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SGD (
Parameter Group 0
    dampening: 0
    lr: 0.1
    momentum: 0.0
    nesterov: False
    weight_decay: 0.0
)
Resume training from cifar100_save/endpoints/WideResNet28x10-4/sgd/checkpoint-0.pt
total epochs: 200
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
   1     0.1000     1.4369    46.7560     1.6712    43.7400   145.8266
   2     0.1000     0.9044    67.6580     1.2676    61.1400   141.6159
   3     0.1000     0.6830    76.2200     0.9056    70.7500   141.5751
   4     0.1000     0.5553    80.6920     0.8916    73.2400   141.5873
   5     0.1000     0.4724    83.5920     0.8611    73.7900   141.6334
   6     0.1000     0.4144    85.7620     0.5675    80.4800   141.6261
   7     0.1000     0.3674    87.3920     0.4597    85.2100   141.6104
   8     0.1000     0.3329    88.5320     0.6641    80.2800   141.5994
   9     0.1000     0.3003    89.6260     0.5394    83.5800   141.5901
  10     0.1000     0.2703    90.5840     0.5817    83.0000   141.6017
  11     0.1000     0.2464    91.3840     0.4636    85.1600   141.6002
  12     0.1000     0.2252    92.2040     0.5016    84.4700   141.5889
  13     0.1000     0.2082    92.7880     0.4705    86.4900   141.6030
  14     0.1000     0.1901    93.3360     0.4435    86.6900   141.5961
  15     0.1000     0.1723    93.9760     0.5139    85.5000   141.5927
  16     0.1000     0.1620    94.2760     0.4026    88.1100   141.5998
  17     0.1000     0.1415    95.1720     0.3663    88.9300   141.6083
  18     0.1000     0.1386    95.0860     0.8174    80.9700   141.5781
  19     0.1000     0.1265    95.6480     0.4563    87.1800   141.5504
  20     0.1000     0.1166    95.9440     0.6508    84.0000   141.5815
  21     0.1000     0.1069    96.2840     0.4024    88.9300   141.5878
  22     0.1000     0.0966    96.6360     0.4478    88.3500   141.6045
  23     0.1000     0.0916    96.7180     0.4104    89.6500   141.5945
  24     0.1000     0.0843    97.1400     0.5896    85.2000   141.5952
  25     0.1000     0.0800    97.1860     0.4443    88.2200   141.5849
  26     0.1000     0.0724    97.5640     0.4251    89.2500   141.5864
  27     0.1000     0.0688    97.6240     0.4092    89.8000   141.5823
  28     0.1000     0.0620    97.8240     0.4278    89.6500   141.6529
  29     0.1000     0.0558    98.0300     0.3868    90.7100   141.5698
  30     0.1000     0.0534    98.2660     0.3445    91.1800   141.6019
  31     0.1000     0.0553    98.1020     0.4308    89.3700   141.5853
  32     0.1000     0.0508    98.2200     0.3550    91.4100   141.6016
  33     0.1000     0.0451    98.3880     0.4028    90.2300   141.5513
  34     0.1000     0.0415    98.5580     0.4349    90.1400   141.5906
  35     0.1000     0.0375    98.7420     0.4137    90.3200   141.6040
  36     0.1000     0.0405    98.5820     0.4383    90.7300   141.5369
  37     0.1000     0.0365    98.7700     0.3547    91.3900   141.5456
  38     0.1000     0.0303    98.9360     0.3357    92.3900   141.5794
  39     0.1000     0.0297    98.9700     0.4634    90.2800   141.5734
  40     0.1000     0.0271    99.0700     0.4076    91.0400   141.5795
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
  41     0.1000     0.0286    99.0300     0.3895    91.8700   141.5618
  42     0.1000     0.0256    99.1280     0.4063    91.3600   141.5582
  43     0.1000     0.0249    99.1320     0.4709    90.3500   141.5530
  44     0.1000     0.0253    99.1480     0.4382    90.3100   141.5633
  45     0.1000     0.0223    99.2420     0.4653    90.9000   141.5570
  46     0.1000     0.0190    99.3340     0.4015    91.5600   141.5801
  47     0.1000     0.0192    99.3280     0.3795    92.1900   141.5969
