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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     3.7157    12.8960     4.5851     8.6300   147.9105
   2     0.1000     2.9465    25.8400     3.5926    19.7900   143.9092
   3     0.1000     2.4298    36.0200     3.1360    26.9600   143.8964
   4     0.1000     2.0610    44.0420     2.9340    33.1100   143.9122
   5     0.1000     1.7897    50.3800     2.1218    44.0500   143.8652
   6     0.1000     1.5848    55.1820     2.4856    42.3100   143.9722
   7     0.1000     1.4409    58.5400     1.9105    50.6500   143.9250
   8     0.1000     1.3152    61.9920     1.7173    53.8400   143.9334
   9     0.1000     1.2054    64.6460     1.7948    53.8500   143.8855
  10     0.1000     1.1070    67.3380     1.9961    50.2400   143.9713
  11     0.1000     1.0257    69.5620     1.7680    55.0300   143.9695
  12     0.1000     0.9541    71.4740     1.7665    55.8300   143.9319
  13     0.1000     0.8811    73.2960     1.6656    57.9400   143.9223
  14     0.1000     0.8217    74.9380     1.3758    62.9900   143.9129
  15     0.1000     0.7579    76.8020     1.7986    57.6100   143.9458
  16     0.1000     0.7035    78.2480     1.4484    62.7300   143.9551
  17     0.1000     0.6493    79.8060     1.6486    59.4500   143.8665
  18     0.1000     0.5988    81.4220     1.3272    64.9900   143.9454
  19     0.1000     0.5634    82.2840     1.5083    63.0400   143.9327
  20     0.1000     0.5138    83.9460     1.5923    59.6500   143.8991
  21     0.1000     0.4720    85.1020     1.6680    62.2100   143.8857
  22     0.1000     0.4397    86.0140     1.5052    64.6000   143.8377
  23     0.1000     0.3999    87.2760     1.5627    64.1100   143.9318
  24     0.1000     0.3647    88.3720     1.7053    62.3000   143.9335
  25     0.1000     0.3321    89.2180     1.4776    65.1300   143.8948
  26     0.1000     0.3095    90.0340     1.4245    66.8100   143.9285
  27     0.1000     0.2880    90.6800     1.4770    66.6300   143.9049
  28     0.1000     0.2545    91.7920     1.5596    66.5400   143.8652
  29     0.1000     0.2343    92.4260     1.9298    60.9900   144.0176
  30     0.1000     0.2170    93.0760     1.5432    67.1000   143.9177
  31     0.1000     0.1958    93.6600     1.5830    68.0700   143.9462
  32     0.1000     0.1748    94.5020     1.6163    66.3900   143.9693
  33     0.1000     0.1591    94.9560     1.4743    69.2000   144.0594
  34     0.1000     0.1438    95.5020     1.7311    66.3900   143.9421
  35     0.1000     0.1375    95.7260     1.5673    69.1700   143.9178
  36     0.1000     0.1209    96.2140     1.5388    68.9300   143.8875
  37     0.1000     0.1060    96.7200     1.8988    66.2200   143.8688
  38     0.1000     0.1002    96.9120     1.5825    70.1300   143.8982
  39     0.1000     0.1002    96.9200     1.6147    69.1000   143.9418
  40     0.1000     0.0839    97.4800     1.7802    68.6500   143.9886
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
  41     0.1000     0.0734    97.8420     1.6208    69.6600   143.9568
  42     0.1000     0.0705    97.9400     1.8259    65.9200   143.8870
  43     0.1000     0.0789    97.6420     1.5370    70.5900   143.9305
  44     0.1000     0.0618    98.1900     1.4750    71.9300   143.9547
  45     0.1000     0.0510    98.6100     1.5253    71.9000   143.9475
  46     0.1000     0.0490    98.5900     1.5914    71.6400   143.9362
  47     0.1000     0.0405    98.8720     1.5824    71.0900   143.9699
  48     0.1000     0.0379    98.9920     1.7876    68.3300   143.9940
  49     0.1000     0.0453    98.7360     1.5982    71.8000   143.8810
