 1.411 train acc: 0.414, val loss: 1.699 val acc 0.302.
Epoch 95: train loss 1.397 train acc: 0.529, val loss: 1.692 val acc 0.308.
Epoch 96: train loss 1.392 train acc: 0.386, val loss: 1.685 val acc 0.314.
Epoch 97: train loss 1.354 train acc: 0.429, val loss: 1.678 val acc 0.322.
Epoch 98: train loss 1.395 train acc: 0.386, val loss: 1.673 val acc 0.326.
Epoch 99: train loss 1.350 train acc: 0.507, val loss: 1.668 val acc 0.296.
Epoch 100: train loss 1.343 train acc: 0.414, val loss: 1.661 val acc 0.284.
Epoch 101: train loss 1.348 train acc: 0.471, val loss: 1.647 val acc 0.290.
Epoch 102: train loss 1.360 train acc: 0.421, val loss: 1.619 val acc 0.284.
Epoch 103: train loss 1.277 train acc: 0.507, val loss: 1.607 val acc 0.278.
Epoch 104: train loss 1.300 train acc: 0.464, val loss: 1.604 val acc 0.322.
Epoch 105: train loss 1.340 train acc: 0.500, val loss: 1.606 val acc 0.244.
Epoch 106: train loss 1.267 train acc: 0.464, val loss: 1.607 val acc 0.234.
Epoch 107: train loss 1.258 train acc: 0.414, val loss: 1.599 val acc 0.256.
Epoch 108: train loss 1.260 train acc: 0.507, val loss: 1.606 val acc 0.226.
Epoch 109: train loss 1.286 train acc: 0.450, val loss: 1.596 val acc 0.256.
Epoch 110: train loss 1.196 train acc: 0.543, val loss: 1.590 val acc 0.220.
Epoch 111: train loss 1.267 train acc: 0.521, val loss: 1.596 val acc 0.222.
Epoch 112: train loss 1.232 train acc: 0.479, val loss: 1.598 val acc 0.246.
Epoch 113: train loss 1.203 train acc: 0.493, val loss: 1.600 val acc 0.256.
Epoch 114: train loss 1.180 train acc: 0.557, val loss: 1.596 val acc 0.314.
Epoch 115: train loss 1.195 train acc: 0.507, val loss: 1.591 val acc 0.312.
Epoch 116: train loss 1.186 train acc: 0.536, val loss: 1.588 val acc 0.308.
Epoch 117: train loss 1.165 train acc: 0.450, val loss: 1.586 val acc 0.318.
Epoch 118: train loss 1.185 train acc: 0.500, val loss: 1.584 val acc 0.320.
Epoch 119: train loss 1.176 train acc: 0.471, val loss: 1.583 val acc 0.320.
Epoch 120: train loss 1.163 train acc: 0.557, val loss: 1.582 val acc 0.322.
Epoch 121: train loss 1.173 train acc: 0.507, val loss: 1.577 val acc 0.320.
Epoch 122: train loss 1.148 train acc: 0.479, val loss: 1.569 val acc 0.334.
Epoch 123: train loss 1.158 train acc: 0.529, val loss: 1.558 val acc 0.350.
Epoch 124: train loss 1.132 train acc: 0.557, val loss: 1.548 val acc 0.358.
Epoch 125: train loss 1.175 train acc: 0.521, val loss: 1.533 val acc 0.354.
Epoch 126: train loss 1.110 train acc: 0.500, val loss: 1.517 val acc 0.366.
Epoch 127: train loss 1.146 train acc: 0.529, val loss: 1.502 val acc 0.390.
Epoch 128: train loss 1.113 train acc: 0.593, val loss: 1.496 val acc 0.426.
Epoch 129: train loss 1.132 train acc: 0.514, val loss: 1.495 val acc 0.404.
Epoch 130: train loss 1.116 train acc: 0.550, val loss: 1.499 val acc 0.384.
Epoch 131: train loss 1.109 train acc: 0.579, val loss: 1.510 val acc 0.308.
Epoch 132: train loss 1.096 train acc: 0.521, val loss: 1.510 val acc 0.296.
Epoch 133: train loss 1.060 train acc: 0.586, val loss: 1.498 val acc 0.364.
Epoch 134: train loss 1.076 train acc: 0.579, val loss: 1.480 val acc 0.412.
Epoch 135: train loss 1.074 train acc: 0.500, val loss: 1.471 val acc 0.422.
Epoch 136: train loss 1.081 train acc: 0.543, val loss: 1.470 val acc 0.386.
Epoch 137: train loss 1.063 train acc: 0.571, val loss: 1.467 val acc 0.394.
Epoch 138: train loss 1.037 train acc: 0.629, val loss: 1.460 val acc 0.402.
Epoch 139: train loss 1.055 train acc: 0.579, val loss: 1.452 val acc 0.418.
Epoch 140: train loss 1.078 train acc: 0.550, val loss: 1.446 val acc 0.468.
Epoch 141: train loss 1.010 train acc: 0.600, val loss: 1.442 val acc 0.468.
Epoch 142: train loss 1.021 train acc: 0.536, val loss: 1.440 val acc 0.482.
Epoch 143: train loss 0.997 train acc: 0.607, val loss: 1.443 val acc 0.496.
Epoch 144: train loss 1.030 train acc: 0.557, val loss: 1.443 val acc 0.522.
Epoch 145: train loss 1.026 train acc: 0.600, val loss: 1.436 val acc 0.528.
Epoch 146: train loss 0.986 train acc: 0.586, val loss: 1.430 val acc 0.524.
Epoch 147: train loss 1.058 train acc: 0.586, val loss: 1.428 val acc 0.530.
Epoch 148: train loss 1.048 train acc: 0.586, val loss: 1.426 val acc 0.522.
Epoch 149: train loss 1.012 train acc: 0.650, val loss: 1.427 val acc 0.520.
Epoch 150: train loss 1.005 train acc: 0.671, val loss: 1.427 val acc 0.526.
Epoch 151: train loss 0.963 train acc: 0.607, val loss: 1.428 val acc 0.518.
Epoch 152: train loss 1.006 train acc: 0.657, val loss: 1.430 val acc 0.522.
Epoch 153: train loss 0.938 train acc: 0.664, val loss: 1.432 val acc 0.516.
Epoch 154: train loss 0.941 train acc: 0.657, val loss: 1.435 val acc 0.502.
Epoch 155: train loss 1.000 train acc: 0.629, val loss: 1.436 val acc 0.474.
Epoch 156: train loss 0.943 train acc: 0.700, val loss: 1.431 val acc 0.470.
Epoch 157: train loss 1.004 train acc: 0.643, val loss: 1.428 val acc 0.478.
Epoch 158: train loss 1.004 train acc: 0.629, val loss: 1.417 val acc 0.470.
Epoch 159: train loss 0.948 train acc: 0.664, val loss: 1.405 val acc 0.468.
Epoch 160: train loss 0.942 train acc: 0.607, val loss: 1.396 val acc 0.472.
Epoch 161: train loss 1.028 train acc: 0.593, val loss: 1.387 val acc 0.482.
Epoch 162: train loss 0.951 train acc: 0.693, val loss: 1.377 val acc 0.500.
Epoch 163: train loss 0.968 train acc: 0.636, val loss: 1.367 val acc 0.526.
Epoch 164: train loss 1.103 train acc: 0.679, val loss: 1.367 val acc 0.536.
Epoch 165: train loss 0.931 train acc: 0.650, val loss: 1.367 val acc 0.542.
Epoch 166: train loss 0.948 train acc: 0.679, val loss: 1.368 val acc 0.548.
Epoch 167: train loss 0.910 train acc: 0.650, val loss: 1.368 val acc 0.556.
Epoch 168: train loss 0.981 train acc: 0.679, val loss: 1.363 val acc 0.568.
Epoch 169: train loss 0.906 train acc: 0.700, val loss: 1.357 val acc 0.574.
Epoch 170: train loss 0.928 train acc: 0.607, val loss: 1.346 val acc 0.586.
Epoch 171: train loss 0.952 train acc: 0.686, val loss: 1.334 val acc 0.590.
Epoch 172: train loss 0.897 train acc: 0.700, val loss: 1.321 val acc 0.600.
Epoch 173: train loss 0.985 train acc: 0.764, val loss: 1.309 val acc 0.600.
Epoch 174: train loss 0.903 train acc: 0.671, val loss: 1.305 val acc 0.588.
Epoch 175: train loss 0.932 train acc: 0.764, val loss: 1.308 val acc 0.582.
Epoch 176: train loss 0.870 train acc: 0.700, val loss: 1.312 val acc 0.574.
Epoch 177: train loss 0.964 train acc: 0.657, val loss: 1.316 val acc 0.558.
Epoch 178: train loss 0.906 train acc: 0.679, val loss: 1.320 val acc 0.560.
Epoch 179: train loss 0.881 train acc: 0.721, val loss: 1.323 val acc 0.562.
Epoch 180: train loss 0.795 train acc: 0.736, val loss: 1.327 val acc 0.562.
Epoch 181: train loss 0.825 train acc: 0.736, val loss: 1.324 val acc 0.576.
Epoch 182: train loss 0.857 train acc: 0.721, val loss: 1.317 val acc 0.582.
Epoch 183: train loss 0.804 train acc: 0.750, val loss: 1.310 val acc 0.594.
Epoch 184: train loss 0.812 train acc: 0.750, val loss: 1.305 val acc 0.598.
Epoch 185: train loss 0.854 train acc: 0.743, val loss: 1.300 val acc 0.602.
Epoch 186: train loss 0.759 train acc: 0.779, val loss: 1.295 val acc 0.606.
Epoch 187: train loss 0.763 train acc: 0.793, val loss: 1.289 val acc 0.612.
Epoch 188: train loss 0.775 train acc: 0.771, val loss: 1.284 val acc 0.614.
Epoch 189: train loss 0.947 train acc: 0.736, val loss: 1.285 val acc 0.592.
Epoch 190: train loss 0.812 train acc: 0.793, val loss: 1.293 val acc 0.582.
Epoch 191: train loss 0.757 train acc: 0.771, val loss: 1.304 val acc 0.584.
Epoch 192: train loss 0.761 train acc: 0.757, val loss: 1.311 val acc 0.582.
Epoch 193: train loss 0.763 train acc: 0.736, val loss: 1.313 val acc 0.578.
Epoch 194: train loss 0.725 train acc: 0.800, val loss: 1.307 val acc 0.578.
Epoch 195: train loss 0.821 train acc: 0.700, val loss: 1.296 val acc 0.580.
Epoch 196: train loss 0.798 train acc: 0.707, val loss: 1.285 val acc 0.582.
Epoch 197: train loss 0.828 train acc: 0.693, val loss: 1.280 val acc 0.584.
Epoch 198: train loss 0.802 train acc: 0.700, val loss: 1.276 val acc 0.582.
Epoch 199: train loss 0.736 train acc: 0.779, val loss: 1.268 val acc 0.590.
Epoch 200: train loss 0.808 train acc: 0.664, val loss: 1.264 val acc 0.590.
Epoch 201: train loss 0.787 train acc: 0.757, val loss: 1.260 val acc 0.586.
Epoch 202: train loss 0.719 train acc: 0.757, val loss: 1.261 val acc 0.582.
Epoch 203: train loss 0.684 train acc: 0.814, val loss: 1.258 val acc 0.568.
Epoch 204: train loss 0.685 train acc: 0.800, val loss: 1.262 val acc 0.564.
Epoch 205: train loss 0.786 train acc: 0.714, val loss: 1.263 val acc 0.566.
Epoch 206: train loss 0.650 train acc: 0.821, val loss: 1.262 val acc 0.580.
Epoch 207: train loss 0.730 train acc: 0.821, val loss: 1.263 val acc 0.584.
Epoch 208: train loss 0.725 train acc: 0.800, val loss: 1.247 val acc 0.588.
Epoch 209: train loss 0.634 train acc: 0.807, val loss: 1.224 val acc 0.596.
Epoch 210: train loss 0.751 train acc: 0.757, val loss: 1.197 val acc 0.618.
Epoch 211: train loss 0.682 train acc: 0.843, val loss: 1.175 val acc 0.612.
Epoch 212: train loss 0.762 train acc: 0.779, val loss: 1.161 val acc 0.614.
Epoch 213: train loss 0.686 train acc: 0.750, val loss: 1.150 val acc 0.630.
Epoch 214: train loss 0.669 train acc: 0.800, val loss: 1.150 val acc 0.618.
Epoch 215: train loss 0.660 train acc: 0.864, val loss: 1.158 val acc 0.622.
Epoch 216: train loss 0.749 train acc: 0.821, val loss: 1.175 val acc 0.604.
Epoch 217: train loss 0.730 train acc: 0.757, val loss: 1.197 val acc 0.590.
Epoch 218: train loss 0.579 train acc: 0.843, val loss: 1.221 val acc 0.580.
Epoch 219: train loss 0.655 train acc: 0.857, val loss: 1.236 val acc 0.574.
Epoch 220: train loss 0.686 train acc: 0.757, val loss: 1.244 val acc 0.572.
Epoch 221: train loss 0.632 train acc: 0.850, val loss: 1.232 val acc 0.570.
Epoch 222: train loss 0.591 train acc: 0.814, val loss: 1.218 val acc 0.580.
Epoch 223: train loss 0.690 train acc: 0.779, val loss: 1.194 val acc 0.588.
Epoch 224: train loss 0.643 train acc: 0.843, val loss: 1.166 val acc 0.610.
Epoch 225: train loss 0.615 train acc: 0.807, val loss: 1.145 val acc 0.626.
Epoch 226: train loss 0.649 train acc: 0.821, val loss: 1.132 val acc 0.630.
Epoch 227: train loss 0.660 train acc: 0.800, val loss: 1.123 val acc 0.636.
Epoch 228: train loss 0.763 train acc: 0.736, val loss: 1.120 val acc 0.636.
Epoch 229: train loss 0.628 train acc: 0.821, val loss: 1.122 val acc 0.636.
Epoch 230: train loss 0.616 train acc: 0.850, val loss: 1.127 val acc 0.638.
Epoch 231: train loss 0.675 train acc: 0.800, val loss: 1.136 val acc 0.626.
Epoch 232: train loss 0.614 train acc: 0.793, val loss: 1.151 val acc 0.626.
Epoch 233: train loss 0.679 train acc: 0.814, val loss: 1.164 val acc 0.626.
Epoch 234: train loss 0.535 train acc: 0.850, val loss: 1.181 val acc 0.624.
Epoch 235: train loss 0.498 train acc: 0.864, val loss: 1.194 val acc 0.618.
Epoch 236: train loss 0.610 train acc: 0.814, val loss: 1.203 val acc 0.610.
Epoch 237: train loss 0.531 train acc: 0.871, val loss: 1.203 val acc 0.610.
Epoch 238: train loss 0.613 train acc: 0.871, val loss: 1.194 val acc 0.606.
Epoch 239: train loss 0.589 train acc: 0.836, val loss: 1.182 val acc 0.602.
Epoch 240: train loss 0.638 train acc: 0.836, val loss: 1.169 val acc 0.602.
Epoch 241: train loss 0.583 train acc: 0.821, val loss: 1.158 val acc 0.606.
Epoch 242: train loss 0.646 train acc: 0.800, val loss: 1.146 val acc 0.610.
Epoch 243: train loss 0.586 train acc: 0.829, val loss: 1.136 val acc 0.614.
Epoch 244: train loss 0.538 train acc: 0.871, val loss: 1.130 val acc 0.616.
Epoch 245: train loss 0.595 train acc: 0.836, val loss: 1.127 val acc 0.610.
Epoch 246: train loss 0.684 train acc: 0.779, val loss: 1.125 val acc 0.610.
Epoch 247: train loss 0.660 train acc: 0.779, val loss: 1.120 val acc 0.620.
Epoch 248: train loss 0.562 train acc: 0.829, val loss: 1.117 val acc 0.628.
Epoch 249: train loss 0.574 train acc: 0.836, val loss: 1.117 val acc 0.638.
Epoch 250: train loss 0.516 train acc: 0.864, val loss: 1.120 val acc 0.634.
Epoch 251: train loss 0.546 train acc: 0.843, val loss: 1.122 val acc 0.634.
Epoch 252: train loss 0.567 train acc: 0.857, val loss: 1.121 val acc 0.632.
Epoch 253: train loss 0.560 train acc: 0.800, val loss: 1.117 val acc 0.630.
Epoch 254: train loss 0.573 train acc: 0.814, val loss: 1.103 val acc 0.634.
Epoch 255: train loss 0.584 train acc: 0.843, val loss: 1.092 val acc 0.638.
Epoch 256: train loss 0.599 train acc: 0.821, val loss: 1.087 val acc 0.638.
Epoch 257: train loss 0.596 train acc: 0.829, val loss: 1.084 val acc 0.644.
Epoch 258: train loss 0.494 train acc: 0.871, val loss: 1.083 val acc 0.654.
Epoch 259: train loss 0.565 train acc: 0.864, val loss: 1.082 val acc 0.654.
Epoch 260: train loss 0.624 train acc: 0.807, val loss: 1.091 val acc 0.640.
Epoch 261: train loss 0.536 train acc: 0.836, val loss: 1.103 val acc 0.636.
Epoch 262: train loss 0.537 train acc: 0.771, val loss: 1.107 val acc 0.638.
Epoch 263: train loss 0.534 train acc: 0.871, val loss: 1.110 val acc 0.644.
Epoch 264: train loss 0.489 train acc: 0.893, val loss: 1.110 val acc 0.648.
Epoch 265: train loss 0.522 train acc: 0.900, val loss: 1.107 val acc 0.642.
Epoch 266: train loss 0.574 train acc: 0.871, val loss: 1.105 val acc 0.640.
Epoch 267: train loss 0.505 train acc: 0.857, val loss: 1.101 val acc 0.644.
Epoch 268: train loss 0.505 train acc: 0.857, val loss: 1.101 val acc 0.636.
Epoch 269: train loss 0.442 train acc: 0.893, val loss: 1.100 val acc 0.640.
Epoch 270: train loss 0.480 train acc: 0.900, val loss: 1.095 val acc 0.644.
Epoch 271: train loss 0.578 train acc: 0.836, val loss: 1.091 val acc 0.642.