  48     0.1000     0.0183    99.4140     0.4218    91.5700   141.5592
  49     0.1000     0.0160    99.4960     0.3915    91.7400   141.5926
  50     0.1000     0.0175    99.3980     0.4045    91.8800   141.5634
  51     0.1000     0.0186    99.3440     0.4442    91.0300   141.5300
  52     0.1000     0.0222    99.2680     0.3800    92.1000   141.5621
  53     0.1000     0.0196    99.3300     0.3447    92.5800   141.5579
  54     0.1000     0.0180    99.4060     0.3712    92.2700   141.5542
  55     0.1000     0.0106    99.6700     0.4305    91.5700   141.5341
  56     0.1000     0.0145    99.5200     0.3341    93.0400   141.5730
  57     0.1000     0.0117    99.6260     0.3843    92.3400   141.5446
  58     0.1000     0.0082    99.7360     0.4294    91.8200   141.5674
  59     0.1000     0.0121    99.6000     0.5176    91.0300   141.5343
  60     0.1000     0.0128    99.5720     0.3571    92.7400   141.5694
  61     0.1000     0.0096    99.6840     0.3763    92.6200   141.5525
  62     0.1000     0.0132    99.5500     0.3633    92.5000   141.5449
  63     0.1000     0.0109    99.6440     0.3762    92.4300   141.5589
  64     0.1000     0.0118    99.6000     0.4383    91.8700   141.5509
  65     0.1000     0.0080    99.7180     0.3612    92.9100   141.5435
  66     0.1000     0.0092    99.7020     0.3743    92.4400   141.5371
  67     0.1000     0.0127    99.5860     0.3888    92.1900   141.5850
  68     0.1000     0.0065    99.8060     0.3590    93.1800   141.5807
  69     0.1000     0.0065    99.8060     0.3828    92.8000   141.5726
  70     0.1000     0.0052    99.8440     0.3516    93.2200   141.5790
  71     0.1000     0.0071    99.7700     0.3897    92.3600   141.5636
  72     0.1000     0.0081    99.7140     0.5747    89.8800   141.5755
  73     0.1000     0.0113    99.6340     0.4077    92.1200   141.5950
  74     0.1000     0.0137    99.5260     0.4216    91.8500   141.5600
  75     0.1000     0.0087    99.7480     0.3544    93.1000   141.5584
  76     0.1000     0.0078    99.7460     0.3472    92.9000   141.5504
  77     0.1000     0.0063    99.8140     0.3952    92.6200   141.5711
  78     0.1000     0.0074    99.7560     0.4140    92.4700   141.5909
  79     0.1000     0.0069    99.7800     0.3824    92.6100   141.5815
  80     0.1000     0.0085    99.7160     0.4718    91.6900   141.6087
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
  81     0.1000     0.0136    99.5340     0.4004    92.4900   141.5664
  82     0.1000     0.0094    99.6860     0.4158    92.4100   141.5683
  83     0.1000     0.0051    99.8580     0.3738    93.0600   141.5707
  84     0.1000     0.0041    99.8900     0.3975    92.7800   141.5315
  85     0.1000     0.0033    99.9100     0.3827    92.8500   141.5894
  86     0.1000     0.0043    99.8600     0.3920    92.8500   141.5516
  87     0.1000     0.0043    99.8640     0.3726    92.9800   141.5471
  88     0.1000     0.0033    99.9000     0.3810    93.1800   141.5765
  89     0.1000     0.0019    99.9540     0.3694    93.2300   141.5905
  90     0.1000     0.0037    99.8840     0.3870    93.2600   141.5389
  91     0.1000     0.0049    99.8520     0.3870    92.9700   141.5904
  92     0.1000     0.0094    99.6900     0.4468    92.3100   141.5576
  93     0.1000     0.0082    99.7320     0.5167    91.3600   141.5803
  94     0.1000     0.0069    99.7840     0.4057    92.8700   141.5900
  95     0.1000     0.0069    99.7940     0.4130    92.7300   141.5880
  96     0.1000     0.0039    99.8800     0.3882    92.8600   141.5693
  97     0.1000     0.0042    99.8860     0.4046    93.1100   141.5669
  98     0.1000     0.0054    99.8220     0.3983    92.7200   141.5974
