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SGD (
Parameter Group 0
    dampening: 0
    lr: 0.1
    momentum: 0.0
    nesterov: False
    weight_decay: 0.0
)
total epochs: 200
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
   1     0.1000     3.7172    12.7940     4.3545     9.4600   147.8877
   2     0.1000     2.9471    25.8440     3.6503    19.9000   143.9198
   3     0.1000     2.4325    35.8720     2.7869    31.4700   143.8523
   4     0.1000     2.0635    43.8340     2.7794    35.4100   143.9508
   5     0.1000     1.7940    50.2440     2.2649    41.8900   143.9436
   6     0.1000     1.5900    54.8740     2.3685    43.8500   169.9114
   7     0.1000     1.4455    58.5160     2.0614    47.6500   298.4205
   8     0.1000     1.3168    61.9560     1.7528    53.3900   259.7760
   9     0.1000     1.2071    64.7080     1.6623    55.3600   228.0305
  10     0.1000     1.1054    67.4980     2.0839    49.0000   143.8157
  11     0.1000     1.0244    69.4880     1.8332    53.8200   143.8750
  12     0.1000     0.9519    71.6800     1.7439    55.8700   143.8978
  13     0.1000     0.8800    73.3420     1.6216    58.4600   144.0369
  14     0.1000     0.8206    75.1820     1.3797    62.8400   143.9685
  15     0.1000     0.7575    76.9280     1.6582    59.7000   143.8915
  16     0.1000     0.7049    78.1840     1.5566    60.2700   143.9055
  17     0.1000     0.6520    79.6440     1.4350    62.8900   143.8793
  18     0.1000     0.5969    81.6220     1.3905    65.2200   143.8609
  19     0.1000     0.5582    82.6420     1.4957    64.0300   143.8863
  20     0.1000     0.5180    83.6500     1.7693    57.5700   143.9054
  21     0.1000     0.4686    85.2220     1.6880    61.7600   143.8772
  22     0.1000     0.4390    85.9840     1.6868    63.5100   143.8883
  23     0.1000     0.3971    87.3560     1.5424    65.4900   143.9704
  24     0.1000     0.3646    88.2640     1.6664    62.7900   143.8801
  25     0.1000     0.3265    89.5060     1.6705    63.5200   143.8867
  26     0.1000     0.3071    90.1140     1.5050    65.1300   143.8930
  27     0.1000     0.2848    90.8680     1.5920    64.7500   143.8854
  28     0.1000     0.2570    91.7600     1.8322    61.9000   144.0691
  29     0.1000     0.2243    92.8300     1.9163    62.8100   143.9153
  30     0.1000     0.2137    93.1320     1.7162    65.1800   143.8929
  31     0.1000     0.1923    93.9140     1.6163    68.2200   143.8626
  32     0.1000     0.1735    94.4860     1.8251    64.7600   143.9139
  33     0.1000     0.1597    94.9460     1.6257    68.0900   143.9309
  34     0.1000     0.1490    95.3500     1.6397    66.1000   143.9595
  35     0.1000     0.1393    95.5340     1.6678    67.0300   143.8851
  36     0.1000     0.1224    96.2240     1.6023    67.7900   143.8707
  37     0.1000     0.1049    96.7900     1.7066    68.0400   143.9632
  38     0.1000     0.1064    96.6800     1.4302    71.1900   143.8799
  39     0.1000     0.0894    97.3120     1.6642    68.5500   143.9174
  40     0.1000     0.0884    97.3680     1.8119    67.4100   143.9887
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
  41     0.1000     0.0851    97.4240     1.4681    71.8900   143.8754
  42     0.1000     0.0719    97.8680     1.5833    70.4600   143.8717
  43     0.1000     0.0676    98.0440     1.6348    69.8400   143.9153
  44     0.1000     0.0611    98.2760     1.4832    72.4200   143.8481
  45     0.1000     0.0562    98.3500     1.6315    71.2600   143.8518
  46     0.1000     0.0417    98.9160     1.4772    72.7000   143.9569
  47     0.1000     0.0441    98.7820     1.5136    72.6000   143.8668