Epoch 272: train loss 0.537 train acc: 0.850, val loss: 1.087 val acc 0.648.
Epoch 273: train loss 0.535 train acc: 0.886, val loss: 1.082 val acc 0.648.
Epoch 274: train loss 0.546 train acc: 0.821, val loss: 1.080 val acc 0.646.
Epoch 275: train loss 0.500 train acc: 0.857, val loss: 1.075 val acc 0.648.
Epoch 276: train loss 0.445 train acc: 0.921, val loss: 1.071 val acc 0.660.
Epoch 277: train loss 0.461 train acc: 0.929, val loss: 1.070 val acc 0.662.
Epoch 278: train loss 0.539 train acc: 0.843, val loss: 1.074 val acc 0.658.
Epoch 279: train loss 0.503 train acc: 0.857, val loss: 1.079 val acc 0.658.
Epoch 280: train loss 0.600 train acc: 0.857, val loss: 1.088 val acc 0.648.
Epoch 281: train loss 0.474 train acc: 0.900, val loss: 1.098 val acc 0.646.
Epoch 282: train loss 0.479 train acc: 0.879, val loss: 1.104 val acc 0.648.
Epoch 283: train loss 0.556 train acc: 0.829, val loss: 1.114 val acc 0.644.
Epoch 284: train loss 0.484 train acc: 0.886, val loss: 1.120 val acc 0.630.
Epoch 285: train loss 0.538 train acc: 0.871, val loss: 1.122 val acc 0.628.
Epoch 286: train loss 0.466 train acc: 0.936, val loss: 1.118 val acc 0.634.
Epoch 287: train loss 0.478 train acc: 0.886, val loss: 1.114 val acc 0.632.
Epoch 288: train loss 0.481 train acc: 0.843, val loss: 1.099 val acc 0.630.
Epoch 289: train loss 0.467 train acc: 0.871, val loss: 1.080 val acc 0.644.
Epoch 290: train loss 0.480 train acc: 0.864, val loss: 1.062 val acc 0.666.
Epoch 291: train loss 0.533 train acc: 0.864, val loss: 1.042 val acc 0.672.
Epoch 292: train loss 0.453 train acc: 0.871, val loss: 1.028 val acc 0.678.
Epoch 293: train loss 0.444 train acc: 0.929, val loss: 1.022 val acc 0.684.
Epoch 294: train loss 0.592 train acc: 0.836, val loss: 1.020 val acc 0.684.
Epoch 295: train loss 0.429 train acc: 0.907, val loss: 1.024 val acc 0.682.
Epoch 296: train loss 0.374 train acc: 0.900, val loss: 1.034 val acc 0.678.
Epoch 297: train loss 0.448 train acc: 0.893, val loss: 1.045 val acc 0.668.
Epoch 298: train loss 0.490 train acc: 0.893, val loss: 1.056 val acc 0.668.
Epoch 299: train loss 0.470 train acc: 0.879, val loss: 1.068 val acc 0.670.
Epoch 300: train loss 0.402 train acc: 0.900, val loss: 1.080 val acc 0.670.
Epoch 301: train loss 0.433 train acc: 0.879, val loss: 1.090 val acc 0.674.
Epoch 302: train loss 0.375 train acc: 0.929, val loss: 1.101 val acc 0.664.
Epoch 303: train loss 0.382 train acc: 0.921, val loss: 1.108 val acc 0.656.
Epoch 304: train loss 0.426 train acc: 0.921, val loss: 1.108 val acc 0.658.
Epoch 305: train loss 0.350 train acc: 0.929, val loss: 1.105 val acc 0.654.
Epoch 306: train loss 0.408 train acc: 0.921, val loss: 1.101 val acc 0.652.
Epoch 307: train loss 0.360 train acc: 0.914, val loss: 1.096 val acc 0.644.
Epoch 308: train loss 0.483 train acc: 0.893, val loss: 1.085 val acc 0.654.
Epoch 309: train loss 0.380 train acc: 0.907, val loss: 1.071 val acc 0.656.
Epoch 310: train loss 0.462 train acc: 0.886, val loss: 1.056 val acc 0.662.
Epoch 311: train loss 0.403 train acc: 0.914, val loss: 1.042 val acc 0.668.
Epoch 312: train loss 0.449 train acc: 0.886, val loss: 1.034 val acc 0.672.
Epoch 313: train loss 0.536 train acc: 0.879, val loss: 1.030 val acc 0.672.
Epoch 314: train loss 0.465 train acc: 0.900, val loss: 1.024 val acc 0.676.
Epoch 315: train loss 0.434 train acc: 0.914, val loss: 1.024 val acc 0.678.
Epoch 316: train loss 0.402 train acc: 0.900, val loss: 1.027 val acc 0.676.
Epoch 317: train loss 0.420 train acc: 0.886, val loss: 1.035 val acc 0.674.
Epoch 318: train loss 0.455 train acc: 0.850, val loss: 1.046 val acc 0.676.
Epoch 319: train loss 0.394 train acc: 0.907, val loss: 1.059 val acc 0.676.
Epoch 320: train loss 0.532 train acc: 0.907, val loss: 1.069 val acc 0.668.
Epoch 321: train loss 0.444 train acc: 0.879, val loss: 1.073 val acc 0.664.
Epoch 322: train loss 0.372 train acc: 0.907, val loss: 1.073 val acc 0.660.
Epoch 323: train loss 0.403 train acc: 0.907, val loss: 1.072 val acc 0.666.
Epoch 324: train loss 0.440 train acc: 0.900, val loss: 1.070 val acc 0.666.
Epoch 325: train loss 0.356 train acc: 0.936, val loss: 1.070 val acc 0.666.
Epoch 326: train loss 0.345 train acc: 0.936, val loss: 1.070 val acc 0.656.
Epoch 327: train loss 0.516 train acc: 0.900, val loss: 1.069 val acc 0.656.
Epoch 328: train loss 0.416 train acc: 0.921, val loss: 1.070 val acc 0.658.
Epoch 329: train loss 0.335 train acc: 0.914, val loss: 1.067 val acc 0.660.
Epoch 330: train loss 0.393 train acc: 0.929, val loss: 1.065 val acc 0.660.
Epoch 331: train loss 0.472 train acc: 0.879, val loss: 1.063 val acc 0.664.
Epoch 332: train loss 0.366 train acc: 0.907, val loss: 1.061 val acc 0.672.
Epoch 333: train loss 0.407 train acc: 0.950, val loss: 1.056 val acc 0.668.
Epoch 334: train loss 0.335 train acc: 0.943, val loss: 1.051 val acc 0.670.
Epoch 335: train loss 0.384 train acc: 0.936, val loss: 1.044 val acc 0.680.
Epoch 336: train loss 0.338 train acc: 0.943, val loss: 1.037 val acc 0.682.
Epoch 337: train loss 0.385 train acc: 0.914, val loss: 1.031 val acc 0.684.
Epoch 338: train loss 0.328 train acc: 0.943, val loss: 1.028 val acc 0.680.
Epoch 339: train loss 0.369 train acc: 0.914, val loss: 1.027 val acc 0.682.
Epoch 340: train loss 0.337 train acc: 0.936, val loss: 1.029 val acc 0.676.
Epoch 341: train loss 0.389 train acc: 0.893, val loss: 1.031 val acc 0.672.
Epoch 342: train loss 0.416 train acc: 0.921, val loss: 1.035 val acc 0.678.
Epoch 343: train loss 0.349 train acc: 0.886, val loss: 1.037 val acc 0.678.
Epoch 344: train loss 0.341 train acc: 0.936, val loss: 1.044 val acc 0.678.
Epoch 345: train loss 0.387 train acc: 0.914, val loss: 1.053 val acc 0.680.
Epoch 346: train loss 0.395 train acc: 0.914, val loss: 1.063 val acc 0.672.
Epoch 347: train loss 0.432 train acc: 0.950, val loss: 1.074 val acc 0.664.
Epoch 348: train loss 0.490 train acc: 0.914, val loss: 1.084 val acc 0.662.
Epoch 349: train loss 0.334 train acc: 0.929, val loss: 1.090 val acc 0.656.
Epoch 350: train loss 0.302 train acc: 0.943, val loss: 1.094 val acc 0.658.
Epoch 351: train loss 0.385 train acc: 0.893, val loss: 1.095 val acc 0.658.
Epoch 352: train loss 0.481 train acc: 0.900, val loss: 1.093 val acc 0.662.
Epoch 353: train loss 0.307 train acc: 0.950, val loss: 1.092 val acc 0.664.
Epoch 354: train loss 0.330 train acc: 0.929, val loss: 1.088 val acc 0.662.
Epoch 355: train loss 0.403 train acc: 0.907, val loss: 1.080 val acc 0.662.
Epoch 356: train loss 0.344 train acc: 0.929, val loss: 1.071 val acc 0.664.
Epoch 357: train loss 0.437 train acc: 0.886, val loss: 1.061 val acc 0.672.
Epoch 358: train loss 0.319 train acc: 0.936, val loss: 1.054 val acc 0.674.
Epoch 359: train loss 0.309 train acc: 0.943, val loss: 1.050 val acc 0.674.
Epoch 360: train loss 0.322 train acc: 0.936, val loss: 1.047 val acc 0.674.
Epoch 361: train loss 0.361 train acc: 0.929, val loss: 1.047 val acc 0.674.
Epoch 362: train loss 0.306 train acc: 0.943, val loss: 1.048 val acc 0.674.
Epoch 363: train loss 0.392 train acc: 0.921, val loss: 1.051 val acc 0.676.
Epoch 364: train loss 0.270 train acc: 0.950, val loss: 1.055 val acc 0.676.
Epoch 365: train loss 0.330 train acc: 0.907, val loss: 1.062 val acc 0.670.
Epoch 366: train loss 0.350 train acc: 0.929, val loss: 1.068 val acc 0.670.
Epoch 367: train loss 0.314 train acc: 0.921, val loss: 1.074 val acc 0.668.
Epoch 368: train loss 0.310 train acc: 0.929, val loss: 1.081 val acc 0.670.
Epoch 369: train loss 0.373 train acc: 0.950, val loss: 1.085 val acc 0.670.
Epoch 370: train loss 0.290 train acc: 0.936, val loss: 1.089 val acc 0.670.
Epoch 371: train loss 0.289 train acc: 0.921, val loss: 1.093 val acc 0.670.
Epoch 372: train loss 0.323 train acc: 0.936, val loss: 1.096 val acc 0.668.
Epoch 373: train loss 0.378 train acc: 0.886, val loss: 1.094 val acc 0.672.
Epoch 374: train loss 0.299 train acc: 0.907, val loss: 1.089 val acc 0.672.
Epoch 375: train loss 0.337 train acc: 0.943, val loss: 1.084 val acc 0.672.
Epoch 376: train loss 0.276 train acc: 0.929, val loss: 1.076 val acc 0.674.
Epoch 377: train loss 0.231 train acc: 0.950, val loss: 1.072 val acc 0.678.
Epoch 378: train loss 0.269 train acc: 0.950, val loss: 1.069 val acc 0.680.
Epoch 379: train loss 0.293 train acc: 0.929, val loss: 1.068 val acc 0.680.
Epoch 380: train loss 0.355 train acc: 0.914, val loss: 1.069 val acc 0.678.
Epoch 381: train loss 0.377 train acc: 0.914, val loss: 1.070 val acc 0.680.
Epoch 382: train loss 0.235 train acc: 0.950, val loss: 1.071 val acc 0.676.
Epoch 383: train loss 0.295 train acc: 0.950, val loss: 1.073 val acc 0.676.
Epoch 384: train loss 0.322 train acc: 0.921, val loss: 1.073 val acc 0.670.
Epoch 385: train loss 0.246 train acc: 0.971, val loss: 1.076 val acc 0.672.
Epoch 386: train loss 0.267 train acc: 0.957, val loss: 1.071 val acc 0.670.
Epoch 387: train loss 0.248 train acc: 0.950, val loss: 1.067 val acc 0.668.
Epoch 388: train loss 0.377 train acc: 0.907, val loss: 1.063 val acc 0.676.
Epoch 389: train loss 0.321 train acc: 0.929, val loss: 1.063 val acc 0.678.
Epoch 390: train loss 0.293 train acc: 0.914, val loss: 1.063 val acc 0.682.
Epoch 391: train loss 0.256 train acc: 0.957, val loss: 1.064 val acc 0.674.
Epoch 392: train loss 0.400 train acc: 0.914, val loss: 1.066 val acc 0.676.
Epoch 393: train loss 0.256 train acc: 0.957, val loss: 1.070 val acc 0.680.
Epoch 394: train loss 0.320 train acc: 0.921, val loss: 1.076 val acc 0.680.
Epoch 395: train loss 0.252 train acc: 0.936, val loss: 1.076 val acc 0.680.
Epoch 396: train loss 0.270 train acc: 0.943, val loss: 1.077 val acc 0.682.
Epoch 397: train loss 0.329 train acc: 0.914, val loss: 1.078 val acc 0.684.
Epoch 398: train loss 0.236 train acc: 0.950, val loss: 1.077 val acc 0.688.
Epoch 399: train loss 0.245 train acc: 0.950, val loss: 1.079 val acc 0.684.
Epoch 400: train loss 0.334 train acc: 0.914, val loss: 1.086 val acc 0.678.
Epoch 401: train loss 0.309 train acc: 0.921, val loss: 1.091 val acc 0.672.
Epoch 402: train loss 0.303 train acc: 0.936, val loss: 1.096 val acc 0.672.
Epoch 403: train loss 0.248 train acc: 0.936, val loss: 1.103 val acc 0.670.
Epoch 404: train loss 0.267 train acc: 0.943, val loss: 1.108 val acc 0.670.
Epoch 405: train loss 0.246 train acc: 0.936, val loss: 1.112 val acc 0.670.
Epoch 406: train loss 0.303 train acc: 0.929, val loss: 1.113 val acc 0.668.
Epoch 407: train loss 0.261 train acc: 0.964, val loss: 1.111 val acc 0.666.
Epoch 408: train loss 0.224 train acc: 0.943, val loss: 1.110 val acc 0.664.
Epoch 409: train loss 0.293 train acc: 0.929, val loss: 1.106 val acc 0.666.
Epoch 410: train loss 0.243 train acc: 0.929, val loss: 1.100 val acc 0.666.
Epoch 411: train loss 0.222 train acc: 0.950, val loss: 1.096 val acc 0.666.
Epoch 412: train loss 0.243 train acc: 0.943, val loss: 1.088 val acc 0.668.
Epoch 413: train loss 0.221 train acc: 0.964, val loss: 1.082 val acc 0.674.
Epoch 414: train loss 0.281 train acc: 0.907, val loss: 1.077 val acc 0.676.
Epoch 415: train loss 0.218 train acc: 0.950, val loss: 1.075 val acc 0.676.
Epoch 416: train loss 0.252 train acc: 0.957, val loss: 1.069 val acc 0.678.
Epoch 417: train loss 0.264 train acc: 0.950, val loss: 1.069 val acc 0.682.
Epoch 418: train loss 0.255 train acc: 0.943, val loss: 1.069 val acc 0.684.
Epoch 419: train loss 0.245 train acc: 0.943, val loss: 1.071 val acc 0.678.
Epoch 420: train loss 0.246 train acc: 0.936, val loss: 1.074 val acc 0.680.
Epoch 421: train loss 0.228 train acc: 0.971, val loss: 1.076 val acc 0.680.
Epoch 422: train loss 0.295 train acc: 0.929, val loss: 1.079 val acc 0.684.
Epoch 423: train loss 0.234 train acc: 0.936, val loss: 1.078 val acc 0.680.
Epoch 424: train loss 0.332 train acc: 0.921, val loss: 1.077 val acc 0.684.
Epoch 425: train loss 0.177 train acc: 0.979, val loss: 1.078 val acc 0.686.
Epoch 426: train loss 0.256 train acc: 0.943, val loss: 1.078 val acc 0.690.
Epoch 427: train loss 0.224 train acc: 0.957, val loss: 1.075 val acc 0.688.
Epoch 428: train loss 0.274 train acc: 0.929, val loss: 1.068 val acc 0.696.
Epoch 429: train loss 0.217 train acc: 0.943, val loss: 1.060 val acc 0.696.
Epoch 430: train loss 0.270 train acc: 0.936, val loss: 1.052 val acc 0.702.
Epoch 431: train loss 0.219 train acc: 0.950, val loss: 1.045 val acc 0.710.
Epoch 432: train loss 0.306 train acc: 0.936, val loss: 1.045 val acc 0.710.
Epoch 433: train loss 0.272 train acc: 0.943, val loss: 1.045 val acc 0.712.
Epoch 434: train loss 0.212 train acc: 0.964, val loss: 1.048 val acc 0.708.
Epoch 435: train loss 0.318 train acc: 0.936, val loss: 1.049 val acc 0.710.
Epoch 436: train loss 0.213 train acc: 0.950, val loss: 1.050 val acc 0.708.
Epoch 437: train loss 0.212 train acc: 0.957, val loss: 1.052 val acc 0.706.
Epoch 438: train loss 0.208 train acc: 0.950, val loss: 1.057 val acc 0.700.
Epoch 439: train loss 0.189 train acc: 0.979, val loss: 1.060 val acc 0.694.
Epoch 440: train loss 0.255 train acc: 0.921, val loss: 1.064 val acc 0.690.
Epoch 441: train loss 0.217 train acc: 0.971, val loss: 1.070 val acc 0.686.
Epoch 442: train loss 0.167 train acc: 0.964, val loss: 1.075 val acc 0.680.
Epoch 443: train loss 0.202 train acc: 0.943, val loss: 1.073 val acc 0.682.
Epoch 444: train loss 0.180 train acc: 0.957, val loss: 1.072 val acc 0.686.
Epoch 445: train loss 0.192 train acc: 0.957, val loss: 1.068 val acc 0.686.
Epoch 446: train loss 0.297 train acc: 0.936, val loss: 1.059 val acc 0.686.
Epoch 447: train loss 0.265 train acc: 0.921, val loss: 1.051 val acc 0.694.
Epoch 448: train loss 0.235 train acc: 0.943, val loss: 1.046 val acc 0.696.
Epoch 449: train loss 0.180 train acc: 0.964, val loss: 1.045 val acc 0.698.
