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Resume training from cifar100_save/endpoints/cifar10/WideResNet28x10_fixbatch/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     1.4304    46.8380     1.5578    47.3900   592.8904
   2     0.1000     0.8889    68.4480     1.1084    63.8200   592.7226
   3     0.1000     0.6722    76.7380     0.8600    72.5300   592.7124
   4     0.1000     0.5493    80.8660     1.0679    70.0600   592.6287
   5     0.1000     0.4658    83.9860     0.8103    74.7000   592.7355
   6     0.1000     0.4085    85.9220     0.5327    81.7400   592.6699
   7     0.1000     0.3626    87.4440     0.5864    82.0500   592.6363
   8     0.1000     0.3267    88.5860     0.6394    79.7200   592.6294
   9     0.1000     0.2926    89.8720     0.5002    84.2500   592.6310
  10     0.1000     0.2672    90.8120     0.4922    84.9100   592.6655
  11     0.1000     0.2460    91.5140     0.3642    88.0200   592.6416
  12     0.1000     0.2245    92.1700     0.4928    85.9500   592.6870
  13     0.1000     0.2025    93.0060     0.6859    81.1200   592.6966
  14     0.1000     0.1869    93.5040     0.4058    88.0100   592.7681
  15     0.1000     0.1713    93.9620     0.5255    85.1400   592.6965
  16     0.1000     0.1593    94.4120     0.4916    86.1400   592.6249
  17     0.1000     0.1438    95.0000     0.3300    90.4000   592.6545
  18     0.1000     0.1322    95.3280     0.6440    84.0200   592.7060
  19     0.1000     0.1231    95.7420     0.4278    87.7300   592.6808
  20     0.1000     0.1106    96.0940     0.8768    80.2700   592.7090
  21     0.1000     0.1059    96.2780     1.1138    78.5000   592.6550
  22     0.1000     0.0953    96.6460     0.3289    90.5400   592.7617
  23     0.1000     0.0890    96.8160     0.5157    87.7200   592.7245
  24     0.1000     0.0818    97.1200     0.3792    90.3400   592.6800
  25     0.1000     0.0793    97.1960     0.4225    89.0800   592.7516
  26     0.1000     0.0694    97.6460     0.5130    88.3700   592.7806
  27     0.1000     0.0670    97.6880     0.3448    90.9100   592.6611
  28     0.1000     0.0591    97.9300     0.5591    87.1900   592.6702
  29     0.1000     0.0572    97.9740     0.3302    91.7500   592.7184
  30     0.1000     0.0500    98.2720     0.3578    90.8700   592.7218
  31     0.1000     0.0495    98.2620     0.3930    90.3100   592.6912
  32     0.1000     0.0480    98.3420     0.3637    91.1800   592.6187
  33     0.1000     0.0418    98.5400     0.3542    91.5400   592.6970
  34     0.1000     0.0433    98.5400     0.3530    91.8600   592.6972
  35     0.1000     0.0382    98.6680     0.5582    87.9500   592.6767
  36     0.1000     0.0370    98.7520     0.4440    90.4000   592.6500
  37     0.1000     0.0322    98.9040     0.5380    89.5400   592.7380
  38     0.1000     0.0286    99.0240     0.3583    91.7800   592.6665
  39     0.1000     0.0329    98.8660     0.3793    90.8200   592.6599
  40     0.1000     0.0257    99.1400     0.4691    90.1400   592.6923
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
  41     0.1000     0.0262    99.0860     0.4011    91.7300   592.7134
  42     0.1000     0.0235    99.2080     0.8776    85.8300   592.7271
  43     0.1000     0.0292    98.9740     0.6063    88.8900   592.6544
  44     0.1000     0.0217    99.2660     0.4502    91.0500   592.6583
  45     0.1000     0.0191    99.3580     0.4011    91.6600   592.6702
  46     0.1000     0.0222    99.2480     0.4138    91.5800   592.6278
  47     0.1000     0.0227    99.2100     0.4094    91.7700   592.7087
  48     0.1000     0.0147    99.5360     0.3837    91.8300   592.7112
  49     0.1000     0.0187    99.4140     0.3876    91.9700   592.6839
