Cannot reproduce the result for fashion-mnist #9

Atry · 2018-08-02T06:18:19Z

I trained a model for Fashion-MNIST. Unfortunately the performance is not as good as the result reported in the paper.

The best accuracy is 95.8% to me, while the error is 3.65 in the paper when training WRN-28-10 for Fashion-MNIST.

I wonder if the authors can provide the command line argument that used in the paper, so that people (like me) can reproduce the experiment.

$ python fashionmnist.py --dataset fashionmnist --arch wrn --depth 28 --widen-factor 10 --p 0.5
==> Preparing dataset fashionmnist
==> creating model 'wrn'
    Total params: 36.48M
Epoch: [1 | 300] LR: 0.100000
fashionmnist.py:233: UserWarning: invalid index of a 0-dim tensor. This will be an error in PyTorch 0.5. Use tensor.item() to convert a 0-dim tensor to a Python number
  losses.update(loss.data[0], inputs.size(0))
fashionmnist.py:234: UserWarning: invalid index of a 0-dim tensor. This will be an error in PyTorch 0.5. Use tensor.item() to convert a 0-dim tensor to a Python number
  top1.update(prec1[0], inputs.size(0))
fashionmnist.py:235: UserWarning: invalid index of a 0-dim tensor. This will be an error in PyTorch 0.5. Use tensor.item() to convert a 0-dim tensor to a Python number
  top5.update(prec5[0], inputs.size(0))
Processing |################################| (469/469) Data: 0.224s | Batch: 0.243s | Total: 0:01:53 | ETA: 0:00:01 | Loss: 0.7331 | top1:  72.4383 | top5:  98.0533
fashionmnist.py:282: UserWarning: volatile was removed and now has no effect. Use `with torch.no_grad():` instead.
  inputs, targets = torch.autograd.Variable(inputs, volatile=True), torch.autograd.Variable(targets)
fashionmnist.py:290: UserWarning: invalid index of a 0-dim tensor. This will be an error in PyTorch 0.5. Use tensor.item() to convert a 0-dim tensor to a Python number
  losses.update(loss.data[0], inputs.size(0))
fashionmnist.py:291: UserWarning: invalid index of a 0-dim tensor. This will be an error in PyTorch 0.5. Use tensor.item() to convert a 0-dim tensor to a Python number
  top1.update(prec1[0], inputs.size(0))
fashionmnist.py:292: UserWarning: invalid index of a 0-dim tensor. This will be an error in PyTorch 0.5. Use tensor.item() to convert a 0-dim tensor to a Python number
  top5.update(prec5[0], inputs.size(0))
Processing |################################| (100/100) Data: 0.065s | Batch: 0.073s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.4355 | top1:  83.4900 | top5:  99.8300
Epoch: [2 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.4240 | top1:  84.0867 | top5:  99.7117
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.4642 | top1:  82.3600 | top5:  99.6400
Epoch: [3 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.3611 | top1:  86.7067 | top5:  99.8050
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.5624 | top1:  79.2600 | top5:  99.8100
Epoch: [4 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.3359 | top1:  87.7300 | top5:  99.8383
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2716 | top1:  90.0700 | top5:  99.9100
Epoch: [5 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.3178 | top1:  88.3983 | top5:  99.8600
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.3080 | top1:  88.7900 | top5:  99.8800
Epoch: [6 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.3052 | top1:  88.7367 | top5:  99.8583
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.3981 | top1:  85.7300 | top5:  99.8600
Epoch: [7 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2973 | top1:  89.1200 | top5:  99.8800
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2965 | top1:  89.2700 | top5:  99.8800
Epoch: [8 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2941 | top1:  89.3617 | top5:  99.8650
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2543 | top1:  90.7500 | top5:  99.8900
Epoch: [9 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2854 | top1:  89.6750 | top5:  99.8817
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.3036 | top1:  89.0100 | top5:  99.9200
Epoch: [10 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.248s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2895 | top1:  89.5217 | top5:  99.8667
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.2894 | top1:  89.3400 | top5:  99.9100
Epoch: [11 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.248s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2883 | top1:  89.4667 | top5:  99.8717
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.3143 | top1:  87.8700 | top5:  99.9000
Epoch: [12 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.248s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2873 | top1:  89.5983 | top5:  99.8767
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2573 | top1:  90.3800 | top5:  99.9100
Epoch: [13 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.234s | Batch: 0.248s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2782 | top1:  89.8850 | top5:  99.8983
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2432 | top1:  91.3700 | top5:  99.8800
Epoch: [14 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.248s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2713 | top1:  90.1100 | top5:  99.8967
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2748 | top1:  89.7200 | top5:  99.9200
Epoch: [15 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.234s | Batch: 0.248s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2746 | top1:  90.0417 | top5:  99.8850
Processing |################################| (100/100) Data: 0.067s | Batch: 0.070s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.2393 | top1:  91.4200 | top5:  99.9100
Epoch: [16 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.248s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2687 | top1:  90.2517 | top5:  99.8867
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2789 | top1:  90.4100 | top5:  99.8700
Epoch: [17 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.248s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2680 | top1:  90.2883 | top5:  99.9000
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2640 | top1:  90.6800 | top5:  99.9400
Epoch: [18 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.234s | Batch: 0.248s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2677 | top1:  90.3050 | top5:  99.8867
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2770 | top1:  90.3300 | top5:  99.8900
Epoch: [19 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.234s | Batch: 0.248s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2632 | top1:  90.4933 | top5:  99.8883
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2481 | top1:  91.0300 | top5:  99.9100
Epoch: [20 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.248s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2624 | top1:  90.5117 | top5:  99.8883
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2410 | top1:  91.5700 | top5:  99.9300
Epoch: [21 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.248s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2603 | top1:  90.5867 | top5:  99.8967
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2186 | top1:  92.5400 | top5:  99.8800
Epoch: [22 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.248s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2587 | top1:  90.7067 | top5:  99.9000
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2820 | top1:  89.6800 | top5:  99.8900
Epoch: [23 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.248s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2579 | top1:  90.5083 | top5:  99.9150
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.3270 | top1:  88.7400 | top5:  99.8900
Epoch: [24 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.248s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2559 | top1:  90.6717 | top5:  99.9217
Processing |################################| (100/100) Data: 0.065s | Batch: 0.068s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2292 | top1:  91.7100 | top5:  99.9200
Epoch: [25 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.248s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2542 | top1:  90.8333 | top5:  99.9067
