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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     3.7145    12.9560     4.8399     7.9300   147.9480
   2     0.1000     2.9402    25.9300     3.5972    20.3400   144.1336
   3     0.1000     2.4296    35.8860     3.0992    26.7000   144.1645
   4     0.1000     2.0584    44.0140     2.7440    34.8900   144.2651
   5     0.1000     1.7865    50.3520     2.1881    43.3800   144.2308
   6     0.1000     1.5841    55.0560     2.4309    43.5200   144.2731
   7     0.1000     1.4374    58.8460     2.0613    47.2600   144.2019
   8     0.1000     1.3112    61.8940     1.7265    53.6600   144.1550
   9     0.1000     1.2011    65.0400     1.8394    52.2000   144.2626
  10     0.1000     1.0999    67.5820     2.0483    49.5800   144.2282
  11     0.1000     1.0232    69.6660     1.7040    55.5800   144.2714
  12     0.1000     0.9519    71.3540     1.7993    54.9100   144.1394
  13     0.1000     0.8770    73.5020     1.8469    54.4100   144.2933
  14     0.1000     0.8153    75.2780     1.3977    61.9400   144.1125
  15     0.1000     0.7566    76.7860     1.7050    58.5000   144.1895
  16     0.1000     0.7019    78.3740     1.5602    60.5400   144.1686
  17     0.1000     0.6480    79.8000     1.7987    57.7500   144.1727
  18     0.1000     0.5942    81.6420     1.4254    64.3400   144.1422
  19     0.1000     0.5574    82.6220     1.4438    64.5400   144.1320
  20     0.1000     0.5127    83.6160     1.5489    61.1200   144.1897
  21     0.1000     0.4713    85.0620     1.7845    60.7700   144.1853
  22     0.1000     0.4327    86.2940     1.5961    63.7700   144.1745
  23     0.1000     0.4013    87.1740     1.6868    62.5600   144.1216
  24     0.1000     0.3634    88.2940     1.5646    64.8800   144.2022
  25     0.1000     0.3334    89.3240     1.4262    66.8100   144.2907
  26     0.1000     0.3051    90.3220     1.5262    65.0100   144.0996
  27     0.1000     0.2809    90.9580     1.3914    67.9100   144.1858
  28     0.1000     0.2515    92.0400     1.5834    65.5300   144.1346
  29     0.1000     0.2345    92.4720     2.0225    62.0400   144.0976
  30     0.1000     0.2179    93.0180     1.7314    64.6800   144.1666
  31     0.1000     0.1941    93.8280     2.2355    60.8400   144.1696
  32     0.1000     0.1695    94.6540     1.8585    64.6000   144.2805
  33     0.1000     0.1523    95.2280     1.6533    67.2600   144.1585
  34     0.1000     0.1464    95.4680     1.7398    67.3700   144.2458
  35     0.1000     0.1396    95.5660     1.4980    69.2700   144.1220
  36     0.1000     0.1161    96.4340     1.3392    71.6000   144.1212
  37     0.1000     0.1043    96.7120     1.6074    68.6300   144.1600
  38     0.1000     0.1074    96.6260     1.6491    68.6600   144.1242
  39     0.1000     0.0959    97.0220     1.8490    67.5300   144.1440
  40     0.1000     0.0893    97.3040     1.6875    69.2700   144.1486
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
  41     0.1000     0.0735    97.8400     1.4526    71.3000   144.1173
  42     0.1000     0.0691    98.0080     1.5274    70.7000   144.1836
  43     0.1000     0.0709    97.9080     1.6950    68.7400   144.2402
  44     0.1000     0.0579    98.3060     1.4935    71.7800   144.1688
  45     0.1000     0.0641    98.0880     1.5863    70.9600   144.2285
  46     0.1000     0.0546    98.4480     1.8207    68.8700   144.2251
  47     0.1000     0.0440    98.7860     1.5734    71.6800   144.1800
  48     0.1000     0.0381    98.9440     1.7517    70.0000   144.1823
  49     0.1000     0.0420    98.8220     1.5761    71.1900   144.2054
