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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/WideResNet28x10-2/sgd/checkpoint-0.pt
total epochs: 200
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
   1     0.1000     1.4358    46.6800     1.6878    43.1300    90.7082
   2     0.1000     0.9016    67.8280     1.2214    62.2400    88.3862
   3     0.1000     0.6814    76.3880     0.9150    71.7300    88.5536
   4     0.1000     0.5556    80.6820     0.9166    72.1900    88.5365
   5     0.1000     0.4733    83.5060     0.9772    70.7700    88.5573
   6     0.1000     0.4148    85.6740     0.5320    81.7100    88.5420
   7     0.1000     0.3671    87.4020     0.5189    83.3900    88.5266
   8     0.1000     0.3327    88.4600     0.4863    84.1900    88.5358
   9     0.1000     0.2969    89.7080     0.4537    85.6600    88.5573
  10     0.1000     0.2713    90.5580     0.5250    84.2100    88.4888
  11     0.1000     0.2493    91.3560     0.4146    86.9600    88.5363
  12     0.1000     0.2258    92.1440     0.4475    86.4300    88.4988
  13     0.1000     0.2084    92.7640     0.6246    83.2300    88.5114
  14     0.1000     0.1923    93.3000     0.6140    82.7000    88.4989
  15     0.1000     0.1729    94.0500     0.3852    88.1400    88.4735
  16     0.1000     0.1596    94.3060     0.5381    85.7400    88.5130
  17     0.1000     0.1470    94.8840     0.3746    88.8900    88.5107
  18     0.1000     0.1387    95.1640     0.5813    85.1800    88.4875
  19     0.1000     0.1260    95.5540     0.5524    84.9300    88.4322
  20     0.1000     0.1187    95.8500     0.5207    85.8700    88.5064
  21     0.1000     0.1080    96.2680     0.3567    89.9900    88.4905
  22     0.1000     0.0929    96.7600     0.4247    88.6300    88.4703
  23     0.1000     0.0926    96.7980     0.3852    89.8300    88.4957
  24     0.1000     0.0837    97.0820     0.4742    87.5700    88.4170
  25     0.1000     0.0771    97.3320     0.4417    88.7900    88.4731
  26     0.1000     0.0726    97.4440     0.4094    89.9700    88.5082
  27     0.1000     0.0704    97.5160     0.4423    89.5200    88.4947
  28     0.1000     0.0647    97.7880     0.4092    90.1200    88.5136
  29     0.1000     0.0536    98.2180     0.4264    89.8700    88.5042
  30     0.1000     0.0551    98.0900     0.4732    89.2200    88.4875
  31     0.1000     0.0537    98.1880     0.4289    89.7700    88.4904
  32     0.1000     0.0487    98.2920     0.3798    90.9200    88.4939
  33     0.1000     0.0434    98.4980     0.3350    91.6200    88.4832
  34     0.1000     0.0429    98.5300     0.4788    89.6800    88.4751
  35     0.1000     0.0367    98.7500     0.3514    91.8000    88.4677
  36     0.1000     0.0417    98.5660     0.3959    90.9500    88.5027
  37     0.1000     0.0359    98.7140     0.3886    91.0800    88.4587
  38     0.1000     0.0257    99.1040     0.3727    91.7900    88.4071
  39     0.1000     0.0292    98.9720     0.4603    90.0100    88.4287
  40     0.1000     0.0279    99.0460     0.3576    91.7900    88.5046
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
  41     0.1000     0.0279    99.0820     0.3774    91.7200    88.5092
  42     0.1000     0.0281    99.0520     0.4315    91.2300    88.4568
  43     0.1000     0.0270    99.0700     0.4076    90.9100    88.4218
  44     0.1000     0.0237    99.2080     0.3937    91.8100    88.4350
  45     0.1000     0.0191    99.3700     0.3948    91.9300    88.3728
  46     0.1000     0.0202    99.3180     0.3935    91.4700    88.4701
  47     0.1000     0.0175    99.4360     0.3873    91.8900    88.4677
  48     0.1000     0.0230    99.2400     0.5369    89.6700    88.5079