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2636 | top1:  90.0100 | top5:  99.9000
Epoch: [26 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.248s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2540 | top1:  90.8933 | top5:  99.9000
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.2247 | top1:  92.0800 | top5:  99.9300
Epoch: [27 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2531 | top1:  90.7483 | top5:  99.9317
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2564 | top1:  90.8900 | top5:  99.9200
Epoch: [28 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2546 | top1:  90.7483 | top5:  99.9117
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.3142 | top1:  89.7200 | top5:  99.9000
Epoch: [29 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2510 | top1:  90.9517 | top5:  99.9183
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.2717 | top1:  90.0200 | top5:  99.9300
Epoch: [30 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2495 | top1:  90.9550 | top5:  99.9183
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2766 | top1:  90.0800 | top5:  99.8900
Epoch: [31 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2529 | top1:  90.8617 | top5:  99.9167
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2128 | top1:  92.3100 | top5:  99.9500
Epoch: [32 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.248s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2469 | top1:  91.1750 | top5:  99.9050
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.4276 | top1:  83.9900 | top5:  99.8600
Epoch: [33 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2478 | top1:  91.0650 | top5:  99.8983
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2393 | top1:  91.3700 | top5:  99.9200
Epoch: [34 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.248s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2454 | top1:  91.0883 | top5:  99.9300
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2477 | top1:  90.9400 | top5:  99.9000
Epoch: [35 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2483 | top1:  90.9550 | top5:  99.9017
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2165 | top1:  92.4300 | top5:  99.9300
Epoch: [36 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2447 | top1:  91.1467 | top5:  99.9133
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.3288 | top1:  88.5500 | top5:  99.8800
Epoch: [37 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2461 | top1:  91.0000 | top5:  99.9233
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2363 | top1:  91.3700 | top5:  99.9000
Epoch: [38 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.248s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2450 | top1:  91.1217 | top5:  99.9167
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.3010 | top1:  88.8600 | top5:  99.9600
Epoch: [39 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2454 | top1:  91.1633 | top5:  99.9300
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2135 | top1:  92.3800 | top5:  99.9600
Epoch: [40 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2489 | top1:  90.9083 | top5:  99.9117
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.3074 | top1:  89.1100 | top5:  99.9200
Epoch: [41 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2484 | top1:  91.0883 | top5:  99.9050
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2024 | top1:  92.9400 | top5:  99.9400
Epoch: [42 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2479 | top1:  91.0250 | top5:  99.9217
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2520 | top1:  91.2400 | top5:  99.9000
Epoch: [43 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2423 | top1:  91.1833 | top5:  99.9317
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2406 | top1:  91.6800 | top5:  99.9600
Epoch: [44 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2446 | top1:  91.1267 | top5:  99.9133
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2616 | top1:  90.8400 | top5:  99.9200
Epoch: [45 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2511 | top1:  90.7767 | top5:  99.9017
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2965 | top1:  89.6300 | top5:  99.8600
Epoch: [46 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2464 | top1:  91.1067 | top5:  99.9117
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2545 | top1:  90.7500 | top5:  99.9100
Epoch: [47 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2419 | top1:  91.3117 | top5:  99.9017
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2284 | top1:  92.0000 | top5:  99.9200
Epoch: [48 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2428 | top1:  91.1717 | top5:  99.9133
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2543 | top1:  90.2500 | top5:  99.9500
Epoch: [49 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2387 | top1:  91.3400 | top5:  99.9167
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2053 | top1:  92.6700 | top5:  99.9600
Epoch: [50 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2416 | top1:  91.1083 | top5:  99.9317
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2301 | top1:  91.9700 | top5:  99.9300
Epoch: [51 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2416 | top1:  91.1983 | top5:  99.9250
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2581 | top1:  90.8400 | top5:  99.9200
Epoch: [52 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2443 | top1:  91.2017 | top5:  99.9083
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2100 | top1:  92.2600 | top5:  99.9200
Epoch: [53 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2414 | top1:  91.2667 | top5:  99.9117
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2372 | top1:  91.6000 | top5:  99.9400
Epoch: [54 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2417 | top1:  91.4067 | top5:  99.9033
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2182 | top1:  92.4000 | top5:  99.9100
Epoch: [55 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2431 | top1:  91.1033 | top5:  99.9267
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2601 | top1:  90.7800 | top5:  99.8900
Epoch: [56 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2433 | top1:  91.2333 | top5:  99.9217
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1988 | top1:  93.0300 | top5:  99.9700
Epoch: [57 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2401 | top1:  91.3783 | top5:  99.9133
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.3386 | top1:  88.7700 | top5:  99.9000
Epoch: [58 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2401 | top1:  91.2800 | top5:  99.9283
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2491 | top1:  90.6900 | top5:  99.9600
Epoch: [59 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2421 | top1:  91.2583 | top5:  99.9217
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2504 | top1:  90.9100 | top5:  99.9200
Epoch: [60 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2402 | top1:  91.3017 | top5:  99.9200
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2381 | top1:  91.4700 | top5:  99.9700
Epoch: [61 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2447 | top1:  91.0817 | top5:  99.9167
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.3353 | top1:  87.9900 | top5:  99.9100
Epoch: [62 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2384 | top1:  91.3983 | top5:  99.9300
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2222 | top1:  92.1000 | top5:  99.9400
Epoch: [63 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2418 | top1:  91.2750 | top5:  99.9150
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2567 | top1:  90.9800 | top5:  99.9100
Epoch: [64 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2372 | top1:  91.4500 | top5:  99.9233
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.2522 | top1:  91.0700 | top5:  99.9500
Epoch: [65 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2399 | top1:  91.2933 | top5:  99.9233
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.3913 | top1:  85.2500 | top5:  99.9400