  50     0.1000     0.0352    99.0540     1.5409    72.5500   143.9651
  51     0.1000     0.0377    98.9560     1.5112    72.9700   143.9005
  52     0.1000     0.0339    99.1200     1.5678    72.8900   143.9785
  53     0.1000     0.0321    99.1260     1.5131    73.0900   143.9879
  54     0.1000     0.0267    99.3140     1.5852    72.3800   143.9498
  55     0.1000     0.0283    99.2480     1.4938    73.6500   143.9744
  56     0.1000     0.0267    99.3160     1.5972    72.9100   143.9436
  57     0.1000     0.0227    99.4240     1.7459    70.6600   143.9656
  58     0.1000     0.0257    99.3000     1.5362    73.1100   143.8997
  59     0.1000     0.0176    99.5960     1.5579    73.3400   144.1225
  60     0.1000     0.0320    99.1220     1.5700    73.5600   144.0976
  61     0.1000     0.0292    99.2120     1.5753    72.4700   143.9338
  62     0.1000     0.0289    99.1780     1.5104    73.9600   144.0280
  63     0.1000     0.0273    99.2180     1.6523    72.4500   143.9759
  64     0.1000     0.0221    99.4260     1.5195    73.6700   143.8621
  65     0.1000     0.0243    99.3680     1.6477    72.1000   143.9443
  66     0.1000     0.0204    99.4800     1.5682    73.0000   143.9950
  67     0.1000     0.0216    99.4280     1.5826    73.4300   143.8552
  68     0.1000     0.0160    99.6220     1.5329    74.2700   143.8582
  69     0.1000     0.0163    99.5940     1.6797    72.2500   143.9543
  70     0.1000     0.0141    99.6560     1.6118    73.1800   144.0115
  71     0.1000     0.0140    99.6580     1.5842    73.8100   143.8882
  72     0.1000     0.0112    99.7480     1.6017    73.5000   143.8870
  73     0.1000     0.0102    99.7780     1.5175    74.3400   144.0199
  74     0.1000     0.0101    99.7760     1.5655    73.9300   143.8662
  75     0.1000     0.0076    99.8320     1.5869    74.4000   143.9517
  76     0.1000     0.0075    99.8460     1.5081    74.9700   143.9982
  77     0.1000     0.0070    99.8540     1.7225    72.3600   143.8738
  78     0.1000     0.0061    99.8700     1.4899    75.4600   143.9441
  79     0.1000     0.0049    99.9080     1.5030    75.1400   143.8720
  80     0.1000     0.0052    99.8920     1.5324    75.1800   143.9522
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
  81     0.1000     0.0041    99.9200     1.4846    75.2900   143.9812
  82     0.1000     0.0057    99.8560     1.5055    75.2900   143.8353
  83     0.1000     0.0041    99.9240     1.5285    75.1700   143.9608
  84     0.1000     0.0050    99.8960     1.5428    75.0800   143.8777
  85     0.1000     0.0035    99.9360     1.4866    75.7700   143.9655
  86     0.1000     0.0027    99.9460     1.5014    75.6300   143.8389
  87     0.1000     0.0034    99.9280     1.4817    76.1000   143.9902
  88     0.1000     0.0028    99.9480     1.5038    75.5100   143.9378
  89     0.1000     0.0020    99.9520     1.4839    75.7700   143.9278
  90     0.1000     0.0016    99.9700     1.4506    76.1300   143.8371
  91     0.1000     0.0016    99.9580     1.4781    76.3500   143.9200
  92     0.1000     0.0023    99.9560     1.4994    75.7900   144.0644
  93     0.1000     0.0024    99.9440     1.4891    75.8000   143.8722
  94     0.1000     0.0016    99.9720     1.4943    76.1200   143.8771
  95     0.1000     0.0013    99.9720     1.4819    75.7800   143.9951
  96     0.1000     0.0013    99.9660     1.4980    75.9900   143.9078
  97     0.1000     0.0014    99.9700     1.4833    76.1500   143.8462
  98     0.1000     0.0011    99.9760     1.4850    76.2800   143.8349
  99     0.1000     0.0011    99.9780     1.4545    76.2300   143.8977