  49     0.1000     0.0163    99.4700     0.3922    92.3800    88.4825
  50     0.1000     0.0196    99.3300     0.3712    92.2400    88.4762
  51     0.1000     0.0195    99.3580     0.4524    91.1600    88.4773
  52     0.1000     0.0184    99.3940     0.3260    93.0700    88.5093
  53     0.1000     0.0162    99.4780     0.3417    93.0500    88.4913
  54     0.1000     0.0131    99.5600     0.3984    92.4700    88.4638
  55     0.1000     0.0140    99.5380     0.4041    91.9100    88.5130
  56     0.1000     0.0181    99.3980     0.4116    91.6200    88.4942
  57     0.1000     0.0181    99.3740     0.4414    91.4100    88.5392
  58     0.1000     0.0171    99.4360     0.4412    91.6500    88.5514
  59     0.1000     0.0159    99.4600     0.3746    92.6500    88.4965
  60     0.1000     0.0114    99.6560     0.4416    91.0600    88.4396
  61     0.1000     0.0145    99.5200     0.4147    92.3700    88.5296
  62     0.1000     0.0096    99.6940     0.3896    92.5800    88.4983
  63     0.1000     0.0095    99.6920     0.3933    92.8000    88.7104
  64     0.1000     0.0110    99.6460     0.3508    92.8600    88.4978
  65     0.1000     0.0104    99.6740     0.4962    91.2800    88.5248
  66     0.1000     0.0081    99.7420     0.3886    92.7400    88.4946
  67     0.1000     0.0067    99.7900     0.3763    92.7700    88.4803
  68     0.1000     0.0084    99.7420     0.3687    93.0100    88.4843
  69     0.1000     0.0084    99.7240     0.3751    92.8100    88.5141
  70     0.1000     0.0071    99.7960     0.3891    92.7700    88.4530
  71     0.1000     0.0050    99.8580     0.4087    92.6800    88.4720
  72     0.1000     0.0058    99.8360     0.4080    92.1500    88.4770
  73     0.1000     0.0058    99.8160     0.3774    93.0600    88.5300
  74     0.1000     0.0073    99.7580     0.3941    92.8700    88.5043
  75     0.1000     0.0074    99.7560     0.3824    92.8800    88.4773
  76     0.1000     0.0053    99.8380     0.3863    93.0600    88.5103
  77     0.1000     0.0088    99.7280     0.4157    92.6800    88.4690
  78     0.1000     0.0097    99.6920     0.4432    91.8000    88.5050
  79     0.1000     0.0124    99.5660     0.4296    92.5200    88.4055
  80     0.1000     0.0098    99.6600     0.4331    92.2200    88.4825
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
  81     0.1000     0.0119    99.6000     0.3749    92.9700    88.5125
  82     0.1000     0.0076    99.7580     0.3505    93.4200    88.4659
  83     0.1000     0.0053    99.8400     0.4375    92.5200    88.4864
  84     0.1000     0.0054    99.8320     0.4056    92.9300    88.4738
  85     0.1000     0.0065    99.8000     0.3836    93.3900    88.4856
  86     0.1000     0.0051    99.8300     0.4081    92.8400    88.4537
  87     0.1000     0.0063    99.8080     0.3977    92.6700    88.5018
  88     0.1000     0.0048    99.8620     0.3533    93.2200    88.4773
  89     0.1000     0.0029    99.9200     0.3701    93.4500    88.5292
  90     0.1000     0.0042    99.8540     0.4013    93.3700    88.4838
  91     0.1000     0.0042    99.8640     0.3937    93.1000    88.4956
  92     0.1000     0.0042    99.8660     0.3792    93.2600    88.4755
  93     0.1000     0.0038    99.8880     0.3850    93.0500    88.5557
  94     0.1000     0.0024    99.9340     0.4008    93.0300    88.5041
  95     0.1000     0.0049    99.8420     0.4452    92.6700    88.5209
  96     0.1000     0.0045    99.8420     0.4561    92.2300    88.4359
  97     0.1000     0.0082    99.7320     0.3923    93.1700    88.4798
  98     0.1000     0.0052    99.8360     0.4010    92.9100    88.5066