Epoch: [66 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2389 | top1:  91.2683 | top5:  99.9067
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2375 | top1:  91.9500 | top5:  99.9600
Epoch: [67 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2375 | top1:  91.3700 | top5:  99.9250
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.3387 | top1:  88.0800 | top5:  99.9200
Epoch: [68 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2415 | top1:  91.1967 | top5:  99.9317
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2253 | top1:  91.7100 | top5:  99.9600
Epoch: [69 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2398 | top1:  91.3350 | top5:  99.9267
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2029 | top1:  92.8500 | top5:  99.9600
Epoch: [70 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2391 | top1:  91.2267 | top5:  99.9417
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2420 | top1:  91.4200 | top5:  99.9100
Epoch: [71 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2365 | top1:  91.3500 | top5:  99.9200
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2272 | top1:  91.7900 | top5:  99.9400
Epoch: [72 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2360 | top1:  91.4800 | top5:  99.9233
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2120 | top1:  92.4500 | top5:  99.8900
Epoch: [73 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2383 | top1:  91.3700 | top5:  99.9100
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2247 | top1:  92.1500 | top5:  99.9400
Epoch: [74 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2414 | top1:  91.2567 | top5:  99.9400
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2639 | top1:  90.3600 | top5:  99.9300
Epoch: [75 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2368 | top1:  91.4550 | top5:  99.9267
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.3011 | top1:  89.2600 | top5:  99.8700
Epoch: [76 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2386 | top1:  91.4017 | top5:  99.9133
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2539 | top1:  91.3800 | top5:  99.9000
Epoch: [77 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2393 | top1:  91.3683 | top5:  99.9233
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2681 | top1:  90.2500 | top5:  99.9200
Epoch: [78 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2347 | top1:  91.5383 | top5:  99.9267
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2214 | top1:  92.0800 | top5:  99.9400
Epoch: [79 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2388 | top1:  91.3367 | top5:  99.9283
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2464 | top1:  91.0400 | top5:  99.9800
Epoch: [80 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2378 | top1:  91.3800 | top5:  99.9467
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.2196 | top1:  92.4200 | top5:  99.9400
Epoch: [81 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2417 | top1:  91.2183 | top5:  99.9317
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2716 | top1:  90.6700 | top5:  99.9000
Epoch: [82 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2393 | top1:  91.3300 | top5:  99.9233
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.2639 | top1:  91.2500 | top5:  99.9600
Epoch: [83 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2360 | top1:  91.4417 | top5:  99.9283
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.3231 | top1:  89.4300 | top5:  99.8400
Epoch: [84 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2386 | top1:  91.3150 | top5:  99.9167
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2418 | top1:  91.3000 | top5:  99.9700
Epoch: [85 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2384 | top1:  91.2550 | top5:  99.9350
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.2139 | top1:  92.3100 | top5:  99.9300
Epoch: [86 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2382 | top1:  91.4917 | top5:  99.9400
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2260 | top1:  92.4200 | top5:  99.9200
Epoch: [87 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2361 | top1:  91.4900 | top5:  99.9100
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2359 | top1:  91.3300 | top5:  99.9400
Epoch: [88 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2384 | top1:  91.4567 | top5:  99.9000
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.2621 | top1:  90.7500 | top5:  99.8200
Epoch: [89 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2346 | top1:  91.5283 | top5:  99.9317
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2029 | top1:  92.7100 | top5:  99.9200
Epoch: [90 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2385 | top1:  91.3933 | top5:  99.9183
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2258 | top1:  92.0700 | top5:  99.9500
Epoch: [91 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2342 | top1:  91.4667 | top5:  99.9300
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2749 | top1:  90.5400 | top5:  99.8400
Epoch: [92 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.234s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2368 | top1:  91.4583 | top5:  99.9267
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2636 | top1:  91.0400 | top5:  99.9000
Epoch: [93 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2366 | top1:  91.4250 | top5:  99.9200
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2081 | top1:  92.7800 | top5:  99.9400
Epoch: [94 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2361 | top1:  91.4567 | top5:  99.9300
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.3288 | top1:  88.7100 | top5:  99.9100
Epoch: [95 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2362 | top1:  91.4283 | top5:  99.9300
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2725 | top1:  90.6700 | top5:  99.8800
Epoch: [96 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2387 | top1:  91.3250 | top5:  99.9117
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2274 | top1:  92.0000 | top5:  99.9300
Epoch: [97 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2361 | top1:  91.4533 | top5:  99.9233
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2073 | top1:  92.5200 | top5:  99.9300
Epoch: [98 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2414 | top1:  91.1900 | top5:  99.9100
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2220 | top1:  91.9800 | top5:  99.9400
Epoch: [99 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2412 | top1:  91.2300 | top5:  99.9483
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2427 | top1:  91.4100 | top5:  99.9300
Epoch: [100 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2383 | top1:  91.4100 | top5:  99.9233
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2911 | top1:  89.6300 | top5:  99.8200
Epoch: [101 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2362 | top1:  91.3300 | top5:  99.9250
Processing |################################| (100/100) Data: 0.067s | Batch: 0.070s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.2823 | top1:  91.0000 | top5:  99.9100
Epoch: [102 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2345 | top1:  91.4333 | top5:  99.9233
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2747 | top1:  89.9800 | top5:  99.8100
Epoch: [103 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.248s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2366 | top1:  91.4133 | top5:  99.9333
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2189 | top1:  92.0300 | top5:  99.8800
Epoch: [104 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2351 | top1:  91.4167 | top5:  99.9133
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2445 | top1:  91.1900 | top5:  99.9500
Epoch: [105 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2370 | top1:  91.3267 | top5:  99.9133
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2552 | top1:  90.7900 | top5:  99.9000
Epoch: [106 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2391 | top1:  91.3883 | top5:  99.9267
