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     3.7167    12.8760     4.7363     7.8900   148.1318
   2     0.1000     2.9502    25.5860     3.7664    18.7200   144.0712
   3     0.1000     2.4329    35.7840     2.9536    28.9800   144.0506
   4     0.1000     2.0641    44.0500     2.8454    33.5300   144.1358
   5     0.1000     1.7905    50.3100     2.1807    43.6600   144.1181
   6     0.1000     1.5868    54.9840     2.3649    43.6600   144.1255
   7     0.1000     1.4386    58.6920     2.0168    48.3000   144.0774
   8     0.1000     1.3116    61.9260     1.8233    51.5300   144.0998
   9     0.1000     1.2003    64.9540     1.9519    51.1700   144.1910
  10     0.1000     1.1022    67.5100     2.1773    49.3700   144.0866
  11     0.1000     1.0215    69.6960     2.0045    50.9000   144.1017
  12     0.1000     0.9505    71.5120     1.7978    55.4500   144.1550
  13     0.1000     0.8756    73.5520     1.7110    56.4700   144.1863
  14     0.1000     0.8168    75.2480     1.3960    62.2100   144.1186
  15     0.1000     0.7568    76.7600     1.6381    60.1000   144.0538
  16     0.1000     0.7031    78.1260     1.5737    59.9800   144.1029
  17     0.1000     0.6439    80.1520     1.6953    58.0100   144.0947
  18     0.1000     0.5942    81.5140     1.3376    65.5000   144.1174
  19     0.1000     0.5549    82.4900     1.4263    63.6500   144.1387
  20     0.1000     0.5103    83.8520     1.9746    54.0900   144.0800
  21     0.1000     0.4702    85.1000     1.7192    63.2800   144.1305
  22     0.1000     0.4389    86.0500     1.5956    64.4500   144.0661
  23     0.1000     0.3944    87.3440     1.5313    64.6700   144.0479
  24     0.1000     0.3562    88.5540     1.5751    65.1500   144.0621
  25     0.1000     0.3333    89.2340     1.2281    70.0900   144.0753
  26     0.1000     0.3001    90.2860     1.6954    63.0700   144.1361
  27     0.1000     0.2763    91.0140     1.4112    67.8600   144.1842
  28     0.1000     0.2520    91.8480     1.5351    65.7900   144.1338
  29     0.1000     0.2306    92.6620     1.6376    66.4600   144.2051
  30     0.1000     0.2082    93.4620     1.6132    66.2600   144.1473
  31     0.1000     0.1890    94.1600     1.6106    67.8500   144.0557
  32     0.1000     0.1703    94.5520     1.4896    67.9500   144.1546
  33     0.1000     0.1627    94.7480     1.5759    68.8200   144.0456
  34     0.1000     0.1425    95.5020     1.7070    67.0500   144.0474
  35     0.1000     0.1388    95.6680     1.8653    65.1700   144.0444
  36     0.1000     0.1083    96.7600     1.5812    68.2400   144.0719
  37     0.1000     0.1106    96.5900     1.7455    67.5000   144.0630
  38     0.1000     0.0998    96.9600     1.7413    67.7900   144.0611
  39     0.1000     0.0987    96.9500     1.5809    69.9000   144.1349
  40     0.1000     0.0789    97.7380     1.9589    67.1800   144.1040
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
  41     0.1000     0.0701    97.9220     1.5119    70.3100   144.1904
  42     0.1000     0.0641    98.1420     1.5232    70.6200   144.0703
  43     0.1000     0.0660    98.0900     1.5032    71.4000   144.0568
  44     0.1000     0.0576    98.3740     1.6710    70.3400   144.0564
  45     0.1000     0.0465    98.8020     1.5255    72.2900   144.1095
  46     0.1000     0.0560    98.3000     1.5782    72.1500   144.1339
  47     0.1000     0.0375    99.0400     1.5047    71.5700   144.0606
  48     0.1000     0.0384    98.9480     1.4775    73.0000   144.0989
  49     0.1000     0.0440    98.7440     1.4890    72.2900   144.0689
  50     0.1000     0.0467    98.6680     1.6454    70.5800   144.0713