  50     0.1000     0.0183    99.3860     0.3461    92.5500   592.7313
  51     0.1000     0.0217    99.2840     0.3947    91.7600   592.6357
  52     0.1000     0.0155    99.5160     0.3505    92.5400   592.6846
  53     0.1000     0.0131    99.5760     0.3674    92.4100   592.7325
  54     0.1000     0.0148    99.5340     0.3883    91.9800   592.6790
  55     0.1000     0.0130    99.5740     0.3479    92.7900   592.6607
  56     0.1000     0.0155    99.4840     0.3499    92.4300   592.6792
  57     0.1000     0.0126    99.5780     0.4114    92.3100   592.6334
  58     0.1000     0.0130    99.5740     0.4376    91.7200   592.6537
  59     0.1000     0.0127    99.5920     0.3960    92.3600   592.7205
  60     0.1000     0.0126    99.5900     0.3640    92.6800   592.6968
  61     0.1000     0.0124    99.5960     0.3704    92.8200   592.6558
  62     0.1000     0.0147    99.5320     0.3905    92.5100   592.6575
  63     0.1000     0.0128    99.5920     0.3654    92.6300   592.6667
  64     0.1000     0.0112    99.6260     0.3835    92.7500   592.7186
  65     0.1000     0.0116    99.6040     0.4307    92.2400   592.7213
  66     0.1000     0.0130    99.5660     0.3955    92.5100   592.7418
  67     0.1000     0.0112    99.6520     0.3743    93.0000   592.6923
  68     0.1000     0.0089    99.7100     0.4148    92.4900   592.6925
  69     0.1000     0.0086    99.7220     0.3831    92.8300   592.6618
  70     0.1000     0.0068    99.8300     0.3687    93.1100   592.6165
  71     0.1000     0.0047    99.8680     0.3658    93.0200   592.6849
  72     0.1000     0.0055    99.8320     0.3764    92.9800   592.7172
  73     0.1000     0.0098    99.6660     0.3793    92.8700   592.7703
  74     0.1000     0.0111    99.6080     0.4307    92.5800   592.7041
  75     0.1000     0.0095    99.6820     0.3597    93.0900   592.6928
  76     0.1000     0.0059    99.8220     0.3576    93.5800   592.6432
  77     0.1000     0.0038    99.8940     0.3870    93.0300   592.6535
  78     0.1000     0.0099    99.6880     0.4084    92.7300   592.7435
  79     0.1000     0.0052    99.8520     0.4301    92.5500   592.7241
  80     0.1000     0.0064    99.7840     0.3594    93.3200   592.6805
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
  81     0.1000     0.0071    99.7560     0.3940    92.7200   592.7118
  82     0.1000     0.0058    99.7980     0.3963    92.9900   592.6994
  83     0.1000     0.0074    99.7560     0.4178    92.4900   592.6982
  84     0.1000     0.0092    99.7160     0.3865    92.8500   592.6304
  85     0.1000     0.0053    99.8380     0.3838    93.2800   592.6762
  86     0.1000     0.0089    99.6900     0.4528    92.2500   592.6358
  87     0.1000     0.0057    99.8400     0.3851    93.0700   592.7276
  88     0.1000     0.0050    99.8420     0.3818    93.3300   592.6982
  89     0.1000     0.0071    99.7880     0.4137    92.6600   592.7019
  90     0.1000     0.0047    99.8440     0.4056    93.2700   592.6627
  91     0.1000     0.0027    99.9360     0.3542    93.7300   592.6817
  92     0.1000     0.0039    99.8660     0.4616    92.1200   592.6902
  93     0.1000     0.0043    99.8740     0.4003    92.9000   592.6394
  94     0.1000     0.0039    99.8800     0.4465    92.6500   592.6852
  95     0.1000     0.0047    99.8540     0.3937    92.9400   592.6974
  96     0.1000     0.0048    99.8400     0.4265    92.4000   592.7098
  97     0.1000     0.0045    99.8780     0.4529    92.4500   592.6675
  98     0.1000     0.0046    99.8560     0.4122    93.0000   592.7282
  99     0.1000     0.0035    99.8880     0.3971    93.2200   592.6988
 100     0.1000     0.0034    99.8860     0.4774    92.4300   592.7314
