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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     3.7193    12.6980     4.7479     7.9500   147.9552
   2     0.1000     2.9528    25.7080     3.7693    18.8000   143.8764
   3     0.1000     2.4403    35.7440     3.1267    27.0400   143.8449
   4     0.1000     2.0691    43.7120     2.6144    35.9500   143.8835
   5     0.1000     1.7959    50.1460     2.2598    42.0000   143.8651
   6     0.1000     1.5927    54.8280     2.5959    40.5400   143.9004
   7     0.1000     1.4447    58.5220     2.1858    45.9000   143.9874
   8     0.1000     1.3189    61.7700     1.7173    54.7100   143.9216
   9     0.1000     1.2039    64.9340     2.0143    50.1200   143.9843
  10     0.1000     1.1081    67.2380     1.7719    52.9200   144.0263
  11     0.1000     1.0306    69.4280     1.7246    55.0500   143.9508
  12     0.1000     0.9561    71.3440     1.7550    56.2400   143.9074
  13     0.1000     0.8813    73.3060     1.7147    57.3100   143.8590
  14     0.1000     0.8206    75.1080     1.3976    62.5400   143.8641
  15     0.1000     0.7599    76.6600     1.7406    58.1300   143.9477
  16     0.1000     0.7044    78.0680     1.5114    60.9300   143.9802
  17     0.1000     0.6548    79.6120     1.5191    62.3500   143.9144
  18     0.1000     0.5950    81.4420     1.3472    64.2200   143.8916
  19     0.1000     0.5585    82.4640     1.6967    60.1000   143.8589
  20     0.1000     0.5164    83.7080     1.5180    61.6700   143.8738
  21     0.1000     0.4693    85.0900     1.8636    59.6600   143.8592
  22     0.1000     0.4421    85.7620     1.4762    65.8100   143.9694
  23     0.1000     0.3990    87.3080     1.5275    63.3000   143.8591
  24     0.1000     0.3629    88.4260     1.4611    65.7200   143.8659
  25     0.1000     0.3378    89.2340     1.4863    64.9900   143.9220
  26     0.1000     0.3013    90.3620     1.5754    65.2100   143.8933
  27     0.1000     0.2825    91.0840     1.5013    66.4700   143.8523
  28     0.1000     0.2601    91.6880     1.6834    64.0000   143.8897
  29     0.1000     0.2334    92.3760     1.5516    66.4400   143.8445
  30     0.1000     0.2211    92.9420     1.5514    66.6100   143.8638
  31     0.1000     0.1953    93.8740     1.6286    66.5600   143.8392
  32     0.1000     0.1762    94.3600     1.5495    68.1900   143.8629
  33     0.1000     0.1533    95.2240     1.5793    69.3000   143.9398
  34     0.1000     0.1353    95.9580     1.6943    66.6300   143.8385
  35     0.1000     0.1391    95.6080     1.7116    65.7700   143.8999
  36     0.1000     0.1182    96.3160     1.5699    68.8600   143.8380
  37     0.1000     0.1134    96.4620     2.2301    62.6100   143.9375
  38     0.1000     0.1069    96.6460     1.5928    69.0700   143.8037
  39     0.1000     0.0978    96.9960     1.7336    67.9500   143.8456
  40     0.1000     0.0971    96.9940     1.7074    68.9900   143.8769
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
  41     0.1000     0.0712    97.9660     1.5247    71.2900   143.8771
  42     0.1000     0.0700    97.9860     1.5726    70.2600   143.8670
  43     0.1000     0.0754    97.8120     1.6431    69.1500   143.8535
  44     0.1000     0.0681    97.9920     1.4269    72.2200   143.9373
  45     0.1000     0.0532    98.4700     1.5615    70.7600   143.8607
  46     0.1000     0.0525    98.5820     1.5013    72.5300   143.8949
  47     0.1000     0.0440    98.7740     1.6759    70.7500   143.8937
  48     0.1000     0.0412    98.8900     1.5855    71.3200   143.8405
  49     0.1000     0.0362    99.0680     1.5652    71.6700   143.8662
