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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     1.4266    47.0560     1.5586    47.0800    93.5648
   2     0.1000     0.8964    68.1480     1.1871    63.1200    90.4965
   3     0.1000     0.6778    76.4660     0.7844    74.3500    90.5720
   4     0.1000     0.5527    80.8160     1.3140    64.9200    90.6296
   5     0.1000     0.4670    83.9200     0.7630    75.4800    90.6426
   6     0.1000     0.4106    85.8920     0.5449    81.8000    90.5324
   7     0.1000     0.3633    87.3720     0.6472    80.6300    90.5755
   8     0.1000     0.3291    88.5020     0.7177    78.9200    90.5407
   9     0.1000     0.2952    89.7460     0.4298    86.3800    90.5741
  10     0.1000     0.2680    90.7140     0.5537    83.0300    90.6441
  11     0.1000     0.2460    91.5080     0.4492    85.5300    90.5361
  12     0.1000     0.2209    92.2560     0.3879    88.4000    90.6031
  13     0.1000     0.2032    92.8800     0.4575    86.3400    90.5299
  14     0.1000     0.1889    93.4640     0.5809    84.0100    90.6420
  15     0.1000     0.1706    93.9820     0.4140    87.7300    90.7033
  16     0.1000     0.1607    94.4520     0.3915    88.5100    90.6359
  17     0.1000     0.1453    94.9380     0.3236    90.2600    90.5538
  18     0.1000     0.1303    95.4740     0.9708    78.9000    90.6663
  19     0.1000     0.1262    95.5340     0.4179    88.1200    90.6691
  20     0.1000     0.1102    96.1360     0.5566    85.4300    90.6802
  21     0.1000     0.1049    96.3640     0.3865    89.4500    90.4843
  22     0.1000     0.0945    96.6800     0.5885    85.3100    90.5594
  23     0.1000     0.0881    96.9460     0.4515    88.3600    90.6596
  24     0.1000     0.0800    97.1600     0.3598    90.4700    90.5864
  25     0.1000     0.0746    97.3360     0.5767    86.3900    90.5264
  26     0.1000     0.0730    97.3900     0.4943    88.4400    90.5987
  27     0.1000     0.0688    97.6800     0.3826    90.8200    90.6886
  28     0.1000     0.0608    97.8800     0.3842    90.1600    90.4655
  29     0.1000     0.0556    98.0760     0.3618    90.8700    90.6058
  30     0.1000     0.0531    98.1640     0.3264    91.5000    90.4887
  31     0.1000     0.0485    98.3040     0.5405    88.1200    90.6875
  32     0.1000     0.0442    98.4920     0.3948    91.1300    90.6286
  33     0.1000     0.0434    98.4800     0.4175    90.4000    90.4961
  34     0.1000     0.0455    98.4200     0.3579    91.4500    90.5063
  35     0.1000     0.0374    98.7240     0.4046    90.5000    90.5736
  36     0.1000     0.0352    98.7660     0.4080    91.0500    90.5348
  37     0.1000     0.0365    98.8080     0.3548    91.7700    90.6653
  38     0.1000     0.0311    98.9500     0.3606    91.7400    90.5906
  39     0.1000     0.0292    99.0020     0.3433    92.1500    90.4861
  40     0.1000     0.0266    99.0760     0.3459    92.0200    90.6020
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
  41     0.1000     0.0264    99.1060     0.6281    88.7800    90.6240
  42     0.1000     0.0272    99.1200     0.3700    91.9000    90.7237
  43     0.1000     0.0255    99.1520     0.4128    91.1100    90.6252
  44     0.1000     0.0232    99.2040     0.4701    90.3800    90.6008
  45     0.1000     0.0203    99.3220     0.4149    91.2900    90.4841
  46     0.1000     0.0195    99.3900     0.3919    91.6600    90.5426
  47     0.1000     0.0202    99.3360     0.3776    92.2800    90.5518
  48     0.1000     0.0193    99.3160     0.4032    91.7900    90.5508
  49     0.1000     0.0198    99.3160     0.3911    91.8800    90.4033
