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Results on semi-supervised #3

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Results on semi-supervised#3

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@Weesley743
Weesley743
opened on Jan 18, 2020

I am trying to reproduce the results of dropedge on semi-supervised setting. I used scripts in script/semi-supervised/ to run the program, but I can't get the results showned in readme. I get around 81 accuracy on Cora with 4 layers JKnet(dropedge), not 83.3. How can I reproduce the results shown in readme?
And have you tried to calculate the mean accuracy using different random weight initializations which used in GCN and GAT?

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  1. Weesley743 commented on Jan 18, 2020

    @Weesley743
    Weesley743
    on Jan 18, 2020
    Author

    I used CUDA 9.0.176 (same as you) and I got 67.9 test acc. on citeseer with 16 layers JKnet(dropedge)

  2. DropEdge commented on Jan 21, 2020

    @DropEdge
    DropEdge
    on Jan 21, 2020
    Owner

    Hi Weeley743,
    To exactly reproduce the result, you need to satisfy the requirements listed in requirements.txt as well as python version. I've tried to re-run the scripts on my own machine. The logs are attached in the end.
    We haven't tested the mean accuracy using different random seeds. There should be some variances among the results from the different random seeds and different environments.

    Namespace(aggrmethod='default', datapath='data//', dataset='cora', debug=True, dropout=0.8, early_stopping=400, epochs=400, fastmode=False, hidden=128, inputlayer='gcn', lr=0.001, lradjust=False, mixmode=False, nbaseblocklayer=2, nhiddenlayer=1, no_cuda=False, normalization='AugRWalk', outputlayer='gcn', sampling_percent=0.4, seed=42, task_type='semi', type='densegcn', warm_start='', weight_decay=0.0005, withbn=False, withloop=False)
Load semi-supervised task.
nclass: 7	nfea:1433
Model is saving to: tmpmodel/tmp-0121-123150-xhD.pt
Epoch: 0001 loss_train: 2.0393 acc_train: 0.1500 loss_val: 2.0933 acc_val: 0.1140 cur_lr: 0.00100 s_time: 0.0203s t_time: 0.0411s v_time: 0.2224s
Epoch: 0002 loss_train: 2.0479 acc_train: 0.1143 loss_val: 2.0770 acc_val: 0.1140 cur_lr: 0.00100 s_time: 0.0141s t_time: 0.0039s v_time: 0.0050s
Epoch: 0003 loss_train: 1.9967 acc_train: 0.1571 loss_val: 2.0627 acc_val: 0.1140 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0038s v_time: 0.0050s
Epoch: 0004 loss_train: 2.0052 acc_train: 0.1429 loss_val: 2.0494 acc_val: 0.1140 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0038s v_time: 0.0048s
Epoch: 0005 loss_train: 1.9910 acc_train: 0.1571 loss_val: 2.0370 acc_val: 0.1140 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0038s v_time: 0.0047s
Epoch: 0006 loss_train: 1.9868 acc_train: 0.1786 loss_val: 2.0256 acc_val: 0.1140 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0038s v_time: 0.0034s
Epoch: 0007 loss_train: 2.0124 acc_train: 0.1500 loss_val: 2.0151 acc_val: 0.1140 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0039s v_time: 0.0049s
Epoch: 0008 loss_train: 1.9818 acc_train: 0.1357 loss_val: 2.0055 acc_val: 0.1140 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0041s v_time: 0.0043s
Epoch: 0009 loss_train: 1.9730 acc_train: 0.1929 loss_val: 1.9967 acc_val: 0.1140 cur_lr: 0.00100 s_time: 0.0107s t_time: 0.0039s v_time: 0.0044s
Epoch: 0010 loss_train: 1.9751 acc_train: 0.1286 loss_val: 1.9886 acc_val: 0.1140 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0039s v_time: 0.0030s
Epoch: 0011 loss_train: 1.9841 acc_train: 0.1286 loss_val: 1.9813 acc_val: 0.1320 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0039s v_time: 0.0046s
Epoch: 0012 loss_train: 1.9751 acc_train: 0.2000 loss_val: 1.9747 acc_val: 0.2600 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0038s v_time: 0.0029s
Epoch: 0013 loss_train: 1.9674 acc_train: 0.1786 loss_val: 1.9685 acc_val: 0.2300 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0039s v_time: 0.0045s
Epoch: 0014 loss_train: 1.9498 acc_train: 0.1500 loss_val: 1.9632 acc_val: 0.2120 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0039s v_time: 0.0030s
Epoch: 0015 loss_train: 1.9215 acc_train: 0.1929 loss_val: 1.9584 acc_val: 0.2040 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0039s v_time: 0.0030s
Epoch: 0016 loss_train: 1.9578 acc_train: 0.1571 loss_val: 1.9541 acc_val: 0.1960 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0039s v_time: 0.0045s
Epoch: 0017 loss_train: 1.9423 acc_train: 0.1929 loss_val: 1.9502 acc_val: 0.2080 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0044s v_time: 0.0044s
Epoch: 0018 loss_train: 1.9007 acc_train: 0.2071 loss_val: 1.9463 acc_val: 0.2260 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0036s v_time: 0.0044s
Epoch: 0019 loss_train: 1.9306 acc_train: 0.2643 loss_val: 1.9425 acc_val: 0.2560 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0030s
Epoch: 0020 loss_train: 1.9229 acc_train: 0.1714 loss_val: 1.9390 acc_val: 0.2820 cur_lr: 0.00100 s_time: 0.0107s t_time: 0.0035s v_time: 0.0030s
Epoch: 0021 loss_train: 1.9018 acc_train: 0.2143 loss_val: 1.9354 acc_val: 0.3000 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0022 loss_train: 1.8946 acc_train: 0.2357 loss_val: 1.9319 acc_val: 0.3100 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0023 loss_train: 1.9271 acc_train: 0.2357 loss_val: 1.9286 acc_val: 0.3380 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0024 loss_train: 1.9269 acc_train: 0.2143 loss_val: 1.9256 acc_val: 0.3420 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0025 loss_train: 1.9020 acc_train: 0.2071 loss_val: 1.9227 acc_val: 0.3480 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0046s
Epoch: 0026 loss_train: 1.8560 acc_train: 0.2714 loss_val: 1.9198 acc_val: 0.3720 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0027 loss_train: 1.9201 acc_train: 0.1857 loss_val: 1.9175 acc_val: 0.4040 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0031s
Epoch: 0028 loss_train: 1.9038 acc_train: 0.2857 loss_val: 1.9154 acc_val: 0.4300 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0025s
Epoch: 0029 loss_train: 1.9351 acc_train: 0.1571 loss_val: 1.9135 acc_val: 0.4580 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0031s v_time: 0.0039s
Epoch: 0030 loss_train: 1.9028 acc_train: 0.2714 loss_val: 1.9116 acc_val: 0.4680 cur_lr: 0.00100 s_time: 0.0103s t_time: 0.0035s v_time: 0.0030s
Epoch: 0031 loss_train: 1.9046 acc_train: 0.2500 loss_val: 1.9096 acc_val: 0.4860 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0032 loss_train: 1.8752 acc_train: 0.2714 loss_val: 1.9079 acc_val: 0.4920 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0044s
Epoch: 0033 loss_train: 1.8875 acc_train: 0.2857 loss_val: 1.9062 acc_val: 0.5040 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0044s
Epoch: 0034 loss_train: 1.8710 acc_train: 0.2714 loss_val: 1.9045 acc_val: 0.5100 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0028s
Epoch: 0035 loss_train: 1.8790 acc_train: 0.2643 loss_val: 1.9028 acc_val: 0.5280 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0036 loss_train: 1.8977 acc_train: 0.1857 loss_val: 1.9014 acc_val: 0.5460 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0030s
