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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    12.9220     4.6827     8.7300   145.1735
   2     0.1000     2.9435    25.7880     3.6302    19.3200   141.1744
   3     0.1000     2.4352    35.7620     3.0908    27.4800   141.2704
   4     0.1000     2.0652    43.9440     2.6486    35.6500   141.3326
   5     0.1000     1.7959    50.0480     2.2762    41.4400   141.2986
   6     0.1000     1.5908    54.7620     2.2751    43.8400   141.3233
   7     0.1000     1.4433    58.6960     1.9727    49.1100   141.3361
   8     0.1000     1.3172    61.9480     1.7796    52.9300   141.3803
   9     0.1000     1.2049    65.0380     1.8341    53.4600   141.2921
  10     0.1000     1.1052    67.3460     2.1886    47.3100   141.3339
  11     0.1000     1.0257    69.7260     1.7519    55.4200   141.3358
  12     0.1000     0.9509    71.2980     1.7188    56.7700   141.3285
  13     0.1000     0.8802    73.2500     1.7407    55.4300   141.3301
  14     0.1000     0.8182    75.1880     1.4871    60.3800   141.3339
  15     0.1000     0.7585    76.7720     1.7760    57.8700   141.3490
  16     0.1000     0.7056    78.1640     1.4255    62.3300   141.3716
  17     0.1000     0.6456    80.0360     1.6148    59.4500   141.3738
  18     0.1000     0.5984    81.4560     1.3065    66.0300   141.3549
  19     0.1000     0.5549    82.4660     1.7014    61.0300   141.3358
  20     0.1000     0.5140    83.7900     1.6177    59.9200   141.3334
  21     0.1000     0.4749    84.8640     1.9556    59.0700   141.2963
  22     0.1000     0.4350    86.1300     1.5897    63.4900   141.3104
  23     0.1000     0.3977    87.2580     1.4938    64.9300   141.3103
  24     0.1000     0.3652    88.4320     1.6157    63.3300   141.3232
  25     0.1000     0.3351    89.2760     1.3439    67.7700   141.3331
  26     0.1000     0.3032    90.3040     1.3209    67.6300   141.3365
  27     0.1000     0.2859    90.7360     1.6500    64.2400   141.3313
  28     0.1000     0.2551    91.8100     1.7208    64.7400   141.3065
  29     0.1000     0.2336    92.5680     1.7546    65.1100   141.3256
  30     0.1000     0.2145    93.2360     1.5807    66.3800   141.2996
  31     0.1000     0.1928    93.8460     1.5624    67.6200   141.3289
  32     0.1000     0.1663    94.8080     1.5576    67.6500   141.3089
  33     0.1000     0.1592    94.8480     1.5504    68.5400   141.2842
  34     0.1000     0.1469    95.4000     1.6887    67.4900   141.2862
  35     0.1000     0.1354    95.7840     1.4486    69.3800   141.3089
  36     0.1000     0.1208    96.2700     1.3771    70.6100   141.2548
  37     0.1000     0.1097    96.6340     1.6465    67.5600   141.2978
  38     0.1000     0.0978    97.1420     1.4692    70.0200   141.3221
  39     0.1000     0.0952    97.0740     1.4430    71.2000   141.3056
  40     0.1000     0.0908    97.2280     1.5371    70.9400   141.3241
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
  41     0.1000     0.0771    97.7820     1.4822    71.3000   141.2769
  42     0.1000     0.0767    97.7440     1.6102    70.2800   141.2879
  43     0.1000     0.0684    97.9940     1.4742    71.4900   141.3048
  44     0.1000     0.0555    98.4420     1.6386    71.0600   141.2934
  45     0.1000     0.0598    98.2360     1.5758    71.5100   141.2627
  46     0.1000     0.0532    98.4680     1.6242    71.2300   141.3226
  47     0.1000     0.0481    98.6680     1.5910    71.3200   141.2532
  48     0.1000     0.0450    98.7860     1.7770    70.5800   141.2886
  49     0.1000     0.0446    98.7180     1.5265    72.3300   141.2862