  50     0.1000     0.0195    99.2900     0.3680    92.2300    90.3995
  51     0.1000     0.0225    99.2320     0.3615    92.2300    90.4679
  52     0.1000     0.0175    99.3920     0.5587    89.2800    90.5204
  53     0.1000     0.0183    99.4080     0.3562    92.2900    90.4477
  54     0.1000     0.0148    99.5160     0.3590    92.2900    90.4315
  55     0.1000     0.0128    99.5820     0.3586    92.6200    90.7250
  56     0.1000     0.0133    99.5540     0.3954    92.1900    90.7869
  57     0.1000     0.0132    99.5800     0.3686    92.7600    90.6344
  58     0.1000     0.0129    99.5760     0.4467    91.4700    90.6177
  59     0.1000     0.0114    99.6440     0.3716    92.6600    90.4992
  60     0.1000     0.0123    99.6000     0.5608    90.4400    90.5327
  61     0.1000     0.0107    99.6480     0.3557    92.7000    90.5362
  62     0.1000     0.0100    99.6720     0.4512    91.7200    90.4474
  63     0.1000     0.0132    99.5640     0.3882    92.8100    90.5714
  64     0.1000     0.0073    99.7760     0.3769    92.9800    90.5676
  65     0.1000     0.0056    99.8500     0.3587    92.9900    90.5238
  66     0.1000     0.0085    99.7400     0.3760    93.1100    90.5130
  67     0.1000     0.0085    99.7340     0.3813    92.9900    90.5107
  68     0.1000     0.0119    99.6180     0.3950    92.5200    90.5336
  69     0.1000     0.0106    99.6460     0.4309    92.0900    90.6275
  70     0.1000     0.0113    99.6280     0.3924    92.5100    90.6840
  71     0.1000     0.0112    99.6540     0.5321    90.9100    90.5153
  72     0.1000     0.0109    99.6460     0.5248    91.1800    90.4828
  73     0.1000     0.0094    99.7020     0.4036    92.5600    90.5659
  74     0.1000     0.0078    99.7280     0.3865    92.8100    90.3929
  75     0.1000     0.0068    99.8000     0.4008    92.6900    90.4042
  76     0.1000     0.0062    99.8220     0.3859    93.1400    90.5874
  77     0.1000     0.0051    99.8620     0.3606    93.2600    90.5741
  78     0.1000     0.0052    99.8540     0.3734    93.3200    90.6507
  79     0.1000     0.0058    99.8120     0.3867    93.1100    90.6210
  80     0.1000     0.0063    99.7820     0.3848    92.9900    90.4673
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
  81     0.1000     0.0057    99.8200     0.4102    92.5900    90.4976
  82     0.1000     0.0078    99.7500     0.4247    92.1700    90.6892
  83     0.1000     0.0077    99.7700     0.4319    92.2600    90.8158
  84     0.1000     0.0095    99.6940     0.3740    92.9000    90.5254
  85     0.1000     0.0052    99.8460     0.5694    90.9700    90.5047
  86     0.1000     0.0060    99.8060     0.4118    92.9500    90.4818
  87     0.1000     0.0036    99.9120     0.3792    93.3000    90.6190
  88     0.1000     0.0030    99.9160     0.3661    93.6600    90.5266
  89     0.1000     0.0044    99.8600     0.3732    93.4900    90.6257
  90     0.1000     0.0035    99.8840     0.3988    93.0700    90.6602
  91     0.1000     0.0044    99.8640     0.4239    92.9800    90.4672
  92     0.1000     0.0078    99.7540     0.3743    93.0100    90.4533
  93     0.1000     0.0043    99.8720     0.3875    93.3100    90.4688
  94     0.1000     0.0059    99.8080     0.6488    90.2900    90.5002
  95     0.1000     0.0049    99.8560     0.3986    92.8100    90.6247
  96     0.1000     0.0063    99.7860     0.5305    91.3900    90.5656
  97     0.1000     0.0072    99.7660     0.4617    92.6000    90.5072
  98     0.1000     0.0071    99.7900     0.5026    91.7000    90.4683
  99     0.1000     0.0047    99.8720     0.5054    91.6500    90.5448
