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Files already downloaded and verified
Resume training from cifar100_save/endpoints/WideResNet28x10_new4/sgd/checkpoint-0.pt
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     3.7152    12.8000     4.3425    10.2200    91.6461
   2     0.1000     2.9503    25.7920     3.8131    16.8600    88.5972
   3     0.1000     2.4383    35.6860     2.9426    28.8300    88.6156
   4     0.1000     2.0653    43.8880     2.5350    37.5600    88.8504
   5     0.1000     1.7932    50.2300     2.2804    41.9500    88.7277
   6     0.1000     1.5904    54.8680     2.3333    43.1800    88.7654
   7     0.1000     1.4450    58.5480     1.8748    50.8500    88.6584
   8     0.1000     1.3195    61.8680     1.8151    52.2100    88.6869
   9     0.1000     1.2075    64.3660     2.0979    50.3700    88.6556
  10     0.1000     1.1094    67.2360     1.9531    50.7000    88.6424
  11     0.1000     1.0276    69.6600     1.8295    54.0700    88.7544
  12     0.1000     0.9537    71.3780     1.7784    56.0800    88.7465
  13     0.1000     0.8816    73.3020     1.8470    54.5300    88.6942
  14     0.1000     0.8225    74.9820     1.4135    62.6900    88.5899
  15     0.1000     0.7596    76.7900     1.7550    58.0800    88.5948
  16     0.1000     0.7058    78.0360     1.6463    59.1200    88.7238
  17     0.1000     0.6525    79.7220     1.6276    59.6000    88.5785
  18     0.1000     0.5990    81.2440     1.4020    65.0200    88.7365
  19     0.1000     0.5576    82.4960     1.5491    62.1600    88.6868
  20     0.1000     0.5226    83.5020     1.5552    60.7900    88.6882
  21     0.1000     0.4699    85.2340     1.7193    61.4700    88.5879
  22     0.1000     0.4369    85.9200     1.5217    63.6800    88.7099
  23     0.1000     0.3977    87.3460     1.3700    66.0100    88.5804
  24     0.1000     0.3634    88.3700     1.5142    65.0200    88.7515
  25     0.1000     0.3411    88.9280     1.3274    68.1300    88.6196
  26     0.1000     0.3034    90.3080     1.4459    67.0000    88.5767
  27     0.1000     0.2820    90.8480     1.6448    64.4800    88.6058
  28     0.1000     0.2539    91.7720     1.5407    65.5400    88.6967
  29     0.1000     0.2319    92.5940     1.6496    65.3700    88.6375
  30     0.1000     0.2232    92.8380     1.6167    66.2900    88.7368
  31     0.1000     0.1938    93.8480     1.5991    67.4600    88.6282
  32     0.1000     0.1789    94.3100     1.7756    64.9900    88.6960
  33     0.1000     0.1555    95.1860     1.5632    68.4900    88.5897
  34     0.1000     0.1427    95.6180     1.8921    65.8600    88.6440
  35     0.1000     0.1302    96.0040     1.8272    64.9500    88.6888
  36     0.1000     0.1188    96.3740     2.0003    63.0000    88.5947
  37     0.1000     0.1119    96.6200     1.6252    69.3000    88.6443
  38     0.1000     0.1012    96.8440     1.5650    68.8300    88.6467
  39     0.1000     0.0918    97.1760     1.7653    67.8100    88.6836
  40     0.1000     0.0878    97.3240     1.9630    65.7900    88.5348
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
  41     0.1000     0.0753    97.7680     1.4387    71.6000    88.5346
  42     0.1000     0.0717    97.8760     1.5072    70.4200    88.5286
  43     0.1000     0.0613    98.1940     1.5944    70.5400    88.4931
  44     0.1000     0.0606    98.2020     1.5020    71.2900    88.7325
  45     0.1000     0.0492    98.6460     1.7796    69.2000    88.5463
  46     0.1000     0.0478    98.6740     1.5480    71.4500    88.4897
  47     0.1000     0.0420    98.9040     1.7227    70.5800    88.5334
  48     0.1000     0.0420    98.8140     1.7312    69.4000    88.5535