  51     0.1000     0.0428    98.8100     1.5002    71.9900   144.0612
  52     0.1000     0.0314    99.1900     1.5049    72.3400   144.1581
  53     0.1000     0.0230    99.4300     1.5609    71.7100   144.1892
  54     0.1000     0.0273    99.2780     1.7080    71.8300   144.0685
  55     0.1000     0.0344    99.0480     1.5681    72.8300   144.0999
  56     0.1000     0.0268    99.2620     1.5559    72.8700   144.0764
  57     0.1000     0.0309    99.1860     1.5197    72.8600   144.0657
  58     0.1000     0.0261    99.2760     1.4924    72.9500   144.0763
  59     0.1000     0.0272    99.2780     1.6573    72.0300   144.0865
  60     0.1000     0.0306    99.1600     1.5616    72.8600   144.1519
  61     0.1000     0.0360    98.9280     1.6506    72.0800   144.0615
  62     0.1000     0.0282    99.2600     1.5681    73.4500   144.0958
  63     0.1000     0.0192    99.5160     1.5840    72.5900   144.1311
  64     0.1000     0.0245    99.3320     1.6570    71.1400   144.0796
  65     0.1000     0.0226    99.4340     1.5309    73.6800   144.1234
  66     0.1000     0.0190    99.5220     1.6210    72.9400   144.0870
  67     0.1000     0.0143    99.6800     1.4810    73.8500   144.0557
  68     0.1000     0.0109    99.7500     1.5264    74.0300   144.0966
  69     0.1000     0.0124    99.6980     1.7761    71.5400   144.0848
  70     0.1000     0.0123    99.6960     1.5645    73.4100   144.1010
  71     0.1000     0.0121    99.7320     1.5092    74.6300   144.0707
  72     0.1000     0.0093    99.8020     1.5924    73.8600   144.0582
  73     0.1000     0.0083    99.8180     1.5034    74.3400   144.0519
  74     0.1000     0.0084    99.8360     1.5217    74.2200   144.1388
  75     0.1000     0.0071    99.8460     1.5055    74.5200   144.2015
  76     0.1000     0.0064    99.8760     1.6894    72.9300   144.0967
  77     0.1000     0.0057    99.8820     1.4790    74.9500   144.0595
  78     0.1000     0.0043    99.9240     1.4692    75.5400   144.0576
  79     0.1000     0.0030    99.9460     1.4899    75.6400   144.0925
  80     0.1000     0.0028    99.9540     1.4464    75.8700   144.0717
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
  81     0.1000     0.0033    99.9280     1.4922    75.3000   144.0588
  82     0.1000     0.0055    99.8680     1.5203    75.0900   144.0490
  83     0.1000     0.0052    99.8740     1.4952    75.1800   144.0800
  84     0.1000     0.0043    99.9080     1.5021    75.3700   144.0492
  85     0.1000     0.0028    99.9480     1.4845    75.4700   144.2255
  86     0.1000     0.0027    99.9500     1.4860    75.6400   144.0916
  87     0.1000     0.0024    99.9640     1.4660    75.6200   144.0945
  88     0.1000     0.0019    99.9640     1.4780    75.9200   144.0822
  89     0.1000     0.0016    99.9640     1.4834    75.9300   144.0514
  90     0.1000     0.0014    99.9740     1.4606    75.9400   144.0918
  91     0.1000     0.0015    99.9560     1.4886    75.6400   144.0653
  92     0.1000     0.0017    99.9600     1.4851    75.9000   144.0774
  93     0.1000     0.0017    99.9580     1.4816    75.9900   144.0358
  94     0.1000     0.0013    99.9800     1.4882    75.8700   144.0828
  95     0.1000     0.0012    99.9680     1.4924    75.8200   144.0619
  96     0.1000     0.0013    99.9680     1.4909    75.9200   144.2503
  97     0.1000     0.0014    99.9640     1.4868    75.8800   144.0679
  98     0.1000     0.0012    99.9660     1.5060    75.8400   144.1879
  99     0.1000     0.0013    99.9680     1.4694    76.2500   144.0953
 100     0.1000     0.0010    99.9740     1.4867    75.8200   144.0679