  50     0.1000     0.0325    99.1140     1.5766    72.4100   143.8867
  51     0.1000     0.0363    99.0360     1.6197    71.6000   143.8325
  52     0.1000     0.0378    98.9480     1.6772    71.7600   143.8387
  53     0.1000     0.0292    99.2220     1.4715    73.3800   143.8293
  54     0.1000     0.0250    99.3600     1.4903    73.6500   143.8740
  55     0.1000     0.0245    99.3940     1.5402    73.4600   143.8288
  56     0.1000     0.0240    99.3800     1.4693    73.8800   143.8647
  57     0.1000     0.0202    99.5020     1.5263    73.2900   143.9149
  58     0.1000     0.0155    99.6500     1.5006    74.0600   143.8240
  59     0.1000     0.0215    99.4580     1.5821    71.9800   143.8974
  60     0.1000     0.0209    99.4960     1.8678    70.8200   143.8657
  61     0.1000     0.0324    99.1120     1.7046    70.6400   143.8334
  62     0.1000     0.0280    99.1580     1.5454    73.1000   143.9070
  63     0.1000     0.0224    99.4300     1.5409    73.1900   143.8729
  64     0.1000     0.0155    99.6800     1.5131    74.2700   143.8244
  65     0.1000     0.0170    99.5900     1.5647    73.2600   143.8406
  66     0.1000     0.0180    99.5380     1.5569    73.1900   143.8466
  67     0.1000     0.0212    99.4140     1.6530    72.0700   143.9921
  68     0.1000     0.0176    99.5460     1.5584    73.7100   143.8972
  69     0.1000     0.0173    99.5500     1.6349    73.6000   143.8266
  70     0.1000     0.0150    99.6180     1.5775    73.8500   143.8953
  71     0.1000     0.0114    99.7220     1.5207    74.7500   143.8390
  72     0.1000     0.0119    99.6940     1.5535    74.6500   143.8747
  73     0.1000     0.0104    99.7420     1.6123    74.0400   143.8414
  74     0.1000     0.0113    99.7240     1.5597    74.3200   143.9280
  75     0.1000     0.0110    99.7280     1.5982    74.4000   143.8508
  76     0.1000     0.0078    99.8400     1.5313    74.9500   143.9096
  77     0.1000     0.0110    99.7300     1.6191    73.5300   143.8447
  78     0.1000     0.0096    99.7840     1.5789    74.6000   143.8722
  79     0.1000     0.0066    99.8720     1.5197    74.5100   143.8849
  80     0.1000     0.0074    99.8160     1.5416    74.5800   143.8800
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
  81     0.1000     0.0038    99.9400     1.5101    75.3800   143.8707
  82     0.1000     0.0051    99.8860     1.5487    74.8000   143.8644
  83     0.1000     0.0046    99.9060     1.5548    74.4400   143.9647
  84     0.1000     0.0043    99.9120     1.5708    75.0100   143.8740
  85     0.1000     0.0032    99.9320     1.5355    75.2800   143.8932
  86     0.1000     0.0032    99.9300     1.5532    75.4600   143.8716
  87     0.1000     0.0031    99.9200     1.5694    75.0600   143.8556
  88     0.1000     0.0034    99.9280     1.5334    75.5700   143.8820
  89     0.1000     0.0022    99.9500     1.5326    75.7100   143.8913
  90     0.1000     0.0020    99.9600     1.5012    75.6800   143.8492
  91     0.1000     0.0018    99.9600     1.5300    75.6600   143.8780
  92     0.1000     0.0024    99.9440     1.5237    75.6900   143.8697
  93     0.1000     0.0022    99.9480     1.5614    75.3700   143.8799
  94     0.1000     0.0021    99.9700     1.5456    75.8100   143.8540
  95     0.1000     0.0022    99.9460     1.5198    75.2400   143.8811
  96     0.1000     0.0017    99.9580     1.5084    75.8600   143.8137
  97     0.1000     0.0014    99.9700     1.5147    76.0300   143.8790
  98     0.1000     0.0012    99.9700     1.5244    75.7800   143.8594
  99     0.1000     0.0011    99.9720     1.5002    76.0000   143.8393