  50     0.1000     0.0309    99.2040     1.6393    72.3300   141.2760
  51     0.1000     0.0328    99.1520     1.6541    71.4700   141.2762
  52     0.1000     0.0319    99.1560     1.6318    71.8800   141.2982
  53     0.1000     0.0352    99.0140     1.6591    71.4900   141.2902
  54     0.1000     0.0370    98.9640     1.4830    72.5100   141.2812
  55     0.1000     0.0301    99.2180     1.5272    72.2400   141.2790
  56     0.1000     0.0286    99.2460     1.6111    72.7600   141.2863
  57     0.1000     0.0279    99.2600     1.6014    71.5400   141.2723
  58     0.1000     0.0216    99.4140     1.6377    72.2900   141.2943
  59     0.1000     0.0208    99.4600     1.4978    73.6700   141.3066
  60     0.1000     0.0269    99.2860     1.8703    70.4100   141.2778
  61     0.1000     0.0363    98.9580     1.5774    72.9600   141.2994
  62     0.1000     0.0286    99.2080     1.5900    72.3200   141.2731
  63     0.1000     0.0194    99.5380     1.5563    73.9500   141.2875
  64     0.1000     0.0145    99.6900     1.5151    74.6000   141.2888
  65     0.1000     0.0179    99.5540     1.5328    73.9000   141.2949
  66     0.1000     0.0179    99.5440     1.5169    74.5600   141.2745
  67     0.1000     0.0165    99.5940     1.5695    73.0800   141.3169
  68     0.1000     0.0149    99.6380     1.6201    73.8600   141.2951
  69     0.1000     0.0146    99.6460     1.6921    72.2100   141.3010
  70     0.1000     0.0187    99.5120     1.5158    74.8400   141.2749
  71     0.1000     0.0119    99.7100     1.5899    74.1900   141.2787
  72     0.1000     0.0120    99.6920     1.5451    74.4700   141.2962
  73     0.1000     0.0090    99.7940     1.6579    74.0900   141.2759
  74     0.1000     0.0099    99.7660     1.5622    74.6900   141.2947
  75     0.1000     0.0105    99.7480     1.5319    74.5700   141.3099
  76     0.1000     0.0052    99.9180     1.5028    75.7300   141.3122
  77     0.1000     0.0046    99.9220     1.4740    75.5800   141.2652
  78     0.1000     0.0044    99.9080     1.4879    75.2100   141.2997
  79     0.1000     0.0042    99.9140     1.5080    75.5400   141.2887
  80     0.1000     0.0049    99.9080     1.5100    75.2400   141.3135
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
  81     0.1000     0.0045    99.9040     1.5340    74.9400   141.2678
  82     0.1000     0.0042    99.9120     1.4751    75.6300   141.2662
  83     0.1000     0.0054    99.8840     1.5387    74.9200   141.2782
  84     0.1000     0.0046    99.9100     1.5125    75.2400   141.3173
  85     0.1000     0.0043    99.9040     1.5478    74.9500   141.2872
  86     0.1000     0.0030    99.9440     1.4910    75.7200   141.2815
  87     0.1000     0.0025    99.9440     1.4810    75.5100   141.2541
  88     0.1000     0.0026    99.9500     1.5012    75.5100   141.2996
  89     0.1000     0.0026    99.9420     1.5390    75.4900   141.2878
  90     0.1000     0.0024    99.9480     1.4878    75.5800   141.3276
  91     0.1000     0.0017    99.9600     1.5002    75.6200   141.2715
  92     0.1000     0.0017    99.9660     1.4848    76.1900   141.3165
  93     0.1000     0.0033    99.9180     1.5897    75.1200   141.3011
  94     0.1000     0.0043    99.9000     1.5326    75.4500   141.3067
  95     0.1000     0.0029    99.9300     1.5106    75.6200   141.3119
  96     0.1000     0.0020    99.9560     1.5226    75.9000   141.3277
  97     0.1000     0.0016    99.9680     1.5106    76.2900   141.3246
  98     0.1000     0.0012    99.9720     1.4908    76.1900   141.3361
  99     0.1000     0.0011    99.9740     1.4897    76.1800   141.3294