 101     0.0988     0.0038    99.8840     0.3873    93.5000   592.6659
 102     0.0975     0.0017    99.9600     0.3812    93.3800   592.7051
 103     0.0963     0.0016    99.9680     0.3718    93.4900   592.6553
 104     0.0950     0.0032    99.8880     0.4053    93.1200   592.6992
 105     0.0938     0.0040    99.8900     0.3737    93.6300   592.7029
 106     0.0926     0.0029    99.8960     0.4000    93.4100   592.6716
 107     0.0913     0.0018    99.9540     0.3656    93.6000   592.6285
 108     0.0901     0.0013    99.9700     0.3854    93.1500   592.6640
 109     0.0889     0.0010    99.9840     0.3702    93.7000   592.6930
 110     0.0876     0.0018    99.9420     0.5987    91.7900   592.7204
 111     0.0864     0.0016    99.9620     0.3770    93.8500   592.6692
 112     0.0852     0.0012    99.9720     0.3808    93.7200   592.6776
 113     0.0839     0.0012    99.9680     0.3942    93.5600   592.6866
 114     0.0827     0.0008    99.9880     0.3742    93.8100   592.7042
 115     0.0814     0.0008    99.9820     0.4129    93.3800   592.7193
 116     0.0802     0.0009    99.9800     0.3786    93.8500   592.7311
 117     0.0790     0.0004   100.0000     0.3776    93.7900   592.6465
 118     0.0777     0.0006    99.9840     0.3898    93.7700   592.6664
 119     0.0765     0.0004    99.9960     0.3800    94.0200   592.6702
 120     0.0753     0.0004    99.9920     0.3826    93.7400   592.7084
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
 121     0.0740     0.0004    99.9920     0.3731    93.9900   592.7474
 122     0.0728     0.0002    99.9980     0.3744    94.0400   592.6658
 123     0.0715     0.0002    99.9980     0.3716    93.9500   592.6651
 124     0.0703     0.0002   100.0000     0.3807    93.9800   592.6717
 125     0.0691     0.0002   100.0000     0.3796    94.1400   592.6962
 126     0.0678     0.0002    99.9960     0.3790    94.0300   592.7763
 127     0.0666     0.0004    99.9880     0.3737    93.9800   592.6676
 128     0.0654     0.0002    99.9980     0.3776    93.9000   592.7171
 129     0.0641     0.0002    99.9980     0.3806    93.9100   592.6979
 130     0.0629     0.0001    99.9980     0.3789    94.0600   592.6937
 131     0.0616     0.0002   100.0000     0.3701    94.0000   592.7236
 132     0.0604     0.0001   100.0000     0.3752    93.9600   592.6594
 133     0.0592     0.0001   100.0000     0.3784    93.9100   592.7019
 134     0.0579     0.0002    99.9960     0.3769    94.0300   592.6216
 135     0.0567     0.0001   100.0000     0.3745    93.9300   592.6403
 136     0.0554     0.0001   100.0000     0.3706    94.1700   592.6911
 137     0.0542     0.0001   100.0000     0.3707    94.0400   592.6517
 138     0.0530     0.0001   100.0000     0.3747    94.1400   592.7283
 139     0.0517     0.0001   100.0000     0.3650    94.2200   592.7615
 140     0.0505     0.0001    99.9980     0.3707    94.1000   592.7048
 141     0.0493     0.0001   100.0000     0.3708    94.1100   592.6889
 142     0.0480     0.0001   100.0000     0.3700    94.0700   592.6927
 143     0.0468     0.0001   100.0000     0.3827    94.0600   592.6553
 144     0.0456     0.0001   100.0000     0.3770    94.0100   592.3407
 145     0.0443     0.0001   100.0000     0.3717    94.0400   592.2607
 146     0.0431     0.0001   100.0000     0.3699    94.0900   592.2157
 147     0.0418     0.0001   100.0000     0.3681    94.2000   592.2331
 148     0.0406     0.0001   100.0000     0.3713    94.1600   592.2185
 149     0.0394     0.0001    99.9980     0.3791    94.0400   592.2138
 150     0.0381     0.0001   100.0000     0.3764    94.1400   592.2571
 151     0.0369     0.0001    99.9960     0.3825    93.9100   592.2629