  49     0.1000     0.0371    99.0060     1.5828    71.4200    88.5266
  50     0.1000     0.0345    99.1040     1.5372    72.5700    88.5150
  51     0.1000     0.0319    99.1420     1.6003    71.3700    88.6278
  52     0.1000     0.0307    99.1940     1.5418    73.0400    88.5316
  53     0.1000     0.0324    99.1400     1.6109    71.6400    88.6125
  54     0.1000     0.0301    99.1500     1.5886    72.4000    88.5132
  55     0.1000     0.0313    99.1140     1.5285    73.0700    88.5960
  56     0.1000     0.0318    99.1360     1.5360    72.5900    88.5104
  57     0.1000     0.0266    99.2880     1.6518    71.7600    88.4764
  58     0.1000     0.0261    99.2920     1.5112    73.7400    88.5533
  59     0.1000     0.0279    99.2120     1.6115    72.1500    88.6432
  60     0.1000     0.0300    99.1440     1.7605    71.6700    88.5936
  61     0.1000     0.0285    99.1940     1.6356    72.3400    88.5564
  62     0.1000     0.0278    99.2480     1.4939    73.9500    88.5125
  63     0.1000     0.0181    99.5320     1.5341    73.4200    88.4994
  64     0.1000     0.0249    99.3220     1.5381    73.4200    88.7219
  65     0.1000     0.0249    99.2960     1.6290    71.4700    88.5841
  66     0.1000     0.0265    99.2280     1.6560    72.1900    88.4918
  67     0.1000     0.0210    99.4700     1.7849    71.2500    88.5028
  68     0.1000     0.0171    99.5560     1.5320    73.3100    88.4901
  69     0.1000     0.0139    99.6900     1.6534    73.1400    88.5553
  70     0.1000     0.0122    99.7300     1.5173    74.2200    88.5138
  71     0.1000     0.0113    99.7340     1.5120    74.3900    88.4893
  72     0.1000     0.0098    99.7740     1.4933    74.7000    88.5127
  73     0.1000     0.0078    99.8440     1.4992    74.6600    88.5091
  74     0.1000     0.0060    99.8840     1.4851    75.1800    88.5289
  75     0.1000     0.0074    99.8320     1.5075    74.4800    88.5466
  76     0.1000     0.0049    99.9260     1.5536    74.4200    88.4832
  77     0.1000     0.0038    99.9420     1.5105    74.9300    88.4824
  78     0.1000     0.0031    99.9440     1.4690    75.4600    88.5071
  79     0.1000     0.0028    99.9420     1.4918    75.5400    88.6238
  80     0.1000     0.0028    99.9520     1.4546    75.6700    88.8094
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
  81     0.1000     0.0022    99.9580     1.4912    75.2200    88.6628
  82     0.1000     0.0032    99.9280     1.4966    75.3900    88.5654
  83     0.1000     0.0029    99.9440     1.4843    75.4600    88.5735
  84     0.1000     0.0031    99.9340     1.4876    75.7100    88.5592
  85     0.1000     0.0023    99.9520     1.4880    75.5300    88.5505
  86     0.1000     0.0019    99.9560     1.4858    75.7300    88.5798
  87     0.1000     0.0038    99.8960     1.5137    75.5500    88.6393
  88     0.1000     0.0024    99.9580     1.4897    76.1100    88.5017
  89     0.1000     0.0019    99.9540     1.4982    75.9200    88.5694
  90     0.1000     0.0025    99.9380     1.5403    74.9500    88.6965
  91     0.1000     0.0018    99.9620     1.5007    75.6600    88.5123
  92     0.1000     0.0017    99.9660     1.5077    75.2700    88.4643
  93     0.1000     0.0027    99.9280     1.5194    75.1700    88.6470
  94     0.1000     0.0023    99.9520     1.5217    75.5300    88.7214
  95     0.1000     0.0016    99.9640     1.5174    75.5900    88.6415
  96     0.1000     0.0018    99.9600     1.5064    75.6700    88.4898
  97     0.1000     0.0017    99.9620     1.5008    75.8800    88.5491
  98     0.1000     0.0012    99.9700     1.4892    76.0400    88.6724