  48     0.1000     0.0392    98.9360     1.6047    71.8200   143.8984
  49     0.1000     0.0387    98.9420     1.5105    71.8600   143.8475
  50     0.1000     0.0358    99.0520     1.6023    71.1100   143.8735
  51     0.1000     0.0312    99.2300     1.4789    73.5500   143.8700
  52     0.1000     0.0266    99.3420     1.5592    72.8700   143.8089
  53     0.1000     0.0255    99.3900     1.5370    73.2100   143.9164
  54     0.1000     0.0340    99.0060     1.6070    72.1400   143.9132
  55     0.1000     0.0261    99.2920     1.4406    74.6300   143.8633
  56     0.1000     0.0237    99.3380     1.5627    73.3700   143.8561
  57     0.1000     0.0199    99.4880     1.5654    73.0000   144.1589
  58     0.1000     0.0296    99.1380     1.6253    71.8200   143.8883
  59     0.1000     0.0318    99.1540     1.6057    72.1800   143.9291
  60     0.1000     0.0308    99.1200     1.7188    71.7800   143.8933
  61     0.1000     0.0267    99.3220     1.5332    73.8500   143.9087
  62     0.1000     0.0162    99.6200     1.4342    74.6600   143.8809
  63     0.1000     0.0162    99.5920     1.7659    71.5700   143.8554
  64     0.1000     0.0194    99.5280     1.5334    73.7700   143.8269
  65     0.1000     0.0202    99.4420     1.6398    73.0400   144.0494
  66     0.1000     0.0272    99.2160     1.6705    72.9100   143.8561
  67     0.1000     0.0287    99.1920     1.6955    72.8000   143.8921
  68     0.1000     0.0192    99.5040     1.5238    74.0600   143.7977
  69     0.1000     0.0144    99.6700     1.5488    74.3400   143.8948
  70     0.1000     0.0087    99.8240     1.5059    74.9500   143.9897
  71     0.1000     0.0082    99.8240     1.5236    74.1700   144.0227
  72     0.1000     0.0088    99.7980     1.5145    75.1600   144.0783
  73     0.1000     0.0076    99.8280     1.5081    75.1000   143.8504
  74     0.1000     0.0058    99.8880     1.5270    74.9700   143.8748
  75     0.1000     0.0042    99.9180     1.4939    75.3800   143.8647
  76     0.1000     0.0047    99.9200     1.5093    75.3000   144.0315
  77     0.1000     0.0045    99.9120     1.4674    75.4800   143.9098
  78     0.1000     0.0035    99.9360     1.5363    75.0600   143.8324
  79     0.1000     0.0033    99.9300     1.5158    75.2100   143.8244
  80     0.1000     0.0027    99.9560     1.4824    75.8700   143.8220
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
  81     0.1000     0.0028    99.9360     1.4989    75.7900   143.8652
  82     0.1000     0.0032    99.9320     1.5064    75.5200   143.8631
  83     0.1000     0.0033    99.9300     1.5061    75.4400   143.9054
  84     0.1000     0.0025    99.9520     1.5100    75.7600   143.8340
  85     0.1000     0.0027    99.9420     1.4951    75.3500   143.8744
  86     0.1000     0.0027    99.9460     1.5057    75.8400   143.8248
  87     0.1000     0.0020    99.9660     1.4869    76.2700   143.8902
  88     0.1000     0.0017    99.9680     1.4761    76.1700   143.9194
  89     0.1000     0.0014    99.9660     1.4719    76.2900   144.0012
  90     0.1000     0.0013    99.9640     1.4791    75.9800   143.9477
  91     0.1000     0.0013    99.9680     1.4998    76.2100   143.8577
  92     0.1000     0.0016    99.9620     1.5016    75.9200   143.8393
  93     0.1000     0.0015    99.9640     1.4859    76.1900   143.8669
  94     0.1000     0.0016    99.9620     1.5086    76.2700   143.8559
  95     0.1000     0.0013    99.9680     1.4870    76.1500   143.8174
  96     0.1000     0.0011    99.9740     1.5028    76.1800   143.8554
  97     0.1000     0.0013    99.9640     1.4785    76.2900   143.8687
  98     0.1000     0.0010    99.9680     1.4836    76.3200   143.8736