Epoch: 0037 loss_train: 1.8634 acc_train: 0.2786 loss_val: 1.8999 acc_val: 0.5580 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0038 loss_train: 1.8713 acc_train: 0.3000 loss_val: 1.8986 acc_val: 0.5640 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0046s
Epoch: 0039 loss_train: 1.8772 acc_train: 0.2571 loss_val: 1.8973 acc_val: 0.5720 cur_lr: 0.00100 s_time: 0.0103s t_time: 0.0035s v_time: 0.0045s
Epoch: 0040 loss_train: 1.8792 acc_train: 0.3000 loss_val: 1.8963 acc_val: 0.5720 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0041 loss_train: 1.8216 acc_train: 0.3357 loss_val: 1.8951 acc_val: 0.5680 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0046s
Epoch: 0042 loss_train: 1.8517 acc_train: 0.3000 loss_val: 1.8939 acc_val: 0.5660 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0043 loss_train: 1.8780 acc_train: 0.2857 loss_val: 1.8926 acc_val: 0.5660 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0044 loss_train: 1.8624 acc_train: 0.3286 loss_val: 1.8912 acc_val: 0.5740 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0046s
Epoch: 0045 loss_train: 1.8337 acc_train: 0.4071 loss_val: 1.8898 acc_val: 0.5760 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0045s
Epoch: 0046 loss_train: 1.8577 acc_train: 0.3143 loss_val: 1.8884 acc_val: 0.5840 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0047 loss_train: 1.8030 acc_train: 0.3429 loss_val: 1.8868 acc_val: 0.5900 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0031s v_time: 0.0022s
Epoch: 0048 loss_train: 1.8488 acc_train: 0.3357 loss_val: 1.8854 acc_val: 0.5940 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0049 loss_train: 1.8286 acc_train: 0.3143 loss_val: 1.8840 acc_val: 0.5880 cur_lr: 0.00100 s_time: 0.0103s t_time: 0.0035s v_time: 0.0029s
Epoch: 0050 loss_train: 1.8011 acc_train: 0.4143 loss_val: 1.8824 acc_val: 0.5880 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0046s
Epoch: 0051 loss_train: 1.8495 acc_train: 0.3143 loss_val: 1.8808 acc_val: 0.5900 cur_lr: 0.00100 s_time: 0.0103s t_time: 0.0035s v_time: 0.0028s
Epoch: 0052 loss_train: 1.8534 acc_train: 0.3357 loss_val: 1.8792 acc_val: 0.5920 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0028s
Epoch: 0053 loss_train: 1.8726 acc_train: 0.3071 loss_val: 1.8778 acc_val: 0.5880 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0054 loss_train: 1.8080 acc_train: 0.3286 loss_val: 1.8764 acc_val: 0.5880 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0046s
Epoch: 0055 loss_train: 1.8459 acc_train: 0.3429 loss_val: 1.8749 acc_val: 0.5900 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0028s
Epoch: 0056 loss_train: 1.8287 acc_train: 0.3857 loss_val: 1.8735 acc_val: 0.5800 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0057 loss_train: 1.8161 acc_train: 0.3643 loss_val: 1.8719 acc_val: 0.5820 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0058 loss_train: 1.8250 acc_train: 0.3357 loss_val: 1.8700 acc_val: 0.5820 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0059 loss_train: 1.7958 acc_train: 0.3786 loss_val: 1.8678 acc_val: 0.5940 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0060 loss_train: 1.8057 acc_train: 0.4643 loss_val: 1.8655 acc_val: 0.6020 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0045s
Epoch: 0061 loss_train: 1.8087 acc_train: 0.4000 loss_val: 1.8631 acc_val: 0.6100 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0062 loss_train: 1.7673 acc_train: 0.4929 loss_val: 1.8607 acc_val: 0.6160 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0029s
Epoch: 0063 loss_train: 1.7952 acc_train: 0.3786 loss_val: 1.8583 acc_val: 0.6260 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0031s
Epoch: 0064 loss_train: 1.7821 acc_train: 0.4000 loss_val: 1.8554 acc_val: 0.6380 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0045s
Epoch: 0065 loss_train: 1.7686 acc_train: 0.4143 loss_val: 1.8523 acc_val: 0.6480 cur_lr: 0.00100 s_time: 0.0103s t_time: 0.0035s v_time: 0.0030s
Epoch: 0066 loss_train: 1.7647 acc_train: 0.4857 loss_val: 1.8488 acc_val: 0.6600 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0043s
Epoch: 0067 loss_train: 1.7875 acc_train: 0.4000 loss_val: 1.8452 acc_val: 0.6720 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0031s v_time: 0.0039s
Epoch: 0068 loss_train: 1.7535 acc_train: 0.5214 loss_val: 1.8414 acc_val: 0.6840 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0069 loss_train: 1.7589 acc_train: 0.4571 loss_val: 1.8374 acc_val: 0.6840 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0070 loss_train: 1.7187 acc_train: 0.5357 loss_val: 1.8329 acc_val: 0.7140 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0071 loss_train: 1.7430 acc_train: 0.5000 loss_val: 1.8283 acc_val: 0.7200 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0046s
Epoch: 0072 loss_train: 1.7247 acc_train: 0.5857 loss_val: 1.8236 acc_val: 0.7340 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0073 loss_train: 1.7185 acc_train: 0.5357 loss_val: 1.8190 acc_val: 0.7320 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0029s
Epoch: 0074 loss_train: 1.7560 acc_train: 0.5071 loss_val: 1.8142 acc_val: 0.7400 cur_lr: 0.00100 s_time: 0.0106s t_time: 0.0035s v_time: 0.0046s
Epoch: 0075 loss_train: 1.7345 acc_train: 0.5357 loss_val: 1.8096 acc_val: 0.7400 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0076 loss_train: 1.7195 acc_train: 0.5000 loss_val: 1.8053 acc_val: 0.7460 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0031s
Epoch: 0077 loss_train: 1.7122 acc_train: 0.5143 loss_val: 1.8010 acc_val: 0.7500 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0078 loss_train: 1.6997 acc_train: 0.6357 loss_val: 1.7967 acc_val: 0.7540 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0079 loss_train: 1.6893 acc_train: 0.5643 loss_val: 1.7922 acc_val: 0.7580 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0047s
Epoch: 0080 loss_train: 1.6670 acc_train: 0.6357 loss_val: 1.7877 acc_val: 0.7600 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0044s
Epoch: 0081 loss_train: 1.6729 acc_train: 0.6000 loss_val: 1.7832 acc_val: 0.7620 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0028s
Epoch: 0082 loss_train: 1.6732 acc_train: 0.6357 loss_val: 1.7789 acc_val: 0.7640 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0031s
Epoch: 0083 loss_train: 1.6525 acc_train: 0.6143 loss_val: 1.7747 acc_val: 0.7680 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0029s
Epoch: 0084 loss_train: 1.6457 acc_train: 0.6357 loss_val: 1.7703 acc_val: 0.7680 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0031s
Epoch: 0085 loss_train: 1.6097 acc_train: 0.6357 loss_val: 1.7658 acc_val: 0.7680 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0044s
Epoch: 0086 loss_train: 1.6580 acc_train: 0.5929 loss_val: 1.7615 acc_val: 0.7740 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0031s
Epoch: 0087 loss_train: 1.6428 acc_train: 0.5857 loss_val: 1.7570 acc_val: 0.7700 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0088 loss_train: 1.6362 acc_train: 0.6214 loss_val: 1.7528 acc_val: 0.7660 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0031s