 100     0.1000     0.0012    99.9700     1.5049    76.1800   141.2901
 101     0.0988     0.0014    99.9700     1.5139    76.2600   141.3150
 102     0.0975     0.0014    99.9620     1.4931    76.4300   141.3139
 103     0.0963     0.0019    99.9380     1.4892    75.9300   141.3056
 104     0.0950     0.0015    99.9580     1.5097    76.0700   141.3194
 105     0.0938     0.0013    99.9620     1.5009    75.9600   141.2931
 106     0.0926     0.0010    99.9760     1.5048    76.2200   141.3515
 107     0.0913     0.0010    99.9760     1.4988    76.4100   141.3228
 108     0.0901     0.0009    99.9740     1.4916    76.4800   141.3179
 109     0.0889     0.0009    99.9700     1.4913    76.5600   141.2923
 110     0.0876     0.0008    99.9660     1.4851    76.5400   141.2947
 111     0.0864     0.0010    99.9680     1.5020    76.5400   141.3241
 112     0.0852     0.0007    99.9820     1.5084    76.5800   141.3077
 113     0.0839     0.0007    99.9780     1.5007    76.7200   141.3174
 114     0.0827     0.0006    99.9780     1.4916    76.5500   141.3361
 115     0.0814     0.0007    99.9740     1.5012    76.5300   141.3314
 116     0.0802     0.0007    99.9720     1.4860    76.6000   141.3447
 117     0.0790     0.0007    99.9720     1.4957    76.5600   141.3129
 118     0.0777     0.0007    99.9740     1.4913    76.6200   141.3473
 119     0.0765     0.0007    99.9700     1.4752    76.7200   141.3553
 120     0.0753     0.0006    99.9760     1.4921    76.7000   141.3150
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
 121     0.0740     0.0007    99.9780     1.4848    76.6900   141.3747
 122     0.0728     0.0006    99.9760     1.4914    76.5800   141.3274
 123     0.0715     0.0006    99.9780     1.4988    76.6600   141.3420
 124     0.0703     0.0006    99.9780     1.4929    76.6300   141.3450
 125     0.0691     0.0006    99.9800     1.5004    76.6600   141.2887
 126     0.0678     0.0006    99.9800     1.5073    76.6600   141.3337
 127     0.0666     0.0006    99.9740     1.4883    76.5800   141.3427
 128     0.0654     0.0006    99.9820     1.4959    76.6200   141.3321
 129     0.0641     0.0006    99.9740     1.4962    76.6100   141.3375
 130     0.0629     0.0006    99.9720     1.5206    76.5500   141.3263
 131     0.0616     0.0006    99.9720     1.4820    76.5300   141.3445
 132     0.0604     0.0006    99.9760     1.5077    76.7200   141.3935
 133     0.0592     0.0005    99.9780     1.4869    76.6000   141.3247
 134     0.0579     0.0006    99.9740     1.5106    76.5700   141.3487
 135     0.0567     0.0005    99.9780     1.4951    76.6400   141.3320
 136     0.0554     0.0006    99.9740     1.4995    76.5000   141.3392
 137     0.0542     0.0006    99.9780     1.5000    76.5100   141.3345
 138     0.0530     0.0006    99.9780     1.4976    76.4100   141.3035
 139     0.0517     0.0005    99.9860     1.5005    76.7000   141.3231
 140     0.0505     0.0005    99.9800     1.5016    76.5300   141.3648
 141     0.0493     0.0006    99.9720     1.4989    76.5700   141.3313
 142     0.0480     0.0005    99.9820     1.5044    76.5400   141.3568
 143     0.0468     0.0006    99.9700     1.5013    76.5800   141.3531
 144     0.0456     0.0005    99.9820     1.4959    76.5800   141.3487
 145     0.0443     0.0005    99.9740     1.5033    76.5200   141.3877
 146     0.0431     0.0006    99.9780     1.4853    76.6900   141.3381
 147     0.0418     0.0005    99.9780     1.5094    76.6800   141.3585
 148     0.0406     0.0005    99.9760     1.4995    76.8100   141.3526
 149     0.0394     0.0005    99.9720     1.4996    76.6700   141.3492
 150     0.0381     0.0005    99.9700     1.4993    76.5200   141.3534