 100     0.1000     0.0056    99.8180     0.4147    92.8400    90.5047
 101     0.0988     0.0038    99.8700     0.3880    93.3400    90.6212
 102     0.0975     0.0033    99.9080     0.4407    92.9300    90.6818
 103     0.0963     0.0044    99.8620     0.4106    93.1400    90.7297
 104     0.0950     0.0025    99.9180     0.3883    93.3500    90.5649
 105     0.0938     0.0020    99.9500     0.3843    93.4700    90.5122
 106     0.0926     0.0015    99.9540     0.3954    93.4900    90.5428
 107     0.0913     0.0012    99.9760     0.3864    93.6100    90.6513
 108     0.0901     0.0013    99.9660     0.4290    93.2100    90.5589
 109     0.0889     0.0016    99.9560     0.3689    93.5800    90.6035
 110     0.0876     0.0021    99.9380     0.3974    93.0300    90.5105
 111     0.0864     0.0018    99.9440     0.4095    93.1300    90.6184
 112     0.0852     0.0012    99.9680     0.3751    93.6800    90.6682
 113     0.0839     0.0009    99.9780     0.3679    93.7300    90.5580
 114     0.0827     0.0005    99.9960     0.3657    93.8800    90.5735
 115     0.0814     0.0004    99.9960     0.3514    93.9200    90.6775
 116     0.0802     0.0006    99.9860     0.3631    93.9000    90.5662
 117     0.0790     0.0007    99.9780     0.3669    93.9400    90.5855
 118     0.0777     0.0007    99.9840     0.3675    93.8100    90.5640
 119     0.0765     0.0006    99.9880     0.3701    93.9000    90.5710
 120     0.0753     0.0005    99.9920     0.3574    93.9900    90.5527
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
 121     0.0740     0.0003   100.0000     0.3610    93.9300    90.5643
 122     0.0728     0.0004    99.9940     0.3569    94.1500    90.5323
 123     0.0715     0.0002   100.0000     0.3564    94.0500    90.4942
 124     0.0703     0.0002   100.0000     0.3621    93.9900    90.6444
 125     0.0691     0.0002   100.0000     0.3661    94.1600    90.6517
 126     0.0678     0.0003    99.9960     0.3547    94.1500    90.8051
 127     0.0666     0.0002    99.9980     0.3528    94.2300    90.6615
 128     0.0654     0.0002    99.9960     0.3648    94.3000    90.6796
 129     0.0641     0.0002    99.9960     0.3663    94.0300    90.6154
 130     0.0629     0.0002   100.0000     0.3640    94.2000    90.5950
 131     0.0616     0.0002    99.9980     0.3610    94.0300    90.6046
 132     0.0604     0.0001    99.9980     0.3627    94.0300    90.5667
 133     0.0592     0.0001   100.0000     0.3666    94.0800    90.5656
 134     0.0579     0.0001   100.0000     0.3608    94.0800    90.6648
 135     0.0567     0.0001   100.0000     0.3668    93.9700    90.5901
 136     0.0554     0.0002    99.9960     0.3681    94.1300    90.6127
 137     0.0542     0.0002    99.9980     0.3679    93.9700    90.6172
 138     0.0530     0.0001   100.0000     0.3684    93.8800    90.5978
 139     0.0517     0.0001    99.9980     0.3612    94.0600    90.5215
 140     0.0505     0.0001   100.0000     0.3649    94.0200    90.7723
 141     0.0493     0.0001    99.9980     0.3671    94.0700    90.5802
 142     0.0480     0.0002    99.9960     0.3688    93.9800    90.5285
 143     0.0468     0.0001   100.0000     0.3666    94.0300    90.5276
 144     0.0456     0.0001    99.9940     0.3653    93.9900    90.5861
 145     0.0443     0.0001   100.0000     0.3644    94.0600    90.5261
 146     0.0431     0.0001   100.0000     0.3647    94.0500    90.5359
 147     0.0418     0.0001    99.9980     0.3640    93.9600    90.5473
 148     0.0406     0.0001   100.0000     0.3596    93.9200    90.6072
 149     0.0394     0.0001   100.0000     0.3623    94.0100    90.6819
 150     0.0381     0.0001   100.0000     0.3641    93.8400    90.6411