Epoch: 0089 loss_train: 1.6268 acc_train: 0.6571 loss_val: 1.7482 acc_val: 0.7600 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0047s
Epoch: 0090 loss_train: 1.6142 acc_train: 0.6143 loss_val: 1.7432 acc_val: 0.7560 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0036s v_time: 0.0030s
Epoch: 0091 loss_train: 1.6071 acc_train: 0.6286 loss_val: 1.7376 acc_val: 0.7560 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0031s v_time: 0.0041s
Epoch: 0092 loss_train: 1.6116 acc_train: 0.6429 loss_val: 1.7321 acc_val: 0.7560 cur_lr: 0.00100 s_time: 0.0103s t_time: 0.0035s v_time: 0.0030s
Epoch: 0093 loss_train: 1.5873 acc_train: 0.7000 loss_val: 1.7259 acc_val: 0.7600 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0034s v_time: 0.0046s
Epoch: 0094 loss_train: 1.6076 acc_train: 0.6071 loss_val: 1.7194 acc_val: 0.7620 cur_lr: 0.00100 s_time: 0.0103s t_time: 0.0035s v_time: 0.0044s
Epoch: 0095 loss_train: 1.6024 acc_train: 0.6357 loss_val: 1.7128 acc_val: 0.7620 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0031s
Epoch: 0096 loss_train: 1.5679 acc_train: 0.6643 loss_val: 1.7065 acc_val: 0.7600 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0045s
Epoch: 0097 loss_train: 1.5873 acc_train: 0.6929 loss_val: 1.6997 acc_val: 0.7600 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0098 loss_train: 1.5744 acc_train: 0.6429 loss_val: 1.6934 acc_val: 0.7580 cur_lr: 0.00100 s_time: 0.0106s t_time: 0.0034s v_time: 0.0030s
Epoch: 0099 loss_train: 1.5161 acc_train: 0.6929 loss_val: 1.6868 acc_val: 0.7560 cur_lr: 0.00100 s_time: 0.0106s t_time: 0.0035s v_time: 0.0028s
Epoch: 0100 loss_train: 1.5333 acc_train: 0.7000 loss_val: 1.6802 acc_val: 0.7580 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0029s
Epoch: 0101 loss_train: 1.5141 acc_train: 0.6714 loss_val: 1.6737 acc_val: 0.7560 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0029s
Epoch: 0102 loss_train: 1.5120 acc_train: 0.6786 loss_val: 1.6669 acc_val: 0.7600 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0103 loss_train: 1.5229 acc_train: 0.6929 loss_val: 1.6600 acc_val: 0.7640 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0045s
Epoch: 0104 loss_train: 1.5002 acc_train: 0.6571 loss_val: 1.6527 acc_val: 0.7640 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0105 loss_train: 1.4605 acc_train: 0.7143 loss_val: 1.6449 acc_val: 0.7620 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0106 loss_train: 1.4946 acc_train: 0.6929 loss_val: 1.6365 acc_val: 0.7640 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0045s
Epoch: 0107 loss_train: 1.4265 acc_train: 0.7786 loss_val: 1.6274 acc_val: 0.7660 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0045s
Epoch: 0108 loss_train: 1.4408 acc_train: 0.7429 loss_val: 1.6183 acc_val: 0.7700 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0046s
Epoch: 0109 loss_train: 1.4476 acc_train: 0.7714 loss_val: 1.6086 acc_val: 0.7720 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0110 loss_train: 1.4270 acc_train: 0.6786 loss_val: 1.5983 acc_val: 0.7780 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0111 loss_train: 1.4056 acc_train: 0.7286 loss_val: 1.5874 acc_val: 0.7800 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0112 loss_train: 1.3846 acc_train: 0.7500 loss_val: 1.5764 acc_val: 0.7820 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0113 loss_train: 1.3998 acc_train: 0.7500 loss_val: 1.5657 acc_val: 0.7840 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0045s
Epoch: 0114 loss_train: 1.3880 acc_train: 0.7071 loss_val: 1.5564 acc_val: 0.7840 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0115 loss_train: 1.4416 acc_train: 0.7143 loss_val: 1.5471 acc_val: 0.7760 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0048s
Epoch: 0116 loss_train: 1.3826 acc_train: 0.7000 loss_val: 1.5382 acc_val: 0.7700 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0031s v_time: 0.0022s
Epoch: 0117 loss_train: 1.3415 acc_train: 0.7643 loss_val: 1.5290 acc_val: 0.7680 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0046s
Epoch: 0118 loss_train: 1.2931 acc_train: 0.7929 loss_val: 1.5192 acc_val: 0.7640 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0030s
Epoch: 0119 loss_train: 1.3036 acc_train: 0.7500 loss_val: 1.5096 acc_val: 0.7620 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0120 loss_train: 1.2566 acc_train: 0.8071 loss_val: 1.4996 acc_val: 0.7560 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0047s
Epoch: 0121 loss_train: 1.3301 acc_train: 0.7786 loss_val: 1.4889 acc_val: 0.7540 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0122 loss_train: 1.3110 acc_train: 0.7643 loss_val: 1.4779 acc_val: 0.7540 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0123 loss_train: 1.2738 acc_train: 0.7643 loss_val: 1.4661 acc_val: 0.7520 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0124 loss_train: 1.2428 acc_train: 0.7786 loss_val: 1.4544 acc_val: 0.7520 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0028s
Epoch: 0125 loss_train: 1.2558 acc_train: 0.8143 loss_val: 1.4416 acc_val: 0.7500 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0047s
Epoch: 0126 loss_train: 1.2651 acc_train: 0.7357 loss_val: 1.4288 acc_val: 0.7480 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0046s
Epoch: 0127 loss_train: 1.2057 acc_train: 0.7429 loss_val: 1.4160 acc_val: 0.7500 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0045s
Epoch: 0128 loss_train: 1.2385 acc_train: 0.7500 loss_val: 1.4039 acc_val: 0.7540 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0129 loss_train: 1.1779 acc_train: 0.7786 loss_val: 1.3917 acc_val: 0.7540 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0130 loss_train: 1.1427 acc_train: 0.8143 loss_val: 1.3804 acc_val: 0.7580 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0046s
Epoch: 0131 loss_train: 1.1644 acc_train: 0.7357 loss_val: 1.3690 acc_val: 0.7580 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0132 loss_train: 1.1296 acc_train: 0.8071 loss_val: 1.3569 acc_val: 0.7660 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0133 loss_train: 1.1066 acc_train: 0.8143 loss_val: 1.3436 acc_val: 0.7700 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0026s
Epoch: 0134 loss_train: 1.1035 acc_train: 0.8571 loss_val: 1.3289 acc_val: 0.7760 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0031s v_time: 0.0024s
Epoch: 0135 loss_train: 1.1447 acc_train: 0.7357 loss_val: 1.3134 acc_val: 0.7860 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0046s
Epoch: 0136 loss_train: 1.0993 acc_train: 0.8357 loss_val: 1.2979 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0137 loss_train: 1.0797 acc_train: 0.8000 loss_val: 1.2824 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0046s
Epoch: 0138 loss_train: 1.0770 acc_train: 0.7929 loss_val: 1.2680 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0139 loss_train: 1.0849 acc_train: 0.8000 loss_val: 1.2542 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0029s
Epoch: 0140 loss_train: 1.0337 acc_train: 0.7929 loss_val: 1.2407 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0046s