 100     0.1000     0.0011    99.9720     1.4633    76.0500   143.8618
 101     0.0988     0.0013    99.9680     1.4660    76.2500   143.8763
 102     0.0975     0.0011    99.9660     1.4643    76.3900   143.9151
 103     0.0963     0.0010    99.9680     1.4674    76.2000   143.8494
 104     0.0950     0.0011    99.9660     1.4757    76.0200   143.8495
 105     0.0938     0.0011    99.9640     1.4671    76.1800   144.0214
 106     0.0926     0.0009    99.9760     1.4862    76.1600   143.9672
 107     0.0913     0.0009    99.9700     1.4741    76.2200   143.9836
 108     0.0901     0.0008    99.9760     1.4801    76.3700   143.8805
 109     0.0889     0.0008    99.9760     1.4746    76.1000   143.9334
 110     0.0876     0.0008    99.9700     1.4682    76.2800   143.8854
 111     0.0864     0.0008    99.9740     1.4714    76.2800   143.9303
 112     0.0852     0.0007    99.9800     1.4856    76.2900   143.8839
 113     0.0839     0.0007    99.9760     1.4843    76.4100   143.9989
 114     0.0827     0.0007    99.9760     1.4882    76.3400   143.8699
 115     0.0814     0.0008    99.9720     1.4804    76.4800   143.9107
 116     0.0802     0.0007    99.9760     1.4694    76.4700   143.9146
 117     0.0790     0.0007    99.9720     1.4691    76.7300   143.9388
 118     0.0777     0.0007    99.9760     1.4725    76.4500   143.8655
 119     0.0765     0.0007    99.9740     1.4540    76.5200   144.0006
 120     0.0753     0.0007    99.9720     1.4690    76.5100   143.8306
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
 121     0.0740     0.0006    99.9800     1.4625    76.5100   143.8489
 122     0.0728     0.0007    99.9760     1.4610    76.4400   143.8516
 123     0.0715     0.0006    99.9760     1.4709    76.3300   143.9400
 124     0.0703     0.0006    99.9780     1.4697    76.3800   143.8638
 125     0.0691     0.0005    99.9800     1.4722    76.7400   144.0302
 126     0.0678     0.0006    99.9760     1.4772    76.5200   143.9685
 127     0.0666     0.0006    99.9760     1.4672    76.4600   143.9673
 128     0.0654     0.0006    99.9820     1.4813    76.5400   143.9109
 129     0.0641     0.0006    99.9800     1.4622    76.5500   143.8754
 130     0.0629     0.0006    99.9740     1.4701    76.4300   143.9694
 131     0.0616     0.0006    99.9760     1.4626    76.5800   143.8783
 132     0.0604     0.0006    99.9760     1.4762    76.3400   143.8618
 133     0.0592     0.0005    99.9780     1.4643    76.6800   143.9639
 134     0.0579     0.0006    99.9760     1.4828    76.5400   143.9682
 135     0.0567     0.0005    99.9760     1.4700    76.3300   143.8951
 136     0.0554     0.0005    99.9780     1.4644    76.3800   143.8565
 137     0.0542     0.0006    99.9800     1.4533    76.5500   143.9051
 138     0.0530     0.0005    99.9800     1.4662    76.3500   143.8692
 139     0.0517     0.0005    99.9840     1.4655    76.4700   143.9289
 140     0.0505     0.0005    99.9780     1.4712    76.4400   143.8920
 141     0.0493     0.0005    99.9780     1.4777    76.3700   143.8824
 142     0.0480     0.0005    99.9760     1.4751    76.4100   143.9080
 143     0.0468     0.0006    99.9720     1.4726    76.3900   143.8713
 144     0.0456     0.0005    99.9800     1.4785    76.4900   144.0234
 145     0.0443     0.0006    99.9720     1.4809    76.4100   143.8642
 146     0.0431     0.0005    99.9780     1.4749    76.5000   143.9960
 147     0.0418     0.0006    99.9800     1.4914    76.4700   143.9638
 148     0.0406     0.0005    99.9780     1.4763    76.6200   143.8580
 149     0.0394     0.0005    99.9720     1.4820    76.4600   143.8962
 150     0.0381     0.0005    99.9740     1.4790    76.4900   144.1250
