Files already downloaded and verified
You are going to run models on the test set. Are you sure?
Files already downloaded and verified
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     3.7124    12.8540     4.7341     8.4600   147.5904
   2     0.1000     2.9454    25.9200     3.6206    19.3000   143.5381
   3     0.1000     2.4395    35.7420     3.1710    26.9900   143.5183
   4     0.1000     2.0765    43.5760     2.6487    36.0300   143.6797
   5     0.1000     1.8052    49.9200     2.3953    40.3300   143.5723
   6     0.1000     1.6010    54.6620     2.3253    44.0700   143.5545
   7     0.1000     1.4533    58.4060     1.9455    49.0400   143.5833
   8     0.1000     1.3249    61.4960     1.7021    53.9500   143.5477
   9     0.1000     1.2124    64.5100     1.8078    53.4000   143.5855
  10     0.1000     1.1132    67.0520     2.0156    49.7300   143.5497
  11     0.1000     1.0339    69.3220     1.8247    53.6000   143.6285
  12     0.1000     0.9605    71.2800     1.9366    53.8600   143.5867
  13     0.1000     0.8843    73.2660     1.6668    57.7000   143.5292
  14     0.1000     0.8218    75.0140     1.4246    62.1100   143.5342
  15     0.1000     0.7643    76.7480     1.5075    61.1700   143.5475
  16     0.1000     0.7104    78.1300     1.4342    62.0500   143.6219
  17     0.1000     0.6520    79.8220     1.5533    61.2600   143.6444
  18     0.1000     0.6004    81.3960     1.4875    63.6700   143.5338
  19     0.1000     0.5610    82.3380     1.3779    64.5700   143.5552
  20     0.1000     0.5146    83.9100     1.6137    59.4900   143.5060
  21     0.1000     0.4738    84.8960     1.9584    58.9400   143.5177
  22     0.1000     0.4421    85.7980     1.5287    63.7300   143.5604
  23     0.1000     0.4000    87.1620     1.7365    60.7100   143.5642
  24     0.1000     0.3648    88.2640     1.6820    62.4100   143.5631
  25     0.1000     0.3368    89.2200     1.5931    64.5600   143.5648
  26     0.1000     0.3053    90.1680     1.4018    67.0500   143.5055
  27     0.1000     0.2845    90.9480     1.6144    64.2600   143.5757
  28     0.1000     0.2645    91.4620     1.4868    67.3300   143.5162
  29     0.1000     0.2398    92.2500     1.9409    61.3200   143.5085
  30     0.1000     0.2142    93.1780     1.6683    66.8800   143.5896
  31     0.1000     0.1884    93.9600     1.4691    69.0100   143.6273
  32     0.1000     0.1776    94.3760     1.5120    68.0500   143.5298
  33     0.1000     0.1644    94.8160     1.6031    68.1800   143.5257
  34     0.1000     0.1482    95.2900     1.5494    68.6300   143.4704
  35     0.1000     0.1241    96.1340     1.5100    69.4500   143.5021
  36     0.1000     0.1156    96.5000     1.6530    67.9000   143.5200
  37     0.1000     0.1133    96.4940     1.4967    70.8500   143.5021
  38     0.1000     0.1048    96.7460     1.5121    69.2700   143.5412
  39     0.1000     0.0988    96.9900     1.6296    68.6800   143.5197
  40     0.1000     0.0896    97.3240     1.4688    71.0500   143.4677
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
  41     0.1000     0.0809    97.5880     1.6348    69.5400   143.4920
  42     0.1000     0.0725    97.8760     1.5423    70.6500   143.5897
  43     0.1000     0.0641    98.1240     1.5572    71.9300   143.5560
  44     0.1000     0.0537    98.4960     1.5850    70.1200   143.4876
  45     0.1000     0.0559    98.3940     1.4937    72.0300   143.4940
  46     0.1000     0.0494    98.5860     1.5866    71.1900   143.4777
  47     0.1000     0.0427    98.8320     1.7398    69.1000   143.5728
  48     0.1000     0.0391    98.9160     1.4385    73.6100   143.4877