 101     0.0988     0.0013    99.9700     1.5039    75.5300   144.2363
 102     0.0975     0.0014    99.9600     1.4811    76.0400   144.0973
 103     0.0963     0.0010    99.9700     1.4722    76.0700   144.1983
 104     0.0950     0.0011    99.9680     1.4974    75.9100   144.1223
 105     0.0938     0.0011    99.9620     1.4680    76.1500   144.0447
 106     0.0926     0.0008    99.9780     1.4741    76.2900   144.0439
 107     0.0913     0.0009    99.9700     1.4663    76.3400   144.1021
 108     0.0901     0.0009    99.9720     1.4683    76.3200   144.0939
 109     0.0889     0.0010    99.9700     1.4799    76.2800   144.0825
 110     0.0876     0.0009    99.9660     1.4626    76.4400   144.0921
 111     0.0864     0.0009    99.9740     1.4763    76.1100   144.0933
 112     0.0852     0.0007    99.9800     1.4908    76.4700   144.0521
 113     0.0839     0.0007    99.9780     1.4891    76.3300   144.0608
 114     0.0827     0.0007    99.9740     1.4840    76.1900   144.0670
 115     0.0814     0.0008    99.9740     1.4844    76.3100   144.1045
 116     0.0802     0.0007    99.9760     1.4819    76.2800   144.0916
 117     0.0790     0.0007    99.9760     1.4729    76.3200   144.0905
 118     0.0777     0.0007    99.9780     1.4846    76.4600   144.1222
 119     0.0765     0.0007    99.9740     1.4611    76.3600   144.0855
 120     0.0753     0.0006    99.9740     1.4888    76.3900   144.1143
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
 121     0.0740     0.0006    99.9820     1.4691    76.3600   144.0629
 122     0.0728     0.0006    99.9780     1.4791    76.3500   144.1465
 123     0.0715     0.0008    99.9700     1.4898    76.3100   144.0632
 124     0.0703     0.0007    99.9760     1.4882    76.3600   144.1803
 125     0.0691     0.0007    99.9780     1.4978    76.2600   144.1433
 126     0.0678     0.0007    99.9760     1.4990    76.1700   144.0859
 127     0.0666     0.0006    99.9740     1.4946    76.3600   144.1053
 128     0.0654     0.0008    99.9760     1.4900    76.2800   144.0949
 129     0.0641     0.0006    99.9800     1.4800    76.3000   144.1215
 130     0.0629     0.0006    99.9740     1.4887    76.3100   144.1490
 131     0.0616     0.0006    99.9780     1.4827    76.3300   144.1184
 132     0.0604     0.0006    99.9800     1.4954    76.2900   144.1264
 133     0.0592     0.0005    99.9800     1.4855    76.2600   144.0480
 134     0.0579     0.0005    99.9780     1.4997    76.1500   144.0764
 135     0.0567     0.0006    99.9780     1.4825    76.2600   144.1063
 136     0.0554     0.0006    99.9800     1.4848    76.2100   144.3553
 137     0.0542     0.0006    99.9800     1.4891    76.4500   144.1135
 138     0.0530     0.0005    99.9800     1.4857    76.3200   144.1080
 139     0.0517     0.0005    99.9840     1.4868    76.5100   144.0821
 140     0.0505     0.0005    99.9800     1.4876    76.2600   144.2022
 141     0.0493     0.0005    99.9780     1.5052    76.2200   144.1403
 142     0.0480     0.0005    99.9760     1.4913    76.2900   144.0721
 143     0.0468     0.0006    99.9700     1.4898    76.2700   144.1737
 144     0.0456     0.0005    99.9800     1.4875    76.2600   144.1510
 145     0.0443     0.0005    99.9760     1.4948    76.1400   144.2276
 146     0.0431     0.0005    99.9780     1.4849    76.4300   144.2859
 147     0.0418     0.0005    99.9780     1.4948    76.4800   144.0955
 148     0.0406     0.0005    99.9740     1.4892    76.5600   144.1848
 149     0.0394     0.0005    99.9720     1.4884    76.6700   144.0979
 150     0.0381     0.0005    99.9720     1.4910    76.4700   144.1404