  99     0.1000     0.0016    99.9580     1.4822    75.8700    88.4746
 100     0.1000     0.0013    99.9680     1.4893    75.7800    88.6275
 101     0.0988     0.0019    99.9520     1.5080    75.6300    88.5546
 102     0.0975     0.0016    99.9640     1.5111    76.0400    88.5499
 103     0.0963     0.0012    99.9700     1.4896    75.9700    88.5937
 104     0.0950     0.0013    99.9680     1.5198    75.7300    88.5607
 105     0.0938     0.0013    99.9620     1.4780    76.1100    88.5424
 106     0.0926     0.0010    99.9740     1.4925    76.2500    88.6849
 107     0.0913     0.0009    99.9720     1.4858    75.9600    88.6284
 108     0.0901     0.0009    99.9720     1.4767    76.1300    88.6156
 109     0.0889     0.0009    99.9720     1.4850    76.4600    88.5832
 110     0.0876     0.0008    99.9720     1.4752    76.3100    88.5758
 111     0.0864     0.0008    99.9720     1.4857    76.2900    88.6353
 112     0.0852     0.0007    99.9800     1.5021    75.9500    88.6819
 113     0.0839     0.0006    99.9780     1.4884    76.0600    88.6756
 114     0.0827     0.0007    99.9760     1.4814    76.0600    88.6484
 115     0.0814     0.0008    99.9740     1.4945    76.2900    88.5157
 116     0.0802     0.0008    99.9740     1.4895    76.2000    88.6418
 117     0.0790     0.0007    99.9700     1.4935    76.2700    88.6458
 118     0.0777     0.0007    99.9760     1.4922    76.4000    88.7312
 119     0.0765     0.0008    99.9720     1.4782    76.2200    88.6085
 120     0.0753     0.0007    99.9720     1.5040    76.3300    88.5836
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
 121     0.0740     0.0007    99.9760     1.4979    76.0400    88.6410
 122     0.0728     0.0007    99.9740     1.4966    76.3300    88.5919
 123     0.0715     0.0006    99.9740     1.4978    76.3100    88.5521
 124     0.0703     0.0006    99.9780     1.4955    76.5000    88.5946
 125     0.0691     0.0006    99.9800     1.5000    76.1200    88.5499
 126     0.0678     0.0006    99.9780     1.4988    76.4600    88.6379
 127     0.0666     0.0006    99.9760     1.4936    76.2400    88.5270
 128     0.0654     0.0006    99.9800     1.4982    76.2300    88.5593
 129     0.0641     0.0005    99.9780     1.4957    76.2600    88.5363
 130     0.0629     0.0006    99.9740     1.5079    76.4600    88.5148
 131     0.0616     0.0006    99.9760     1.4904    76.3700    88.5850
 132     0.0604     0.0006    99.9740     1.5011    75.9500    88.5431
 133     0.0592     0.0005    99.9780     1.4937    76.3200    88.6010
 134     0.0579     0.0006    99.9760     1.5129    76.1600    88.5765
 135     0.0567     0.0005    99.9780     1.4991    76.3300    88.5602
 136     0.0554     0.0006    99.9780     1.4915    76.1500    88.6302
 137     0.0542     0.0005    99.9820     1.4938    76.1800    88.5376
 138     0.0530     0.0005    99.9800     1.4926    76.1400    88.5269
 139     0.0517     0.0005    99.9840     1.5002    76.1800    88.6013
 140     0.0505     0.0005    99.9800     1.4852    76.3000    88.6900
 141     0.0493     0.0005    99.9780     1.5123    76.1900    88.5413
 142     0.0480     0.0005    99.9780     1.5063    76.1000    88.6712
 143     0.0468     0.0005    99.9700     1.4979    76.2200    88.5879
 144     0.0456     0.0005    99.9800     1.4936    76.3100    88.5419
 145     0.0443     0.0006    99.9720     1.5028    76.1700    88.5123
 146     0.0431     0.0006    99.9720     1.4965    76.3200    88.5173
 147     0.0418     0.0005    99.9820     1.5092    76.1900    88.4880
 148     0.0406     0.0005    99.9780     1.5041    76.2500    88.5541
 149     0.0394     0.0005    99.9740     1.5045    76.1600    88.5561