  50     0.1000     0.0312    99.2220     1.6068    71.7100   144.1201
  51     0.1000     0.0287    99.2860     1.6111    71.9900   144.2178
  52     0.1000     0.0310    99.1760     1.4920    72.8800   144.1192
  53     0.1000     0.0287    99.2380     1.5826    72.3500   144.0935
  54     0.1000     0.0326    99.0600     1.4864    72.1700   144.2493
  55     0.1000     0.0302    99.1920     1.5056    73.2500   144.3038
  56     0.1000     0.0328    99.0920     1.5726    71.8700   144.2516
  57     0.1000     0.0286    99.2360     1.5276    72.2600   144.1970
  58     0.1000     0.0225    99.4580     1.4675    73.8900   144.1999
  59     0.1000     0.0189    99.5760     1.6272    72.0000   144.1909
  60     0.1000     0.0198    99.5180     1.4916    74.1100   144.1996
  61     0.1000     0.0207    99.4420     1.6816    72.6500   144.1114
  62     0.1000     0.0244    99.3220     1.5606    73.3400   144.2136
  63     0.1000     0.0278    99.2060     1.6221    72.8300   144.2590
  64     0.1000     0.0179    99.5740     1.4657    74.5000   144.2770
  65     0.1000     0.0175    99.5680     1.4659    74.5300   144.1369
  66     0.1000     0.0195    99.5020     1.5293    73.9800   144.0626
  67     0.1000     0.0253    99.2620     1.6613    72.7000   144.1277
  68     0.1000     0.0173    99.5680     1.5527    73.9800   144.0759
  69     0.1000     0.0136    99.6900     1.5191    73.9700   144.1341
  70     0.1000     0.0110    99.7440     1.6348    72.8400   144.1754
  71     0.1000     0.0114    99.7240     1.4462    74.9800   144.2380
  72     0.1000     0.0090    99.7860     1.5912    73.8200   144.2196
  73     0.1000     0.0089    99.8100     1.5171    74.5100   144.2017
  74     0.1000     0.0081    99.8360     1.4864    74.4700   144.1426
  75     0.1000     0.0090    99.7680     1.4853    75.0100   144.2216
  76     0.1000     0.0060    99.8700     1.5195    74.9600   144.1381
  77     0.1000     0.0059    99.8880     1.4795    74.9200   144.0719
  78     0.1000     0.0060    99.8620     1.4897    75.2500   144.0852
  79     0.1000     0.0046    99.9060     1.4931    75.4400   144.3343
  80     0.1000     0.0049    99.8920     1.4781    75.2100   144.3214
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
  81     0.1000     0.0034    99.9280     1.4646    75.8900   144.1248
  82     0.1000     0.0042    99.9000     1.5077    75.3200   144.0972
  83     0.1000     0.0041    99.9140     1.4731    75.7100   144.0962
  84     0.1000     0.0036    99.9360     1.5020    75.6300   144.2387
  85     0.1000     0.0029    99.9500     1.4824    75.5500   144.1361
  86     0.1000     0.0027    99.9540     1.4766    75.9700   144.0839
  87     0.1000     0.0028    99.9360     1.4843    75.8800   144.1012
  88     0.1000     0.0018    99.9680     1.4834    76.2900   144.1251
  89     0.1000     0.0015    99.9680     1.4722    75.9000   144.0960
  90     0.1000     0.0013    99.9680     1.4619    75.9700   144.2887
  91     0.1000     0.0021    99.9500     1.4956    75.7400   144.2187
  92     0.1000     0.0019    99.9460     1.4965    75.9600   144.1329
  93     0.1000     0.0020    99.9540     1.5056    75.6400   144.1421
  94     0.1000     0.0016    99.9720     1.5085    76.1200   144.1589
  95     0.1000     0.0012    99.9740     1.4929    75.9700   144.1119
  96     0.1000     0.0013    99.9640     1.4944    76.0500   144.1576
  97     0.1000     0.0014    99.9640     1.7194    74.0000   144.1528
  98     0.1000     0.0017    99.9560     1.5299    75.8500   144.1233
  99     0.1000     0.0011    99.9780     1.4906    76.0200   144.4167