Epoch: 0141 loss_train: 1.0662 acc_train: 0.8071 loss_val: 1.2275 acc_val: 0.8020 cur_lr: 0.00100 s_time: 0.0103s t_time: 0.0034s v_time: 0.0029s
Epoch: 0142 loss_train: 1.0084 acc_train: 0.8000 loss_val: 1.2146 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0029s
Epoch: 0143 loss_train: 0.9850 acc_train: 0.8000 loss_val: 1.2021 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0045s
Epoch: 0144 loss_train: 1.0077 acc_train: 0.8214 loss_val: 1.1906 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0045s
Epoch: 0145 loss_train: 1.0194 acc_train: 0.7786 loss_val: 1.1795 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0045s
Epoch: 0146 loss_train: 0.9457 acc_train: 0.8500 loss_val: 1.1688 acc_val: 0.7920 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0147 loss_train: 0.9671 acc_train: 0.8286 loss_val: 1.1576 acc_val: 0.7920 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0148 loss_train: 0.9875 acc_train: 0.7571 loss_val: 1.1456 acc_val: 0.7920 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0046s
Epoch: 0149 loss_train: 0.9570 acc_train: 0.8143 loss_val: 1.1318 acc_val: 0.7900 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0150 loss_train: 0.9287 acc_train: 0.8071 loss_val: 1.1182 acc_val: 0.7900 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0030s
Epoch: 0151 loss_train: 0.9295 acc_train: 0.8071 loss_val: 1.1056 acc_val: 0.7900 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0152 loss_train: 0.8923 acc_train: 0.8286 loss_val: 1.0943 acc_val: 0.7900 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0031s v_time: 0.0023s
Epoch: 0153 loss_train: 0.9075 acc_train: 0.8214 loss_val: 1.0820 acc_val: 0.7880 cur_lr: 0.00100 s_time: 0.0103s t_time: 0.0035s v_time: 0.0030s
Epoch: 0154 loss_train: 0.8833 acc_train: 0.7857 loss_val: 1.0691 acc_val: 0.7920 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0155 loss_train: 0.8481 acc_train: 0.8500 loss_val: 1.0565 acc_val: 0.7920 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0046s
Epoch: 0156 loss_train: 0.8894 acc_train: 0.7857 loss_val: 1.0452 acc_val: 0.7920 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0157 loss_train: 0.8235 acc_train: 0.8429 loss_val: 1.0341 acc_val: 0.7920 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0034s v_time: 0.0031s
Epoch: 0158 loss_train: 0.8590 acc_train: 0.7929 loss_val: 1.0226 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0159 loss_train: 0.8290 acc_train: 0.8000 loss_val: 1.0120 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0160 loss_train: 0.8733 acc_train: 0.8143 loss_val: 1.0019 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0161 loss_train: 0.7609 acc_train: 0.8286 loss_val: 0.9913 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0028s
Epoch: 0162 loss_train: 0.7502 acc_train: 0.8571 loss_val: 0.9802 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0163 loss_train: 0.8091 acc_train: 0.8357 loss_val: 0.9704 acc_val: 0.8020 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0030s
Epoch: 0164 loss_train: 0.7405 acc_train: 0.8071 loss_val: 0.9602 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0165 loss_train: 0.7195 acc_train: 0.8429 loss_val: 0.9513 acc_val: 0.8020 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0046s
Epoch: 0166 loss_train: 0.7275 acc_train: 0.8643 loss_val: 0.9418 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0028s
Epoch: 0167 loss_train: 0.7401 acc_train: 0.8357 loss_val: 0.9323 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0046s
Epoch: 0168 loss_train: 0.6863 acc_train: 0.8714 loss_val: 0.9231 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0103s t_time: 0.0036s v_time: 0.0029s
Epoch: 0169 loss_train: 0.7419 acc_train: 0.8357 loss_val: 0.9146 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0046s
Epoch: 0170 loss_train: 0.7117 acc_train: 0.8500 loss_val: 0.9091 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0103s t_time: 0.0035s v_time: 0.0030s
Epoch: 0171 loss_train: 0.7381 acc_train: 0.8429 loss_val: 0.9059 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0106s t_time: 0.0032s v_time: 0.0022s
Epoch: 0172 loss_train: 0.6895 acc_train: 0.8500 loss_val: 0.9009 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0106s t_time: 0.0035s v_time: 0.0029s
Epoch: 0173 loss_train: 0.7141 acc_train: 0.8214 loss_val: 0.8983 acc_val: 0.7900 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0028s
Epoch: 0174 loss_train: 0.6341 acc_train: 0.8857 loss_val: 0.8951 acc_val: 0.7860 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0028s
Epoch: 0175 loss_train: 0.6837 acc_train: 0.8857 loss_val: 0.8891 acc_val: 0.7880 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0028s
Epoch: 0176 loss_train: 0.6575 acc_train: 0.8429 loss_val: 0.8806 acc_val: 0.7920 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0177 loss_train: 0.7763 acc_train: 0.8143 loss_val: 0.8737 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0178 loss_train: 0.6147 acc_train: 0.8714 loss_val: 0.8639 acc_val: 0.7940 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0031s
Epoch: 0179 loss_train: 0.7278 acc_train: 0.8357 loss_val: 0.8553 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0046s
Epoch: 0180 loss_train: 0.6105 acc_train: 0.8643 loss_val: 0.8494 acc_val: 0.7900 cur_lr: 0.00100 s_time: 0.0103s t_time: 0.0035s v_time: 0.0028s
Epoch: 0181 loss_train: 0.6409 acc_train: 0.8429 loss_val: 0.8429 acc_val: 0.7920 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0182 loss_train: 0.5899 acc_train: 0.8571 loss_val: 0.8375 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0183 loss_train: 0.6596 acc_train: 0.8143 loss_val: 0.8304 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0028s
Epoch: 0184 loss_train: 0.6387 acc_train: 0.8357 loss_val: 0.8203 acc_val: 0.7940 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0185 loss_train: 0.6480 acc_train: 0.8286 loss_val: 0.8095 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0186 loss_train: 0.5718 acc_train: 0.8643 loss_val: 0.7990 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0030s
Epoch: 0187 loss_train: 0.6053 acc_train: 0.8786 loss_val: 0.7885 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0188 loss_train: 0.5912 acc_train: 0.8429 loss_val: 0.7783 acc_val: 0.8080 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0029s
Epoch: 0189 loss_train: 0.5565 acc_train: 0.8929 loss_val: 0.7703 acc_val: 0.8020 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0031s
Epoch: 0190 loss_train: 0.6273 acc_train: 0.8643 loss_val: 0.7636 acc_val: 0.8020 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0026s
Epoch: 0191 loss_train: 0.6102 acc_train: 0.8500 loss_val: 0.7579 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0031s v_time: 0.0041s
Epoch: 0192 loss_train: 0.6437 acc_train: 0.8643 loss_val: 0.7551 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0193 loss_train: 0.5662 acc_train: 0.8929 loss_val: 0.7547 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0194 loss_train: 0.5229 acc_train: 0.8714 loss_val: 0.7547 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0030s