 151     0.0369     0.0005    99.9800     1.4866    76.6800   141.3220
 152     0.0357     0.0005    99.9800     1.4940    76.6200   141.3635
 153     0.0344     0.0005    99.9780     1.5063    76.6200   141.3521
 154     0.0332     0.0005    99.9800     1.5023    76.7400   141.3493
 155     0.0319     0.0005    99.9760     1.4823    76.8400   141.3713
 156     0.0307     0.0005    99.9800     1.4931    76.6500   141.4515
 157     0.0295     0.0005    99.9760     1.4958    76.7200   141.3188
 158     0.0282     0.0005    99.9760     1.4996    76.7500   141.3426
 159     0.0270     0.0005    99.9760     1.4974    76.6800   141.3206
 160     0.0257     0.0004    99.9780     1.5146    76.6400   141.3479
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
 161     0.0245     0.0004    99.9840     1.4985    76.5800   141.3763
 162     0.0233     0.0004    99.9780     1.4984    76.7100   141.4429
 163     0.0220     0.0005    99.9760     1.4924    76.6900   141.3494
 164     0.0208     0.0004    99.9740     1.5059    76.6900   141.3633
 165     0.0196     0.0005    99.9760     1.4893    76.8300   141.3158
 166     0.0183     0.0005    99.9820     1.5057    76.6100   141.3582
 167     0.0171     0.0005    99.9760     1.5009    76.6300   141.3852
 168     0.0159     0.0005    99.9820     1.4965    76.7000   141.3487
 169     0.0146     0.0004    99.9820     1.4862    76.7400   141.3333
 170     0.0134     0.0005    99.9760     1.5013    76.6000   141.3110
 171     0.0121     0.0004    99.9800     1.5030    76.9000   141.3308
 172     0.0109     0.0005    99.9780     1.5003    76.6900   141.3018
 173     0.0097     0.0004    99.9840     1.4952    76.8000   141.3239
 174     0.0084     0.0005    99.9740     1.4889    76.7400   141.3131
 175     0.0072     0.0004    99.9800     1.5009    76.6000   141.4826
 176     0.0060     0.0004    99.9780     1.5009    76.8000   141.2949
 177     0.0047     0.0004    99.9820     1.4979    76.7500   141.3370
 178     0.0035     0.0004    99.9880     1.4996    76.7900   141.3171
 179     0.0022     0.0004    99.9920     1.4937    76.6100   141.3599
 180     0.0010     0.0004    99.9760     1.5015    76.7000   141.3518
 181     0.0010     0.0005    99.9760     1.4987    76.6400   141.3425
 182     0.0010     0.0004    99.9880     1.4952    76.7400   141.3513
 183     0.0010     0.0004    99.9820     1.4813    76.7200   141.3368
 184     0.0010     0.0005    99.9740     1.4892    76.7300   141.3175
 185     0.0010     0.0004    99.9880     1.4967    76.7700   141.3255
 186     0.0010     0.0005    99.9720     1.4865    76.8200   141.3179
 187     0.0010     0.0004    99.9800     1.4921    76.6000   141.3445
 188     0.0010     0.0004    99.9860     1.4947    76.8300   141.3226
 189     0.0010     0.0005    99.9740     1.5026    76.6300   141.3294
 190     0.0010     0.0005    99.9760     1.4944    76.7300   141.3377
 191     0.0010     0.0004    99.9900     1.5137    76.6200   141.3257
 192     0.0010     0.0004    99.9820     1.4955    76.6800   141.3121
 193     0.0010     0.0004    99.9820     1.5015    76.8800   141.3760
 194     0.0010     0.0004    99.9840     1.4899    76.8600   141.3774
 195     0.0010     0.0004    99.9900     1.4951    76.5700   141.3629
 196     0.0010     0.0004    99.9900     1.4973    76.9100   141.3349
 197     0.0010     0.0004    99.9820     1.5062    76.8400   141.3567
 198     0.0010     0.0005    99.9780     1.4996    76.5700   141.3345
 199     0.0010     0.0005    99.9800     1.4998    76.7800   141.3339
 200     0.0010     0.0004    99.9860     1.5006    76.8100   141.3446