  99     0.1000     0.0090    99.7200     0.3965    92.9700    88.5181
 100     0.1000     0.0044    99.8600     0.4000    92.9600    88.4858
 101     0.0988     0.0045    99.8620     0.3615    93.5300    88.4976
 102     0.0975     0.0024    99.9300     0.4009    93.3000    88.4635
 103     0.0963     0.0028    99.9180     0.3850    93.4900    88.5004
 104     0.0950     0.0027    99.9180     0.3781    93.6800    88.4932
 105     0.0938     0.0033    99.9040     0.3692    93.5000    88.5211
 106     0.0926     0.0017    99.9540     0.5117    91.7400    88.5278
 107     0.0913     0.0017    99.9520     0.3788    93.3400    88.4720
 108     0.0901     0.0013    99.9700     0.3640    93.6600    88.4406
 109     0.0889     0.0014    99.9680     0.3787    93.6400    88.4922
 110     0.0876     0.0010    99.9780     0.3677    93.7900    88.5196
 111     0.0864     0.0005    99.9960     0.3805    93.8400    88.5128
 112     0.0852     0.0007    99.9880     0.3737    93.8800    88.5469
 113     0.0839     0.0004    99.9920     0.3621    93.8100    88.4630
 114     0.0827     0.0005    99.9940     0.3659    93.8500    88.4964
 115     0.0814     0.0004    99.9920     0.3656    93.8700    88.5083
 116     0.0802     0.0005    99.9920     0.3688    93.7400    88.5113
 117     0.0790     0.0004    99.9940     0.3644    93.9000    88.5364
 118     0.0777     0.0005    99.9900     0.3676    93.9800    88.5397
 119     0.0765     0.0004    99.9960     0.3588    94.0100    88.5196
 120     0.0753     0.0002    99.9980     0.3457    94.0400    88.5593
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
 121     0.0740     0.0002   100.0000     0.3463    94.0400    88.5395
 122     0.0728     0.0002    99.9960     0.3490    94.0500    88.4876
 123     0.0715     0.0002   100.0000     0.3482    94.0900    88.4781
 124     0.0703     0.0002    99.9980     0.3585    94.1000    88.4951
 125     0.0691     0.0003    99.9940     0.3569    94.1300    88.5158
 126     0.0678     0.0003    99.9980     0.3495    94.3000    88.4697
 127     0.0666     0.0002    99.9960     0.3519    94.1300    88.5379
 128     0.0654     0.0002    99.9960     0.3574    94.1200    88.5064
 129     0.0641     0.0002   100.0000     0.3631    94.1100    88.4657
 130     0.0629     0.0001    99.9980     0.3550    94.2000    88.5347
 131     0.0616     0.0002    99.9980     0.3526    94.2300    88.5210
 132     0.0604     0.0001   100.0000     0.3503    94.2800    88.4745
 133     0.0592     0.0002    99.9960     0.3581    94.1200    88.4930
 134     0.0579     0.0001    99.9980     0.3576    94.0800    88.5082
 135     0.0567     0.0001   100.0000     0.3579    94.1500    88.5220
 136     0.0554     0.0002    99.9920     0.3556    94.0500    88.4935
 137     0.0542     0.0001   100.0000     0.3577    94.1000    88.4911
 138     0.0530     0.0002    99.9960     0.3630    94.1600    88.4822
 139     0.0517     0.0001   100.0000     0.3498    94.1000    88.5142
 140     0.0505     0.0002    99.9980     0.3558    94.2100    88.5720
 141     0.0493     0.0001    99.9980     0.3583    94.0700    88.5588
 142     0.0480     0.0001    99.9980     0.3568    94.1100    88.4823
 143     0.0468     0.0001   100.0000     0.3565    94.0600    88.4342
 144     0.0456     0.0001   100.0000     0.3532    94.1800    88.4402
 145     0.0443     0.0001    99.9980     0.3555    94.2500    88.4883
 146     0.0431     0.0001   100.0000     0.3565    94.2300    88.4703
 147     0.0418     0.0001   100.0000     0.3514    94.2300    88.4913
 148     0.0406     0.0001   100.0000     0.3485    94.2000    88.5254
 149     0.0394     0.0001   100.0000     0.3541    94.2300    88.5174