Epoch: 0195 loss_train: 0.6099 acc_train: 0.8357 loss_val: 0.7557 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0196 loss_train: 0.5634 acc_train: 0.8714 loss_val: 0.7589 acc_val: 0.7920 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0197 loss_train: 0.5296 acc_train: 0.9000 loss_val: 0.7599 acc_val: 0.7900 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0046s
Epoch: 0198 loss_train: 0.6101 acc_train: 0.8286 loss_val: 0.7605 acc_val: 0.7900 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0199 loss_train: 0.5287 acc_train: 0.8643 loss_val: 0.7588 acc_val: 0.7880 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0200 loss_train: 0.6542 acc_train: 0.8286 loss_val: 0.7576 acc_val: 0.7880 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0201 loss_train: 0.4709 acc_train: 0.8929 loss_val: 0.7536 acc_val: 0.7880 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0202 loss_train: 0.5468 acc_train: 0.8643 loss_val: 0.7492 acc_val: 0.7920 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0203 loss_train: 0.4605 acc_train: 0.9000 loss_val: 0.7447 acc_val: 0.7940 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0204 loss_train: 0.5392 acc_train: 0.8786 loss_val: 0.7413 acc_val: 0.7900 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0205 loss_train: 0.5180 acc_train: 0.8571 loss_val: 0.7382 acc_val: 0.7900 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0028s
Epoch: 0206 loss_train: 0.4606 acc_train: 0.8929 loss_val: 0.7357 acc_val: 0.7920 cur_lr: 0.00100 s_time: 0.0103s t_time: 0.0035s v_time: 0.0030s
Epoch: 0207 loss_train: 0.4454 acc_train: 0.9357 loss_val: 0.7319 acc_val: 0.7940 cur_lr: 0.00100 s_time: 0.0103s t_time: 0.0035s v_time: 0.0030s
Epoch: 0208 loss_train: 0.4735 acc_train: 0.8643 loss_val: 0.7295 acc_val: 0.7940 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0209 loss_train: 0.5052 acc_train: 0.8643 loss_val: 0.7271 acc_val: 0.7940 cur_lr: 0.00100 s_time: 0.0103s t_time: 0.0035s v_time: 0.0030s
Epoch: 0210 loss_train: 0.5253 acc_train: 0.8714 loss_val: 0.7261 acc_val: 0.7900 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0211 loss_train: 0.5057 acc_train: 0.8643 loss_val: 0.7247 acc_val: 0.7940 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0047s
Epoch: 0212 loss_train: 0.4455 acc_train: 0.9000 loss_val: 0.7239 acc_val: 0.7920 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0025s
Epoch: 0213 loss_train: 0.4261 acc_train: 0.8929 loss_val: 0.7231 acc_val: 0.7900 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0031s v_time: 0.0025s
Epoch: 0214 loss_train: 0.4640 acc_train: 0.9000 loss_val: 0.7223 acc_val: 0.7920 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0215 loss_train: 0.5032 acc_train: 0.8571 loss_val: 0.7196 acc_val: 0.7940 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0216 loss_train: 0.5005 acc_train: 0.8786 loss_val: 0.7162 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0028s
Epoch: 0217 loss_train: 0.4408 acc_train: 0.9071 loss_val: 0.7124 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0218 loss_train: 0.4641 acc_train: 0.8857 loss_val: 0.7071 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0219 loss_train: 0.4267 acc_train: 0.9000 loss_val: 0.7021 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0103s t_time: 0.0035s v_time: 0.0045s
Epoch: 0220 loss_train: 0.4290 acc_train: 0.8929 loss_val: 0.6982 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0103s t_time: 0.0035s v_time: 0.0030s
Epoch: 0221 loss_train: 0.4791 acc_train: 0.8857 loss_val: 0.6944 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0222 loss_train: 0.4114 acc_train: 0.9143 loss_val: 0.6897 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0028s
Epoch: 0223 loss_train: 0.4319 acc_train: 0.8929 loss_val: 0.6845 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0224 loss_train: 0.4728 acc_train: 0.9000 loss_val: 0.6822 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0225 loss_train: 0.4386 acc_train: 0.9071 loss_val: 0.6803 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0226 loss_train: 0.4253 acc_train: 0.9071 loss_val: 0.6786 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0029s
Epoch: 0227 loss_train: 0.4622 acc_train: 0.8857 loss_val: 0.6785 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0030s
Epoch: 0228 loss_train: 0.4238 acc_train: 0.8857 loss_val: 0.6791 acc_val: 0.8020 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0229 loss_train: 0.4252 acc_train: 0.9143 loss_val: 0.6785 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0230 loss_train: 0.4681 acc_train: 0.8929 loss_val: 0.6793 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0231 loss_train: 0.4344 acc_train: 0.8929 loss_val: 0.6803 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0029s
Epoch: 0232 loss_train: 0.4556 acc_train: 0.8643 loss_val: 0.6824 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0029s
Epoch: 0233 loss_train: 0.3643 acc_train: 0.9143 loss_val: 0.6824 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0029s
Epoch: 0234 loss_train: 0.4151 acc_train: 0.9000 loss_val: 0.6836 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0031s
Epoch: 0235 loss_train: 0.4069 acc_train: 0.9214 loss_val: 0.6829 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0033s v_time: 0.0026s
Epoch: 0236 loss_train: 0.4812 acc_train: 0.8357 loss_val: 0.6835 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0031s v_time: 0.0022s
Epoch: 0237 loss_train: 0.4443 acc_train: 0.8714 loss_val: 0.6845 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0029s
Epoch: 0238 loss_train: 0.3415 acc_train: 0.9214 loss_val: 0.6849 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0239 loss_train: 0.4921 acc_train: 0.8643 loss_val: 0.6856 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0240 loss_train: 0.3338 acc_train: 0.9429 loss_val: 0.6848 acc_val: 0.8020 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0241 loss_train: 0.4193 acc_train: 0.9071 loss_val: 0.6846 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0242 loss_train: 0.4188 acc_train: 0.8857 loss_val: 0.6837 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0243 loss_train: 0.3655 acc_train: 0.8857 loss_val: 0.6821 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0244 loss_train: 0.3948 acc_train: 0.8786 loss_val: 0.6801 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0245 loss_train: 0.4135 acc_train: 0.9286 loss_val: 0.6769 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0029s
Epoch: 0246 loss_train: 0.3452 acc_train: 0.9286 loss_val: 0.6735 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0106s t_time: 0.0036s v_time: 0.0031s
Epoch: 0247 loss_train: 0.4169 acc_train: 0.8643 loss_val: 0.6713 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0030s
Epoch: 0248 loss_train: 0.4288 acc_train: 0.8500 loss_val: 0.6690 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0029s
Epoch: 0249 loss_train: 0.2999 acc_train: 0.9500 loss_val: 0.6661 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0250 loss_train: 0.3405 acc_train: 0.9286 loss_val: 0.6631 acc_val: 0.8020 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0251 loss_train: 0.3919 acc_train: 0.9000 loss_val: 0.6603 acc_val: 0.8060 cur_lr: 0.00100 s_time: 0.0111s t_time: 0.0036s v_time: 0.0028s