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.1830 | top1:  93.6300 | top5:  99.9300
Epoch: [107 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2352 | top1:  91.4950 | top5:  99.9133
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2165 | top1:  92.1800 | top5:  99.9400
Epoch: [108 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2380 | top1:  91.4183 | top5:  99.9183
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.3041 | top1:  89.1600 | top5:  99.9100
Epoch: [109 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.248s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2393 | top1:  91.3933 | top5:  99.9233
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2171 | top1:  92.4800 | top5:  99.8800
Epoch: [110 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2357 | top1:  91.4417 | top5:  99.9117
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2399 | top1:  91.2600 | top5:  100.0000
Epoch: [111 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.248s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2369 | top1:  91.4117 | top5:  99.9067
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2501 | top1:  90.9600 | top5:  99.9000
Epoch: [112 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2369 | top1:  91.2967 | top5:  99.9200
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2045 | top1:  92.6100 | top5:  99.9900
Epoch: [113 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.248s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2348 | top1:  91.4950 | top5:  99.9283
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2324 | top1:  91.7700 | top5:  99.9200
Epoch: [114 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:56 | ETA: 0:00:01 | Loss: 0.2385 | top1:  91.3567 | top5:  99.8967
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2325 | top1:  91.3500 | top5:  99.9400
Epoch: [115 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2355 | top1:  91.2417 | top5:  99.9283
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2273 | top1:  91.5300 | top5:  99.9700
Epoch: [116 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2369 | top1:  91.4167 | top5:  99.9150
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2273 | top1:  92.1000 | top5:  99.9600
Epoch: [117 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2378 | top1:  91.3883 | top5:  99.9167
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2416 | top1:  90.8100 | top5:  99.9200
Epoch: [118 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2368 | top1:  91.3700 | top5:  99.9283
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.2143 | top1:  92.0200 | top5:  99.9400
Epoch: [119 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2351 | top1:  91.3817 | top5:  99.9383
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2323 | top1:  91.8100 | top5:  99.9500
Epoch: [120 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2339 | top1:  91.5633 | top5:  99.9183
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2840 | top1:  89.7700 | top5:  99.9400
Epoch: [121 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2344 | top1:  91.5200 | top5:  99.9317
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2427 | top1:  91.0300 | top5:  99.9600
Epoch: [122 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2402 | top1:  91.2400 | top5:  99.9200
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2291 | top1:  92.0900 | top5:  99.9000
Epoch: [123 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2354 | top1:  91.4683 | top5:  99.9167
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2340 | top1:  91.6100 | top5:  99.9500
Epoch: [124 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2343 | top1:  91.5433 | top5:  99.8950
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2932 | top1:  90.0900 | top5:  99.9300
Epoch: [125 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2378 | top1:  91.3633 | top5:  99.9450
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2077 | top1:  92.5700 | top5:  99.9700
Epoch: [126 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2337 | top1:  91.5717 | top5:  99.9167
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2225 | top1:  91.9000 | top5:  99.9400
Epoch: [127 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2350 | top1:  91.4583 | top5:  99.9333
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2306 | top1:  91.5300 | top5:  99.9200
Epoch: [128 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2350 | top1:  91.4283 | top5:  99.9250
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2705 | top1:  90.2500 | top5:  99.9000
Epoch: [129 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2332 | top1:  91.5700 | top5:  99.9267
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2218 | top1:  92.0300 | top5:  99.9300
Epoch: [130 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2386 | top1:  91.3167 | top5:  99.9233
Processing |################################| (100/100) Data: 0.067s | Batch: 0.070s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.2108 | top1:  92.8400 | top5:  99.9600
Epoch: [131 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2321 | top1:  91.6767 | top5:  99.9283
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2593 | top1:  91.0300 | top5:  99.8500
Epoch: [132 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2363 | top1:  91.3567 | top5:  99.9283
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2272 | top1:  91.8700 | top5:  99.8800
Epoch: [133 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2397 | top1:  91.2867 | top5:  99.9100
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2404 | top1:  91.7300 | top5:  99.9300
Epoch: [134 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2352 | top1:  91.5950 | top5:  99.9267
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2118 | top1:  92.1500 | top5:  99.9400
Epoch: [135 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2369 | top1:  91.4733 | top5:  99.9267
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2302 | top1:  92.2100 | top5:  99.9000
Epoch: [136 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2375 | top1:  91.5867 | top5:  99.9167
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2122 | top1:  92.3200 | top5:  99.9200
Epoch: [137 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2366 | top1:  91.4033 | top5:  99.9417
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.3695 | top1:  87.5800 | top5:  99.8900
Epoch: [138 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2329 | top1:  91.5150 | top5:  99.9283
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2554 | top1:  91.3800 | top5:  99.9200
Epoch: [139 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2345 | top1:  91.4283 | top5:  99.9183
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2050 | top1:  92.7200 | top5:  99.9500
Epoch: [140 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2373 | top1:  91.4100 | top5:  99.9200
Processing |################################| (100/100) Data: 0.064s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2427 | top1:  91.8200 | top5:  99.9300
Epoch: [141 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2366 | top1:  91.4500 | top5:  99.9350
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2626 | top1:  90.8700 | top5:  99.9200
Epoch: [142 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2347 | top1:  91.5450 | top5:  99.9350
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.3485 | top1:  88.7600 | top5:  99.9300
Epoch: [143 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2329 | top1:  91.5050 | top5:  99.9367
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2365 | top1:  91.8200 | top5:  99.8700
Epoch: [144 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2345 | top1:  91.5067 | top5:  99.9250
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2126 | top1:  92.5700 | top5:  99.9600
Epoch: [145 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2350 | top1:  91.5517 | top5:  99.9433
Processing |################################| (100/100) Data: 0.067s | Batch: 0.070s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.1965 | top1:  92.7600 | top5:  99.9300