 100     0.1000     0.0011    99.9680     1.4706    76.0400   144.2862
 101     0.0988     0.0014    99.9680     1.4926    76.1000   144.2023
 102     0.0975     0.0012    99.9640     1.4993    75.9100   144.2051
 103     0.0963     0.0011    99.9680     1.4878    76.0200   144.1548
 104     0.0950     0.0010    99.9720     1.4898    76.2300   144.1057
 105     0.0938     0.0013    99.9600     1.4714    76.5300   144.1927
 106     0.0926     0.0009    99.9780     1.4718    76.4800   144.1745
 107     0.0913     0.0009    99.9740     1.4817    76.2400   144.2241
 108     0.0901     0.0009    99.9720     1.4716    76.3800   144.1388
 109     0.0889     0.0010    99.9680     1.4836    76.3500   144.1450
 110     0.0876     0.0010    99.9640     1.4737    76.3600   144.1482
 111     0.0864     0.0011    99.9660     1.4885    76.2900   144.1351
 112     0.0852     0.0008    99.9780     1.5028    76.1600   144.3379
 113     0.0839     0.0007    99.9800     1.5029    76.4100   144.2852
 114     0.0827     0.0007    99.9800     1.4907    76.2800   144.2992
 115     0.0814     0.0008    99.9720     1.4984    76.3800   144.2175
 116     0.0802     0.0007    99.9780     1.4879    76.4000   144.1020
 117     0.0790     0.0007    99.9720     1.4891    76.4500   144.1488
 118     0.0777     0.0007    99.9820     1.4931    76.2800   144.1292
 119     0.0765     0.0007    99.9720     1.4723    76.4300   144.2052
 120     0.0753     0.0007    99.9740     1.4849    76.4300   144.3735
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
 121     0.0740     0.0006    99.9820     1.4836    76.4800   144.1899
 122     0.0728     0.0007    99.9720     1.4790    76.5400   144.1366
 123     0.0715     0.0006    99.9780     1.4921    76.4200   144.1516
 124     0.0703     0.0007    99.9780     1.4977    76.3300   144.1742
 125     0.0691     0.0005    99.9800     1.4973    76.5300   144.1461
 126     0.0678     0.0006    99.9780     1.4880    76.6600   144.1117
 127     0.0666     0.0006    99.9760     1.4810    76.5800   144.1304
 128     0.0654     0.0006    99.9840     1.4851    76.6600   144.1646
 129     0.0641     0.0005    99.9800     1.4850    76.4500   144.1526
 130     0.0629     0.0006    99.9740     1.4888    76.4600   144.1072
 131     0.0616     0.0005    99.9760     1.4821    76.5400   144.1199
 132     0.0604     0.0005    99.9760     1.4977    76.5800   144.1052
 133     0.0592     0.0005    99.9780     1.4860    76.4300   144.1154
 134     0.0579     0.0005    99.9780     1.5039    76.4900   144.1514
 135     0.0567     0.0005    99.9780     1.4891    76.6400   144.2706
 136     0.0554     0.0005    99.9780     1.4842    76.5400   144.1016
 137     0.0542     0.0006    99.9760     1.4832    76.6100   144.0791
 138     0.0530     0.0005    99.9800     1.4892    76.5800   144.0631
 139     0.0517     0.0005    99.9820     1.4977    76.5900   144.1393
 140     0.0505     0.0005    99.9800     1.4918    76.4800   144.1581
 141     0.0493     0.0005    99.9780     1.5061    76.5500   144.2018
 142     0.0480     0.0005    99.9760     1.4926    76.4700   144.1883
 143     0.0468     0.0006    99.9700     1.4892    76.3400   144.0899
 144     0.0456     0.0005    99.9820     1.4915    76.3900   144.1013
 145     0.0443     0.0005    99.9740     1.4927    76.4500   144.2337
 146     0.0431     0.0005    99.9720     1.4903    76.5700   144.1955
 147     0.0418     0.0005    99.9760     1.5082    76.4500   144.3001
 148     0.0406     0.0005    99.9800     1.4954    76.5000   144.2525
 149     0.0394     0.0005    99.9680     1.4996    76.5000   144.1721
 150     0.0381     0.0005    99.9740     1.4936    76.2900   144.1518