 150     0.0381     0.0001   100.0000     0.3532    94.1800    88.5407
 151     0.0369     0.0001   100.0000     0.3510    94.2500    88.4909
 152     0.0357     0.0001   100.0000     0.3574    94.2200    88.5040
 153     0.0344     0.0001   100.0000     0.3537    94.1300    88.4917
 154     0.0332     0.0001   100.0000     0.3547    94.2300    88.5776
 155     0.0319     0.0001   100.0000     0.3530    94.1300    88.5303
 156     0.0307     0.0002    99.9980     0.3541    94.2500    88.4891
 157     0.0295     0.0001   100.0000     0.3500    94.2800    88.4834
 158     0.0282     0.0001   100.0000     0.3541    94.1700    88.5205
 159     0.0270     0.0001   100.0000     0.3539    94.1700    88.5611
 160     0.0257     0.0001   100.0000     0.3500    94.2600    88.4939
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
 161     0.0245     0.0001   100.0000     0.3532    94.2500    88.5361
 162     0.0233     0.0001   100.0000     0.3525    94.2800    88.5064
 163     0.0220     0.0001   100.0000     0.3507    94.3800    88.4532
 164     0.0208     0.0001   100.0000     0.3529    94.3100    88.4992
 165     0.0196     0.0001   100.0000     0.3515    94.2600    88.4397
 166     0.0183     0.0001   100.0000     0.3509    94.2300    88.4883
 167     0.0171     0.0001   100.0000     0.3551    94.2500    88.4573
 168     0.0159     0.0001   100.0000     0.3490    94.3200    88.4432
 169     0.0146     0.0001   100.0000     0.3533    94.3600    88.4312
 170     0.0134     0.0001   100.0000     0.3516    94.2400    88.4418
 171     0.0121     0.0001    99.9980     0.3487    94.1700    88.4950
 172     0.0109     0.0001   100.0000     0.3502    94.3100    88.4531
 173     0.0097     0.0001   100.0000     0.3537    94.1100    88.5029
 174     0.0084     0.0001   100.0000     0.3497    94.2100    88.4376
 175     0.0072     0.0000   100.0000     0.3503    94.2300    88.5049
 176     0.0060     0.0001   100.0000     0.3488    94.3000    88.4394
 177     0.0047     0.0001   100.0000     0.3526    94.2900    88.4681
 178     0.0035     0.0001   100.0000     0.3550    94.2900    88.4772
 179     0.0022     0.0001   100.0000     0.3542    94.1800    88.4664
 180     0.0010     0.0001   100.0000     0.3461    94.2700    88.4996
 181     0.0010     0.0001   100.0000     0.3492    94.1800    88.4967
 182     0.0010     0.0001   100.0000     0.3491    94.3900    88.4795
 183     0.0010     0.0001   100.0000     0.3497    94.2700    88.5167
 184     0.0010     0.0001   100.0000     0.3502    94.1900    88.4982
 185     0.0010     0.0001   100.0000     0.3496    94.2000    88.5042
 186     0.0010     0.0001   100.0000     0.3517    94.3400    88.5290
 187     0.0010     0.0001   100.0000     0.3517    94.2800    88.4834
 188     0.0010     0.0001   100.0000     0.3529    94.2100    88.4953
 189     0.0010     0.0001   100.0000     0.3486    94.2100    88.5086
 190     0.0010     0.0001    99.9980     0.3509    94.2000    88.5011
 191     0.0010     0.0001    99.9980     0.3486    94.3200    88.5110
 192     0.0010     0.0001   100.0000     0.3486    94.2500    88.5037
 193     0.0010     0.0001   100.0000     0.3542    94.3300    88.4977
 194     0.0010     0.0001   100.0000     0.3569    94.2500    88.4901
 195     0.0010     0.0001   100.0000     0.3517    94.2500    88.5122
 196     0.0010     0.0001   100.0000     0.3480    94.3700    88.5141
 197     0.0010     0.0001   100.0000     0.3475    94.2300    88.5033
 198     0.0010     0.0001    99.9980     0.3541    94.2800    88.5222
 199     0.0010     0.0001   100.0000     0.3480    94.3000    88.4879
 200     0.0010     0.0001    99.9980     0.3510    94.2700    88.5047