Epoch: [146 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2354 | top1:  91.3917 | top5:  99.9233
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2084 | top1:  92.8200 | top5:  99.9200
Epoch: [147 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2346 | top1:  91.5817 | top5:  99.9350
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2268 | top1:  91.8200 | top5:  99.9300
Epoch: [148 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2365 | top1:  91.4417 | top5:  99.9400
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2263 | top1:  91.9700 | top5:  99.9400
Epoch: [149 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2346 | top1:  91.5017 | top5:  99.9400
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1839 | top1:  93.6400 | top5:  99.9700
Epoch: [150 | 300] LR: 0.100000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.2376 | top1:  91.4083 | top5:  99.9283
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2294 | top1:  91.6700 | top5:  99.9600
Epoch: [151 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1716 | top1:  93.8800 | top5:  99.9567
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1446 | top1:  94.8500 | top5:  99.9700
Epoch: [152 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.230s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1509 | top1:  94.6667 | top5:  99.9750
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1418 | top1:  95.0000 | top5:  99.9800
Epoch: [153 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1445 | top1:  94.7533 | top5:  99.9800
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1441 | top1:  95.0300 | top5:  99.9700
Epoch: [154 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1374 | top1:  95.1467 | top5:  99.9800
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1418 | top1:  95.0700 | top5:  99.9600
Epoch: [155 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:54 | ETA: 0:00:01 | Loss: 0.1351 | top1:  95.0483 | top5:  99.9867
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1393 | top1:  95.0900 | top5:  99.9600
Epoch: [156 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1313 | top1:  95.3400 | top5:  99.9833
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1428 | top1:  95.1600 | top5:  99.9800
Epoch: [157 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:54 | ETA: 0:00:01 | Loss: 0.1295 | top1:  95.3350 | top5:  99.9850
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1418 | top1:  95.0600 | top5:  99.9600
Epoch: [158 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1268 | top1:  95.5400 | top5:  99.9833
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1455 | top1:  94.9400 | top5:  99.9600
Epoch: [159 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1243 | top1:  95.5867 | top5:  99.9850
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1429 | top1:  95.0900 | top5:  99.9700
Epoch: [160 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1208 | top1:  95.6983 | top5:  99.9833
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1487 | top1:  95.0600 | top5:  99.9800
Epoch: [161 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1208 | top1:  95.6783 | top5:  99.9883
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.1375 | top1:  95.2100 | top5:  99.9800
Epoch: [162 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1181 | top1:  95.8133 | top5:  99.9967
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1411 | top1:  95.2000 | top5:  99.9800
Epoch: [163 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1170 | top1:  95.7667 | top5:  99.9967
Processing |################################| (100/100) Data: 0.067s | Batch: 0.070s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.1406 | top1:  95.2300 | top5:  99.9600
Epoch: [164 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1164 | top1:  95.8217 | top5:  99.9950
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1460 | top1:  95.0000 | top5:  99.9700
Epoch: [165 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1168 | top1:  95.8483 | top5:  99.9867
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1452 | top1:  94.9500 | top5:  99.9700
Epoch: [166 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1136 | top1:  95.9683 | top5:  99.9917
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1479 | top1:  95.2000 | top5:  99.9600
Epoch: [167 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1132 | top1:  95.8933 | top5:  99.9867
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1423 | top1:  95.2300 | top5:  99.9700
Epoch: [168 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1108 | top1:  96.0450 | top5:  99.9867
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1521 | top1:  94.9300 | top5:  99.9600
Epoch: [169 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1127 | top1:  96.0133 | top5:  99.9883
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1517 | top1:  94.9200 | top5:  99.9800
Epoch: [170 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1126 | top1:  95.9700 | top5:  99.9850
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1565 | top1:  94.8500 | top5:  99.9600
Epoch: [171 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1103 | top1:  96.1033 | top5:  99.9867
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1506 | top1:  95.3200 | top5:  99.9800
Epoch: [172 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1084 | top1:  96.0883 | top5:  99.9917
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1586 | top1:  94.5800 | top5:  99.9700
Epoch: [173 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1103 | top1:  96.0350 | top5:  99.9850
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1544 | top1:  95.0600 | top5:  100.0000
Epoch: [174 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1115 | top1:  95.9500 | top5:  99.9917
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1437 | top1:  95.4200 | top5:  99.9700
Epoch: [175 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:54 | ETA: 0:00:01 | Loss: 0.1100 | top1:  96.0017 | top5:  99.9950
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1629 | top1:  94.5500 | top5:  99.9700
Epoch: [176 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:54 | ETA: 0:00:01 | Loss: 0.1072 | top1:  96.1467 | top5:  99.9933
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1714 | top1:  94.4600 | top5:  99.9900
Epoch: [177 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1070 | top1:  96.2250 | top5:  99.9950
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1497 | top1:  94.9800 | top5:  99.9700
Epoch: [178 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1069 | top1:  96.2317 | top5:  99.9767
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1515 | top1:  95.2400 | top5:  99.9600
Epoch: [179 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1075 | top1:  96.1467 | top5:  99.9917
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1577 | top1:  94.7700 | top5:  99.9600
Epoch: [180 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1058 | top1:  96.1717 | top5:  99.9900
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1495 | top1:  95.2300 | top5:  99.9600
Epoch: [181 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1037 | top1:  96.2583 | top5:  99.9967
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1686 | top1:  94.7200 | top5:  99.9900
Epoch: [182 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1073 | top1:  96.1050 | top5:  99.9900
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1577 | top1:  95.0400 | top5:  99.9800
Epoch: [183 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1057 | top1:  96.2117 | top5:  99.9867
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1707 | top1:  94.8200 | top5:  99.9600
Epoch: [184 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.245s | Total: 0:01:54 | ETA: 0:00:01 | Loss: 0.1066 | top1:  96.2200 | top5:  99.9833
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1571 | top1:  94.9200 | top5:  99.9800
Epoch: [185 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1061 | top1:  96.1750 | top5:  99.9917
Processing |################################| (100/100) Data: 0.064s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1620 | top1:  94.7000 | top5:  99.9500