Epoch: 0252 loss_train: 0.3238 acc_train: 0.9357 loss_val: 0.6563 acc_val: 0.8060 cur_lr: 0.00100 s_time: 0.0110s t_time: 0.0036s v_time: 0.0028s
Epoch: 0253 loss_train: 0.3624 acc_train: 0.9143 loss_val: 0.6550 acc_val: 0.8060 cur_lr: 0.00100 s_time: 0.0110s t_time: 0.0035s v_time: 0.0029s
Epoch: 0254 loss_train: 0.4515 acc_train: 0.8643 loss_val: 0.6540 acc_val: 0.8080 cur_lr: 0.00100 s_time: 0.0109s t_time: 0.0035s v_time: 0.0030s
Epoch: 0255 loss_train: 0.3633 acc_train: 0.8714 loss_val: 0.6540 acc_val: 0.8080 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0029s
Epoch: 0256 loss_train: 0.3664 acc_train: 0.9000 loss_val: 0.6533 acc_val: 0.8060 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0030s
Epoch: 0257 loss_train: 0.3994 acc_train: 0.8786 loss_val: 0.6539 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0030s
Epoch: 0258 loss_train: 0.3512 acc_train: 0.9071 loss_val: 0.6534 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0031s v_time: 0.0022s
Epoch: 0259 loss_train: 0.3301 acc_train: 0.9286 loss_val: 0.6535 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0110s t_time: 0.0035s v_time: 0.0029s
Epoch: 0260 loss_train: 0.3923 acc_train: 0.8929 loss_val: 0.6530 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0109s t_time: 0.0035s v_time: 0.0030s
Epoch: 0261 loss_train: 0.3147 acc_train: 0.9214 loss_val: 0.6522 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0029s
Epoch: 0262 loss_train: 0.3390 acc_train: 0.9000 loss_val: 0.6509 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0029s
Epoch: 0263 loss_train: 0.3634 acc_train: 0.9000 loss_val: 0.6498 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0109s t_time: 0.0034s v_time: 0.0046s
Epoch: 0264 loss_train: 0.3452 acc_train: 0.8929 loss_val: 0.6491 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0029s
Epoch: 0265 loss_train: 0.3645 acc_train: 0.9286 loss_val: 0.6496 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0109s t_time: 0.0035s v_time: 0.0029s
Epoch: 0266 loss_train: 0.3117 acc_train: 0.9143 loss_val: 0.6509 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0030s
Epoch: 0267 loss_train: 0.3156 acc_train: 0.8929 loss_val: 0.6526 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0034s v_time: 0.0030s
Epoch: 0268 loss_train: 0.2944 acc_train: 0.9286 loss_val: 0.6557 acc_val: 0.8020 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0029s
Epoch: 0269 loss_train: 0.3008 acc_train: 0.9286 loss_val: 0.6581 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0030s
Epoch: 0270 loss_train: 0.3477 acc_train: 0.9071 loss_val: 0.6592 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0030s
Epoch: 0271 loss_train: 0.3478 acc_train: 0.9143 loss_val: 0.6588 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0034s v_time: 0.0030s
Epoch: 0272 loss_train: 0.3032 acc_train: 0.9214 loss_val: 0.6571 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0034s v_time: 0.0028s
Epoch: 0273 loss_train: 0.3024 acc_train: 0.9286 loss_val: 0.6570 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0029s
Epoch: 0274 loss_train: 0.3986 acc_train: 0.8786 loss_val: 0.6561 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0107s t_time: 0.0034s v_time: 0.0029s
Epoch: 0275 loss_train: 0.3192 acc_train: 0.9000 loss_val: 0.6539 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0030s
Epoch: 0276 loss_train: 0.3412 acc_train: 0.9286 loss_val: 0.6518 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0107s t_time: 0.0035s v_time: 0.0030s
Epoch: 0277 loss_train: 0.3151 acc_train: 0.9214 loss_val: 0.6480 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0034s v_time: 0.0029s
Epoch: 0278 loss_train: 0.2805 acc_train: 0.9286 loss_val: 0.6445 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0034s v_time: 0.0029s
Epoch: 0279 loss_train: 0.4224 acc_train: 0.8786 loss_val: 0.6408 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0107s t_time: 0.0035s v_time: 0.0030s
Epoch: 0280 loss_train: 0.3662 acc_train: 0.9286 loss_val: 0.6378 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0033s v_time: 0.0025s
Epoch: 0281 loss_train: 0.2972 acc_train: 0.9214 loss_val: 0.6371 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0031s v_time: 0.0022s
Epoch: 0282 loss_train: 0.3409 acc_train: 0.9143 loss_val: 0.6367 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0030s
Epoch: 0283 loss_train: 0.4348 acc_train: 0.9143 loss_val: 0.6359 acc_val: 0.8060 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0029s
Epoch: 0284 loss_train: 0.4045 acc_train: 0.8786 loss_val: 0.6366 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0030s
Epoch: 0285 loss_train: 0.3327 acc_train: 0.9143 loss_val: 0.6375 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0107s t_time: 0.0035s v_time: 0.0029s
Epoch: 0286 loss_train: 0.3275 acc_train: 0.9071 loss_val: 0.6389 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0107s t_time: 0.0035s v_time: 0.0031s
Epoch: 0287 loss_train: 0.2995 acc_train: 0.9500 loss_val: 0.6411 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0107s t_time: 0.0035s v_time: 0.0045s
Epoch: 0288 loss_train: 0.3593 acc_train: 0.8714 loss_val: 0.6434 acc_val: 0.8060 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0030s
Epoch: 0289 loss_train: 0.2549 acc_train: 0.9643 loss_val: 0.6455 acc_val: 0.8060 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0030s
Epoch: 0290 loss_train: 0.3590 acc_train: 0.9071 loss_val: 0.6488 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0107s t_time: 0.0035s v_time: 0.0029s
Epoch: 0291 loss_train: 0.3343 acc_train: 0.9143 loss_val: 0.6518 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0030s
Epoch: 0292 loss_train: 0.3583 acc_train: 0.9286 loss_val: 0.6538 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0031s
Epoch: 0293 loss_train: 0.3220 acc_train: 0.9214 loss_val: 0.6565 acc_val: 0.7940 cur_lr: 0.00100 s_time: 0.0107s t_time: 0.0035s v_time: 0.0029s
Epoch: 0294 loss_train: 0.3523 acc_train: 0.8786 loss_val: 0.6602 acc_val: 0.7940 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0029s
Epoch: 0295 loss_train: 0.2586 acc_train: 0.9429 loss_val: 0.6639 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0107s t_time: 0.0035s v_time: 0.0030s
Epoch: 0296 loss_train: 0.3888 acc_train: 0.9000 loss_val: 0.6677 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0107s t_time: 0.0035s v_time: 0.0028s
Epoch: 0297 loss_train: 0.3138 acc_train: 0.9071 loss_val: 0.6709 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0107s t_time: 0.0034s v_time: 0.0030s
Epoch: 0298 loss_train: 0.2941 acc_train: 0.9357 loss_val: 0.6708 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0107s t_time: 0.0034s v_time: 0.0029s
Epoch: 0299 loss_train: 0.3227 acc_train: 0.9286 loss_val: 0.6702 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0125s t_time: 0.0035s v_time: 0.0030s
Epoch: 0300 loss_train: 0.2895 acc_train: 0.9000 loss_val: 0.6679 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0109s t_time: 0.0031s v_time: 0.0022s