 151     0.0369     0.0001   100.0000     0.3598    94.0200    90.5781
 152     0.0357     0.0001   100.0000     0.3666    93.9900    90.5988
 153     0.0344     0.0001   100.0000     0.3662    94.0700    90.5570
 154     0.0332     0.0001   100.0000     0.3656    94.1200    90.7068
 155     0.0319     0.0001    99.9980     0.3655    94.1000    90.5725
 156     0.0307     0.0002    99.9980     0.3648    94.0300    90.6519
 157     0.0295     0.0001   100.0000     0.3605    94.0500    90.5336
 158     0.0282     0.0001    99.9980     0.3628    94.2200    90.5717
 159     0.0270     0.0001   100.0000     0.3643    94.0200    90.5489
 160     0.0257     0.0001   100.0000     0.3614    94.1000    90.4986
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
 161     0.0245     0.0001   100.0000     0.3653    93.9900    90.4953
 162     0.0233     0.0001    99.9980     0.3651    94.0800    90.5083
 163     0.0220     0.0001    99.9980     0.3649    94.1500    90.6215
 164     0.0208     0.0001   100.0000     0.3616    93.8500    90.4851
 165     0.0196     0.0001   100.0000     0.3618    94.2300    90.5944
 166     0.0183     0.0001   100.0000     0.3642    93.9400    90.4961
 167     0.0171     0.0001   100.0000     0.3690    94.1200    91.2019
 168     0.0159     0.0001   100.0000     0.3602    94.0600    90.6372
 169     0.0146     0.0001   100.0000     0.3653    94.1600    90.6781
 170     0.0134     0.0001   100.0000     0.3640    94.0200    90.6469
 171     0.0121     0.0001   100.0000     0.3617    93.9900    90.5134
 172     0.0109     0.0001   100.0000     0.3613    93.9900    90.5368
 173     0.0097     0.0001   100.0000     0.3671    94.0800    90.6231
 174     0.0084     0.0001   100.0000     0.3593    94.0600    90.5214
 175     0.0072     0.0001   100.0000     0.3595    94.0700    90.5385
 176     0.0060     0.0001   100.0000     0.3633    94.1500    90.6860
 177     0.0047     0.0001   100.0000     0.3638    94.0500    90.8312
 178     0.0035     0.0001   100.0000     0.3684    94.1400    90.5742
 179     0.0022     0.0001   100.0000     0.3646    94.0800    90.6511
 180     0.0010     0.0001   100.0000     0.3562    94.1100    90.6032
 181     0.0010     0.0001   100.0000     0.3625    93.8900    90.8879
 182     0.0010     0.0001   100.0000     0.3595    94.0600    90.5550
 183     0.0010     0.0001   100.0000     0.3626    93.9900    90.7495
 184     0.0010     0.0001   100.0000     0.3641    94.0100    90.5902
 185     0.0010     0.0001   100.0000     0.3625    94.1000    90.6635
 186     0.0010     0.0001   100.0000     0.3647    94.1500    90.7116
 187     0.0010     0.0001   100.0000     0.3596    94.0000    90.7114
 188     0.0010     0.0001   100.0000     0.3656    94.0500    90.6659
 189     0.0010     0.0001   100.0000     0.3615    94.0200    90.6742
 190     0.0010     0.0001   100.0000     0.3645    94.0500    90.7143
 191     0.0010     0.0001   100.0000     0.3605    94.0100    90.7405
 192     0.0010     0.0001   100.0000     0.3605    94.0700    90.5604
 193     0.0010     0.0000   100.0000     0.3648    94.0500    90.4785
 194     0.0010     0.0001   100.0000     0.3680    93.9600    90.5632
 195     0.0010     0.0001   100.0000     0.3640    94.2300    90.6018
 196     0.0010     0.0001   100.0000     0.3602    94.0800    90.6327
 197     0.0010     0.0001   100.0000     0.3617    94.0500    90.6783
 198     0.0010     0.0001   100.0000     0.3670    93.9800    90.5870
 199     0.0010     0.0001   100.0000     0.3597    94.1200    90.5827
 200     0.0010     0.0001    99.9980     0.3642    94.1600    90.6282