Epoch 450: train loss 0.269 train acc: 0.943, val loss: 1.044 val acc 0.698.
Epoch 451: train loss 0.220 train acc: 0.957, val loss: 1.044 val acc 0.698.
Epoch 452: train loss 0.236 train acc: 0.950, val loss: 1.047 val acc 0.700.
Epoch 453: train loss 0.292 train acc: 0.921, val loss: 1.051 val acc 0.698.
Epoch 454: train loss 0.184 train acc: 0.950, val loss: 1.055 val acc 0.698.
Epoch 455: train loss 0.213 train acc: 0.936, val loss: 1.061 val acc 0.704.
Epoch 456: train loss 0.271 train acc: 0.929, val loss: 1.063 val acc 0.692.
Epoch 457: train loss 0.202 train acc: 0.950, val loss: 1.065 val acc 0.688.
Epoch 458: train loss 0.198 train acc: 0.971, val loss: 1.067 val acc 0.688.
Epoch 459: train loss 0.227 train acc: 0.964, val loss: 1.065 val acc 0.686.
Epoch 460: train loss 0.258 train acc: 0.936, val loss: 1.059 val acc 0.688.
Epoch 461: train loss 0.245 train acc: 0.950, val loss: 1.048 val acc 0.694.
Epoch 462: train loss 0.202 train acc: 0.950, val loss: 1.037 val acc 0.702.
Epoch 463: train loss 0.281 train acc: 0.921, val loss: 1.028 val acc 0.706.
Epoch 464: train loss 0.211 train acc: 0.957, val loss: 1.022 val acc 0.704.
Epoch 465: train loss 0.287 train acc: 0.943, val loss: 1.019 val acc 0.704.
Epoch 466: train loss 0.264 train acc: 0.943, val loss: 1.017 val acc 0.708.
Epoch 467: train loss 0.239 train acc: 0.943, val loss: 1.017 val acc 0.706.
Epoch 468: train loss 0.221 train acc: 0.943, val loss: 1.018 val acc 0.710.
Epoch 469: train loss 0.230 train acc: 0.950, val loss: 1.020 val acc 0.710.
Epoch 470: train loss 0.221 train acc: 0.943, val loss: 1.023 val acc 0.708.
Epoch 471: train loss 0.182 train acc: 0.971, val loss: 1.028 val acc 0.712.
Epoch 472: train loss 0.199 train acc: 0.943, val loss: 1.037 val acc 0.706.
Epoch 473: train loss 0.223 train acc: 0.943, val loss: 1.048 val acc 0.704.
Epoch 474: train loss 0.230 train acc: 0.943, val loss: 1.063 val acc 0.694.
Epoch 475: train loss 0.260 train acc: 0.943, val loss: 1.081 val acc 0.686.
Epoch 476: train loss 0.245 train acc: 0.936, val loss: 1.094 val acc 0.680.
Epoch 477: train loss 0.234 train acc: 0.950, val loss: 1.103 val acc 0.676.
Epoch 478: train loss 0.236 train acc: 0.936, val loss: 1.108 val acc 0.674.
Epoch 479: train loss 0.250 train acc: 0.936, val loss: 1.105 val acc 0.678.
Epoch 480: train loss 0.200 train acc: 0.950, val loss: 1.108 val acc 0.676.
Epoch 481: train loss 0.247 train acc: 0.957, val loss: 1.100 val acc 0.682.
Epoch 482: train loss 0.259 train acc: 0.943, val loss: 1.089 val acc 0.688.
Epoch 483: train loss 0.157 train acc: 0.986, val loss: 1.080 val acc 0.692.
Epoch 484: train loss 0.116 train acc: 0.986, val loss: 1.073 val acc 0.694.
Epoch 485: train loss 0.186 train acc: 0.964, val loss: 1.066 val acc 0.690.
Epoch 486: train loss 0.200 train acc: 0.957, val loss: 1.060 val acc 0.686.
Epoch 487: train loss 0.168 train acc: 0.964, val loss: 1.054 val acc 0.688.
Epoch 488: train loss 0.176 train acc: 0.964, val loss: 1.053 val acc 0.690.
Epoch 489: train loss 0.274 train acc: 0.943, val loss: 1.054 val acc 0.692.
Epoch 490: train loss 0.180 train acc: 0.979, val loss: 1.062 val acc 0.694.
Epoch 491: train loss 0.241 train acc: 0.950, val loss: 1.070 val acc 0.688.
Epoch 492: train loss 0.210 train acc: 0.964, val loss: 1.079 val acc 0.684.
Epoch 493: train loss 0.206 train acc: 0.957, val loss: 1.087 val acc 0.684.
Epoch 494: train loss 0.170 train acc: 0.957, val loss: 1.094 val acc 0.684.
Epoch 495: train loss 0.171 train acc: 0.979, val loss: 1.096 val acc 0.684.
Epoch 496: train loss 0.217 train acc: 0.986, val loss: 1.098 val acc 0.686.
Epoch 497: train loss 0.179 train acc: 0.950, val loss: 1.095 val acc 0.688.
Epoch 498: train loss 0.282 train acc: 0.950, val loss: 1.087 val acc 0.688.
Epoch 499: train loss 0.218 train acc: 0.929, val loss: 1.080 val acc 0.682.
Epoch 500: train loss 0.221 train acc: 0.957, val loss: 1.074 val acc 0.690.
Epoch 501: train loss 0.150 train acc: 0.971, val loss: 1.070 val acc 0.700.
Epoch 502: train loss 0.247 train acc: 0.943, val loss: 1.063 val acc 0.702.
Epoch 503: train loss 0.262 train acc: 0.936, val loss: 1.055 val acc 0.700.
Epoch 504: train loss 0.357 train acc: 0.921, val loss: 1.050 val acc 0.706.
Epoch 505: train loss 0.296 train acc: 0.950, val loss: 1.047 val acc 0.706.
Epoch 506: train loss 0.206 train acc: 0.964, val loss: 1.048 val acc 0.704.
Epoch 507: train loss 0.186 train acc: 0.957, val loss: 1.052 val acc 0.704.
Epoch 508: train loss 0.271 train acc: 0.929, val loss: 1.059 val acc 0.700.
Epoch 509: train loss 0.142 train acc: 0.986, val loss: 1.068 val acc 0.696.
Epoch 510: train loss 0.218 train acc: 0.950, val loss: 1.078 val acc 0.694.
Epoch 511: train loss 0.187 train acc: 0.943, val loss: 1.088 val acc 0.694.
Epoch 512: train loss 0.226 train acc: 0.936, val loss: 1.094 val acc 0.694.
Epoch 513: train loss 0.215 train acc: 0.950, val loss: 1.094 val acc 0.696.
Epoch 514: train loss 0.180 train acc: 0.971, val loss: 1.093 val acc 0.698.
Epoch 515: train loss 0.237 train acc: 0.950, val loss: 1.091 val acc 0.696.
Epoch 516: train loss 0.242 train acc: 0.950, val loss: 1.087 val acc 0.702.
Epoch 517: train loss 0.268 train acc: 0.950, val loss: 1.083 val acc 0.708.
Epoch 518: train loss 0.129 train acc: 0.971, val loss: 1.078 val acc 0.712.
Epoch 519: train loss 0.149 train acc: 0.964, val loss: 1.075 val acc 0.710.
Epoch 520: train loss 0.176 train acc: 0.964, val loss: 1.076 val acc 0.712.
Epoch 521: train loss 0.244 train acc: 0.957, val loss: 1.078 val acc 0.708.
Epoch 522: train loss 0.227 train acc: 0.950, val loss: 1.080 val acc 0.690.
Epoch 523: train loss 0.193 train acc: 0.971, val loss: 1.080 val acc 0.692.
Epoch 524: train loss 0.179 train acc: 0.950, val loss: 1.079 val acc 0.686.
Epoch 525: train loss 0.192 train acc: 0.957, val loss: 1.078 val acc 0.684.
Epoch 526: train loss 0.164 train acc: 0.964, val loss: 1.072 val acc 0.684.
Epoch 527: train loss 0.201 train acc: 0.950, val loss: 1.059 val acc 0.696.
Epoch 528: train loss 0.223 train acc: 0.950, val loss: 1.047 val acc 0.702.
Epoch 529: train loss 0.265 train acc: 0.936, val loss: 1.035 val acc 0.704.
Epoch 530: train loss 0.353 train acc: 0.929, val loss: 1.028 val acc 0.712.
Epoch 531: train loss 0.216 train acc: 0.957, val loss: 1.024 val acc 0.716.
Epoch 532: train loss 0.217 train acc: 0.957, val loss: 1.021 val acc 0.718.
Epoch 533: train loss 0.170 train acc: 0.964, val loss: 1.020 val acc 0.720.
Epoch 534: train loss 0.169 train acc: 0.971, val loss: 1.020 val acc 0.722.
Epoch 535: train loss 0.181 train acc: 0.957, val loss: 1.019 val acc 0.718.
Epoch 536: train loss 0.211 train acc: 0.957, val loss: 1.018 val acc 0.718.
Epoch 537: train loss 0.159 train acc: 0.964, val loss: 1.018 val acc 0.712.
Epoch 538: train loss 0.170 train acc: 0.971, val loss: 1.017 val acc 0.718.
Epoch 539: train loss 0.246 train acc: 0.914, val loss: 1.023 val acc 0.718.
Epoch 540: train loss 0.242 train acc: 0.943, val loss: 1.031 val acc 0.710.
Epoch 541: train loss 0.193 train acc: 0.957, val loss: 1.039 val acc 0.712.
Epoch 542: train loss 0.229 train acc: 0.964, val loss: 1.044 val acc 0.710.
Epoch 543: train loss 0.149 train acc: 0.979, val loss: 1.048 val acc 0.708.
Epoch 544: train loss 0.200 train acc: 0.943, val loss: 1.053 val acc 0.702.
Epoch 545: train loss 0.206 train acc: 0.943, val loss: 1.055 val acc 0.706.
Epoch 546: train loss 0.208 train acc: 0.929, val loss: 1.052 val acc 0.708.
Epoch 547: train loss 0.221 train acc: 0.943, val loss: 1.050 val acc 0.708.
Epoch 548: train loss 0.201 train acc: 0.964, val loss: 1.046 val acc 0.706.
Epoch 549: train loss 0.219 train acc: 0.950, val loss: 1.041 val acc 0.708.
Epoch 550: train loss 0.135 train acc: 0.971, val loss: 1.036 val acc 0.712.
Epoch 551: train loss 0.130 train acc: 0.979, val loss: 1.031 val acc 0.708.
Epoch 552: train loss 0.138 train acc: 0.971, val loss: 1.027 val acc 0.708.
Epoch 553: train loss 0.248 train acc: 0.950, val loss: 1.025 val acc 0.708.
Epoch 554: train loss 0.218 train acc: 0.936, val loss: 1.024 val acc 0.712.
Epoch 555: train loss 0.146 train acc: 0.971, val loss: 1.023 val acc 0.706.
Epoch 556: train loss 0.265 train acc: 0.950, val loss: 1.024 val acc 0.710.
Epoch 557: train loss 0.131 train acc: 0.971, val loss: 1.028 val acc 0.712.
Epoch 558: train loss 0.172 train acc: 0.957, val loss: 1.029 val acc 0.712.
Epoch 559: train loss 0.228 train acc: 0.950, val loss: 1.032 val acc 0.714.
Epoch 560: train loss 0.170 train acc: 0.971, val loss: 1.032 val acc 0.716.
Epoch 561: train loss 0.231 train acc: 0.957, val loss: 1.030 val acc 0.722.
Epoch 562: train loss 0.177 train acc: 0.971, val loss: 1.028 val acc 0.724.
Epoch 563: train loss 0.183 train acc: 0.950, val loss: 1.025 val acc 0.722.
Epoch 564: train loss 0.169 train acc: 0.957, val loss: 1.023 val acc 0.724.
Epoch 565: train loss 0.185 train acc: 0.957, val loss: 1.022 val acc 0.720.
Epoch 566: train loss 0.162 train acc: 0.950, val loss: 1.021 val acc 0.728.
Epoch 567: train loss 0.227 train acc: 0.943, val loss: 1.023 val acc 0.728.
Epoch 568: train loss 0.242 train acc: 0.943, val loss: 1.022 val acc 0.728.
Epoch 569: train loss 0.176 train acc: 0.964, val loss: 1.025 val acc 0.722.
Epoch 570: train loss 0.202 train acc: 0.950, val loss: 1.030 val acc 0.714.
Epoch 571: train loss 0.218 train acc: 0.950, val loss: 1.039 val acc 0.710.
Epoch 572: train loss 0.151 train acc: 0.964, val loss: 1.049 val acc 0.706.
Epoch 573: train loss 0.131 train acc: 0.971, val loss: 1.058 val acc 0.704.
Epoch 574: train loss 0.267 train acc: 0.929, val loss: 1.064 val acc 0.698.
Epoch 575: train loss 0.254 train acc: 0.929, val loss: 1.069 val acc 0.696.
Epoch 576: train loss 0.331 train acc: 0.936, val loss: 1.070 val acc 0.702.
Epoch 577: train loss 0.141 train acc: 0.979, val loss: 1.072 val acc 0.702.
Epoch 578: train loss 0.235 train acc: 0.957, val loss: 1.071 val acc 0.704.
Epoch 579: train loss 0.161 train acc: 0.971, val loss: 1.069 val acc 0.706.
Epoch 580: train loss 0.139 train acc: 0.971, val loss: 1.067 val acc 0.710.
Epoch 581: train loss 0.340 train acc: 0.936, val loss: 1.062 val acc 0.714.
Epoch 582: train loss 0.174 train acc: 0.971, val loss: 1.059 val acc 0.716.
Epoch 583: train loss 0.175 train acc: 0.957, val loss: 1.057 val acc 0.714.
Epoch 584: train loss 0.223 train acc: 0.950, val loss: 1.055 val acc 0.712.
Epoch 585: train loss 0.152 train acc: 0.971, val loss: 1.053 val acc 0.712.
Epoch 586: train loss 0.203 train acc: 0.957, val loss: 1.053 val acc 0.710.
Epoch 587: train loss 0.225 train acc: 0.957, val loss: 1.055 val acc 0.710.
Epoch 588: train loss 0.337 train acc: 0.936, val loss: 1.058 val acc 0.710.
Epoch 589: train loss 0.147 train acc: 0.971, val loss: 1.061 val acc 0.708.
Epoch 590: train loss 0.206 train acc: 0.957, val loss: 1.063 val acc 0.708.
Epoch 591: train loss 0.201 train acc: 0.957, val loss: 1.063 val acc 0.704.
Epoch 592: train loss 0.138 train acc: 0.979, val loss: 1.065 val acc 0.704.
Epoch 593: train loss 0.140 train acc: 0.971, val loss: 1.064 val acc 0.704.
Epoch 594: train loss 0.150 train acc: 0.971, val loss: 1.060 val acc 0.706.
Epoch 595: train loss 0.162 train acc: 0.964, val loss: 1.056 val acc 0.706.
Epoch 596: train loss 0.178 train acc: 0.950, val loss: 1.053 val acc 0.708.
Epoch 597: train loss 0.175 train acc: 0.964, val loss: 1.052 val acc 0.708.
Epoch 598: train loss 0.183 train acc: 0.957, val loss: 1.050 val acc 0.708.
Epoch 599: train loss 0.239 train acc: 0.936, val loss: 1.050 val acc 0.710.
Epoch 600: train loss 0.143 train acc: 0.964, val loss: 1.050 val acc 0.710.
Epoch 601: train loss 0.214 train acc: 0.950, val loss: 1.046 val acc 0.710.
Epoch 602: train loss 0.185 train acc: 0.971, val loss: 1.046 val acc 0.708.
Epoch 603: train loss 0.208 train acc: 0.964, val loss: 1.047 val acc 0.706.
Epoch 604: train loss 0.134 train acc: 0.957, val loss: 1.053 val acc 0.704.
Epoch 605: train loss 0.172 train acc: 0.964, val loss: 1.058 val acc 0.702.
Epoch 606: train loss 0.147 train acc: 0.957, val loss: 1.061 val acc 0.702.
Epoch 607: train loss 0.184 train acc: 0.957, val loss: 1.060 val acc 0.700.
Epoch 608: train loss 0.270 train acc: 0.943, val loss: 1.051 val acc 0.702.
Epoch 609: train loss 0.112 train acc: 0.993, val loss: 1.045 val acc 0.704.
Epoch 610: train loss 0.128 train acc: 0.971, val loss: 1.043 val acc 0.704.
Epoch 611: train loss 0.113 train acc: 0.979, val loss: 1.042 val acc 0.706.
Epoch 612: train loss 0.128 train acc: 0.971, val loss: 1.041 val acc 0.706.
Epoch 613: train loss 0.155 train acc: 0.957, val loss: 1.042 val acc 0.704.
Epoch 614: train loss 0.200 train acc: 0.957, val loss: 1.045 val acc 0.704.
Epoch 615: train loss 0.178 train acc: 0.957, val loss: 1.048 val acc 0.704.
Epoch 616: train loss 0.193 train acc: 0.964, val loss: 1.055 val acc 0.704.
Epoch 617: train loss 0.202 train acc: 0.957, val loss: 1.061 val acc 0.706.
Epoch 618: train loss 0.135 train acc: 0.971, val loss: 1.066 val acc 0.706.
Epoch 619: train loss 0.189 train acc: 0.957, val loss: 1.060 val acc 0.706.
Epoch 620: train loss 0.139 train acc: 0.964, val loss: 1.049 val acc 0.710.
Epoch 621: train loss 0.244 train acc: 0.971, val loss: 1.037 val acc 0.718.
Epoch 622: train loss 0.173 train acc: 0.957, val loss: 1.027 val acc 0.724.
Epoch 623: train loss 0.223 train acc: 0.957, val loss: 1.018 val acc 0.726.
Epoch 624: train loss 0.214 train acc: 0.964, val loss: 1.011 val acc 0.724.
Epoch 625: train loss 0.150 train acc: 0.986, val loss: 1.005 val acc 0.724.
Epoch 626: train loss 0.189 train acc: 0.950, val loss: 1.002 val acc 0.722.
Epoch 627: train loss 0.199 train acc: 0.936, val loss: 1.003 val acc 0.722.