 151     0.0369     0.0004    99.9840     1.4871    76.5000   144.1731
 152     0.0357     0.0005    99.9760     1.4860    76.4400   144.1109
 153     0.0344     0.0005    99.9740     1.4911    76.4600   144.2470
 154     0.0332     0.0005    99.9760     1.4946    76.5600   144.1289
 155     0.0319     0.0005    99.9740     1.4856    76.6300   144.1403
 156     0.0307     0.0005    99.9740     1.4792    76.5900   144.0787
 157     0.0295     0.0005    99.9780     1.4921    76.5200   144.0943
 158     0.0282     0.0005    99.9760     1.5035    76.4700   144.1248
 159     0.0270     0.0005    99.9780     1.4901    76.5800   144.1603
 160     0.0257     0.0005    99.9820     1.4887    76.5100   144.1235
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
 161     0.0245     0.0004    99.9840     1.4874    76.5500   144.2673
 162     0.0233     0.0005    99.9800     1.4892    76.5600   144.1962
 163     0.0220     0.0005    99.9800     1.4819    76.6700   144.1960
 164     0.0208     0.0005    99.9760     1.4973    76.6800   144.1786
 165     0.0196     0.0005    99.9740     1.4811    76.6200   144.0724
 166     0.0183     0.0004    99.9820     1.4940    76.5800   144.1173
 167     0.0171     0.0004    99.9760     1.4902    76.4900   144.1789
 168     0.0159     0.0005    99.9800     1.4883    76.5800   144.1286
 169     0.0146     0.0004    99.9840     1.4780    76.5300   144.1862
 170     0.0134     0.0005    99.9780     1.4930    76.6200   144.1546
 171     0.0121     0.0004    99.9820     1.4926    76.6100   144.1294
 172     0.0109     0.0005    99.9740     1.4953    76.5500   144.2573
 173     0.0097     0.0004    99.9820     1.4893    76.7400   144.1404
 174     0.0084     0.0005    99.9740     1.4894    76.6400   144.1361
 175     0.0072     0.0004    99.9780     1.4980    76.4900   144.1705
 176     0.0060     0.0004    99.9740     1.4928    76.5400   144.1112
 177     0.0047     0.0004    99.9840     1.4861    76.6300   144.1291
 178     0.0035     0.0004    99.9900     1.4837    76.5200   144.1793
 179     0.0022     0.0004    99.9880     1.4944    76.7300   144.2650
 180     0.0010     0.0004    99.9760     1.4896    76.4800   144.1911
 181     0.0010     0.0005    99.9760     1.4838    76.6700   144.3096
 182     0.0010     0.0004    99.9860     1.4903    76.5800   144.1208
 183     0.0010     0.0004    99.9840     1.4682    76.6300   144.1196
 184     0.0010     0.0004    99.9800     1.4825    76.4700   144.1736
 185     0.0010     0.0004    99.9820     1.4921    76.4800   144.1253
 186     0.0010     0.0005    99.9780     1.4879    76.6700   144.2093
 187     0.0010     0.0004    99.9840     1.4838    76.6000   144.1694
 188     0.0010     0.0004    99.9880     1.4871    76.6900   144.1785
 189     0.0010     0.0005    99.9760     1.4859    76.5000   144.1094
 190     0.0010     0.0005    99.9780     1.4775    76.7500   144.1855
 191     0.0010     0.0004    99.9880     1.4999    76.5900   144.2205
 192     0.0010     0.0004    99.9760     1.4779    76.6100   144.1754
 193     0.0010     0.0004    99.9760     1.4923    76.4800   144.2002
 194     0.0010     0.0004    99.9820     1.4797    76.5500   144.1776
 195     0.0010     0.0004    99.9840     1.4889    76.5400   144.2552
 196     0.0010     0.0004    99.9880     1.4813    76.7600   144.2171
 197     0.0010     0.0004    99.9840     1.4926    76.7200   144.1166
 198     0.0010     0.0005    99.9780     1.4945    76.3200   144.1937
 199     0.0010     0.0004    99.9820     1.4894    76.6500   144.1581
 200     0.0010     0.0004    99.9820     1.4872    76.4800   144.1339