  99     0.1000     0.0055    99.8100     0.5105    91.4900   141.5875
 100     0.1000     0.0066    99.7860     0.4207    92.3700   141.5732
 101     0.0988     0.0061    99.8220     0.3804    93.3100   141.5522
 102     0.0975     0.0041    99.8680     0.3791    93.3100   141.5847
 103     0.0963     0.0030    99.9160     0.3755    93.2400   141.5900
 104     0.0950     0.0021    99.9420     0.3986    92.9800   141.5398
 105     0.0938     0.0023    99.9380     0.3966    93.1200   141.5786
 106     0.0926     0.0019    99.9540     0.3746    93.5800   141.5743
 107     0.0913     0.0013    99.9720     0.3710    93.2400   141.6135
 108     0.0901     0.0013    99.9740     0.3866    93.5100   141.5885
 109     0.0889     0.0009    99.9820     0.3710    93.4900   141.6014
 110     0.0876     0.0007    99.9880     0.3666    93.6200   141.6032
 111     0.0864     0.0006    99.9920     0.3643    93.8400   141.6332
 112     0.0852     0.0005    99.9900     0.3563    93.7600   141.6054
 113     0.0839     0.0003    99.9980     0.3530    93.9200   141.6073
 114     0.0827     0.0004    99.9960     0.3584    93.7500   141.6112
 115     0.0814     0.0003    99.9940     0.3542    93.8300   141.6157
 116     0.0802     0.0003    99.9980     0.3635    93.7200   141.5478
 117     0.0790     0.0003    99.9920     0.3676    93.7700   141.5692
 118     0.0777     0.0003    99.9960     0.3715    93.7200   141.6001
 119     0.0765     0.0006    99.9800     0.3805    93.6400   141.6396
 120     0.0753     0.0004    99.9920     0.3707    93.7700   141.5993
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
 121     0.0740     0.0003    99.9960     0.3648    93.6600   141.6019
 122     0.0728     0.0004    99.9880     0.3729    93.6900   141.6126
 123     0.0715     0.0005    99.9880     0.3668    93.7700   141.6019
 124     0.0703     0.0003    99.9940     0.3662    93.6600   141.6342
 125     0.0691     0.0003    99.9960     0.3614    93.9800   141.6097
 126     0.0678     0.0004    99.9900     0.3663    93.9100   141.6299
 127     0.0666     0.0004    99.9880     0.3651    93.8600   141.5896
 128     0.0654     0.0002    99.9980     0.3684    93.9000   141.6120
 129     0.0641     0.0002   100.0000     0.3673    94.0300   141.6117
 130     0.0629     0.0002    99.9980     0.3704    93.9500   141.6019
 131     0.0616     0.0002    99.9960     0.3641    94.0400   141.6338
 132     0.0604     0.0001   100.0000     0.3656    93.9900   141.6185
 133     0.0592     0.0001   100.0000     0.3675    94.0000   141.5969
 134     0.0579     0.0001   100.0000     0.3631    94.1000   141.5699
 135     0.0567     0.0001   100.0000     0.3699    94.0200   141.6198
 136     0.0554     0.0002    99.9980     0.3620    93.9800   141.5869
 137     0.0542     0.0001   100.0000     0.3578    94.0700   141.5634
 138     0.0530     0.0001   100.0000     0.3592    94.0100   141.5554
 139     0.0517     0.0001    99.9980     0.3539    94.0300   141.5798
 140     0.0505     0.0001   100.0000     0.3562    93.9800   141.5715
 141     0.0493     0.0001   100.0000     0.3604    94.0000   141.6039
 142     0.0480     0.0001   100.0000     0.3556    94.1100   141.5784
 143     0.0468     0.0001   100.0000     0.3586    94.1700   141.5737
 144     0.0456     0.0001   100.0000     0.3586    93.9100   141.5350
 145     0.0443     0.0001    99.9980     0.3554    94.0900   141.5811
 146     0.0431     0.0001   100.0000     0.3585    93.9900   141.5749
 147     0.0418     0.0001   100.0000     0.3578    94.0900   141.5813
 148     0.0406     0.0001    99.9980     0.3511    94.1000   141.5626
 149     0.0394     0.0001    99.9980     0.3584    94.1800   141.5831