  99     0.1000     0.0010    99.9720     1.4777    76.4400   143.8483
 100     0.1000     0.0009    99.9680     1.4692    76.5500   143.8272
 101     0.0988     0.0012    99.9700     1.4762    76.4700   143.9138
 102     0.0975     0.0011    99.9640     1.4993    76.1700   143.8486
 103     0.0963     0.0009    99.9720     1.4770    76.4200   143.8322
 104     0.0950     0.0009    99.9720     1.4818    76.3500   143.9653
 105     0.0938     0.0009    99.9660     1.4693    76.3700   143.8324
 106     0.0926     0.0008    99.9760     1.4867    76.4600   143.8542
 107     0.0913     0.0008    99.9760     1.4845    76.4900   143.9185
 108     0.0901     0.0009    99.9760     1.4929    76.4100   143.9428
 109     0.0889     0.0009    99.9700     1.4933    76.3300   143.9741
 110     0.0876     0.0008    99.9700     1.4751    76.3100   143.8945
 111     0.0864     0.0008    99.9740     1.4897    76.4800   144.0381
 112     0.0852     0.0007    99.9760     1.5186    76.2700   144.0231
 113     0.0839     0.0007    99.9780     1.4966    76.3800   143.9317
 114     0.0827     0.0007    99.9780     1.4902    76.4500   143.8743
 115     0.0814     0.0007    99.9760     1.4988    76.2700   143.9486
 116     0.0802     0.0007    99.9740     1.4893    76.5100   143.9009
 117     0.0790     0.0007    99.9720     1.4961    76.4200   143.8560
 118     0.0777     0.0007    99.9720     1.5016    76.4400   143.8938
 119     0.0765     0.0007    99.9680     1.4816    76.4300   143.8817
 120     0.0753     0.0006    99.9740     1.4934    76.5300   144.0188
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
 121     0.0740     0.0006    99.9800     1.4819    76.3800   143.9535
 122     0.0728     0.0006    99.9720     1.4794    76.5500   143.9160
 123     0.0715     0.0006    99.9800     1.4865    76.6000   144.0334
 124     0.0703     0.0006    99.9780     1.4922    76.3700   144.0142
 125     0.0691     0.0005    99.9800     1.4876    76.4800   143.9126
 126     0.0678     0.0006    99.9780     1.4955    76.5600   143.9243
 127     0.0666     0.0006    99.9760     1.4878    76.5100   143.9747
 128     0.0654     0.0006    99.9780     1.4819    76.5200   143.9445
 129     0.0641     0.0005    99.9780     1.4854    76.5600   143.8863
 130     0.0629     0.0006    99.9740     1.4917    76.4800   143.9123
 131     0.0616     0.0006    99.9780     1.4789    76.6000   143.8614
 132     0.0604     0.0006    99.9760     1.5031    76.3900   143.8940
 133     0.0592     0.0005    99.9760     1.4952    76.4400   143.8901
 134     0.0579     0.0006    99.9740     1.5124    76.4800   143.8913
 135     0.0567     0.0005    99.9780     1.4926    76.5000   143.8471
 136     0.0554     0.0006    99.9780     1.5002    76.5100   143.8265
 137     0.0542     0.0006    99.9780     1.4883    76.5600   143.8412
 138     0.0530     0.0005    99.9800     1.4885    76.4600   143.8387
 139     0.0517     0.0005    99.9880     1.4958    76.6300   144.0359
 140     0.0505     0.0005    99.9780     1.4869    76.5300   143.8767
 141     0.0493     0.0005    99.9780     1.4984    76.6500   143.9779
 142     0.0480     0.0005    99.9780     1.4946    76.4600   143.8475
 143     0.0468     0.0006    99.9680     1.4953    76.5600   143.9730
 144     0.0456     0.0005    99.9840     1.4883    76.3800   144.0504
 145     0.0443     0.0006    99.9760     1.4974    76.4000   143.9827
 146     0.0431     0.0005    99.9760     1.4929    76.5800   143.8804
 147     0.0418     0.0005    99.9840     1.5097    76.6600   143.9370
 148     0.0406     0.0005    99.9720     1.4981    76.6600   143.8981
 149     0.0394     0.0005    99.9700     1.5005    76.5300   143.9747