Epoch 628: train loss 0.157 train acc: 0.950, val loss: 1.005 val acc 0.722.
Epoch 629: train loss 0.147 train acc: 0.950, val loss: 1.008 val acc 0.722.
Epoch 630: train loss 0.186 train acc: 0.929, val loss: 1.009 val acc 0.724.
Epoch 631: train loss 0.157 train acc: 0.950, val loss: 1.013 val acc 0.722.
Epoch 632: train loss 0.263 train acc: 0.936, val loss: 1.017 val acc 0.726.
Epoch 633: train loss 0.214 train acc: 0.957, val loss: 1.021 val acc 0.728.
Epoch 634: train loss 0.147 train acc: 0.964, val loss: 1.024 val acc 0.726.
Epoch 635: train loss 0.179 train acc: 0.964, val loss: 1.028 val acc 0.728.
Epoch 636: train loss 0.171 train acc: 0.979, val loss: 1.034 val acc 0.724.
Epoch 637: train loss 0.183 train acc: 0.971, val loss: 1.038 val acc 0.720.
Epoch 638: train loss 0.138 train acc: 0.979, val loss: 1.042 val acc 0.716.
Epoch 639: train loss 0.163 train acc: 0.979, val loss: 1.044 val acc 0.718.
Epoch 640: train loss 0.199 train acc: 0.943, val loss: 1.044 val acc 0.712.
Epoch 641: train loss 0.263 train acc: 0.936, val loss: 1.043 val acc 0.710.
Epoch 642: train loss 0.162 train acc: 0.971, val loss: 1.039 val acc 0.708.
Epoch 643: train loss 0.142 train acc: 0.979, val loss: 1.037 val acc 0.714.
Epoch 644: train loss 0.130 train acc: 0.971, val loss: 1.036 val acc 0.716.
Epoch 645: train loss 0.167 train acc: 0.979, val loss: 1.034 val acc 0.716.
Epoch 646: train loss 0.198 train acc: 0.957, val loss: 1.032 val acc 0.720.
Epoch 647: train loss 0.281 train acc: 0.950, val loss: 1.030 val acc 0.716.
Epoch 648: train loss 0.172 train acc: 0.971, val loss: 1.030 val acc 0.716.
Epoch 649: train loss 0.200 train acc: 0.921, val loss: 1.026 val acc 0.714.
Epoch 650: train loss 0.160 train acc: 0.950, val loss: 1.024 val acc 0.716.
Epoch 651: train loss 0.243 train acc: 0.943, val loss: 1.023 val acc 0.716.
Epoch 652: train loss 0.137 train acc: 0.971, val loss: 1.021 val acc 0.716.
Epoch 653: train loss 0.159 train acc: 0.971, val loss: 1.020 val acc 0.714.
Epoch 654: train loss 0.230 train acc: 0.936, val loss: 1.017 val acc 0.712.
Epoch 655: train loss 0.165 train acc: 0.950, val loss: 1.013 val acc 0.714.
Epoch 656: train loss 0.092 train acc: 1.000, val loss: 1.011 val acc 0.712.
Epoch 657: train loss 0.114 train acc: 0.971, val loss: 1.010 val acc 0.714.
Epoch 658: train loss 0.146 train acc: 0.957, val loss: 1.008 val acc 0.718.
Epoch 659: train loss 0.200 train acc: 0.943, val loss: 1.009 val acc 0.718.
Epoch 660: train loss 0.212 train acc: 0.979, val loss: 1.009 val acc 0.720.
Epoch 661: train loss 0.134 train acc: 0.971, val loss: 1.009 val acc 0.718.
Epoch 662: train loss 0.161 train acc: 0.964, val loss: 1.011 val acc 0.722.
Epoch 663: train loss 0.141 train acc: 0.979, val loss: 1.013 val acc 0.722.
Epoch 664: train loss 0.164 train acc: 0.957, val loss: 1.015 val acc 0.724.
Epoch 665: train loss 0.269 train acc: 0.914, val loss: 1.012 val acc 0.724.
Epoch 666: train loss 0.173 train acc: 0.964, val loss: 1.011 val acc 0.724.
Epoch 667: train loss 0.146 train acc: 0.971, val loss: 1.009 val acc 0.720.
Epoch 668: train loss 0.261 train acc: 0.950, val loss: 1.009 val acc 0.724.
Epoch 669: train loss 0.139 train acc: 0.957, val loss: 1.011 val acc 0.722.
Epoch 670: train loss 0.198 train acc: 0.950, val loss: 1.012 val acc 0.720.
Epoch 671: train loss 0.201 train acc: 0.936, val loss: 1.011 val acc 0.722.
Epoch 672: train loss 0.197 train acc: 0.964, val loss: 1.010 val acc 0.724.
Epoch 673: train loss 0.125 train acc: 0.979, val loss: 1.008 val acc 0.726.
Epoch 674: train loss 0.185 train acc: 0.964, val loss: 1.006 val acc 0.728.
Epoch 675: train loss 0.193 train acc: 0.929, val loss: 1.000 val acc 0.722.
Epoch 676: train loss 0.182 train acc: 0.964, val loss: 0.999 val acc 0.728.
Epoch 677: train loss 0.155 train acc: 0.950, val loss: 1.001 val acc 0.728.
Epoch 678: train loss 0.136 train acc: 0.964, val loss: 1.007 val acc 0.732.
Epoch 679: train loss 0.212 train acc: 0.936, val loss: 1.014 val acc 0.732.
Epoch 680: train loss 0.235 train acc: 0.957, val loss: 1.023 val acc 0.732.
Epoch 681: train loss 0.185 train acc: 0.957, val loss: 1.028 val acc 0.726.
Epoch 682: train loss 0.178 train acc: 0.964, val loss: 1.035 val acc 0.716.
Epoch 683: train loss 0.263 train acc: 0.936, val loss: 1.041 val acc 0.716.
Epoch 684: train loss 0.176 train acc: 0.964, val loss: 1.044 val acc 0.712.
Epoch 685: train loss 0.214 train acc: 0.957, val loss: 1.043 val acc 0.712.
Epoch 686: train loss 0.233 train acc: 0.964, val loss: 1.033 val acc 0.718.
Epoch 687: train loss 0.256 train acc: 0.957, val loss: 1.022 val acc 0.718.
Epoch 688: train loss 0.203 train acc: 0.936, val loss: 1.011 val acc 0.720.
Epoch 689: train loss 0.249 train acc: 0.943, val loss: 1.005 val acc 0.720.
Epoch 690: train loss 0.228 train acc: 0.943, val loss: 1.005 val acc 0.716.
Epoch 691: train loss 0.150 train acc: 0.957, val loss: 1.007 val acc 0.716.
Epoch 692: train loss 0.169 train acc: 0.957, val loss: 1.012 val acc 0.716.
Epoch 693: train loss 0.147 train acc: 0.964, val loss: 1.015 val acc 0.718.
Epoch 694: train loss 0.256 train acc: 0.957, val loss: 1.019 val acc 0.716.
Epoch 695: train loss 0.177 train acc: 0.964, val loss: 1.021 val acc 0.718.
Epoch 696: train loss 0.139 train acc: 0.979, val loss: 1.022 val acc 0.718.
Epoch 697: train loss 0.130 train acc: 0.971, val loss: 1.023 val acc 0.718.
Epoch 698: train loss 0.242 train acc: 0.950, val loss: 1.023 val acc 0.726.
Epoch 699: train loss 0.184 train acc: 0.950, val loss: 1.021 val acc 0.726.
Epoch 700: train loss 0.113 train acc: 0.979, val loss: 1.019 val acc 0.724.
Epoch 701: train loss 0.205 train acc: 0.964, val loss: 1.014 val acc 0.726.
Epoch 702: train loss 0.143 train acc: 0.971, val loss: 1.010 val acc 0.726.
Epoch 703: train loss 0.165 train acc: 0.964, val loss: 1.007 val acc 0.726.
Epoch 704: train loss 0.199 train acc: 0.964, val loss: 1.005 val acc 0.722.
Epoch 705: train loss 0.183 train acc: 0.957, val loss: 1.003 val acc 0.724.
Epoch 706: train loss 0.196 train acc: 0.979, val loss: 1.003 val acc 0.726.
Epoch 707: train loss 0.218 train acc: 0.950, val loss: 1.004 val acc 0.726.
Epoch 708: train loss 0.208 train acc: 0.943, val loss: 1.006 val acc 0.726.
Epoch 709: train loss 0.168 train acc: 0.943, val loss: 1.008 val acc 0.724.
Epoch 710: train loss 0.142 train acc: 0.964, val loss: 1.008 val acc 0.724.
Epoch 711: train loss 0.196 train acc: 0.950, val loss: 1.009 val acc 0.722.
Epoch 712: train loss 0.133 train acc: 0.971, val loss: 1.011 val acc 0.724.
Epoch 713: train loss 0.140 train acc: 0.957, val loss: 1.013 val acc 0.722.
Epoch 714: train loss 0.152 train acc: 0.964, val loss: 1.016 val acc 0.718.
Epoch 715: train loss 0.223 train acc: 0.943, val loss: 1.016 val acc 0.716.
Epoch 716: train loss 0.174 train acc: 0.964, val loss: 1.019 val acc 0.716.
Epoch 717: train loss 0.131 train acc: 0.979, val loss: 1.024 val acc 0.716.
Epoch 718: train loss 0.143 train acc: 0.964, val loss: 1.027 val acc 0.714.
Epoch 719: train loss 0.186 train acc: 0.957, val loss: 1.032 val acc 0.716.
Epoch 720: train loss 0.135 train acc: 0.979, val loss: 1.038 val acc 0.716.
Epoch 721: train loss 0.169 train acc: 0.971, val loss: 1.043 val acc 0.716.
Epoch 722: train loss 0.117 train acc: 0.979, val loss: 1.047 val acc 0.714.
Epoch 723: train loss 0.143 train acc: 0.964, val loss: 1.051 val acc 0.712.
Epoch 724: train loss 0.181 train acc: 0.964, val loss: 1.059 val acc 0.712.
Epoch 725: train loss 0.199 train acc: 0.979, val loss: 1.065 val acc 0.712.
Epoch 726: train loss 0.098 train acc: 0.993, val loss: 1.070 val acc 0.706.
Epoch 727: train loss 0.140 train acc: 0.979, val loss: 1.077 val acc 0.696.
Epoch 728: train loss 0.220 train acc: 0.936, val loss: 1.083 val acc 0.698.
Epoch 729: train loss 0.123 train acc: 0.979, val loss: 1.088 val acc 0.698.
Epoch 730: train loss 0.124 train acc: 0.964, val loss: 1.083 val acc 0.704.
Epoch 731: train loss 0.109 train acc: 0.986, val loss: 1.074 val acc 0.702.
Epoch 732: train loss 0.153 train acc: 0.950, val loss: 1.058 val acc 0.704.
Epoch 733: train loss 0.135 train acc: 0.971, val loss: 1.044 val acc 0.704.
Epoch 734: train loss 0.163 train acc: 0.950, val loss: 1.036 val acc 0.706.
Epoch 735: train loss 0.173 train acc: 0.943, val loss: 1.030 val acc 0.706.
Epoch 736: train loss 0.250 train acc: 0.936, val loss: 1.030 val acc 0.706.
Epoch 737: train loss 0.108 train acc: 0.986, val loss: 1.032 val acc 0.706.
Epoch 738: train loss 0.161 train acc: 0.957, val loss: 1.035 val acc 0.708.
Epoch 739: train loss 0.202 train acc: 0.929, val loss: 1.038 val acc 0.704.
Epoch 740: train loss 0.136 train acc: 0.979, val loss: 1.039 val acc 0.704.
Epoch 741: train loss 0.226 train acc: 0.943, val loss: 1.037 val acc 0.706.
Epoch 742: train loss 0.139 train acc: 0.986, val loss: 1.033 val acc 0.712.
Epoch 743: train loss 0.151 train acc: 0.964, val loss: 1.029 val acc 0.716.
Epoch 744: train loss 0.204 train acc: 0.964, val loss: 1.028 val acc 0.722.
Epoch 745: train loss 0.132 train acc: 0.986, val loss: 1.029 val acc 0.722.
Epoch 746: train loss 0.119 train acc: 0.971, val loss: 1.029 val acc 0.728.
Epoch 747: train loss 0.152 train acc: 0.964, val loss: 1.030 val acc 0.728.
Epoch 748: train loss 0.191 train acc: 0.936, val loss: 1.032 val acc 0.726.
Epoch 749: train loss 0.122 train acc: 0.971, val loss: 1.034 val acc 0.728.
Epoch 750: train loss 0.247 train acc: 0.950, val loss: 1.032 val acc 0.726.
Epoch 751: train loss 0.179 train acc: 0.957, val loss: 1.030 val acc 0.726.
Epoch 752: train loss 0.209 train acc: 0.950, val loss: 1.026 val acc 0.722.
Epoch 753: train loss 0.185 train acc: 0.964, val loss: 1.023 val acc 0.722.
Epoch 754: train loss 0.206 train acc: 0.964, val loss: 1.020 val acc 0.724.
Epoch 755: train loss 0.179 train acc: 0.979, val loss: 1.015 val acc 0.724.
Epoch 756: train loss 0.213 train acc: 0.943, val loss: 1.010 val acc 0.728.
Epoch 757: train loss 0.204 train acc: 0.950, val loss: 1.013 val acc 0.726.
Epoch 758: train loss 0.189 train acc: 0.950, val loss: 1.016 val acc 0.722.
Epoch 759: train loss 0.196 train acc: 0.950, val loss: 1.018 val acc 0.724.
Epoch 760: train loss 0.156 train acc: 0.964, val loss: 1.021 val acc 0.724.
Epoch 761: train loss 0.285 train acc: 0.936, val loss: 1.023 val acc 0.724.
Epoch 762: train loss 0.177 train acc: 0.957, val loss: 1.024 val acc 0.722.
Epoch 763: train loss 0.217 train acc: 0.936, val loss: 1.026 val acc 0.722.
Epoch 764: train loss 0.238 train acc: 0.943, val loss: 1.027 val acc 0.722.
Epoch 765: train loss 0.097 train acc: 0.986, val loss: 1.028 val acc 0.722.
Epoch 766: train loss 0.162 train acc: 0.957, val loss: 1.027 val acc 0.718.
Epoch 767: train loss 0.163 train acc: 0.964, val loss: 1.028 val acc 0.718.
Epoch 768: train loss 0.228 train acc: 0.943, val loss: 1.028 val acc 0.718.
Epoch 769: train loss 0.167 train acc: 0.950, val loss: 1.032 val acc 0.714.
Epoch 770: train loss 0.248 train acc: 0.957, val loss: 1.037 val acc 0.716.
Epoch 771: train loss 0.154 train acc: 0.971, val loss: 1.043 val acc 0.712.
Epoch 772: train loss 0.238 train acc: 0.929, val loss: 1.051 val acc 0.706.
Epoch 773: train loss 0.140 train acc: 0.964, val loss: 1.060 val acc 0.706.
Epoch 774: train loss 0.145 train acc: 0.957, val loss: 1.071 val acc 0.706.
Epoch 775: train loss 0.151 train acc: 0.957, val loss: 1.076 val acc 0.708.
Epoch 776: train loss 0.149 train acc: 0.957, val loss: 1.080 val acc 0.708.
Epoch 777: train loss 0.115 train acc: 0.971, val loss: 1.077 val acc 0.702.
Epoch 778: train loss 0.096 train acc: 0.993, val loss: 1.075 val acc 0.706.
Epoch 779: train loss 0.204 train acc: 0.950, val loss: 1.071 val acc 0.708.
Epoch 780: train loss 0.142 train acc: 0.971, val loss: 1.068 val acc 0.708.
Epoch 781: train loss 0.150 train acc: 0.971, val loss: 1.064 val acc 0.708.
Epoch 782: train loss 0.146 train acc: 0.964, val loss: 1.062 val acc 0.710.
Epoch 783: train loss 0.169 train acc: 0.979, val loss: 1.060 val acc 0.710.
Epoch 784: train loss 0.154 train acc: 0.986, val loss: 1.061 val acc 0.708.
Epoch 785: train loss 0.149 train acc: 0.950, val loss: 1.061 val acc 0.708.
Epoch 786: train loss 0.195 train acc: 0.950, val loss: 1.058 val acc 0.708.
Epoch 787: train loss 0.107 train acc: 0.971, val loss: 1.054 val acc 0.706.
Epoch 788: train loss 0.171 train acc: 0.964, val loss: 1.053 val acc 0.706.
Epoch 789: train loss 0.177 train acc: 0.957, val loss: 1.054 val acc 0.704.
Epoch 790: train loss 0.110 train acc: 0.979, val loss: 1.051 val acc 0.708.
Epoch 791: train loss 0.221 train acc: 0.957, val loss: 1.048 val acc 0.706.
Epoch 792: train loss 0.170 train acc: 0.971, val loss: 1.042 val acc 0.704.
Epoch 793: train loss 0.126 train acc: 0.986, val loss: 1.039 val acc 0.710.
Epoch 794: train loss 0.183 train acc: 0.957, val loss: 1.036 val acc 0.710.
Epoch 795: train loss 0.104 train acc: 0.971, val loss: 1.035 val acc 0.712.
Epoch 796: train loss 0.145 train acc: 0.964, val loss: 1.037 val acc 0.714.
Epoch 797: train loss 0.129 train acc: 0.950, val loss: 1.041 val acc 0.712.
Epoch 798: train loss 0.147 train acc: 0.964, val loss: 1.045 val acc 0.708.
Epoch 799: train loss 0.165 train acc: 0.964, val loss: 1.050 val acc 0.706.
Epoch 800: train loss 0.127 train acc: 0.979, val loss: 1.048 val acc 0.710.
Epoch 801: train loss 0.182 train acc: 0.971, val loss: 1.048 val acc 0.706.
Epoch 802: train loss 0.204 train acc: 0.943, val loss: 1.046 val acc 0.706.
Epoch 803: train loss 0.133 train acc: 0.971, val loss: 1.042 val acc 0.708.
Epoch 804: train loss 0.182 train acc: 0.957, val loss: 1.038 val acc 0.706.