 151     0.0369     0.0004    99.9820     1.4623    76.5600   143.9280
 152     0.0357     0.0005    99.9760     1.4728    76.1700   143.9039
 153     0.0344     0.0005    99.9740     1.4835    76.3000   143.9020
 154     0.0332     0.0005    99.9760     1.4722    76.5800   143.9506
 155     0.0319     0.0005    99.9780     1.4663    76.7100   143.9099
 156     0.0307     0.0005    99.9740     1.4624    76.4900   143.8553
 157     0.0295     0.0005    99.9800     1.4731    76.4400   144.0035
 158     0.0282     0.0005    99.9720     1.4836    76.4000   143.9424
 159     0.0270     0.0005    99.9800     1.4731    76.4300   143.9414
 160     0.0257     0.0004    99.9860     1.4782    76.4400   143.8785
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
 161     0.0245     0.0004    99.9840     1.4730    76.4900   143.9619
 162     0.0233     0.0005    99.9760     1.4654    76.3100   143.9133
 163     0.0220     0.0004    99.9840     1.4711    76.4500   143.9236
 164     0.0208     0.0004    99.9800     1.4851    76.4400   143.9652
 165     0.0196     0.0005    99.9740     1.4653    76.6000   143.8700
 166     0.0183     0.0004    99.9840     1.4705    76.4300   143.9010
 167     0.0171     0.0004    99.9800     1.4714    76.3300   143.9455
 168     0.0159     0.0005    99.9800     1.4691    76.5400   144.0514
 169     0.0146     0.0004    99.9780     1.4615    76.5600   143.9622
 170     0.0134     0.0005    99.9820     1.4726    76.5500   143.9257
 171     0.0121     0.0004    99.9840     1.4834    76.5400   144.0212
 172     0.0109     0.0005    99.9740     1.4753    76.6300   143.9459
 173     0.0097     0.0004    99.9860     1.4656    76.5700   143.8681
 174     0.0084     0.0004    99.9800     1.4619    76.7600   143.9609
 175     0.0072     0.0005    99.9760     1.4745    76.4700   143.9032
 176     0.0060     0.0004    99.9740     1.4727    76.5400   143.9849
 177     0.0047     0.0004    99.9820     1.4750    76.5500   144.0221
 178     0.0035     0.0004    99.9860     1.4702    76.4800   143.8554
 179     0.0022     0.0004    99.9860     1.4686    76.7700   143.8411
 180     0.0010     0.0005    99.9740     1.4780    76.5500   143.8410
 181     0.0010     0.0005    99.9780     1.4675    76.4500   143.8922
 182     0.0010     0.0004    99.9840     1.4702    76.4500   143.9182
 183     0.0010     0.0004    99.9820     1.4588    76.5100   143.8484
 184     0.0010     0.0005    99.9760     1.4602    76.4100   143.8577
 185     0.0010     0.0004    99.9880     1.4806    76.3300   143.9489
 186     0.0010     0.0004    99.9780     1.4722    76.4800   143.9416
 187     0.0010     0.0004    99.9820     1.4693    76.4600   143.9049
 188     0.0010     0.0004    99.9820     1.4646    76.4400   143.9615
 189     0.0010     0.0005    99.9760     1.4751    76.4200   143.8914
 190     0.0010     0.0005    99.9740     1.4662    76.4900   144.0076
 191     0.0010     0.0004    99.9880     1.4846    76.6000   143.9877
 192     0.0010     0.0005    99.9800     1.4582    76.7000   143.8638
 193     0.0010     0.0004    99.9760     1.4793    76.5000   143.8959
 194     0.0010     0.0004    99.9820     1.4681    76.4700   143.8615
 195     0.0010     0.0004    99.9860     1.4708    76.5200   143.8710
 196     0.0010     0.0004    99.9840     1.4774    76.4700   143.9462
 197     0.0010     0.0004    99.9820     1.4804    76.5100   143.9206
 198     0.0010     0.0005    99.9780     1.4736    76.4600   143.8859
 199     0.0010     0.0004    99.9800     1.4761    76.5600   143.9849
 200     0.0010     0.0004    99.9800     1.4712    76.5500   143.8546