Epoch: [186 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1056 | top1:  96.2350 | top5:  99.9817
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1569 | top1:  95.0000 | top5:  99.9900
Epoch: [187 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1030 | top1:  96.2850 | top5:  99.9933
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1613 | top1:  94.8500 | top5:  99.9700
Epoch: [188 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1047 | top1:  96.2433 | top5:  99.9883
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1557 | top1:  95.0000 | top5:  99.9900
Epoch: [189 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1036 | top1:  96.2767 | top5:  99.9883
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1701 | top1:  94.5700 | top5:  99.9800
Epoch: [190 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1035 | top1:  96.1833 | top5:  99.9967
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1655 | top1:  94.5700 | top5:  99.9700
Epoch: [191 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1008 | top1:  96.3783 | top5:  99.9917
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1644 | top1:  94.9100 | top5:  99.9400
Epoch: [192 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1012 | top1:  96.3550 | top5:  99.9950
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1523 | top1:  95.2900 | top5:  99.9400
Epoch: [193 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0980 | top1:  96.5950 | top5:  99.9983
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1687 | top1:  94.7100 | top5:  99.9300
Epoch: [194 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1014 | top1:  96.4067 | top5:  99.9900
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1629 | top1:  94.6900 | top5:  99.9600
Epoch: [195 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.1002 | top1:  96.4700 | top5:  99.9950
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1560 | top1:  95.1800 | top5:  99.9800
Epoch: [196 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0971 | top1:  96.6000 | top5:  99.9883
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1717 | top1:  94.7700 | top5:  99.9400
Epoch: [197 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0990 | top1:  96.4483 | top5:  99.9917
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1618 | top1:  95.0700 | top5:  99.9700
Epoch: [198 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0984 | top1:  96.6167 | top5:  99.9883
Processing |################################| (100/100) Data: 0.067s | Batch: 0.070s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.1741 | top1:  94.8200 | top5:  99.9400
Epoch: [199 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0968 | top1:  96.5150 | top5:  99.9883
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1560 | top1:  95.2800 | top5:  99.9800
Epoch: [200 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0996 | top1:  96.4817 | top5:  99.9883
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1908 | top1:  94.1100 | top5:  99.9700
Epoch: [201 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0977 | top1:  96.4900 | top5:  99.9967
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1693 | top1:  94.9300 | top5:  99.9600
Epoch: [202 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0959 | top1:  96.5683 | top5:  99.9900
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1711 | top1:  94.6100 | top5:  99.9500
Epoch: [203 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0977 | top1:  96.4850 | top5:  99.9967
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1863 | top1:  94.1700 | top5:  99.9700
Epoch: [204 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0964 | top1:  96.5267 | top5:  99.9933
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1712 | top1:  94.7400 | top5:  99.9600
Epoch: [205 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0953 | top1:  96.6000 | top5:  99.9883
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1681 | top1:  95.0600 | top5:  99.9700
Epoch: [206 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0939 | top1:  96.6883 | top5:  99.9933
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1750 | top1:  94.7500 | top5:  99.9400
Epoch: [207 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0971 | top1:  96.5600 | top5:  99.9933
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1643 | top1:  95.0300 | top5:  99.9700
Epoch: [208 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0939 | top1:  96.6550 | top5:  99.9917
Processing |################################| (100/100) Data: 0.064s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1751 | top1:  94.5600 | top5:  99.9700
Epoch: [209 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0946 | top1:  96.6317 | top5:  99.9883
Processing |################################| (100/100) Data: 0.067s | Batch: 0.070s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.1670 | top1:  94.7600 | top5:  99.9600
Epoch: [210 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0947 | top1:  96.5900 | top5:  99.9800
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1627 | top1:  94.9800 | top5:  99.9700
Epoch: [211 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0934 | top1:  96.7133 | top5:  99.9900
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1719 | top1:  94.8600 | top5:  99.9600
Epoch: [212 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0923 | top1:  96.6433 | top5:  99.9900
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1824 | top1:  94.5300 | top5:  100.0000
Epoch: [213 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0919 | top1:  96.8167 | top5:  99.9833
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1674 | top1:  94.9400 | top5:  99.9600
Epoch: [214 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0912 | top1:  96.8517 | top5:  99.9900
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1677 | top1:  94.7400 | top5:  99.9600
Epoch: [215 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0912 | top1:  96.7800 | top5:  99.9917
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1703 | top1:  94.9600 | top5:  99.9800
Epoch: [216 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0928 | top1:  96.7667 | top5:  99.9983
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1619 | top1:  94.9600 | top5:  99.9600
Epoch: [217 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0905 | top1:  96.7950 | top5:  99.9883
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1825 | top1:  94.5100 | top5:  99.9700
Epoch: [218 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0933 | top1:  96.7133 | top5:  99.9883
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1886 | top1:  94.6100 | top5:  99.9600
Epoch: [219 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0893 | top1:  96.7733 | top5:  99.9883
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1745 | top1:  94.3700 | top5:  99.9600
Epoch: [220 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0913 | top1:  96.7033 | top5:  99.9900
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2088 | top1:  93.9700 | top5:  99.9500
Epoch: [221 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0899 | top1:  96.8733 | top5:  99.9950
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1735 | top1:  94.7200 | top5:  99.9900
Epoch: [222 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0899 | top1:  96.8133 | top5:  99.9933
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1708 | top1:  94.8400 | top5:  99.9300
Epoch: [223 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0879 | top1:  96.9017 | top5:  99.9917
Processing |################################| (100/100) Data: 0.064s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1671 | top1:  94.8000 | top5:  99.9900
Epoch: [224 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0877 | top1:  96.8917 | top5:  99.9967
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1825 | top1:  94.4200 | top5:  99.9900
Epoch: [225 | 300] LR: 0.010000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0913 | top1:  96.7467 | top5:  99.9917
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1705 | top1:  94.8200 | top5:  99.9800