Epoch 805: train loss 0.138 train acc: 0.957, val loss: 1.038 val acc 0.706.
Epoch 806: train loss 0.198 train acc: 0.943, val loss: 1.039 val acc 0.704.
Epoch 807: train loss 0.191 train acc: 0.943, val loss: 1.040 val acc 0.706.
Epoch 808: train loss 0.119 train acc: 0.986, val loss: 1.043 val acc 0.704.
Epoch 809: train loss 0.116 train acc: 0.979, val loss: 1.046 val acc 0.706.
Epoch 810: train loss 0.137 train acc: 0.971, val loss: 1.044 val acc 0.704.
Epoch 811: train loss 0.122 train acc: 0.993, val loss: 1.042 val acc 0.706.
Epoch 812: train loss 0.175 train acc: 0.971, val loss: 1.042 val acc 0.712.
Epoch 813: train loss 0.147 train acc: 0.957, val loss: 1.042 val acc 0.716.
Epoch 814: train loss 0.107 train acc: 0.986, val loss: 1.045 val acc 0.712.
Epoch 815: train loss 0.127 train acc: 0.964, val loss: 1.049 val acc 0.714.
Epoch 816: train loss 0.254 train acc: 0.929, val loss: 1.051 val acc 0.714.
Epoch 817: train loss 0.153 train acc: 0.950, val loss: 1.052 val acc 0.708.
Epoch 818: train loss 0.123 train acc: 0.979, val loss: 1.054 val acc 0.706.
Epoch 819: train loss 0.176 train acc: 0.957, val loss: 1.055 val acc 0.706.
Epoch 820: train loss 0.132 train acc: 0.957, val loss: 1.057 val acc 0.704.
Epoch 821: train loss 0.133 train acc: 0.964, val loss: 1.059 val acc 0.704.
Epoch 822: train loss 0.270 train acc: 0.943, val loss: 1.064 val acc 0.704.
Epoch 823: train loss 0.175 train acc: 0.957, val loss: 1.069 val acc 0.700.
Epoch 824: train loss 0.264 train acc: 0.929, val loss: 1.072 val acc 0.698.
Epoch 825: train loss 0.182 train acc: 0.971, val loss: 1.076 val acc 0.700.
Epoch 826: train loss 0.144 train acc: 0.979, val loss: 1.075 val acc 0.698.
Epoch 827: train loss 0.161 train acc: 0.957, val loss: 1.074 val acc 0.696.
Epoch 828: train loss 0.140 train acc: 0.971, val loss: 1.073 val acc 0.698.
Epoch 829: train loss 0.120 train acc: 0.979, val loss: 1.068 val acc 0.700.
Epoch 830: train loss 0.133 train acc: 0.986, val loss: 1.061 val acc 0.700.
Epoch 831: train loss 0.120 train acc: 0.986, val loss: 1.058 val acc 0.706.
Epoch 832: train loss 0.167 train acc: 0.957, val loss: 1.058 val acc 0.708.
Epoch 833: train loss 0.182 train acc: 0.971, val loss: 1.056 val acc 0.706.
Epoch 834: train loss 0.168 train acc: 0.964, val loss: 1.054 val acc 0.706.
Epoch 835: train loss 0.132 train acc: 0.964, val loss: 1.054 val acc 0.708.
Epoch 836: train loss 0.146 train acc: 0.971, val loss: 1.054 val acc 0.706.
Epoch 837: train loss 0.149 train acc: 0.964, val loss: 1.055 val acc 0.706.
Epoch 838: train loss 0.221 train acc: 0.964, val loss: 1.050 val acc 0.706.
Epoch 839: train loss 0.165 train acc: 0.943, val loss: 1.040 val acc 0.708.
Epoch 840: train loss 0.128 train acc: 0.971, val loss: 1.032 val acc 0.710.
Epoch 841: train loss 0.115 train acc: 0.971, val loss: 1.022 val acc 0.712.
Epoch 842: train loss 0.150 train acc: 0.957, val loss: 1.015 val acc 0.716.
Epoch 843: train loss 0.162 train acc: 0.964, val loss: 1.013 val acc 0.720.
Epoch 844: train loss 0.165 train acc: 0.943, val loss: 1.011 val acc 0.720.
Epoch 845: train loss 0.134 train acc: 0.971, val loss: 1.013 val acc 0.718.
Epoch 846: train loss 0.099 train acc: 0.979, val loss: 1.016 val acc 0.714.
Epoch 847: train loss 0.284 train acc: 0.936, val loss: 1.018 val acc 0.718.
Epoch 848: train loss 0.130 train acc: 0.964, val loss: 1.020 val acc 0.718.
Epoch 849: train loss 0.107 train acc: 0.971, val loss: 1.023 val acc 0.718.
Epoch 850: train loss 0.109 train acc: 0.979, val loss: 1.028 val acc 0.716.
Epoch 851: train loss 0.134 train acc: 0.964, val loss: 1.038 val acc 0.712.
Epoch 852: train loss 0.120 train acc: 0.979, val loss: 1.046 val acc 0.714.
Epoch 853: train loss 0.107 train acc: 0.971, val loss: 1.049 val acc 0.716.
Epoch 854: train loss 0.140 train acc: 0.971, val loss: 1.051 val acc 0.722.
Epoch 855: train loss 0.093 train acc: 0.986, val loss: 1.052 val acc 0.722.
Epoch 856: train loss 0.182 train acc: 0.950, val loss: 1.050 val acc 0.722.
Epoch 857: train loss 0.142 train acc: 0.971, val loss: 1.046 val acc 0.726.
Epoch 858: train loss 0.156 train acc: 0.964, val loss: 1.039 val acc 0.724.
Epoch 859: train loss 0.095 train acc: 0.979, val loss: 1.031 val acc 0.726.
Epoch 860: train loss 0.214 train acc: 0.964, val loss: 1.027 val acc 0.728.
Epoch 861: train loss 0.129 train acc: 0.964, val loss: 1.022 val acc 0.730.
Epoch 862: train loss 0.141 train acc: 0.957, val loss: 1.020 val acc 0.734.
Epoch 863: train loss 0.173 train acc: 0.957, val loss: 1.018 val acc 0.736.
Epoch 864: train loss 0.123 train acc: 0.979, val loss: 1.018 val acc 0.736.
Epoch 865: train loss 0.261 train acc: 0.950, val loss: 1.020 val acc 0.736.
Epoch 866: train loss 0.119 train acc: 0.971, val loss: 1.022 val acc 0.732.
Epoch 867: train loss 0.097 train acc: 0.993, val loss: 1.023 val acc 0.730.
Epoch 868: train loss 0.106 train acc: 0.971, val loss: 1.023 val acc 0.730.
Epoch 869: train loss 0.217 train acc: 0.943, val loss: 1.022 val acc 0.730.
Epoch 870: train loss 0.143 train acc: 0.979, val loss: 1.021 val acc 0.732.
Epoch 871: train loss 0.174 train acc: 0.964, val loss: 1.021 val acc 0.736.
Epoch 872: train loss 0.156 train acc: 0.986, val loss: 1.021 val acc 0.736.
Epoch 873: train loss 0.121 train acc: 0.971, val loss: 1.024 val acc 0.734.
Epoch 874: train loss 0.184 train acc: 0.971, val loss: 1.030 val acc 0.732.
Epoch 875: train loss 0.150 train acc: 0.950, val loss: 1.035 val acc 0.728.
Epoch 876: train loss 0.131 train acc: 0.964, val loss: 1.036 val acc 0.726.
Epoch 877: train loss 0.241 train acc: 0.964, val loss: 1.043 val acc 0.724.
Epoch 878: train loss 0.160 train acc: 0.971, val loss: 1.049 val acc 0.720.
Epoch 879: train loss 0.145 train acc: 0.971, val loss: 1.050 val acc 0.718.
Epoch 880: train loss 0.116 train acc: 0.971, val loss: 1.047 val acc 0.718.
Epoch 881: train loss 0.095 train acc: 0.979, val loss: 1.047 val acc 0.718.
Epoch 882: train loss 0.146 train acc: 0.971, val loss: 1.049 val acc 0.718.
Epoch 883: train loss 0.186 train acc: 0.943, val loss: 1.053 val acc 0.720.
Epoch 884: train loss 0.171 train acc: 0.957, val loss: 1.056 val acc 0.718.
Epoch 885: train loss 0.197 train acc: 0.950, val loss: 1.059 val acc 0.718.
Epoch 886: train loss 0.130 train acc: 0.964, val loss: 1.059 val acc 0.716.
Epoch 887: train loss 0.093 train acc: 0.986, val loss: 1.060 val acc 0.714.
Epoch 888: train loss 0.201 train acc: 0.936, val loss: 1.060 val acc 0.716.
Epoch 889: train loss 0.132 train acc: 0.979, val loss: 1.062 val acc 0.712.
Epoch 890: train loss 0.232 train acc: 0.950, val loss: 1.064 val acc 0.706.
Epoch 891: train loss 0.106 train acc: 0.971, val loss: 1.065 val acc 0.706.
Epoch 892: train loss 0.140 train acc: 0.971, val loss: 1.065 val acc 0.706.
Epoch 893: train loss 0.180 train acc: 0.979, val loss: 1.060 val acc 0.706.
Epoch 894: train loss 0.193 train acc: 0.943, val loss: 1.057 val acc 0.706.
Epoch 895: train loss 0.121 train acc: 0.971, val loss: 1.053 val acc 0.706.
Epoch 896: train loss 0.202 train acc: 0.950, val loss: 1.048 val acc 0.708.
Epoch 897: train loss 0.107 train acc: 0.993, val loss: 1.040 val acc 0.708.
Epoch 898: train loss 0.149 train acc: 0.964, val loss: 1.025 val acc 0.708.
Epoch 899: train loss 0.171 train acc: 0.964, val loss: 1.015 val acc 0.718.
Epoch 900: train loss 0.212 train acc: 0.950, val loss: 1.012 val acc 0.722.
Epoch 901: train loss 0.174 train acc: 0.957, val loss: 1.009 val acc 0.718.
Epoch 902: train loss 0.123 train acc: 0.979, val loss: 1.012 val acc 0.718.
Epoch 903: train loss 0.166 train acc: 0.964, val loss: 1.015 val acc 0.718.
Epoch 904: train loss 0.113 train acc: 0.971, val loss: 1.019 val acc 0.716.
Epoch 905: train loss 0.290 train acc: 0.943, val loss: 1.024 val acc 0.714.
Epoch 906: train loss 0.320 train acc: 0.979, val loss: 1.021 val acc 0.716.
Epoch 907: train loss 0.171 train acc: 0.950, val loss: 1.019 val acc 0.714.
Epoch 908: train loss 0.095 train acc: 0.986, val loss: 1.016 val acc 0.716.
Epoch 909: train loss 0.169 train acc: 0.950, val loss: 1.013 val acc 0.718.
Epoch 910: train loss 0.165 train acc: 0.957, val loss: 1.011 val acc 0.718.
Epoch 911: train loss 0.167 train acc: 0.964, val loss: 1.009 val acc 0.720.
Epoch 912: train loss 0.139 train acc: 0.964, val loss: 1.009 val acc 0.724.
Epoch 913: train loss 0.134 train acc: 0.971, val loss: 1.011 val acc 0.722.
Epoch 914: train loss 0.151 train acc: 0.971, val loss: 1.017 val acc 0.720.
Epoch 915: train loss 0.117 train acc: 0.971, val loss: 1.021 val acc 0.718.
Epoch 916: train loss 0.139 train acc: 0.971, val loss: 1.024 val acc 0.718.
Epoch 917: train loss 0.112 train acc: 0.971, val loss: 1.027 val acc 0.716.
Epoch 918: train loss 0.140 train acc: 0.957, val loss: 1.027 val acc 0.718.
Epoch 919: train loss 0.320 train acc: 0.921, val loss: 1.021 val acc 0.718.
Epoch 920: train loss 0.105 train acc: 0.986, val loss: 1.017 val acc 0.720.
Epoch 921: train loss 0.221 train acc: 0.964, val loss: 1.013 val acc 0.726.
Epoch 922: train loss 0.178 train acc: 0.964, val loss: 1.011 val acc 0.728.
Epoch 923: train loss 0.100 train acc: 0.979, val loss: 1.011 val acc 0.728.
Epoch 924: train loss 0.241 train acc: 0.957, val loss: 1.013 val acc 0.728.
Epoch 925: train loss 0.104 train acc: 0.986, val loss: 1.016 val acc 0.726.
Epoch 926: train loss 0.144 train acc: 0.971, val loss: 1.019 val acc 0.726.
Epoch 927: train loss 0.144 train acc: 0.964, val loss: 1.020 val acc 0.722.
Epoch 928: train loss 0.148 train acc: 0.971, val loss: 1.022 val acc 0.724.
Epoch 929: train loss 0.125 train acc: 0.979, val loss: 1.024 val acc 0.722.
Epoch 930: train loss 0.136 train acc: 0.986, val loss: 1.027 val acc 0.724.
Epoch 931: train loss 0.181 train acc: 0.964, val loss: 1.029 val acc 0.722.
Epoch 932: train loss 0.212 train acc: 0.943, val loss: 1.034 val acc 0.718.
Epoch 933: train loss 0.131 train acc: 0.964, val loss: 1.035 val acc 0.720.
Epoch 934: train loss 0.166 train acc: 0.957, val loss: 1.037 val acc 0.720.
Epoch 935: train loss 0.127 train acc: 0.964, val loss: 1.037 val acc 0.720.
Epoch 936: train loss 0.137 train acc: 0.971, val loss: 1.041 val acc 0.716.
Epoch 937: train loss 0.242 train acc: 0.957, val loss: 1.039 val acc 0.716.
Epoch 938: train loss 0.221 train acc: 0.943, val loss: 1.038 val acc 0.718.
Epoch 939: train loss 0.189 train acc: 0.950, val loss: 1.040 val acc 0.722.
Epoch 940: train loss 0.145 train acc: 0.957, val loss: 1.045 val acc 0.714.
Epoch 941: train loss 0.197 train acc: 0.950, val loss: 1.049 val acc 0.714.
Epoch 942: train loss 0.125 train acc: 0.964, val loss: 1.051 val acc 0.716.
Epoch 943: train loss 0.223 train acc: 0.957, val loss: 1.055 val acc 0.718.
Epoch 944: train loss 0.211 train acc: 0.957, val loss: 1.059 val acc 0.714.
Epoch 945: train loss 0.102 train acc: 0.986, val loss: 1.063 val acc 0.712.
Epoch 946: train loss 0.121 train acc: 0.971, val loss: 1.067 val acc 0.708.
Epoch 947: train loss 0.181 train acc: 0.957, val loss: 1.069 val acc 0.708.
Epoch 948: train loss 0.152 train acc: 0.971, val loss: 1.070 val acc 0.710.
Epoch 949: train loss 0.227 train acc: 0.957, val loss: 1.071 val acc 0.710.
Epoch 950: train loss 0.142 train acc: 0.964, val loss: 1.072 val acc 0.712.
Epoch 951: train loss 0.259 train acc: 0.943, val loss: 1.070 val acc 0.714.
Epoch 952: train loss 0.171 train acc: 0.964, val loss: 1.068 val acc 0.712.
Epoch 953: train loss 0.142 train acc: 0.971, val loss: 1.064 val acc 0.716.
Epoch 954: train loss 0.185 train acc: 0.964, val loss: 1.058 val acc 0.720.
Epoch 955: train loss 0.155 train acc: 0.971, val loss: 1.051 val acc 0.716.
Epoch 956: train loss 0.140 train acc: 0.979, val loss: 1.048 val acc 0.716.
Epoch 957: train loss 0.132 train acc: 0.971, val loss: 1.045 val acc 0.716.
Epoch 958: train loss 0.141 train acc: 0.950, val loss: 1.043 val acc 0.718.
Epoch 959: train loss 0.194 train acc: 0.957, val loss: 1.042 val acc 0.718.
Epoch 960: train loss 0.159 train acc: 0.957, val loss: 1.038 val acc 0.716.
Epoch 961: train loss 0.165 train acc: 0.971, val loss: 1.037 val acc 0.716.
Epoch 962: train loss 0.115 train acc: 0.957, val loss: 1.037 val acc 0.718.
Epoch 963: train loss 0.200 train acc: 0.943, val loss: 1.040 val acc 0.718.
Epoch 964: train loss 0.139 train acc: 0.979, val loss: 1.039 val acc 0.722.
Epoch 965: train loss 0.200 train acc: 0.964, val loss: 1.031 val acc 0.720.
Epoch 966: train loss 0.189 train acc: 0.964, val loss: 1.024 val acc 0.720.
Epoch 967: train loss 0.141 train acc: 0.964, val loss: 1.017 val acc 0.728.
Epoch 968: train loss 0.114 train acc: 0.979, val loss: 1.014 val acc 0.728.
Epoch 969: train loss 0.168 train acc: 0.950, val loss: 1.014 val acc 0.728.
Epoch 970: train loss 0.092 train acc: 0.986, val loss: 1.016 val acc 0.726.
Epoch 971: train loss 0.206 train acc: 0.957, val loss: 1.019 val acc 0.728.
Epoch 972: train loss 0.111 train acc: 0.986, val loss: 1.022 val acc 0.726.
Epoch 973: train loss 0.162 train acc: 0.957, val loss: 1.029 val acc 0.728.
Epoch 974: train loss 0.146 train acc: 0.957, val loss: 1.038 val acc 0.726.
Epoch 975: train loss 0.156 train acc: 0.964, val loss: 1.042 val acc 0.722.
Epoch 976: train loss 0.153 train acc: 0.950, val loss: 1.041 val acc 0.722.
Epoch 977: train loss 0.131 train acc: 0.957, val loss: 1.045 val acc 0.722.
Epoch 978: train loss 0.094 train acc: 0.986, val loss: 1.048 val acc 0.722.
Epoch 979: train loss 0.128 train acc: 0.979, val loss: 1.051 val acc 0.722.
Epoch 980: train loss 0.155 train acc: 0.964, val loss: 1.055 val acc 0.724.
Epoch 981: train loss 0.133 train acc: 0.971, val loss: 1.056 val acc 0.724.
Epoch 982: train loss 0.141 train acc: 0.986, val loss: 1.054 val acc 0.726.