 100     0.1000     0.0012    99.9700     1.5174    76.1400   143.8510
 101     0.0988     0.0014    99.9740     1.5252    75.8900   143.8700
 102     0.0975     0.0012    99.9660     1.5093    76.1500   143.8690
 103     0.0963     0.0010    99.9700     1.5137    76.0900   143.8451
 104     0.0950     0.0012    99.9660     1.5306    75.9300   143.8541
 105     0.0938     0.0011    99.9640     1.5006    76.1500   143.8223
 106     0.0926     0.0009    99.9720     1.5246    76.2600   143.8824
 107     0.0913     0.0009    99.9660     1.5155    76.3900   143.8863
 108     0.0901     0.0010    99.9700     1.5193    76.3100   143.8852
 109     0.0889     0.0009    99.9760     1.5122    76.2900   143.8519
 110     0.0876     0.0008    99.9680     1.4952    76.5000   143.9013
 111     0.0864     0.0008    99.9720     1.5046    76.4300   143.9097
 112     0.0852     0.0007    99.9800     1.5221    76.3900   143.8787
 113     0.0839     0.0007    99.9740     1.5085    76.2900   143.9030
 114     0.0827     0.0007    99.9760     1.5168    76.3200   143.8643
 115     0.0814     0.0007    99.9700     1.5098    76.4500   143.8462
 116     0.0802     0.0007    99.9740     1.4991    76.4100   143.8540
 117     0.0790     0.0007    99.9740     1.5069    76.4800   143.8996
 118     0.0777     0.0007    99.9740     1.5080    76.2000   143.8939
 119     0.0765     0.0007    99.9680     1.5033    76.2800   143.8778
 120     0.0753     0.0007    99.9760     1.5166    76.1200   143.8660
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
 121     0.0740     0.0007    99.9780     1.5001    76.2700   143.8470
 122     0.0728     0.0006    99.9760     1.5021    76.4100   143.8554
 123     0.0715     0.0007    99.9700     1.5034    76.3100   143.8692
 124     0.0703     0.0007    99.9780     1.5154    76.3800   143.8457
 125     0.0691     0.0005    99.9820     1.5123    76.4300   143.8816
 126     0.0678     0.0006    99.9800     1.5132    76.4700   143.9223
 127     0.0666     0.0006    99.9760     1.5066    76.3900   143.8809
 128     0.0654     0.0006    99.9840     1.5080    76.5000   143.8857
 129     0.0641     0.0006    99.9780     1.4976    76.5200   143.8606
 130     0.0629     0.0006    99.9720     1.5028    76.5400   143.8302
 131     0.0616     0.0006    99.9760     1.4989    76.5500   143.8242
 132     0.0604     0.0005    99.9800     1.5184    76.2600   143.8175
 133     0.0592     0.0005    99.9780     1.5011    76.5900   143.9077
 134     0.0579     0.0005    99.9760     1.5217    76.5800   143.8337
 135     0.0567     0.0005    99.9760     1.5089    76.6500   143.9125
 136     0.0554     0.0006    99.9780     1.5136    76.3600   143.8466
 137     0.0542     0.0006    99.9780     1.5075    76.5100   143.8214
 138     0.0530     0.0005    99.9800     1.5097    76.5000   143.8926
 139     0.0517     0.0005    99.9860     1.5103    76.4900   143.8262
 140     0.0505     0.0005    99.9800     1.4994    76.6700   143.8782
 141     0.0493     0.0005    99.9760     1.5194    76.4700   143.9196
 142     0.0480     0.0005    99.9820     1.5171    76.3800   143.8591
 143     0.0468     0.0005    99.9680     1.5121    76.4400   143.9211
 144     0.0456     0.0005    99.9820     1.5083    76.4200   143.8467
 145     0.0443     0.0005    99.9780     1.5180    76.3500   143.8625
 146     0.0431     0.0005    99.9800     1.5076    76.3900   143.8438
 147     0.0418     0.0005    99.9780     1.5294    76.5100   143.8733
 148     0.0406     0.0005    99.9740     1.5094    76.3700   143.8307
 149     0.0394     0.0005    99.9700     1.5252    76.4100   143.9161
 150     0.0381     0.0005    99.9740     1.5183    76.4700   143.8907