Epoch: [226 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0632 | top1:  97.8817 | top5:  99.9950
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1510 | top1:  95.5100 | top5:  99.9700
Epoch: [227 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0530 | top1:  98.2533 | top5:  99.9917
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1558 | top1:  95.6200 | top5:  99.9800
Epoch: [228 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0457 | top1:  98.4983 | top5:  99.9983
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1614 | top1:  95.5300 | top5:  99.9800
Epoch: [229 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0443 | top1:  98.5267 | top5:  99.9967
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1622 | top1:  95.5900 | top5:  99.9800
Epoch: [230 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0418 | top1:  98.6083 | top5:  100.0000
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1630 | top1:  95.5800 | top5:  99.9600
Epoch: [231 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0432 | top1:  98.6133 | top5:  99.9950
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1647 | top1:  95.4800 | top5:  99.9900
Epoch: [232 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0400 | top1:  98.7133 | top5:  100.0000
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.1653 | top1:  95.5500 | top5:  99.9600
Epoch: [233 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0392 | top1:  98.7033 | top5:  99.9983
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1648 | top1:  95.5900 | top5:  99.9600
Epoch: [234 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0383 | top1:  98.7433 | top5:  99.9967
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1688 | top1:  95.5400 | top5:  99.9700
Epoch: [235 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0370 | top1:  98.8433 | top5:  99.9933
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1683 | top1:  95.6700 | top5:  99.9400
Epoch: [236 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0362 | top1:  98.8500 | top5:  99.9967
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1723 | top1:  95.6300 | top5:  99.9700
Epoch: [237 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0359 | top1:  98.8517 | top5:  99.9983
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1733 | top1:  95.6700 | top5:  99.9700
Epoch: [238 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0357 | top1:  98.8233 | top5:  99.9983
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1760 | top1:  95.5300 | top5:  99.9600
Epoch: [239 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0358 | top1:  98.8517 | top5:  99.9983
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1742 | top1:  95.6900 | top5:  99.9400
Epoch: [240 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0341 | top1:  98.8633 | top5:  99.9983
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.1779 | top1:  95.6600 | top5:  99.9500
Epoch: [241 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0349 | top1:  98.8650 | top5:  99.9950
Processing |################################| (100/100) Data: 0.066s | Batch: 0.071s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.1771 | top1:  95.6300 | top5:  99.9600
Epoch: [242 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0332 | top1:  98.9100 | top5:  99.9983
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1800 | top1:  95.6800 | top5:  99.9600
Epoch: [243 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0349 | top1:  98.8383 | top5:  99.9950
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1813 | top1:  95.6300 | top5:  99.9500
Epoch: [244 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0313 | top1:  99.0000 | top5:  99.9983
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1839 | top1:  95.6100 | top5:  99.9400
Epoch: [245 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0317 | top1:  98.9400 | top5:  99.9967
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1823 | top1:  95.6500 | top5:  99.9300
Epoch: [246 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0319 | top1:  98.9567 | top5:  99.9983
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1809 | top1:  95.5200 | top5:  99.9300
Epoch: [247 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0320 | top1:  98.9733 | top5:  100.0000
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1846 | top1:  95.6700 | top5:  99.9600
Epoch: [248 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0310 | top1:  98.9933 | top5:  99.9967
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.1859 | top1:  95.6000 | top5:  99.9600
Epoch: [249 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0316 | top1:  98.9383 | top5:  100.0000
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1794 | top1:  95.7500 | top5:  99.9400
Epoch: [250 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0309 | top1:  98.9717 | top5:  99.9983
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1838 | top1:  95.6600 | top5:  99.9500
Epoch: [251 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0313 | top1:  98.9983 | top5:  99.9967
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1900 | top1:  95.7000 | top5:  99.9500
Epoch: [252 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0317 | top1:  99.0250 | top5:  100.0000
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1847 | top1:  95.6600 | top5:  99.9400
Epoch: [253 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0306 | top1:  98.9817 | top5:  99.9967
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1885 | top1:  95.6700 | top5:  99.9300
Epoch: [254 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0316 | top1:  98.9500 | top5:  99.9950
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1884 | top1:  95.4400 | top5:  99.9600
Epoch: [255 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:54 | ETA: 0:00:01 | Loss: 0.0302 | top1:  99.0100 | top5:  100.0000
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.1866 | top1:  95.5100 | top5:  99.9500
Epoch: [256 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:54 | ETA: 0:00:01 | Loss: 0.0291 | top1:  99.0650 | top5:  100.0000
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1853 | top1:  95.6600 | top5:  99.9400
Epoch: [257 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0301 | top1:  99.0100 | top5:  99.9983
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1827 | top1:  95.6000 | top5:  99.9500
Epoch: [258 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0295 | top1:  99.0383 | top5:  100.0000
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1844 | top1:  95.7100 | top5:  99.9800
Epoch: [259 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0290 | top1:  99.0267 | top5:  99.9917
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1841 | top1:  95.6100 | top5:  99.9700
Epoch: [260 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0307 | top1:  98.9867 | top5:  99.9983
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1809 | top1:  95.6900 | top5:  99.9400
Epoch: [261 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0278 | top1:  99.0800 | top5:  99.9983
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1884 | top1:  95.5100 | top5:  99.9700
Epoch: [262 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0278 | top1:  99.0800 | top5:  99.9983
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.1911 | top1:  95.4900 | top5:  99.9400
Epoch: [263 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0296 | top1:  99.0550 | top5:  99.9983
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1901 | top1:  95.5800 | top5:  99.9500
Epoch: [264 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0283 | top1:  99.0433 | top5:  100.0000
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1888 | top1:  95.4300 | top5:  99.9600
Epoch: [265 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0277 | top1:  99.0567 | top5:  99.9983
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1997 | top1:  95.4400 | top5:  99.9600
Epoch: [266 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.230s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0277 | top1:  99.0450 | top5:  100.0000