  49     0.1000     0.0446    98.7180     1.5323    72.7100   143.4609
  50     0.1000     0.0315    99.1520     1.5633    72.5000   143.4966
  51     0.1000     0.0302    99.2140     1.4979    73.1900   143.4832
  52     0.1000     0.0381    98.9500     1.5958    71.7400   143.5325
  53     0.1000     0.0316    99.2340     1.5207    73.3300   143.4512
  54     0.1000     0.0335    99.0900     1.5051    72.7300   143.5236
  55     0.1000     0.0324    99.1020     1.5415    72.7400   143.5062
  56     0.1000     0.0397    98.8540     1.6632    71.1100   143.5033
  57     0.1000     0.0452    98.6700     1.7606    70.4900   143.4643
  58     0.1000     0.0321    99.1200     1.5580    72.7000   143.5315
  59     0.1000     0.0335    99.0700     1.5005    73.4800   143.5167
  60     0.1000     0.0271    99.2560     1.6545    73.0100   143.5134
  61     0.1000     0.0235    99.3700     1.6165    73.2600   143.4946
  62     0.1000     0.0139    99.7220     1.5154    73.9200   143.4915
  63     0.1000     0.0133    99.6960     1.5066    74.2300   143.4504
  64     0.1000     0.0215    99.4560     1.5598    73.4600   143.4722
  65     0.1000     0.0160    99.6540     1.5143    74.0600   143.5706
  66     0.1000     0.0123    99.7140     1.8021    71.8200   143.5035
  67     0.1000     0.0093    99.8280     1.4696    75.0100   143.5411
  68     0.1000     0.0084    99.8400     1.4902    74.6200   143.5326
  69     0.1000     0.0082    99.8220     1.4892    75.2500   143.5049
  70     0.1000     0.0075    99.8380     1.4639    74.9100   143.5091
  71     0.1000     0.0060    99.8840     1.4629    75.5400   143.5230
  72     0.1000     0.0051    99.9140     1.4492    75.4300   143.5171
  73     0.1000     0.0042    99.9360     1.4437    75.6400   143.4910
  74     0.1000     0.0049    99.9020     1.4562    75.9800   143.4851
  75     0.1000     0.0041    99.9200     1.4522    75.5900   143.4732
  76     0.1000     0.0036    99.9260     1.4840    75.8800   143.5260
  77     0.1000     0.0037    99.9320     1.4341    76.2200   143.5716
  78     0.1000     0.0039    99.9080     1.4968    75.5800   143.4626
  79     0.1000     0.0045    99.9020     1.5042    75.4200   143.5836
  80     0.1000     0.0039    99.9240     1.4508    76.2500   143.5971
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
  81     0.1000     0.0023    99.9540     1.4680    75.8900   143.5033
  82     0.1000     0.0031    99.9320     1.4810    75.6200   143.5004
  83     0.1000     0.0025    99.9460     1.4680    75.6700   143.4886
  84     0.1000     0.0028    99.9340     1.4866    75.8200   143.5027
  85     0.1000     0.0021    99.9680     1.4818    76.0400   143.5407
  86     0.1000     0.0042    99.8960     1.5348    74.9000   143.4883
  87     0.1000     0.0029    99.9480     1.5562    75.2200   143.4982
  88     0.1000     0.0058    99.8700     1.5095    75.4100   143.4961
  89     0.1000     0.0023    99.9580     1.4922    75.8000   143.4915
  90     0.1000     0.0018    99.9720     1.4773    75.7800   143.5088
  91     0.1000     0.0031    99.9340     1.5331    75.5200   143.5039
  92     0.1000     0.0039    99.9160     1.5422    75.2100   143.5137
  93     0.1000     0.0062    99.8280     1.5981    74.3800   143.5229
  94     0.1000     0.0044    99.9080     1.5683    75.0400   143.5265
  95     0.1000     0.0031    99.9420     1.5475    74.9900   143.5088
  96     0.1000     0.0030    99.9300     1.5439    75.5500   143.5724
  97     0.1000     0.0028    99.9460     1.4925    75.9100   143.5695
  98     0.1000     0.0021    99.9640     1.4924    75.7900   143.5580
  99     0.1000     0.0021    99.9480     1.4881    76.0600   143.5417