 150     0.0381     0.0005    99.9700     1.5020    76.7800   143.8618
 151     0.0369     0.0004    99.9820     1.4903    76.4900   143.9029
 152     0.0357     0.0005    99.9740     1.4940    76.5700   143.9494
 153     0.0344     0.0005    99.9760     1.4992    76.8000   143.8677
 154     0.0332     0.0005    99.9780     1.5066    76.6200   143.8726
 155     0.0319     0.0005    99.9780     1.4842    76.6800   143.9644
 156     0.0307     0.0004    99.9780     1.4909    76.4700   143.9570
 157     0.0295     0.0005    99.9820     1.4943    76.8800   143.8790
 158     0.0282     0.0005    99.9740     1.5020    76.6600   143.9064
 159     0.0270     0.0004    99.9820     1.4958    76.5500   144.0199
 160     0.0257     0.0004    99.9820     1.5009    76.6600   143.9206
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
 161     0.0245     0.0004    99.9860     1.4925    76.5500   143.9509
 162     0.0233     0.0004    99.9820     1.4853    76.4700   143.9078
 163     0.0220     0.0005    99.9760     1.4894    76.7400   143.8645
 164     0.0208     0.0004    99.9740     1.4941    76.7200   143.9254
 165     0.0196     0.0005    99.9760     1.4907    76.7300   143.9008
 166     0.0183     0.0004    99.9820     1.4923    76.5100   143.9357
 167     0.0171     0.0005    99.9760     1.4947    76.5900   143.8839
 168     0.0159     0.0005    99.9800     1.4832    76.7100   143.8595
 169     0.0146     0.0005    99.9740     1.4791    76.6300   143.9821
 170     0.0134     0.0005    99.9820     1.4935    76.5500   143.8438
 171     0.0121     0.0004    99.9820     1.4948    76.6400   143.9323
 172     0.0109     0.0005    99.9740     1.5010    76.7100   143.8790
 173     0.0097     0.0004    99.9840     1.4951    76.6700   143.8882
 174     0.0084     0.0005    99.9740     1.4886    76.4900   143.8662
 175     0.0072     0.0005    99.9780     1.5005    76.7200   143.8558
 176     0.0060     0.0005    99.9760     1.4919    76.7200   143.9106
 177     0.0047     0.0004    99.9820     1.4949    76.7500   143.8883
 178     0.0035     0.0004    99.9900     1.4853    76.6700   143.9898
 179     0.0022     0.0004    99.9920     1.4882    76.6100   143.9301
 180     0.0010     0.0005    99.9720     1.4984    76.5900   143.9187
 181     0.0010     0.0005    99.9780     1.4921    76.5800   143.8749
 182     0.0010     0.0004    99.9840     1.4896    76.6600   144.0307
 183     0.0010     0.0004    99.9820     1.4739    76.6300   143.9382
 184     0.0010     0.0005    99.9760     1.4858    76.7000   144.0012
 185     0.0010     0.0004    99.9920     1.5059    76.7000   143.9568
 186     0.0010     0.0005    99.9740     1.4889    76.8200   144.0039
 187     0.0010     0.0004    99.9840     1.4867    76.5200   143.8604
 188     0.0010     0.0004    99.9840     1.4941    76.5600   144.0685
 189     0.0010     0.0005    99.9720     1.4938    76.5100   144.0644
 190     0.0010     0.0004    99.9800     1.4775    76.5900   143.9589
 191     0.0010     0.0004    99.9860     1.5020    76.8000   144.0996
 192     0.0010     0.0005    99.9820     1.4824    76.6300   143.8940
 193     0.0010     0.0004    99.9820     1.5038    76.6400   143.8722
 194     0.0010     0.0004    99.9860     1.4777    76.6600   144.0524
 195     0.0010     0.0004    99.9900     1.4924    76.7100   144.0117
 196     0.0010     0.0004    99.9880     1.4929    76.4800   143.9336
 197     0.0010     0.0004    99.9820     1.4987    76.6400   143.9045
 198     0.0010     0.0005    99.9780     1.4984    76.5800   143.9394
 199     0.0010     0.0005    99.9760     1.4975    76.4100   143.9353
 200     0.0010     0.0004    99.9800     1.4932    76.5900   143.8909