 152     0.0357     0.0001   100.0000     0.3862    94.0200   592.2572
 153     0.0344     0.0001    99.9980     0.3789    94.0500   592.2097
 154     0.0332     0.0001   100.0000     0.3776    94.0800   592.2396
 155     0.0319     0.0001   100.0000     0.3750    94.1600   592.1753
 156     0.0307     0.0001   100.0000     0.3798    94.1800   592.2529
 157     0.0295     0.0001   100.0000     0.3828    94.1000   592.2208
 158     0.0282     0.0001   100.0000     0.3766    93.9900   592.2480
 159     0.0270     0.0001   100.0000     0.3719    94.1000   592.3089
 160     0.0257     0.0001   100.0000     0.3781    94.1400   592.2556
----  ---------  ---------  ---------  ---------  ---------  ---------
  ep         lr    tr_loss     tr_acc     te_nll     te_acc       time
----  ---------  ---------  ---------  ---------  ---------  ---------
 161     0.0245     0.0001   100.0000     0.3734    94.0300   592.2841
 162     0.0233     0.0001   100.0000     0.3722    94.2200   592.2697
 163     0.0220     0.0001   100.0000     0.3701    94.1600   592.2340
 164     0.0208     0.0000   100.0000     0.3667    94.1400   592.2352
 165     0.0196     0.0001   100.0000     0.3802    94.1000   592.2411
 166     0.0183     0.0001   100.0000     0.3732    94.0800   592.2849
 167     0.0171     0.0001   100.0000     0.3769    94.0200   592.2422
 168     0.0159     0.0000   100.0000     0.3668    94.1300   592.2981
 169     0.0146     0.0001   100.0000     0.3719    94.1300   592.2705
 170     0.0134     0.0000   100.0000     0.3675    94.1800   600.4265
 171     0.0121     0.0001   100.0000     0.3678    94.2800   592.1414
 172     0.0109     0.0000   100.0000     0.3689    94.1600   592.1852
 173     0.0097     0.0000   100.0000     0.3696    94.1800   592.2519
 174     0.0084     0.0001   100.0000     0.3744    94.0900   592.2239
 175     0.0072     0.0000   100.0000     0.3750    94.2000   592.2591
 176     0.0060     0.0000   100.0000     0.3749    94.1700   592.2457
 177     0.0047     0.0001   100.0000     0.3724    94.1700   592.2036
 178     0.0035     0.0001   100.0000     0.3711    94.1500   592.2286
 179     0.0022     0.0001   100.0000     0.3687    94.1900   592.2069
 180     0.0010     0.0001    99.9980     0.3689    94.2700   592.2139
 181     0.0010     0.0001   100.0000     0.3705    94.0700   592.1405
 182     0.0010     0.0000   100.0000     0.3687    94.2200   592.2716
 183     0.0010     0.0001   100.0000     0.3680    94.2900   592.2053
 184     0.0010     0.0000   100.0000     0.3759    94.1200   592.2688
 185     0.0010     0.0000   100.0000     0.3754    94.1500   592.2577
 186     0.0010     0.0000   100.0000     0.3700    94.1000   592.2580
 187     0.0010     0.0000   100.0000     0.3793    94.2000   592.3254
 188     0.0010     0.0001   100.0000     0.3757    94.0000   592.2594
 189     0.0010     0.0000   100.0000     0.3710    94.2100   592.3317
 190     0.0010     0.0001   100.0000     0.3673    94.0600   592.3219
 191     0.0010     0.0000   100.0000     0.3769    94.1400   592.3404
 192     0.0010     0.0000   100.0000     0.3650    94.1800   592.2692
 193     0.0010     0.0001    99.9980     0.3706    94.0500   592.3434
 194     0.0010     0.0000   100.0000     0.3698    94.0700   592.2483
 195     0.0010     0.0000   100.0000     0.3688    94.1300   592.2907
 196     0.0010     0.0001   100.0000     0.3677    94.1800   592.2499
 197     0.0010     0.0000   100.0000     0.3694    94.2000   592.3039
 198     0.0010     0.0001   100.0000     0.3693    94.2400   592.2545
 199     0.0010     0.0000   100.0000     0.3717    94.1300   592.2623
 200     0.0010     0.0000   100.0000     0.3643    94.1700   592.2099