 150     0.0381     0.0005    99.9720     1.5068    76.1700    88.5038
 151     0.0369     0.0004    99.9840     1.4959    76.3300    88.5867
 152     0.0357     0.0005    99.9780     1.4951    76.2000    88.6162
 153     0.0344     0.0005    99.9760     1.5087    76.2500    88.5585
 154     0.0332     0.0005    99.9740     1.4998    76.4600    88.5835
 155     0.0319     0.0005    99.9760     1.4968    76.4400    88.6235
 156     0.0307     0.0005    99.9800     1.4892    76.4000    88.5250
 157     0.0295     0.0005    99.9740     1.4970    76.4500    88.5450
 158     0.0282     0.0005    99.9760     1.5020    76.1300    88.5366
 159     0.0270     0.0005    99.9780     1.4996    76.4800    88.5154
 160     0.0257     0.0004    99.9860     1.5034    76.3900    88.5562
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
 161     0.0245     0.0004    99.9840     1.5013    76.4000    88.5489
 162     0.0233     0.0004    99.9800     1.4914    76.4400    88.6921
 163     0.0220     0.0005    99.9780     1.4919    76.3900    88.4553
 164     0.0208     0.0005    99.9740     1.5100    76.2600    88.6332
 165     0.0196     0.0005    99.9760     1.4936    76.5900    88.5391
 166     0.0183     0.0004    99.9840     1.4962    76.4000    88.4773
 167     0.0171     0.0005    99.9740     1.4972    76.4900    88.6453
 168     0.0159     0.0004    99.9800     1.4903    76.4600    88.6223
 169     0.0146     0.0005    99.9800     1.4728    76.4800    88.5434
 170     0.0134     0.0005    99.9820     1.4924    76.4600    88.6416
 171     0.0121     0.0004    99.9820     1.5021    76.5400    88.5165
 172     0.0109     0.0005    99.9780     1.5025    76.3600    88.6211
 173     0.0097     0.0004    99.9820     1.4925    76.5500    88.6734
 174     0.0084     0.0005    99.9740     1.4840    76.4800    88.5730
 175     0.0072     0.0005    99.9760     1.4951    76.5000    88.5523
 176     0.0060     0.0004    99.9760     1.4951    76.5100    88.5461
 177     0.0047     0.0004    99.9820     1.4951    76.5000    88.5274
 178     0.0035     0.0004    99.9900     1.4865    76.4200    88.6434
 179     0.0022     0.0004    99.9820     1.4937    76.5400    88.4952
 180     0.0010     0.0005    99.9760     1.5017    76.4000    88.5483
 181     0.0010     0.0005    99.9780     1.4917    76.4300    88.6750
 182     0.0010     0.0004    99.9840     1.4902    76.4300    88.6046
 183     0.0010     0.0004    99.9780     1.4723    76.5200    88.6084
 184     0.0010     0.0004    99.9840     1.4848    76.5200    88.6138
 185     0.0010     0.0004    99.9840     1.5056    76.4200    88.5017
 186     0.0010     0.0005    99.9760     1.4849    76.4500    88.4965
 187     0.0010     0.0004    99.9820     1.4918    76.4600    88.6605
 188     0.0010     0.0004    99.9820     1.4919    76.5300    88.6147
 189     0.0010     0.0005    99.9760     1.4903    76.5100    88.5706
 190     0.0010     0.0005    99.9760     1.4840    76.5400    88.5135
 191     0.0010     0.0004    99.9860     1.5024    76.4300    88.6325
 192     0.0010     0.0005    99.9800     1.4902    76.3700    88.5120
 193     0.0010     0.0004    99.9760     1.4952    76.6500    88.6600
 194     0.0010     0.0004    99.9840     1.4872    76.5400    88.5986
 195     0.0010     0.0004    99.9860     1.4906    76.4100    88.7430
 196     0.0010     0.0004    99.9840     1.4892    76.5600    88.6147
 197     0.0010     0.0004    99.9780     1.5067    76.4800    88.6507
 198     0.0010     0.0005    99.9760     1.5023    76.3400    88.5746
 199     0.0010     0.0005    99.9780     1.5012    76.5200    88.5767
 200     0.0010     0.0004    99.9880     1.4910    76.5900    88.6040