Epoch 983: train loss 0.093 train acc: 0.986, val loss: 1.048 val acc 0.724.
Epoch 984: train loss 0.078 train acc: 0.993, val loss: 1.043 val acc 0.724.
Epoch 985: train loss 0.113 train acc: 0.971, val loss: 1.039 val acc 0.726.
Epoch 986: train loss 0.118 train acc: 0.979, val loss: 1.037 val acc 0.728.
Epoch 987: train loss 0.174 train acc: 0.964, val loss: 1.036 val acc 0.734.
Epoch 988: train loss 0.211 train acc: 0.936, val loss: 1.036 val acc 0.736.
Epoch 989: train loss 0.159 train acc: 0.957, val loss: 1.037 val acc 0.728.
Epoch 990: train loss 0.126 train acc: 0.971, val loss: 1.041 val acc 0.724.
Epoch 991: train loss 0.075 train acc: 0.993, val loss: 1.045 val acc 0.720.
Epoch 992: train loss 0.096 train acc: 0.979, val loss: 1.052 val acc 0.714.
Epoch 993: train loss 0.135 train acc: 0.964, val loss: 1.060 val acc 0.712.
Epoch 994: train loss 0.135 train acc: 0.971, val loss: 1.066 val acc 0.714.
Epoch 995: train loss 0.158 train acc: 0.957, val loss: 1.066 val acc 0.716.
Epoch 996: train loss 0.113 train acc: 0.964, val loss: 1.062 val acc 0.716.
Epoch 997: train loss 0.165 train acc: 0.950, val loss: 1.058 val acc 0.716.
Epoch 998: train loss 0.108 train acc: 0.957, val loss: 1.051 val acc 0.716.
Epoch 999: train loss 0.118 train acc: 0.979, val loss: 1.041 val acc 0.718.
Epoch 1000: train loss 0.126 train acc: 0.979, val loss: 1.032 val acc 0.718.
Epoch 1001: train loss 0.210 train acc: 0.950, val loss: 1.029 val acc 0.718.
Epoch 1002: train loss 0.140 train acc: 0.971, val loss: 1.027 val acc 0.716.
Epoch 1003: train loss 0.120 train acc: 0.971, val loss: 1.029 val acc 0.720.
Epoch 1004: train loss 0.105 train acc: 0.986, val loss: 1.031 val acc 0.720.
Epoch 1005: train loss 0.143 train acc: 0.964, val loss: 1.034 val acc 0.718.
Epoch 1006: train loss 0.207 train acc: 0.964, val loss: 1.038 val acc 0.718.
Epoch 1007: train loss 0.159 train acc: 0.971, val loss: 1.042 val acc 0.720.
Epoch 1008: train loss 0.208 train acc: 0.950, val loss: 1.047 val acc 0.718.
Epoch 1009: train loss 0.116 train acc: 0.971, val loss: 1.053 val acc 0.714.
Epoch 1010: train loss 0.160 train acc: 0.971, val loss: 1.057 val acc 0.710.
Epoch 1011: train loss 0.173 train acc: 0.964, val loss: 1.060 val acc 0.712.
Epoch 1012: train loss 0.149 train acc: 0.964, val loss: 1.063 val acc 0.712.
Epoch 1013: train loss 0.359 train acc: 0.957, val loss: 1.068 val acc 0.714.
Epoch 1014: train loss 0.189 train acc: 0.936, val loss: 1.070 val acc 0.710.
Epoch 1015: train loss 0.150 train acc: 0.964, val loss: 1.071 val acc 0.708.
Epoch 1016: train loss 0.135 train acc: 0.971, val loss: 1.070 val acc 0.708.
Epoch 1017: train loss 0.173 train acc: 0.964, val loss: 1.067 val acc 0.708.
Epoch 1018: train loss 0.249 train acc: 0.950, val loss: 1.061 val acc 0.710.
Epoch 1019: train loss 0.174 train acc: 0.971, val loss: 1.059 val acc 0.712.
Epoch 1020: train loss 0.147 train acc: 0.950, val loss: 1.056 val acc 0.710.
Epoch 1021: train loss 0.154 train acc: 0.950, val loss: 1.054 val acc 0.708.
Epoch 1022: train loss 0.115 train acc: 0.971, val loss: 1.051 val acc 0.708.
Epoch 1023: train loss 0.118 train acc: 0.964, val loss: 1.050 val acc 0.706.
Epoch 1024: train loss 0.108 train acc: 0.979, val loss: 1.048 val acc 0.704.
Epoch 1025: train loss 0.120 train acc: 0.964, val loss: 1.046 val acc 0.702.
Epoch 1026: train loss 0.123 train acc: 0.986, val loss: 1.043 val acc 0.704.
Epoch 1027: train loss 0.162 train acc: 0.964, val loss: 1.038 val acc 0.710.
Epoch 1028: train loss 0.217 train acc: 0.943, val loss: 1.030 val acc 0.714.
Epoch 1029: train loss 0.121 train acc: 0.971, val loss: 1.025 val acc 0.718.
Epoch 1030: train loss 0.139 train acc: 0.964, val loss: 1.021 val acc 0.724.
Epoch 1031: train loss 0.141 train acc: 0.964, val loss: 1.021 val acc 0.726.
Epoch 1032: train loss 0.148 train acc: 0.957, val loss: 1.023 val acc 0.722.
Epoch 1033: train loss 0.151 train acc: 0.971, val loss: 1.023 val acc 0.720.
Epoch 1034: train loss 0.228 train acc: 0.950, val loss: 1.022 val acc 0.722.
Epoch 1035: train loss 0.147 train acc: 0.957, val loss: 1.022 val acc 0.724.
Epoch 1036: train loss 0.156 train acc: 0.957, val loss: 1.023 val acc 0.722.
Epoch 1037: train loss 0.169 train acc: 0.957, val loss: 1.021 val acc 0.720.
Epoch 1038: train loss 0.129 train acc: 0.964, val loss: 1.020 val acc 0.724.
Epoch 1039: train loss 0.146 train acc: 0.964, val loss: 1.020 val acc 0.722.
Epoch 1040: train loss 0.213 train acc: 0.950, val loss: 1.024 val acc 0.726.
Epoch 1041: train loss 0.146 train acc: 0.964, val loss: 1.027 val acc 0.724.
Epoch 1042: train loss 0.131 train acc: 0.964, val loss: 1.031 val acc 0.722.
Epoch 1043: train loss 0.107 train acc: 0.979, val loss: 1.031 val acc 0.724.
Epoch 1044: train loss 0.114 train acc: 0.971, val loss: 1.029 val acc 0.726.
Epoch 1045: train loss 0.151 train acc: 0.971, val loss: 1.030 val acc 0.722.
Epoch 1046: train loss 0.135 train acc: 0.979, val loss: 1.029 val acc 0.724.
Epoch 1047: train loss 0.170 train acc: 0.957, val loss: 1.030 val acc 0.724.
Epoch 1048: train loss 0.168 train acc: 0.950, val loss: 1.032 val acc 0.722.
Epoch 1049: train loss 0.144 train acc: 0.971, val loss: 1.034 val acc 0.722.
Epoch 1050: train loss 0.116 train acc: 0.979, val loss: 1.035 val acc 0.724.
Epoch 1051: train loss 0.116 train acc: 0.964, val loss: 1.037 val acc 0.728.
Epoch 1052: train loss 0.201 train acc: 0.964, val loss: 1.043 val acc 0.730.
Epoch 1053: train loss 0.232 train acc: 0.943, val loss: 1.050 val acc 0.726.
Epoch 1054: train loss 0.173 train acc: 0.964, val loss: 1.055 val acc 0.722.
Epoch 1055: train loss 0.105 train acc: 0.993, val loss: 1.059 val acc 0.722.
Epoch 1056: train loss 0.108 train acc: 0.986, val loss: 1.062 val acc 0.720.
Epoch 1057: train loss 0.144 train acc: 0.950, val loss: 1.067 val acc 0.716.
Epoch 1058: train loss 0.135 train acc: 0.971, val loss: 1.071 val acc 0.716.
Epoch 1059: train loss 0.159 train acc: 0.979, val loss: 1.068 val acc 0.716.
Epoch 1060: train loss 0.135 train acc: 0.971, val loss: 1.064 val acc 0.714.
Epoch 1061: train loss 0.101 train acc: 0.993, val loss: 1.063 val acc 0.714.
Epoch 1062: train loss 0.102 train acc: 0.971, val loss: 1.063 val acc 0.714.
Epoch 1063: train loss 0.160 train acc: 0.957, val loss: 1.061 val acc 0.718.
Epoch 1064: train loss 0.099 train acc: 0.971, val loss: 1.058 val acc 0.720.
Epoch 1065: train loss 0.126 train acc: 0.957, val loss: 1.060 val acc 0.720.
Epoch 1066: train loss 0.168 train acc: 0.957, val loss: 1.060 val acc 0.720.
Epoch 1067: train loss 0.122 train acc: 0.964, val loss: 1.063 val acc 0.720.
Epoch 1068: train loss 0.129 train acc: 0.979, val loss: 1.066 val acc 0.720.
Epoch 1069: train loss 0.118 train acc: 0.964, val loss: 1.070 val acc 0.718.
Epoch 1070: train loss 0.119 train acc: 0.979, val loss: 1.075 val acc 0.718.
Epoch 1071: train loss 0.133 train acc: 0.964, val loss: 1.081 val acc 0.720.
Epoch 1072: train loss 0.125 train acc: 0.964, val loss: 1.089 val acc 0.716.
Epoch 1073: train loss 0.100 train acc: 0.986, val loss: 1.094 val acc 0.716.
Epoch 1074: train loss 0.111 train acc: 0.971, val loss: 1.094 val acc 0.714.
Epoch 1075: train loss 0.160 train acc: 0.950, val loss: 1.087 val acc 0.714.
Epoch 1076: train loss 0.268 train acc: 0.929, val loss: 1.070 val acc 0.718.
Epoch 1077: train loss 0.175 train acc: 0.971, val loss: 1.054 val acc 0.716.
Epoch 1078: train loss 0.148 train acc: 0.957, val loss: 1.043 val acc 0.716.
Epoch 1079: train loss 0.251 train acc: 0.964, val loss: 1.034 val acc 0.716.
Epoch 1080: train loss 0.143 train acc: 0.964, val loss: 1.030 val acc 0.716.
Epoch 1081: train loss 0.109 train acc: 0.979, val loss: 1.028 val acc 0.714.
Epoch 1082: train loss 0.125 train acc: 0.964, val loss: 1.029 val acc 0.714.
Epoch 1083: train loss 0.180 train acc: 0.950, val loss: 1.034 val acc 0.714.
Epoch 1084: train loss 0.177 train acc: 0.971, val loss: 1.038 val acc 0.712.
Epoch 1085: train loss 0.226 train acc: 0.936, val loss: 1.038 val acc 0.712.
Epoch 1086: train loss 0.159 train acc: 0.957, val loss: 1.037 val acc 0.712.
Epoch 1087: train loss 0.214 train acc: 0.950, val loss: 1.038 val acc 0.714.
Epoch 1088: train loss 0.157 train acc: 0.950, val loss: 1.039 val acc 0.716.
Epoch 1089: train loss 0.215 train acc: 0.936, val loss: 1.039 val acc 0.716.
Epoch 1090: train loss 0.122 train acc: 0.979, val loss: 1.040 val acc 0.718.
Epoch 1091: train loss 0.160 train acc: 0.957, val loss: 1.041 val acc 0.726.
Epoch 1092: train loss 0.132 train acc: 0.950, val loss: 1.042 val acc 0.726.
Epoch 1093: train loss 0.131 train acc: 0.957, val loss: 1.044 val acc 0.726.
Epoch 1094: train loss 0.228 train acc: 0.950, val loss: 1.045 val acc 0.724.
Epoch 1095: train loss 0.137 train acc: 0.964, val loss: 1.045 val acc 0.722.
Epoch 1096: train loss 0.239 train acc: 0.950, val loss: 1.046 val acc 0.726.
Epoch 1097: train loss 0.222 train acc: 0.950, val loss: 1.049 val acc 0.722.
Epoch 1098: train loss 0.152 train acc: 0.971, val loss: 1.051 val acc 0.720.
Epoch 1099: train loss 0.143 train acc: 0.964, val loss: 1.055 val acc 0.718.
Epoch 1100: train loss 0.185 train acc: 0.971, val loss: 1.060 val acc 0.714.
Epoch 1101: train loss 0.088 train acc: 0.993, val loss: 1.063 val acc 0.714.
Epoch 1102: train loss 0.146 train acc: 0.957, val loss: 1.064 val acc 0.714.
Epoch 1103: train loss 0.132 train acc: 0.957, val loss: 1.067 val acc 0.712.
Epoch 1104: train loss 0.120 train acc: 0.964, val loss: 1.064 val acc 0.712.
Epoch 1105: train loss 0.099 train acc: 0.971, val loss: 1.061 val acc 0.704.
Epoch 1106: train loss 0.165 train acc: 0.957, val loss: 1.054 val acc 0.708.
Epoch 1107: train loss 0.190 train acc: 0.950, val loss: 1.051 val acc 0.708.
Epoch 1108: train loss 0.111 train acc: 0.964, val loss: 1.050 val acc 0.712.
Epoch 1109: train loss 0.173 train acc: 0.979, val loss: 1.049 val acc 0.714.
Epoch 1110: train loss 0.096 train acc: 0.971, val loss: 1.050 val acc 0.710.
Epoch 1111: train loss 0.110 train acc: 0.971, val loss: 1.053 val acc 0.710.
Epoch 1112: train loss 0.120 train acc: 0.986, val loss: 1.053 val acc 0.708.
Epoch 1113: train loss 0.099 train acc: 0.986, val loss: 1.052 val acc 0.708.
Epoch 1114: train loss 0.164 train acc: 0.986, val loss: 1.052 val acc 0.708.
Epoch 1115: train loss 0.129 train acc: 0.979, val loss: 1.057 val acc 0.704.
Epoch 1116: train loss 0.117 train acc: 0.971, val loss: 1.061 val acc 0.704.
Epoch 1117: train loss 0.251 train acc: 0.936, val loss: 1.071 val acc 0.704.
Epoch 1118: train loss 0.113 train acc: 0.971, val loss: 1.075 val acc 0.706.
Epoch 1119: train loss 0.142 train acc: 0.964, val loss: 1.074 val acc 0.704.
Epoch 1120: train loss 0.230 train acc: 0.957, val loss: 1.068 val acc 0.706.
Epoch 1121: train loss 0.142 train acc: 0.964, val loss: 1.061 val acc 0.706.
Epoch 1122: train loss 0.124 train acc: 0.986, val loss: 1.055 val acc 0.708.
Epoch 1123: train loss 0.112 train acc: 0.964, val loss: 1.050 val acc 0.710.
Epoch 1124: train loss 0.199 train acc: 0.950, val loss: 1.042 val acc 0.710.
Epoch 1125: train loss 0.159 train acc: 0.964, val loss: 1.037 val acc 0.710.
Epoch 1126: train loss 0.142 train acc: 0.964, val loss: 1.037 val acc 0.712.
Epoch 1127: train loss 0.112 train acc: 0.979, val loss: 1.039 val acc 0.716.
Epoch 1128: train loss 0.120 train acc: 0.964, val loss: 1.045 val acc 0.714.
Epoch 1129: train loss 0.140 train acc: 0.971, val loss: 1.050 val acc 0.712.
Epoch 1130: train loss 0.142 train acc: 0.979, val loss: 1.055 val acc 0.712.
Epoch 1131: train loss 0.218 train acc: 0.957, val loss: 1.054 val acc 0.710.
Epoch 1132: train loss 0.168 train acc: 0.979, val loss: 1.053 val acc 0.710.
Epoch 1133: train loss 0.201 train acc: 0.943, val loss: 1.050 val acc 0.710.
Epoch 1134: train loss 0.128 train acc: 0.964, val loss: 1.051 val acc 0.708.
Epoch 1135: train loss 0.139 train acc: 0.964, val loss: 1.056 val acc 0.708.
Epoch 1136: train loss 0.132 train acc: 0.964, val loss: 1.060 val acc 0.704.
Epoch 1137: train loss 0.116 train acc: 0.971, val loss: 1.063 val acc 0.702.
Epoch 1138: train loss 0.135 train acc: 0.964, val loss: 1.063 val acc 0.700.
Epoch 1139: train loss 0.097 train acc: 0.971, val loss: 1.063 val acc 0.704.
Epoch 1140: train loss 0.215 train acc: 0.964, val loss: 1.062 val acc 0.704.
Epoch 1141: train loss 0.128 train acc: 0.964, val loss: 1.062 val acc 0.704.
Epoch 1142: train loss 0.154 train acc: 0.957, val loss: 1.060 val acc 0.706.
Epoch 1143: train loss 0.134 train acc: 0.971, val loss: 1.056 val acc 0.708.
Epoch 1144: train loss 0.187 train acc: 0.964, val loss: 1.053 val acc 0.712.
Epoch 1145: train loss 0.146 train acc: 0.964, val loss: 1.052 val acc 0.716.
Epoch 1146: train loss 0.164 train acc: 0.957, val loss: 1.053 val acc 0.722.
Epoch 1147: train loss 0.167 train acc: 0.943, val loss: 1.056 val acc 0.720.
Epoch 1148: train loss 0.125 train acc: 0.971, val loss: 1.056 val acc 0.716.
Epoch 1149: train loss 0.130 train acc: 0.971, val loss: 1.054 val acc 0.716.
Epoch 1150: train loss 0.123 train acc: 0.986, val loss: 1.053 val acc 0.716.
Epoch 1151: train loss 0.213 train acc: 0.943, val loss: 1.056 val acc 0.716.
Epoch 1152: train loss 0.259 train acc: 0.950, val loss: 1.056 val acc 0.722.
Epoch 1153: train loss 0.118 train acc: 0.979, val loss: 1.056 val acc 0.722.
Epoch 1154: train loss 0.145 train acc: 0.957, val loss: 1.052 val acc 0.720.
Epoch 1155: train loss 0.146 train acc: 0.986, val loss: 1.049 val acc 0.720.
Epoch 1156: train loss 0.116 train acc: 0.964, val loss: 1.045 val acc 0.718.