Epoch: 0301 loss_train: 0.3607 acc_train: 0.8929 loss_val: 0.6616 acc_val: 0.7940 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0037s v_time: 0.0030s
Epoch: 0302 loss_train: 0.3096 acc_train: 0.9071 loss_val: 0.6568 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0030s
Epoch: 0303 loss_train: 0.3199 acc_train: 0.9214 loss_val: 0.6548 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0029s
Epoch: 0304 loss_train: 0.3259 acc_train: 0.9214 loss_val: 0.6532 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0030s
Epoch: 0305 loss_train: 0.3310 acc_train: 0.9357 loss_val: 0.6542 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0109s t_time: 0.0035s v_time: 0.0029s
Epoch: 0306 loss_train: 0.2271 acc_train: 0.9429 loss_val: 0.6554 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0034s v_time: 0.0029s
Epoch: 0307 loss_train: 0.2907 acc_train: 0.8857 loss_val: 0.6554 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0034s v_time: 0.0029s
Epoch: 0308 loss_train: 0.3803 acc_train: 0.8786 loss_val: 0.6546 acc_val: 0.8020 cur_lr: 0.00100 s_time: 0.0109s t_time: 0.0034s v_time: 0.0029s
Epoch: 0309 loss_train: 0.2520 acc_train: 0.9357 loss_val: 0.6555 acc_val: 0.8020 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0034s v_time: 0.0028s
Epoch: 0310 loss_train: 0.2599 acc_train: 0.9214 loss_val: 0.6568 acc_val: 0.8020 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0029s
Epoch: 0311 loss_train: 0.3091 acc_train: 0.9071 loss_val: 0.6576 acc_val: 0.8020 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0034s v_time: 0.0029s
Epoch: 0312 loss_train: 0.2560 acc_train: 0.9357 loss_val: 0.6565 acc_val: 0.8020 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0034s v_time: 0.0029s
Epoch: 0313 loss_train: 0.3408 acc_train: 0.9000 loss_val: 0.6587 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0029s
Epoch: 0314 loss_train: 0.2467 acc_train: 0.9357 loss_val: 0.6585 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0034s v_time: 0.0029s
Epoch: 0315 loss_train: 0.2667 acc_train: 0.9429 loss_val: 0.6576 acc_val: 0.8060 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0030s
Epoch: 0316 loss_train: 0.3183 acc_train: 0.9143 loss_val: 0.6562 acc_val: 0.8060 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0034s v_time: 0.0029s
Epoch: 0317 loss_train: 0.3062 acc_train: 0.9214 loss_val: 0.6544 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0034s v_time: 0.0028s
Epoch: 0318 loss_train: 0.3140 acc_train: 0.9143 loss_val: 0.6536 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0111s t_time: 0.0035s v_time: 0.0029s
Epoch: 0319 loss_train: 0.3340 acc_train: 0.9000 loss_val: 0.6523 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0110s t_time: 0.0034s v_time: 0.0030s
Epoch: 0320 loss_train: 0.2586 acc_train: 0.9357 loss_val: 0.6532 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0109s t_time: 0.0035s v_time: 0.0031s
Epoch: 0321 loss_train: 0.3040 acc_train: 0.9143 loss_val: 0.6542 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0109s t_time: 0.0031s v_time: 0.0022s
Epoch: 0322 loss_train: 0.2452 acc_train: 0.9286 loss_val: 0.6547 acc_val: 0.7940 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0031s
Epoch: 0323 loss_train: 0.2795 acc_train: 0.9071 loss_val: 0.6570 acc_val: 0.7940 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0030s
Epoch: 0324 loss_train: 0.3167 acc_train: 0.9214 loss_val: 0.6595 acc_val: 0.7940 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0030s
Epoch: 0325 loss_train: 0.2739 acc_train: 0.9357 loss_val: 0.6627 acc_val: 0.7940 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0035s v_time: 0.0029s
Epoch: 0326 loss_train: 0.2600 acc_train: 0.9357 loss_val: 0.6651 acc_val: 0.7940 cur_lr: 0.00100 s_time: 0.0108s t_time: 0.0034s v_time: 0.0031s
Epoch: 0327 loss_train: 0.3151 acc_train: 0.9143 loss_val: 0.6674 acc_val: 0.7940 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0029s
Epoch: 0328 loss_train: 0.2514 acc_train: 0.9286 loss_val: 0.6678 acc_val: 0.7940 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0329 loss_train: 0.3106 acc_train: 0.9357 loss_val: 0.6686 acc_val: 0.7920 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0029s
Epoch: 0330 loss_train: 0.2242 acc_train: 0.9786 loss_val: 0.6697 acc_val: 0.7900 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0029s
Epoch: 0331 loss_train: 0.3173 acc_train: 0.9214 loss_val: 0.6710 acc_val: 0.7900 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0332 loss_train: 0.2248 acc_train: 0.9500 loss_val: 0.6736 acc_val: 0.7920 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0028s
Epoch: 0333 loss_train: 0.2340 acc_train: 0.9429 loss_val: 0.6753 acc_val: 0.7920 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0030s
Epoch: 0334 loss_train: 0.3005 acc_train: 0.9071 loss_val: 0.6766 acc_val: 0.7920 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0335 loss_train: 0.3118 acc_train: 0.9214 loss_val: 0.6740 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0336 loss_train: 0.3099 acc_train: 0.9000 loss_val: 0.6702 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0337 loss_train: 0.2229 acc_train: 0.9286 loss_val: 0.6651 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0022s
Epoch: 0338 loss_train: 0.2912 acc_train: 0.9143 loss_val: 0.6591 acc_val: 0.8080 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0031s v_time: 0.0031s
Epoch: 0339 loss_train: 0.3062 acc_train: 0.8786 loss_val: 0.6524 acc_val: 0.8100 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0030s
Epoch: 0340 loss_train: 0.2654 acc_train: 0.9357 loss_val: 0.6455 acc_val: 0.8060 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0028s
Epoch: 0341 loss_train: 0.2939 acc_train: 0.8929 loss_val: 0.6396 acc_val: 0.8060 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0029s
Epoch: 0342 loss_train: 0.2154 acc_train: 0.9357 loss_val: 0.6333 acc_val: 0.8060 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0030s
Epoch: 0343 loss_train: 0.2193 acc_train: 0.9429 loss_val: 0.6292 acc_val: 0.8060 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0029s
Epoch: 0344 loss_train: 0.2195 acc_train: 0.9357 loss_val: 0.6255 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0028s
Epoch: 0345 loss_train: 0.3015 acc_train: 0.9143 loss_val: 0.6241 acc_val: 0.8080 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0046s
Epoch: 0346 loss_train: 0.2471 acc_train: 0.9357 loss_val: 0.6225 acc_val: 0.8120 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0028s
Epoch: 0347 loss_train: 0.3176 acc_train: 0.8929 loss_val: 0.6214 acc_val: 0.8120 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0348 loss_train: 0.2009 acc_train: 0.9500 loss_val: 0.6213 acc_val: 0.8120 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0028s
Epoch: 0349 loss_train: 0.3155 acc_train: 0.9143 loss_val: 0.6238 acc_val: 0.8100 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0045s