 151     0.0369     0.0005    99.9840     1.5109    76.4800   143.9066
 152     0.0357     0.0005    99.9800     1.5090    76.3900   143.9522
 153     0.0344     0.0005    99.9780     1.5218    76.2500   143.9387
 154     0.0332     0.0005    99.9780     1.5204    76.4600   143.8813
 155     0.0319     0.0005    99.9800     1.4959    76.4600   143.9290
 156     0.0307     0.0004    99.9760     1.5126    76.5200   143.8852
 157     0.0295     0.0005    99.9740     1.5106    76.5500   143.8802
 158     0.0282     0.0005    99.9740     1.5140    76.3600   143.8439
 159     0.0270     0.0005    99.9800     1.5088    76.6000   143.9082
 160     0.0257     0.0004    99.9840     1.5198    76.4700   143.8685
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
 161     0.0245     0.0005    99.9820     1.5087    76.5400   143.8411
 162     0.0233     0.0004    99.9800     1.5054    76.7400   143.8496
 163     0.0220     0.0005    99.9740     1.5059    76.4900   143.8721
 164     0.0208     0.0005    99.9740     1.5172    76.3300   143.8668
 165     0.0196     0.0005    99.9760     1.5031    76.4600   143.8100
 166     0.0183     0.0004    99.9800     1.5055    76.3500   143.8681
 167     0.0171     0.0005    99.9780     1.5070    76.3400   143.8695
 168     0.0159     0.0005    99.9800     1.4955    76.4600   143.8776
 169     0.0146     0.0005    99.9800     1.4910    76.4400   143.9001
 170     0.0134     0.0005    99.9820     1.5078    76.5400   143.8959
 171     0.0121     0.0004    99.9820     1.5217    76.5400   143.8304
 172     0.0109     0.0005    99.9760     1.5138    76.3200   143.8309
 173     0.0097     0.0004    99.9860     1.5112    76.4500   143.8397
 174     0.0084     0.0004    99.9780     1.5047    76.4900   143.8540
 175     0.0072     0.0004    99.9800     1.5148    76.4100   143.8466
 176     0.0060     0.0004    99.9760     1.5097    76.6300   143.9618
 177     0.0047     0.0004    99.9840     1.5069    76.4000   143.8699
 178     0.0035     0.0004    99.9880     1.5014    76.4600   143.8751
 179     0.0022     0.0004    99.9860     1.5003    76.4400   143.9136
 180     0.0010     0.0005    99.9740     1.5105    76.6300   143.8797
 181     0.0010     0.0005    99.9800     1.5032    76.4500   143.8660
 182     0.0010     0.0004    99.9860     1.5100    76.5100   143.8070
 183     0.0010     0.0004    99.9840     1.4955    76.6500   143.8591
 184     0.0010     0.0005    99.9780     1.4903    76.6100   143.8809
 185     0.0010     0.0004    99.9840     1.5150    76.5300   143.9534
 186     0.0010     0.0004    99.9760     1.5038    76.3400   143.9151
 187     0.0010     0.0004    99.9840     1.5029    76.4200   143.8834
 188     0.0010     0.0004    99.9820     1.5045    76.4000   143.8678
 189     0.0010     0.0005    99.9780     1.5098    76.5400   143.8517
 190     0.0010     0.0005    99.9780     1.4967    76.4900   143.8761
 191     0.0010     0.0004    99.9840     1.5181    76.2900   143.8663
 192     0.0010     0.0005    99.9760     1.4955    76.4100   143.8598
 193     0.0010     0.0004    99.9820     1.5210    76.3900   143.9470
 194     0.0010     0.0004    99.9760     1.4999    76.5000   143.8561
 195     0.0010     0.0004    99.9880     1.5045    76.5200   143.8479
 196     0.0010     0.0004    99.9880     1.5091    76.6700   143.8530
 197     0.0010     0.0004    99.9780     1.5140    76.5700   143.8537
 198     0.0010     0.0004    99.9780     1.5128    76.4200   143.8878
 199     0.0010     0.0005    99.9780     1.5109    76.3600   143.8404
 200     0.0010     0.0004    99.9740     1.5077    76.4900   143.8652