 100     0.1000     0.0021    99.9520     1.4813    75.8400   143.5383
 101     0.0988     0.0016    99.9700     1.4978    75.9300   143.5375
 102     0.0975     0.0013    99.9680     1.4731    76.2400   143.5458
 103     0.0963     0.0013    99.9700     1.4941    76.3700   143.5259
 104     0.0950     0.0019    99.9480     1.5246    75.9500   143.5367
 105     0.0938     0.0015    99.9640     1.4907    76.1300   143.5039
 106     0.0926     0.0012    99.9680     1.5112    76.2200   143.5881
 107     0.0913     0.0013    99.9640     1.5007    76.3400   143.5871
 108     0.0901     0.0011    99.9720     1.4966    76.7000   143.5229
 109     0.0889     0.0011    99.9680     1.5095    76.6200   143.5051
 110     0.0876     0.0010    99.9680     1.5033    76.7700   143.5177
 111     0.0864     0.0010    99.9720     1.4965    76.5300   143.5151
 112     0.0852     0.0008    99.9780     1.5297    76.2900   143.5702
 113     0.0839     0.0008    99.9800     1.5034    76.4900   143.5139
 114     0.0827     0.0007    99.9780     1.4891    76.4000   143.5224
 115     0.0814     0.0007    99.9740     1.4896    76.4100   143.4714
 116     0.0802     0.0008    99.9700     1.4854    76.7400   143.5437
 117     0.0790     0.0008    99.9680     1.4879    76.5400   143.6617
 118     0.0777     0.0008    99.9740     1.4964    76.3300   143.4905
 119     0.0765     0.0008    99.9680     1.4753    76.5400   143.5121
 120     0.0753     0.0008    99.9740     1.4878    76.2900   143.4901
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
 121     0.0740     0.0007    99.9740     1.4842    76.4800   143.6541
 122     0.0728     0.0007    99.9780     1.4894    76.2300   143.5984
 123     0.0715     0.0007    99.9780     1.4960    76.5600   143.4755
 124     0.0703     0.0007    99.9760     1.5001    76.3800   143.4822
 125     0.0691     0.0006    99.9820     1.4847    76.5600   143.5068
 126     0.0678     0.0006    99.9780     1.4990    76.5900   143.4820
 127     0.0666     0.0006    99.9760     1.4816    76.7800   143.5330
 128     0.0654     0.0006    99.9800     1.4954    76.6100   143.4843
 129     0.0641     0.0006    99.9800     1.4844    76.6500   143.5230
 130     0.0629     0.0006    99.9740     1.4872    76.6700   143.5477
 131     0.0616     0.0006    99.9780     1.4859    76.4000   143.4999
 132     0.0604     0.0006    99.9780     1.4945    76.4800   143.5894
 133     0.0592     0.0005    99.9780     1.4941    76.3300   143.5726
 134     0.0579     0.0006    99.9740     1.5021    76.4500   143.4811
 135     0.0567     0.0006    99.9780     1.4921    76.5100   143.4861
 136     0.0554     0.0006    99.9780     1.4782    76.7300   143.5306
 137     0.0542     0.0006    99.9820     1.4797    76.8800   143.4922
 138     0.0530     0.0005    99.9800     1.4881    76.7100   143.5257
 139     0.0517     0.0005    99.9860     1.4846    76.7500   143.4978
 140     0.0505     0.0005    99.9800     1.4771    76.5900   143.4971
 141     0.0493     0.0005    99.9760     1.4989    76.5500   143.6069
 142     0.0480     0.0005    99.9780     1.4951    76.6400   143.5610
 143     0.0468     0.0006    99.9680     1.4854    76.5000   143.5173
 144     0.0456     0.0005    99.9800     1.4888    76.7800   143.4687
 145     0.0443     0.0005    99.9700     1.4836    76.6600   143.6118
 146     0.0431     0.0006    99.9720     1.4790    76.6900   143.5392
 147     0.0418     0.0005    99.9800     1.4933    76.5600   143.5181
 148     0.0406     0.0005    99.9760     1.4827    76.9800   143.5074
 149     0.0394     0.0005    99.9700     1.4910    76.6800   143.5948