Epoch: 0350 loss_train: 0.2635 acc_train: 0.9429 loss_val: 0.6257 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0351 loss_train: 0.2688 acc_train: 0.9214 loss_val: 0.6288 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0352 loss_train: 0.2918 acc_train: 0.9214 loss_val: 0.6362 acc_val: 0.8020 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0353 loss_train: 0.2427 acc_train: 0.9571 loss_val: 0.6438 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0354 loss_train: 0.2954 acc_train: 0.9214 loss_val: 0.6529 acc_val: 0.7940 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0026s
Epoch: 0355 loss_train: 0.2532 acc_train: 0.9429 loss_val: 0.6626 acc_val: 0.7900 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0031s v_time: 0.0023s
Epoch: 0356 loss_train: 0.1919 acc_train: 0.9714 loss_val: 0.6706 acc_val: 0.7900 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0357 loss_train: 0.2126 acc_train: 0.9643 loss_val: 0.6795 acc_val: 0.7900 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0028s
Epoch: 0358 loss_train: 0.2825 acc_train: 0.9286 loss_val: 0.6845 acc_val: 0.7900 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0359 loss_train: 0.2695 acc_train: 0.9214 loss_val: 0.6877 acc_val: 0.7920 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0029s
Epoch: 0360 loss_train: 0.2128 acc_train: 0.9571 loss_val: 0.6910 acc_val: 0.7900 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0029s
Epoch: 0361 loss_train: 0.1661 acc_train: 0.9786 loss_val: 0.6935 acc_val: 0.7900 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0029s
Epoch: 0362 loss_train: 0.2324 acc_train: 0.9357 loss_val: 0.6940 acc_val: 0.7920 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0363 loss_train: 0.2131 acc_train: 0.9500 loss_val: 0.6911 acc_val: 0.7940 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0364 loss_train: 0.2321 acc_train: 0.9286 loss_val: 0.6889 acc_val: 0.7940 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0030s
Epoch: 0365 loss_train: 0.2332 acc_train: 0.9357 loss_val: 0.6839 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0103s t_time: 0.0035s v_time: 0.0030s
Epoch: 0366 loss_train: 0.2140 acc_train: 0.9429 loss_val: 0.6795 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0034s v_time: 0.0028s
Epoch: 0367 loss_train: 0.2620 acc_train: 0.9429 loss_val: 0.6773 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0030s
Epoch: 0368 loss_train: 0.2444 acc_train: 0.9214 loss_val: 0.6733 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0369 loss_train: 0.2257 acc_train: 0.9143 loss_val: 0.6687 acc_val: 0.8020 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0031s v_time: 0.0022s
Epoch: 0370 loss_train: 0.2546 acc_train: 0.9286 loss_val: 0.6643 acc_val: 0.8020 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0371 loss_train: 0.2143 acc_train: 0.9357 loss_val: 0.6612 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0372 loss_train: 0.2183 acc_train: 0.9357 loss_val: 0.6586 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0125s t_time: 0.0035s v_time: 0.0028s
Epoch: 0373 loss_train: 0.2204 acc_train: 0.9500 loss_val: 0.6553 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0106s t_time: 0.0035s v_time: 0.0028s
Epoch: 0374 loss_train: 0.2635 acc_train: 0.9214 loss_val: 0.6542 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0034s v_time: 0.0029s
Epoch: 0375 loss_train: 0.1930 acc_train: 0.9500 loss_val: 0.6528 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0376 loss_train: 0.2032 acc_train: 0.9643 loss_val: 0.6538 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0110s t_time: 0.0035s v_time: 0.0029s
Epoch: 0377 loss_train: 0.2785 acc_train: 0.9286 loss_val: 0.6551 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0029s
Epoch: 0378 loss_train: 0.2111 acc_train: 0.9357 loss_val: 0.6552 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0029s
Epoch: 0379 loss_train: 0.1527 acc_train: 0.9571 loss_val: 0.6558 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0034s v_time: 0.0028s
Epoch: 0380 loss_train: 0.2519 acc_train: 0.9429 loss_val: 0.6575 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0034s v_time: 0.0029s
Epoch: 0381 loss_train: 0.2941 acc_train: 0.9286 loss_val: 0.6609 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0034s v_time: 0.0028s
Epoch: 0382 loss_train: 0.2162 acc_train: 0.9571 loss_val: 0.6640 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0029s
Epoch: 0383 loss_train: 0.2533 acc_train: 0.9357 loss_val: 0.6662 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0031s
Epoch: 0384 loss_train: 0.2484 acc_train: 0.9286 loss_val: 0.6697 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0033s v_time: 0.0025s
Epoch: 0385 loss_train: 0.2267 acc_train: 0.9357 loss_val: 0.6718 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0031s v_time: 0.0023s
Epoch: 0386 loss_train: 0.2195 acc_train: 0.9286 loss_val: 0.6736 acc_val: 0.8000 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0387 loss_train: 0.2244 acc_train: 0.9357 loss_val: 0.6752 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0030s
Epoch: 0388 loss_train: 0.2877 acc_train: 0.9071 loss_val: 0.6753 acc_val: 0.7920 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0034s v_time: 0.0030s
Epoch: 0389 loss_train: 0.2362 acc_train: 0.9571 loss_val: 0.6747 acc_val: 0.7920 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0035s v_time: 0.0029s
Epoch: 0390 loss_train: 0.1922 acc_train: 0.9500 loss_val: 0.6735 acc_val: 0.7920 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0030s
Epoch: 0391 loss_train: 0.2854 acc_train: 0.9000 loss_val: 0.6723 acc_val: 0.7940 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0031s
Epoch: 0392 loss_train: 0.2832 acc_train: 0.9071 loss_val: 0.6710 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0036s v_time: 0.0028s
Epoch: 0393 loss_train: 0.3120 acc_train: 0.9071 loss_val: 0.6699 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0107s t_time: 0.0035s v_time: 0.0030s
Epoch: 0394 loss_train: 0.2382 acc_train: 0.9500 loss_val: 0.6665 acc_val: 0.7960 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0030s
Epoch: 0395 loss_train: 0.2875 acc_train: 0.9286 loss_val: 0.6631 acc_val: 0.7940 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0029s
Epoch: 0396 loss_train: 0.2768 acc_train: 0.9214 loss_val: 0.6605 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0029s
Epoch: 0397 loss_train: 0.2080 acc_train: 0.9714 loss_val: 0.6579 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0030s
Epoch: 0398 loss_train: 0.3309 acc_train: 0.9000 loss_val: 0.6568 acc_val: 0.7980 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0030s
Epoch: 0399 loss_train: 0.3440 acc_train: 0.9214 loss_val: 0.6551 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0105s t_time: 0.0035s v_time: 0.0030s
Epoch: 0400 loss_train: 0.2113 acc_train: 0.9500 loss_val: 0.6551 acc_val: 0.8040 cur_lr: 0.00100 s_time: 0.0104s t_time: 0.0034s v_time: 0.0029s
Optimization Finished!
Total time elapsed: 7.7990s
Test set results: loss= 0.5657 auc= 0.9691 accuracy= 0.8330
accuracy=0.83300
0.211252	0.655134	0.565730	0.950000	0.804000	0.833000

  3. Weesley743 commented on Jan 21, 2020

    @Weesley743
    Weesley743
    on Jan 21, 2020
    Author

    I got 83.3 acc. after configuring the environment in requirements.txt
    thanks

  4. Weesley743
    closed this as completedon Jan 21, 2020
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