Epoch 1157: train loss 0.122 train acc: 0.957, val loss: 1.044 val acc 0.712.
Epoch 1158: train loss 0.148 train acc: 0.971, val loss: 1.047 val acc 0.710.
Epoch 1159: train loss 0.140 train acc: 0.979, val loss: 1.050 val acc 0.710.
Epoch 1160: train loss 0.152 train acc: 0.964, val loss: 1.048 val acc 0.712.
Epoch 1161: train loss 0.171 train acc: 0.964, val loss: 1.045 val acc 0.710.
Epoch 1162: train loss 0.121 train acc: 0.979, val loss: 1.045 val acc 0.712.
Epoch 1163: train loss 0.128 train acc: 0.964, val loss: 1.046 val acc 0.710.
Epoch 1164: train loss 0.206 train acc: 0.936, val loss: 1.037 val acc 0.712.
Epoch 1165: train loss 0.086 train acc: 0.986, val loss: 1.031 val acc 0.716.
Epoch 1166: train loss 0.129 train acc: 0.979, val loss: 1.028 val acc 0.718.
Epoch 1167: train loss 0.118 train acc: 0.971, val loss: 1.027 val acc 0.718.
Epoch 1168: train loss 0.146 train acc: 0.964, val loss: 1.026 val acc 0.718.
Epoch 1169: train loss 0.092 train acc: 0.993, val loss: 1.027 val acc 0.718.
Epoch 1170: train loss 0.202 train acc: 0.971, val loss: 1.028 val acc 0.722.
Epoch 1171: train loss 0.136 train acc: 0.979, val loss: 1.030 val acc 0.718.
Epoch 1172: train loss 0.141 train acc: 0.971, val loss: 1.034 val acc 0.716.
Epoch 1173: train loss 0.081 train acc: 0.986, val loss: 1.037 val acc 0.718.
Epoch 1174: train loss 0.132 train acc: 0.971, val loss: 1.036 val acc 0.720.
Epoch 1175: train loss 0.173 train acc: 0.950, val loss: 1.034 val acc 0.726.
Epoch 1176: train loss 0.096 train acc: 0.979, val loss: 1.033 val acc 0.732.
Epoch 1177: train loss 0.088 train acc: 0.979, val loss: 1.033 val acc 0.734.
Epoch 1178: train loss 0.125 train acc: 0.964, val loss: 1.035 val acc 0.730.
Epoch 1179: train loss 0.305 train acc: 0.943, val loss: 1.041 val acc 0.728.
Epoch 1180: train loss 0.115 train acc: 0.979, val loss: 1.047 val acc 0.724.
Epoch 1181: train loss 0.160 train acc: 0.964, val loss: 1.051 val acc 0.722.
Epoch 1182: train loss 0.102 train acc: 0.971, val loss: 1.056 val acc 0.712.
Epoch 1183: train loss 0.115 train acc: 0.979, val loss: 1.063 val acc 0.702.
Epoch 1184: train loss 0.125 train acc: 0.964, val loss: 1.068 val acc 0.702.
Epoch 1185: train loss 0.145 train acc: 0.971, val loss: 1.071 val acc 0.702.
Epoch 1186: train loss 0.116 train acc: 0.971, val loss: 1.070 val acc 0.700.
Epoch 1187: train loss 0.109 train acc: 0.971, val loss: 1.066 val acc 0.706.
Epoch 1188: train loss 0.157 train acc: 0.957, val loss: 1.063 val acc 0.702.
Epoch 1189: train loss 0.171 train acc: 0.979, val loss: 1.052 val acc 0.706.
Epoch 1190: train loss 0.194 train acc: 0.957, val loss: 1.048 val acc 0.704.
Epoch 1191: train loss 0.084 train acc: 0.993, val loss: 1.046 val acc 0.704.
Epoch 1192: train loss 0.139 train acc: 0.971, val loss: 1.042 val acc 0.702.
Epoch 1193: train loss 0.258 train acc: 0.950, val loss: 1.038 val acc 0.706.
Epoch 1194: train loss 0.193 train acc: 0.936, val loss: 1.037 val acc 0.706.
Epoch 1195: train loss 0.148 train acc: 0.943, val loss: 1.037 val acc 0.704.
Epoch 1196: train loss 0.116 train acc: 0.986, val loss: 1.042 val acc 0.704.
Epoch 1197: train loss 0.130 train acc: 0.986, val loss: 1.049 val acc 0.704.
Epoch 1198: train loss 0.153 train acc: 0.979, val loss: 1.051 val acc 0.710.
Epoch 1199: train loss 0.183 train acc: 0.964, val loss: 1.054 val acc 0.708.
Epoch 1200: train loss 0.155 train acc: 0.971, val loss: 1.056 val acc 0.708.
Epoch 1201: train loss 0.151 train acc: 0.957, val loss: 1.057 val acc 0.710.
Epoch 1202: train loss 0.198 train acc: 0.957, val loss: 1.062 val acc 0.712.
Epoch 1203: train loss 0.232 train acc: 0.950, val loss: 1.065 val acc 0.712.
Epoch 1204: train loss 0.217 train acc: 0.964, val loss: 1.066 val acc 0.712.
Epoch 1205: train loss 0.060 train acc: 1.000, val loss: 1.065 val acc 0.712.
Epoch 1206: train loss 0.159 train acc: 0.957, val loss: 1.059 val acc 0.712.
Epoch 1207: train loss 0.100 train acc: 0.971, val loss: 1.056 val acc 0.716.
Epoch 1208: train loss 0.153 train acc: 0.964, val loss: 1.049 val acc 0.718.
Epoch 1209: train loss 0.109 train acc: 0.971, val loss: 1.043 val acc 0.722.
Epoch 1210: train loss 0.146 train acc: 0.964, val loss: 1.038 val acc 0.722.
Epoch 1211: train loss 0.171 train acc: 0.950, val loss: 1.039 val acc 0.726.
Epoch 1212: train loss 0.151 train acc: 0.957, val loss: 1.040 val acc 0.724.
Epoch 1213: train loss 0.105 train acc: 0.979, val loss: 1.042 val acc 0.726.
Epoch 1214: train loss 0.124 train acc: 0.964, val loss: 1.051 val acc 0.718.
Epoch 1215: train loss 0.097 train acc: 0.993, val loss: 1.061 val acc 0.718.
Epoch 1216: train loss 0.134 train acc: 0.971, val loss: 1.070 val acc 0.716.
Epoch 1217: train loss 0.104 train acc: 0.979, val loss: 1.074 val acc 0.714.
Epoch 1218: train loss 0.118 train acc: 0.964, val loss: 1.073 val acc 0.714.
Epoch 1219: train loss 0.159 train acc: 0.950, val loss: 1.068 val acc 0.712.
Epoch 1220: train loss 0.143 train acc: 0.971, val loss: 1.062 val acc 0.712.
Epoch 1221: train loss 0.106 train acc: 0.979, val loss: 1.058 val acc 0.712.
Epoch 1222: train loss 0.125 train acc: 0.964, val loss: 1.054 val acc 0.710.
Epoch 1223: train loss 0.102 train acc: 0.986, val loss: 1.054 val acc 0.708.
Epoch 1224: train loss 0.146 train acc: 0.957, val loss: 1.053 val acc 0.708.
Epoch 1225: train loss 0.163 train acc: 0.950, val loss: 1.049 val acc 0.712.
Epoch 1226: train loss 0.112 train acc: 0.964, val loss: 1.050 val acc 0.714.
Epoch 1227: train loss 0.093 train acc: 0.986, val loss: 1.053 val acc 0.712.
Epoch 1228: train loss 0.207 train acc: 0.971, val loss: 1.056 val acc 0.710.
Epoch 1229: train loss 0.179 train acc: 0.964, val loss: 1.059 val acc 0.710.
Epoch 1230: train loss 0.111 train acc: 0.979, val loss: 1.062 val acc 0.710.
Epoch 1231: train loss 0.216 train acc: 0.943, val loss: 1.064 val acc 0.706.
Epoch 1232: train loss 0.138 train acc: 0.971, val loss: 1.070 val acc 0.702.
Epoch 1233: train loss 0.085 train acc: 0.986, val loss: 1.081 val acc 0.700.
Epoch 1234: train loss 0.167 train acc: 0.936, val loss: 1.090 val acc 0.696.
Epoch 1235: train loss 0.119 train acc: 0.979, val loss: 1.098 val acc 0.700.
Epoch 1236: train loss 0.082 train acc: 0.986, val loss: 1.103 val acc 0.702.
Epoch 1237: train loss 0.112 train acc: 0.986, val loss: 1.103 val acc 0.706.
Epoch 1238: train loss 0.103 train acc: 0.964, val loss: 1.105 val acc 0.706.
Epoch 1239: train loss 0.173 train acc: 0.964, val loss: 1.103 val acc 0.704.
Epoch 1240: train loss 0.143 train acc: 0.964, val loss: 1.093 val acc 0.704.
Epoch 1241: train loss 0.178 train acc: 0.950, val loss: 1.081 val acc 0.704.
Epoch 1242: train loss 0.130 train acc: 0.986, val loss: 1.071 val acc 0.710.
Epoch 1243: train loss 0.234 train acc: 0.929, val loss: 1.064 val acc 0.712.
Epoch 1244: train loss 0.112 train acc: 0.964, val loss: 1.059 val acc 0.712.
Epoch 1245: train loss 0.090 train acc: 0.986, val loss: 1.058 val acc 0.708.
Epoch 1246: train loss 0.161 train acc: 0.964, val loss: 1.059 val acc 0.708.
Epoch 1247: train loss 0.119 train acc: 0.957, val loss: 1.058 val acc 0.710.
Epoch 1248: train loss 0.175 train acc: 0.979, val loss: 1.057 val acc 0.710.
Epoch 1249: train loss 0.095 train acc: 0.993, val loss: 1.056 val acc 0.712.
Epoch 1250: train loss 0.143 train acc: 0.986, val loss: 1.055 val acc 0.714.
Epoch 1251: train loss 0.124 train acc: 0.964, val loss: 1.051 val acc 0.712.
Epoch 1252: train loss 0.142 train acc: 0.979, val loss: 1.046 val acc 0.714.
Epoch 1253: train loss 0.129 train acc: 0.971, val loss: 1.039 val acc 0.720.
Epoch 1254: train loss 0.160 train acc: 0.964, val loss: 1.036 val acc 0.724.
Epoch 1255: train loss 0.134 train acc: 0.971, val loss: 1.033 val acc 0.722.
Epoch 1256: train loss 0.171 train acc: 0.950, val loss: 1.032 val acc 0.720.
Epoch 1257: train loss 0.162 train acc: 0.979, val loss: 1.031 val acc 0.716.
Epoch 1258: train loss 0.109 train acc: 0.979, val loss: 1.029 val acc 0.716.
Epoch 1259: train loss 0.138 train acc: 0.964, val loss: 1.030 val acc 0.712.
Epoch 1260: train loss 0.149 train acc: 0.957, val loss: 1.036 val acc 0.708.
Epoch 1261: train loss 0.089 train acc: 0.979, val loss: 1.046 val acc 0.708.
Epoch 1262: train loss 0.116 train acc: 0.979, val loss: 1.052 val acc 0.708.
Epoch 1263: train loss 0.196 train acc: 0.921, val loss: 1.055 val acc 0.710.
Epoch 1264: train loss 0.140 train acc: 0.971, val loss: 1.056 val acc 0.710.
Epoch 1265: train loss 0.095 train acc: 0.979, val loss: 1.056 val acc 0.706.
Epoch 1266: train loss 0.132 train acc: 0.964, val loss: 1.058 val acc 0.710.
Epoch 1267: train loss 0.199 train acc: 0.964, val loss: 1.059 val acc 0.712.
Epoch 1268: train loss 0.158 train acc: 0.979, val loss: 1.063 val acc 0.718.
Epoch 1269: train loss 0.152 train acc: 0.964, val loss: 1.064 val acc 0.716.
Epoch 1270: train loss 0.113 train acc: 0.979, val loss: 1.062 val acc 0.716.
Epoch 1271: train loss 0.165 train acc: 0.964, val loss: 1.053 val acc 0.716.
Epoch 1272: train loss 0.167 train acc: 0.971, val loss: 1.044 val acc 0.720.
Epoch 1273: train loss 0.140 train acc: 0.964, val loss: 1.036 val acc 0.718.
Epoch 1274: train loss 0.114 train acc: 0.979, val loss: 1.031 val acc 0.718.
Epoch 1275: train loss 0.154 train acc: 0.957, val loss: 1.026 val acc 0.720.
Epoch 1276: train loss 0.105 train acc: 0.986, val loss: 1.023 val acc 0.722.
Epoch 1277: train loss 0.107 train acc: 0.971, val loss: 1.021 val acc 0.722.
Epoch 1278: train loss 0.116 train acc: 0.964, val loss: 1.021 val acc 0.724.
Epoch 1279: train loss 0.148 train acc: 0.957, val loss: 1.023 val acc 0.722.
Epoch 1280: train loss 0.159 train acc: 0.957, val loss: 1.023 val acc 0.720.
Epoch 1281: train loss 0.153 train acc: 0.964, val loss: 1.025 val acc 0.718.
Epoch 1282: train loss 0.208 train acc: 0.950, val loss: 1.028 val acc 0.720.
Epoch 1283: train loss 0.083 train acc: 0.986, val loss: 1.034 val acc 0.724.
Epoch 1284: train loss 0.098 train acc: 0.986, val loss: 1.043 val acc 0.726.
Epoch 1285: train loss 0.098 train acc: 0.964, val loss: 1.054 val acc 0.720.
Epoch 1286: train loss 0.115 train acc: 0.979, val loss: 1.062 val acc 0.716.
Epoch 1287: train loss 0.151 train acc: 0.950, val loss: 1.063 val acc 0.720.
Epoch 1288: train loss 0.161 train acc: 0.950, val loss: 1.059 val acc 0.722.
Epoch 1289: train loss 0.202 train acc: 0.950, val loss: 1.049 val acc 0.718.
Epoch 1290: train loss 0.206 train acc: 0.957, val loss: 1.036 val acc 0.722.
Epoch 1291: train loss 0.130 train acc: 0.971, val loss: 1.028 val acc 0.728.
Epoch 1292: train loss 0.116 train acc: 0.986, val loss: 1.023 val acc 0.726.
Epoch 1293: train loss 0.132 train acc: 0.971, val loss: 1.020 val acc 0.724.
Epoch 1294: train loss 0.117 train acc: 0.979, val loss: 1.018 val acc 0.720.
Epoch 1295: train loss 0.151 train acc: 0.957, val loss: 1.016 val acc 0.726.
Epoch 1296: train loss 0.140 train acc: 0.971, val loss: 1.015 val acc 0.730.
Epoch 1297: train loss 0.111 train acc: 0.971, val loss: 1.014 val acc 0.726.
Epoch 1298: train loss 0.114 train acc: 0.971, val loss: 1.016 val acc 0.722.
Epoch 1299: train loss 0.243 train acc: 0.936, val loss: 1.023 val acc 0.718.
Epoch 1300: train loss 0.123 train acc: 0.971, val loss: 1.034 val acc 0.712.
Epoch 1301: train loss 0.138 train acc: 0.971, val loss: 1.044 val acc 0.710.
Epoch 1302: train loss 0.110 train acc: 0.971, val loss: 1.051 val acc 0.712.
Epoch 1303: train loss 0.183 train acc: 0.957, val loss: 1.054 val acc 0.714.
Epoch 1304: train loss 0.092 train acc: 0.979, val loss: 1.050 val acc 0.718.
Epoch 1305: train loss 0.102 train acc: 0.986, val loss: 1.047 val acc 0.722.
Epoch 1306: train loss 0.129 train acc: 0.957, val loss: 1.045 val acc 0.722.
Epoch 1307: train loss 0.130 train acc: 0.957, val loss: 1.043 val acc 0.724.
Epoch 1308: train loss 0.153 train acc: 0.964, val loss: 1.040 val acc 0.726.
Epoch 1309: train loss 0.240 train acc: 0.936, val loss: 1.038 val acc 0.726.
Epoch 1310: train loss 0.125 train acc: 0.979, val loss: 1.034 val acc 0.730.
Epoch 1311: train loss 0.098 train acc: 0.986, val loss: 1.030 val acc 0.728.
Epoch 1312: train loss 0.244 train acc: 0.950, val loss: 1.026 val acc 0.728.
Epoch 1313: train loss 0.170 train acc: 0.979, val loss: 1.021 val acc 0.728.
Epoch 1314: train loss 0.121 train acc: 0.971, val loss: 1.019 val acc 0.730.
Epoch 1315: train loss 0.119 train acc: 0.979, val loss: 1.019 val acc 0.730.
Epoch 1316: train loss 0.128 train acc: 0.964, val loss: 1.020 val acc 0.726.
Epoch 1317: train loss 0.138 train acc: 0.971, val loss: 1.024 val acc 0.720.
Epoch 1318: train loss 0.109 train acc: 0.979, val loss: 1.028 val acc 0.716.
Epoch 1319: train loss 0.115 train acc: 0.964, val loss: 1.037 val acc 0.724.
Epoch 1320: train loss 0.138 train acc: 0.950, val loss: 1.048 val acc 0.722.
Epoch 1321: train loss 0.222 train acc: 0.957, val loss: 1.060 val acc 0.718.
Epoch 1322: train loss 0.138 train acc: 0.957, val loss: 1.062 val acc 0.714.
Epoch 1323: train loss 0.131 train acc: 0.971, val loss: 1.063 val acc 0.716.
Epoch 1324: train loss 0.158 train acc: 0.979, val loss: 1.064 val acc 0.722.
Epoch 1325: train loss 0.124 train acc: 0.964, val loss: 1.065 val acc 0.722.
Epoch 1326: train loss 0.294 train acc: 0.936, val loss: 1.063 val acc 0.726.
Epoch 1327: train loss 0.178 train acc: 0.943, val loss: 1.055 val acc 0.730.
Epoch 1328: train loss 0.190 train acc: 0.950, val loss: 1.048 val acc 0.730.
Epoch 1329: train loss 0.147 train acc: 0.979, val loss: 1.042 val acc 0.738.
Epoch 1330: train loss 0.153 train acc: 0.950, val loss: 1.036 val acc 0.740.