 150     0.0381     0.0001   100.0000     0.3606    94.1600   141.5607
 151     0.0369     0.0001   100.0000     0.3627    93.9300   141.5583
 152     0.0357     0.0001    99.9960     0.3617    94.1300   141.5974
 153     0.0344     0.0001   100.0000     0.3620    94.0400   141.5531
 154     0.0332     0.0001   100.0000     0.3601    94.0500   141.5827
 155     0.0319     0.0001   100.0000     0.3585    94.1300   141.5907
 156     0.0307     0.0002    99.9960     0.3593    94.0800   141.6331
 157     0.0295     0.0001   100.0000     0.3578    94.1000   141.5614
 158     0.0282     0.0001   100.0000     0.3601    94.0400   141.6086
 159     0.0270     0.0001   100.0000     0.3653    94.0300   141.5798
 160     0.0257     0.0001    99.9960     0.3613    94.0100   141.5471
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
 161     0.0245     0.0001   100.0000     0.3678    93.9900   141.5727
 162     0.0233     0.0001   100.0000     0.3605    93.9900   141.5790
 163     0.0220     0.0001    99.9980     0.3574    94.0900   141.5511
 164     0.0208     0.0001   100.0000     0.3570    93.9800   141.5732
 165     0.0196     0.0001   100.0000     0.3572    94.1600   141.5907
 166     0.0183     0.0001    99.9980     0.3593    93.9300   141.5440
 167     0.0171     0.0001   100.0000     0.3645    94.1300   141.5647
 168     0.0159     0.0001   100.0000     0.3591    94.0500   141.5671
 169     0.0146     0.0001   100.0000     0.3640    94.0300   141.5732
 170     0.0134     0.0001   100.0000     0.3613    94.0700   141.5584
 171     0.0121     0.0001   100.0000     0.3565    94.0200   141.5627
 172     0.0109     0.0001   100.0000     0.3548    94.1300   141.5589
 173     0.0097     0.0001   100.0000     0.3616    94.0200   141.5862
 174     0.0084     0.0001   100.0000     0.3535    94.1600   141.5809
 175     0.0072     0.0001   100.0000     0.3555    94.1100   141.5312
 176     0.0060     0.0001   100.0000     0.3589    94.1800   141.6313
 177     0.0047     0.0001   100.0000     0.3601    94.0500   141.5936
 178     0.0035     0.0001    99.9980     0.3653    93.9400   141.5735
 179     0.0022     0.0001   100.0000     0.3552    94.1100   141.5567
 180     0.0010     0.0001   100.0000     0.3520    94.1700   141.5953
 181     0.0010     0.0001   100.0000     0.3582    93.8500   141.5612
 182     0.0010     0.0001    99.9960     0.3535    94.0800   141.5736
 183     0.0010     0.0001    99.9980     0.3565    94.0600   141.5375
 184     0.0010     0.0001   100.0000     0.3582    94.0200   141.5876
 185     0.0010     0.0001   100.0000     0.3569    94.0700   141.5719
 186     0.0010     0.0001   100.0000     0.3598    94.1400   141.5883
 187     0.0010     0.0001   100.0000     0.3560    94.1400   141.5570
 188     0.0010     0.0001    99.9980     0.3620    93.9900   141.5785
 189     0.0010     0.0001    99.9980     0.3551    94.0600   141.5817
 190     0.0010     0.0001   100.0000     0.3606    93.9900   141.5697
 191     0.0010     0.0001   100.0000     0.3549    94.1000   141.5681
 192     0.0010     0.0001   100.0000     0.3579    94.1500   141.5441
 193     0.0010     0.0001   100.0000     0.3603    94.0900   141.5692
 194     0.0010     0.0001   100.0000     0.3609    94.1600   141.5889
 195     0.0010     0.0001   100.0000     0.3562    94.1400   141.5822
 196     0.0010     0.0001   100.0000     0.3558    94.1100   141.5760
 197     0.0010     0.0001    99.9980     0.3565    94.1000   141.5614
 198     0.0010     0.0001   100.0000     0.3571    94.1300   141.5692
 199     0.0010     0.0001    99.9980     0.3576    94.1300   141.5799
 200     0.0010     0.0001   100.0000     0.3599    94.0500   141.5692