 150     0.0381     0.0005    99.9720     1.4892    76.6500   143.5400
 151     0.0369     0.0005    99.9820     1.4742    76.5900   143.4543
 152     0.0357     0.0005    99.9760     1.4858    76.5300   143.5284
 153     0.0344     0.0005    99.9740     1.4922    76.4800   143.5145
 154     0.0332     0.0005    99.9740     1.4828    76.7500   143.5117
 155     0.0319     0.0005    99.9760     1.4765    76.7900   143.5242
 156     0.0307     0.0004    99.9800     1.4799    76.8300   143.5369
 157     0.0295     0.0005    99.9760     1.4849    76.7700   143.5328
 158     0.0282     0.0005    99.9740     1.4881    76.4900   143.5094
 159     0.0270     0.0005    99.9780     1.4859    76.7000   143.5163
 160     0.0257     0.0005    99.9820     1.4902    76.7000   143.4945
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
 161     0.0245     0.0004    99.9820     1.4849    76.6500   143.5155
 162     0.0233     0.0005    99.9800     1.4840    76.7100   143.5371
 163     0.0220     0.0004    99.9800     1.4786    76.7600   143.4960
 164     0.0208     0.0005    99.9760     1.4911    76.7400   143.5260
 165     0.0196     0.0005    99.9760     1.4771    76.8900   143.4997
 166     0.0183     0.0004    99.9860     1.4876    76.5100   143.5123
 167     0.0171     0.0004    99.9780     1.4851    76.5800   143.5488
 168     0.0159     0.0005    99.9780     1.4726    76.9100   143.4820
 169     0.0146     0.0005    99.9840     1.4741    76.9500   143.5710
 170     0.0134     0.0005    99.9800     1.4863    76.8400   143.6893
 171     0.0121     0.0004    99.9840     1.4956    76.8400   143.5047
 172     0.0109     0.0005    99.9780     1.4892    76.7500   143.5651
 173     0.0097     0.0004    99.9860     1.4839    76.8400   143.4888
 174     0.0084     0.0004    99.9760     1.4752    76.7000   143.5233
 175     0.0072     0.0005    99.9780     1.4886    76.7300   143.5396
 176     0.0060     0.0004    99.9800     1.4812    76.7600   143.5295
 177     0.0047     0.0004    99.9840     1.4779    76.6300   143.5088
 178     0.0035     0.0004    99.9860     1.4797    76.6600   143.5587
 179     0.0022     0.0004    99.9900     1.4846    76.6800   143.4961
 180     0.0010     0.0005    99.9760     1.4855    76.6600   143.6403
 181     0.0010     0.0005    99.9800     1.4783    76.5600   143.5751
 182     0.0010     0.0004    99.9820     1.4872    76.6300   143.5806
 183     0.0010     0.0004    99.9840     1.4737    76.7500   143.5014
 184     0.0010     0.0005    99.9800     1.4707    76.5700   143.5197
 185     0.0010     0.0004    99.9860     1.4907    76.6800   143.5126
 186     0.0010     0.0004    99.9740     1.4792    76.7900   143.5288
 187     0.0010     0.0004    99.9820     1.4836    76.7100   143.5554
 188     0.0010     0.0004    99.9840     1.4697    76.9500   143.5910
 189     0.0010     0.0005    99.9740     1.4854    76.6100   143.4903
 190     0.0010     0.0005    99.9720     1.4730    76.6000   143.5111
 191     0.0010     0.0004    99.9840     1.4973    76.6400   143.5108
 192     0.0010     0.0005    99.9800     1.4761    76.9000   143.6090
 193     0.0010     0.0004    99.9780     1.4877    76.8500   143.5143
 194     0.0010     0.0004    99.9820     1.4773    76.7200   143.5286
 195     0.0010     0.0004    99.9840     1.4805    76.5600   143.5390
 196     0.0010     0.0004    99.9920     1.4819    76.7000   143.5281
 197     0.0010     0.0004    99.9800     1.4843    76.7600   143.4877
 198     0.0010     0.0005    99.9800     1.4866    76.7400   143.5574
 199     0.0010     0.0005    99.9780     1.4934    76.8300   143.6524
 200     0.0010     0.0004    99.9840     1.4865    76.7900   143.5039