Epoch 1331: train loss 0.158 train acc: 0.971, val loss: 1.032 val acc 0.740.
Epoch 1332: train loss 0.219 train acc: 0.936, val loss: 1.027 val acc 0.740.
Epoch 1333: train loss 0.142 train acc: 0.971, val loss: 1.022 val acc 0.736.
Epoch 1334: train loss 0.125 train acc: 0.971, val loss: 1.019 val acc 0.736.
Epoch 1335: train loss 0.166 train acc: 0.964, val loss: 1.018 val acc 0.726.
Epoch 1336: train loss 0.238 train acc: 0.950, val loss: 1.018 val acc 0.724.
Epoch 1337: train loss 0.116 train acc: 0.979, val loss: 1.023 val acc 0.718.
Epoch 1338: train loss 0.155 train acc: 0.964, val loss: 1.025 val acc 0.718.
Epoch 1339: train loss 0.144 train acc: 0.964, val loss: 1.028 val acc 0.718.
Epoch 1340: train loss 0.114 train acc: 0.986, val loss: 1.032 val acc 0.720.
Epoch 1341: train loss 0.200 train acc: 0.957, val loss: 1.035 val acc 0.720.
Epoch 1342: train loss 0.153 train acc: 0.957, val loss: 1.037 val acc 0.714.
Epoch 1343: train loss 0.180 train acc: 0.950, val loss: 1.037 val acc 0.712.
Epoch 1344: train loss 0.107 train acc: 0.979, val loss: 1.035 val acc 0.720.
Epoch 1345: train loss 0.165 train acc: 0.957, val loss: 1.028 val acc 0.718.
Epoch 1346: train loss 0.136 train acc: 0.964, val loss: 1.023 val acc 0.720.
Epoch 1347: train loss 0.142 train acc: 0.971, val loss: 1.020 val acc 0.722.
Epoch 1348: train loss 0.102 train acc: 0.986, val loss: 1.019 val acc 0.724.
Epoch 1349: train loss 0.146 train acc: 0.971, val loss: 1.018 val acc 0.724.
Epoch 1350: train loss 0.248 train acc: 0.957, val loss: 1.019 val acc 0.728.
Epoch 1351: train loss 0.139 train acc: 0.957, val loss: 1.019 val acc 0.730.
Epoch 1352: train loss 0.134 train acc: 0.971, val loss: 1.017 val acc 0.732.
Epoch 1353: train loss 0.161 train acc: 0.979, val loss: 1.017 val acc 0.732.
Epoch 1354: train loss 0.092 train acc: 0.979, val loss: 1.018 val acc 0.732.
Epoch 1355: train loss 0.127 train acc: 0.964, val loss: 1.020 val acc 0.732.
Epoch 1356: train loss 0.141 train acc: 0.971, val loss: 1.020 val acc 0.732.
Epoch 1357: train loss 0.150 train acc: 0.971, val loss: 1.023 val acc 0.730.
Epoch 1358: train loss 0.114 train acc: 0.964, val loss: 1.025 val acc 0.728.
Epoch 1359: train loss 0.182 train acc: 0.950, val loss: 1.026 val acc 0.726.
Epoch 1360: train loss 0.189 train acc: 0.971, val loss: 1.026 val acc 0.726.
Epoch 1361: train loss 0.152 train acc: 0.957, val loss: 1.027 val acc 0.726.
Epoch 1362: train loss 0.206 train acc: 0.943, val loss: 1.028 val acc 0.722.
Epoch 1363: train loss 0.131 train acc: 0.971, val loss: 1.027 val acc 0.724.
Epoch 1364: train loss 0.092 train acc: 0.986, val loss: 1.024 val acc 0.724.
Epoch 1365: train loss 0.157 train acc: 0.971, val loss: 1.023 val acc 0.720.
Epoch 1366: train loss 0.271 train acc: 0.971, val loss: 1.019 val acc 0.722.
Epoch 1367: train loss 0.170 train acc: 0.971, val loss: 1.017 val acc 0.722.
Epoch 1368: train loss 0.147 train acc: 0.979, val loss: 1.016 val acc 0.720.
Epoch 1369: train loss 0.197 train acc: 0.943, val loss: 1.016 val acc 0.718.
Epoch 1370: train loss 0.119 train acc: 0.971, val loss: 1.018 val acc 0.718.
Epoch 1371: train loss 0.166 train acc: 0.957, val loss: 1.023 val acc 0.716.
Epoch 1372: train loss 0.115 train acc: 0.971, val loss: 1.027 val acc 0.718.
Epoch 1373: train loss 0.111 train acc: 0.986, val loss: 1.027 val acc 0.722.
Epoch 1374: train loss 0.140 train acc: 0.957, val loss: 1.030 val acc 0.722.
Epoch 1375: train loss 0.164 train acc: 0.986, val loss: 1.032 val acc 0.720.
Epoch 1376: train loss 0.147 train acc: 0.957, val loss: 1.031 val acc 0.722.
Epoch 1377: train loss 0.107 train acc: 0.964, val loss: 1.029 val acc 0.724.
Epoch 1378: train loss 0.155 train acc: 0.964, val loss: 1.025 val acc 0.728.
Epoch 1379: train loss 0.099 train acc: 0.979, val loss: 1.021 val acc 0.726.
Epoch 1380: train loss 0.109 train acc: 0.964, val loss: 1.013 val acc 0.732.
Epoch 1381: train loss 0.121 train acc: 0.971, val loss: 1.009 val acc 0.734.
Epoch 1382: train loss 0.098 train acc: 0.979, val loss: 1.007 val acc 0.736.
Epoch 1383: train loss 0.173 train acc: 0.957, val loss: 1.007 val acc 0.736.
Epoch 1384: train loss 0.141 train acc: 0.957, val loss: 1.007 val acc 0.734.
Epoch 1385: train loss 0.170 train acc: 0.957, val loss: 1.010 val acc 0.732.
Epoch 1386: train loss 0.140 train acc: 0.950, val loss: 1.014 val acc 0.728.
Epoch 1387: train loss 0.134 train acc: 0.964, val loss: 1.020 val acc 0.728.
Epoch 1388: train loss 0.158 train acc: 0.971, val loss: 1.030 val acc 0.724.
Epoch 1389: train loss 0.148 train acc: 0.964, val loss: 1.041 val acc 0.722.
Epoch 1390: train loss 0.112 train acc: 0.964, val loss: 1.050 val acc 0.722.
Epoch 1391: train loss 0.130 train acc: 0.979, val loss: 1.052 val acc 0.722.
Epoch 1392: train loss 0.082 train acc: 0.979, val loss: 1.052 val acc 0.722.
Epoch 1393: train loss 0.171 train acc: 0.950, val loss: 1.049 val acc 0.722.
Epoch 1394: train loss 0.107 train acc: 0.986, val loss: 1.044 val acc 0.724.
Epoch 1395: train loss 0.109 train acc: 0.986, val loss: 1.037 val acc 0.724.
Epoch 1396: train loss 0.098 train acc: 0.986, val loss: 1.029 val acc 0.724.
Epoch 1397: train loss 0.155 train acc: 0.957, val loss: 1.017 val acc 0.726.
Epoch 1398: train loss 0.113 train acc: 0.979, val loss: 1.009 val acc 0.728.
Epoch 1399: train loss 0.103 train acc: 0.979, val loss: 1.001 val acc 0.728.
Epoch 1400: train loss 0.182 train acc: 0.950, val loss: 1.000 val acc 0.734.
Epoch 1401: train loss 0.129 train acc: 0.971, val loss: 1.002 val acc 0.736.
Epoch 1402: train loss 0.193 train acc: 0.929, val loss: 1.003 val acc 0.738.
Epoch 1403: train loss 0.152 train acc: 0.971, val loss: 1.005 val acc 0.736.
Epoch 1404: train loss 0.167 train acc: 0.957, val loss: 1.007 val acc 0.736.
Epoch 1405: train loss 0.119 train acc: 0.964, val loss: 1.010 val acc 0.732.
Epoch 1406: train loss 0.211 train acc: 0.950, val loss: 1.012 val acc 0.732.
Epoch 1407: train loss 0.151 train acc: 0.950, val loss: 1.017 val acc 0.722.
Epoch 1408: train loss 0.139 train acc: 0.964, val loss: 1.024 val acc 0.722.
Epoch 1409: train loss 0.201 train acc: 0.971, val loss: 1.033 val acc 0.718.
Epoch 1410: train loss 0.147 train acc: 0.971, val loss: 1.040 val acc 0.718.
Epoch 1411: train loss 0.140 train acc: 0.979, val loss: 1.045 val acc 0.720.
Epoch 1412: train loss 0.147 train acc: 0.964, val loss: 1.054 val acc 0.718.
Epoch 1413: train loss 0.279 train acc: 0.964, val loss: 1.060 val acc 0.716.
Epoch 1414: train loss 0.140 train acc: 0.964, val loss: 1.061 val acc 0.716.
Epoch 1415: train loss 0.167 train acc: 0.964, val loss: 1.057 val acc 0.720.
Epoch 1416: train loss 0.160 train acc: 0.971, val loss: 1.053 val acc 0.718.
Epoch 1417: train loss 0.171 train acc: 0.957, val loss: 1.050 val acc 0.716.
Epoch 1418: train loss 0.204 train acc: 0.964, val loss: 1.047 val acc 0.718.
Epoch 1419: train loss 0.103 train acc: 0.964, val loss: 1.044 val acc 0.716.
Epoch 1420: train loss 0.118 train acc: 0.979, val loss: 1.041 val acc 0.718.
Epoch 1421: train loss 0.183 train acc: 0.971, val loss: 1.039 val acc 0.718.
Epoch 1422: train loss 0.113 train acc: 0.971, val loss: 1.037 val acc 0.718.
Epoch 1423: train loss 0.186 train acc: 0.957, val loss: 1.036 val acc 0.718.
Epoch 1424: train loss 0.163 train acc: 0.964, val loss: 1.035 val acc 0.722.
Epoch 1425: train loss 0.112 train acc: 0.971, val loss: 1.034 val acc 0.722.
Epoch 1426: train loss 0.185 train acc: 0.950, val loss: 1.035 val acc 0.724.
Epoch 1427: train loss 0.256 train acc: 0.936, val loss: 1.034 val acc 0.722.
Epoch 1428: train loss 0.190 train acc: 0.943, val loss: 1.033 val acc 0.720.
Epoch 1429: train loss 0.191 train acc: 0.957, val loss: 1.029 val acc 0.720.
Epoch 1430: train loss 0.126 train acc: 0.971, val loss: 1.025 val acc 0.720.
Epoch 1431: train loss 0.190 train acc: 0.957, val loss: 1.023 val acc 0.722.
Epoch 1432: train loss 0.221 train acc: 0.957, val loss: 1.017 val acc 0.730.
Epoch 1433: train loss 0.117 train acc: 0.979, val loss: 1.013 val acc 0.732.
Epoch 1434: train loss 0.208 train acc: 0.957, val loss: 1.009 val acc 0.740.
Epoch 1435: train loss 0.176 train acc: 0.964, val loss: 1.007 val acc 0.740.
Epoch 1436: train loss 0.178 train acc: 0.957, val loss: 1.006 val acc 0.736.
Epoch 1437: train loss 0.142 train acc: 0.950, val loss: 1.007 val acc 0.732.
Epoch 1438: train loss 0.127 train acc: 0.971, val loss: 1.009 val acc 0.732.
Epoch 1439: train loss 0.150 train acc: 0.971, val loss: 1.012 val acc 0.732.
Epoch 1440: train loss 0.133 train acc: 0.957, val loss: 1.014 val acc 0.728.
Epoch 1441: train loss 0.173 train acc: 0.943, val loss: 1.015 val acc 0.724.
Epoch 1442: train loss 0.152 train acc: 0.950, val loss: 1.016 val acc 0.726.
Epoch 1443: train loss 0.126 train acc: 0.964, val loss: 1.017 val acc 0.728.
Epoch 1444: train loss 0.186 train acc: 0.929, val loss: 1.020 val acc 0.728.
Epoch 1445: train loss 0.130 train acc: 0.964, val loss: 1.022 val acc 0.728.
Epoch 1446: train loss 0.142 train acc: 0.971, val loss: 1.024 val acc 0.728.
Epoch 1447: train loss 0.137 train acc: 0.971, val loss: 1.023 val acc 0.730.
Epoch 1448: train loss 0.126 train acc: 0.971, val loss: 1.023 val acc 0.730.
Epoch 1449: train loss 0.127 train acc: 0.971, val loss: 1.021 val acc 0.730.
Epoch 1450: train loss 0.200 train acc: 0.950, val loss: 1.016 val acc 0.734.
Epoch 1451: train loss 0.160 train acc: 0.971, val loss: 1.012 val acc 0.734.
Epoch 1452: train loss 0.129 train acc: 0.964, val loss: 1.010 val acc 0.734.
Epoch 1453: train loss 0.176 train acc: 0.964, val loss: 1.008 val acc 0.732.
Epoch 1454: train loss 0.094 train acc: 0.993, val loss: 1.007 val acc 0.728.
Epoch 1455: train loss 0.167 train acc: 0.964, val loss: 1.007 val acc 0.726.
Epoch 1456: train loss 0.146 train acc: 0.979, val loss: 1.006 val acc 0.728.
Epoch 1457: train loss 0.114 train acc: 0.986, val loss: 1.007 val acc 0.730.
Epoch 1458: train loss 0.164 train acc: 0.964, val loss: 1.011 val acc 0.728.
Epoch 1459: train loss 0.192 train acc: 0.943, val loss: 1.013 val acc 0.728.
Epoch 1460: train loss 0.160 train acc: 0.950, val loss: 1.009 val acc 0.728.
Epoch 1461: train loss 0.183 train acc: 0.957, val loss: 1.006 val acc 0.728.
Epoch 1462: train loss 0.190 train acc: 0.964, val loss: 1.005 val acc 0.728.
Epoch 1463: train loss 0.114 train acc: 0.964, val loss: 1.006 val acc 0.728.
Epoch 1464: train loss 0.144 train acc: 0.971, val loss: 1.008 val acc 0.724.
Epoch 1465: train loss 0.155 train acc: 0.957, val loss: 1.008 val acc 0.724.
Epoch 1466: train loss 0.114 train acc: 0.964, val loss: 1.008 val acc 0.724.
Epoch 1467: train loss 0.176 train acc: 0.979, val loss: 1.009 val acc 0.728.
Epoch 1468: train loss 0.225 train acc: 0.957, val loss: 1.009 val acc 0.728.
Epoch 1469: train loss 0.116 train acc: 0.971, val loss: 1.010 val acc 0.728.
Epoch 1470: train loss 0.115 train acc: 0.979, val loss: 1.011 val acc 0.728.
Epoch 1471: train loss 0.109 train acc: 0.979, val loss: 1.013 val acc 0.728.
Epoch 1472: train loss 0.120 train acc: 0.979, val loss: 1.013 val acc 0.730.
Epoch 1473: train loss 0.125 train acc: 0.986, val loss: 1.012 val acc 0.732.
Epoch 1474: train loss 0.233 train acc: 0.950, val loss: 1.009 val acc 0.734.
Epoch 1475: train loss 0.131 train acc: 0.971, val loss: 1.007 val acc 0.736.
Epoch 1476: train loss 0.180 train acc: 0.943, val loss: 1.005 val acc 0.742.
Epoch 1477: train loss 0.112 train acc: 0.979, val loss: 1.006 val acc 0.742.
Epoch 1478: train loss 0.154 train acc: 0.964, val loss: 1.008 val acc 0.740.
Epoch 1479: train loss 0.127 train acc: 0.964, val loss: 1.011 val acc 0.738.
Epoch 1480: train loss 0.241 train acc: 0.950, val loss: 1.013 val acc 0.736.
Epoch 1481: train loss 0.120 train acc: 0.979, val loss: 1.017 val acc 0.734.
Epoch 1482: train loss 0.127 train acc: 0.964, val loss: 1.022 val acc 0.726.
Epoch 1483: train loss 0.119 train acc: 0.979, val loss: 1.029 val acc 0.724.
Epoch 1484: train loss 0.139 train acc: 0.964, val loss: 1.033 val acc 0.722.
Epoch 1485: train loss 0.139 train acc: 0.971, val loss: 1.037 val acc 0.720.
Epoch 1486: train loss 0.132 train acc: 0.979, val loss: 1.040 val acc 0.718.
Epoch 1487: train loss 0.146 train acc: 0.964, val loss: 1.044 val acc 0.712.
Epoch 1488: train loss 0.129 train acc: 0.957, val loss: 1.050 val acc 0.718.
Epoch 1489: train loss 0.102 train acc: 0.979, val loss: 1.056 val acc 0.714.
Epoch 1490: train loss 0.131 train acc: 0.964, val loss: 1.060 val acc 0.718.
Epoch 1491: train loss 0.216 train acc: 0.943, val loss: 1.061 val acc 0.718.
Epoch 1492: train loss 0.142 train acc: 0.964, val loss: 1.060 val acc 0.722.
Epoch 1493: train loss 0.126 train acc: 0.964, val loss: 1.055 val acc 0.720.
Epoch 1494: train loss 0.108 train acc: 0.964, val loss: 1.051 val acc 0.720.
Epoch 1495: train loss 0.119 train acc: 0.964, val loss: 1.041 val acc 0.722.
Epoch 1496: train loss 0.138 train acc: 0.979, val loss: 1.035 val acc 0.726.
Epoch 1497: train loss 0.136 train acc: 0.986, val loss: 1.032 val acc 0.728.
Epoch 1498: train loss 0.167 train acc: 0.950, val loss: 1.033 val acc 0.724.
Epoch 1499: train loss 0.219 train acc: 0.971, val loss: 1.036 val acc 0.722.
--------------------------------------------------
Vali set results: loss 1.005, acc 0.742.
Test set results: loss 0.903, acc 0.765.

ycjing · 2020-03-27T02:11:07Z

Hi Lingxiao,

Thanks for the quick response! I really appreciate it. I will try your updated code today.
Again, thank you for this nice work!

Best,
Yongcheng

LingxiaoShawn closed this as completed Mar 26, 2020

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Questions on getting the results shown in the table #1

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