 151     0.0369     0.0004    99.9820     1.4732    76.7300   144.0941
 152     0.0357     0.0005    99.9740     1.4867    76.3700   144.1028
 153     0.0344     0.0005    99.9760     1.4988    76.3600   144.1063
 154     0.0332     0.0005    99.9780     1.4899    76.4200   144.1324
 155     0.0319     0.0005    99.9760     1.4815    76.4800   144.1149
 156     0.0307     0.0005    99.9780     1.4739    76.5100   144.1071
 157     0.0295     0.0005    99.9780     1.4819    76.6300   144.0838
 158     0.0282     0.0005    99.9760     1.4980    76.3300   144.1543
 159     0.0270     0.0005    99.9820     1.4845    76.5600   144.0609
 160     0.0257     0.0005    99.9800     1.4978    76.1300   144.0777
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
 161     0.0245     0.0005    99.9780     1.4806    76.5700   144.2817
 162     0.0233     0.0004    99.9780     1.4868    76.3800   144.2039
 163     0.0220     0.0005    99.9800     1.4863    76.4500   144.2059
 164     0.0208     0.0004    99.9780     1.4881    76.5400   144.0966
 165     0.0196     0.0005    99.9740     1.4852    76.6700   144.0942
 166     0.0183     0.0004    99.9860     1.4930    76.3700   144.0912
 167     0.0171     0.0005    99.9760     1.4914    76.4100   144.1205
 168     0.0159     0.0005    99.9760     1.4761    76.5500   144.1150
 169     0.0146     0.0005    99.9740     1.4714    76.4600   144.1244
 170     0.0134     0.0005    99.9820     1.4799    76.3200   144.0837
 171     0.0121     0.0004    99.9820     1.4896    76.5900   144.1043
 172     0.0109     0.0005    99.9740     1.4871    76.5100   144.0940
 173     0.0097     0.0004    99.9840     1.4838    76.4700   144.1506
 174     0.0084     0.0005    99.9800     1.4785    76.4500   144.1047
 175     0.0072     0.0005    99.9780     1.4861    76.5600   144.1094
 176     0.0060     0.0004    99.9720     1.4804    76.5100   144.1459
 177     0.0047     0.0004    99.9840     1.4931    76.5000   144.0711
 178     0.0035     0.0004    99.9860     1.4798    76.5700   144.0926
 179     0.0022     0.0004    99.9880     1.4799    76.4700   144.2042
 180     0.0010     0.0005    99.9720     1.4889    76.5900   144.0661
 181     0.0010     0.0005    99.9760     1.4844    76.2300   144.1328
 182     0.0010     0.0004    99.9840     1.4872    76.5000   144.0973
 183     0.0010     0.0004    99.9840     1.4733    76.4200   144.0673
 184     0.0010     0.0005    99.9740     1.4738    76.5300   144.0938
 185     0.0010     0.0004    99.9840     1.4953    76.2100   144.1772
 186     0.0010     0.0004    99.9760     1.4842    76.6800   144.1193
 187     0.0010     0.0004    99.9820     1.4844    76.3300   144.1195
 188     0.0010     0.0004    99.9820     1.4855    76.5000   144.1148
 189     0.0010     0.0005    99.9760     1.4909    76.2300   144.0961
 190     0.0010     0.0004    99.9720     1.4771    76.3800   144.1775
 191     0.0010     0.0004    99.9840     1.4957    76.7300   144.1253
 192     0.0010     0.0004    99.9800     1.4791    76.6300   144.0943
 193     0.0010     0.0004    99.9760     1.4906    76.6500   144.0838
 194     0.0010     0.0004    99.9800     1.4742    76.5100   144.1875
 195     0.0010     0.0004    99.9880     1.4840    76.4600   144.1613
 196     0.0010     0.0004    99.9860     1.4940    76.3900   144.0975
 197     0.0010     0.0004    99.9760     1.4856    76.4300   144.1535
 198     0.0010     0.0005    99.9780     1.4933    76.3700   144.2226
 199     0.0010     0.0005    99.9800     1.4909    76.6100   144.2234
 200     0.0010     0.0004    99.9800     1.4896    76.4000   144.1279