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1892 | top1:  95.5200 | top5:  99.9700
Epoch: [267 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0270 | top1:  99.0950 | top5:  99.9983
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1875 | top1:  95.5200 | top5:  99.9300
Epoch: [268 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:54 | ETA: 0:00:01 | Loss: 0.0264 | top1:  99.1367 | top5:  100.0000
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1944 | top1:  95.5100 | top5:  99.9400
Epoch: [269 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:54 | ETA: 0:00:01 | Loss: 0.0281 | top1:  99.0933 | top5:  99.9950
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1942 | top1:  95.4300 | top5:  99.9400
Epoch: [270 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0282 | top1:  99.0950 | top5:  99.9983
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1903 | top1:  95.6300 | top5:  99.9100
Epoch: [271 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:54 | ETA: 0:00:01 | Loss: 0.0263 | top1:  99.1450 | top5:  99.9983
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1964 | top1:  95.6000 | top5:  99.9500
Epoch: [272 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0267 | top1:  99.1200 | top5:  99.9983
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1912 | top1:  95.5200 | top5:  99.9200
Epoch: [273 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0263 | top1:  99.1000 | top5:  100.0000
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1889 | top1:  95.5900 | top5:  99.9300
Epoch: [274 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0280 | top1:  99.0517 | top5:  99.9983
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1908 | top1:  95.6100 | top5:  99.9400
Epoch: [275 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0272 | top1:  99.0967 | top5:  99.9967
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1865 | top1:  95.6200 | top5:  99.9600
Epoch: [276 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0266 | top1:  99.0967 | top5:  99.9983
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1931 | top1:  95.5200 | top5:  99.9300
Epoch: [277 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:54 | ETA: 0:00:01 | Loss: 0.0258 | top1:  99.1850 | top5:  99.9983
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1928 | top1:  95.6400 | top5:  99.9400
Epoch: [278 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.245s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0265 | top1:  99.1350 | top5:  100.0000
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1931 | top1:  95.8000 | top5:  99.9600
Epoch: [279 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0264 | top1:  99.1433 | top5:  100.0000
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1924 | top1:  95.6600 | top5:  99.9400
Epoch: [280 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0262 | top1:  99.1283 | top5:  100.0000
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1945 | top1:  95.5500 | top5:  99.9400
Epoch: [281 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0279 | top1:  99.0683 | top5:  99.9983
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1858 | top1:  95.7800 | top5:  99.9500
Epoch: [282 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0282 | top1:  99.0833 | top5:  99.9967
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1892 | top1:  95.7600 | top5:  99.9600
Epoch: [283 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0256 | top1:  99.1250 | top5:  99.9983
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1959 | top1:  95.5200 | top5:  99.9600
Epoch: [284 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0269 | top1:  99.1433 | top5:  99.9983
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1892 | top1:  95.7400 | top5:  99.9800
Epoch: [285 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0246 | top1:  99.2100 | top5:  100.0000
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1935 | top1:  95.6500 | top5:  99.9600
Epoch: [286 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0260 | top1:  99.1450 | top5:  99.9967
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1984 | top1:  95.5100 | top5:  99.9600
Epoch: [287 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0262 | top1:  99.1183 | top5:  100.0000
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1970 | top1:  95.6800 | top5:  99.9800
Epoch: [288 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0253 | top1:  99.1483 | top5:  100.0000
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2011 | top1:  95.5300 | top5:  99.9800
Epoch: [289 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0269 | top1:  99.1283 | top5:  100.0000
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1962 | top1:  95.6500 | top5:  99.9600
Epoch: [290 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0248 | top1:  99.1950 | top5:  100.0000
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.1990 | top1:  95.7000 | top5:  99.9700
Epoch: [291 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0252 | top1:  99.2133 | top5:  100.0000
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1970 | top1:  95.6700 | top5:  99.9900
Epoch: [292 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0260 | top1:  99.1783 | top5:  99.9983
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2004 | top1:  95.4500 | top5:  99.9600
Epoch: [293 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0255 | top1:  99.1583 | top5:  99.9950
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1945 | top1:  95.7400 | top5:  99.9900
Epoch: [294 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.231s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0244 | top1:  99.2317 | top5:  100.0000
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1986 | top1:  95.7200 | top5:  99.9900
Epoch: [295 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0247 | top1:  99.2000 | top5:  99.9967
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.2014 | top1:  95.4800 | top5:  99.9500
Epoch: [296 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0253 | top1:  99.1650 | top5:  99.9950
Processing |################################| (100/100) Data: 0.065s | Batch: 0.070s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1943 | top1:  95.5200 | top5:  99.9500
Epoch: [297 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.246s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0247 | top1:  99.2200 | top5:  100.0000
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.1941 | top1:  95.6200 | top5:  99.9600
Epoch: [298 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0239 | top1:  99.2350 | top5:  99.9983
Processing |################################| (100/100) Data: 0.065s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1980 | top1:  95.6500 | top5:  99.9600
Epoch: [299 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.232s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0253 | top1:  99.1667 | top5:  100.0000
Processing |################################| (100/100) Data: 0.066s | Batch: 0.070s | Total: 0:00:07 | ETA: 0:00:01 | Loss: 0.1886 | top1:  95.7300 | top5:  99.9700
Epoch: [300 | 300] LR: 0.001000
Processing |################################| (469/469) Data: 0.233s | Batch: 0.247s | Total: 0:01:55 | ETA: 0:00:01 | Loss: 0.0242 | top1:  99.1950 | top5:  100.0000
Processing |################################| (100/100) Data: 0.066s | Batch: 0.069s | Total: 0:00:06 | ETA: 0:00:01 | Loss: 0.1942 | top1:  95.7000 | top5:  99.9500
Best acc:
tensor(95.8000, device='cuda:0')

The text was updated successfully, but these errors were encountered:

zhunzhong07 · 2018-08-02T06:59:27Z

Hi, thanks for pointing out this issue. In my original code, I use the early released dataset (before 31 Aug 2017), which has overlap images between train and test set, so the result is slightly (+0.4% accuracy) higher. The latest released dataset has fixed this problem, so if you use the latest dataset, you will achieve a slightly lower performance (both baseline and baseline+RE). More details please refer to zalandoresearch/fashion-mnist#44

However, our method can also improve the performance on the latest release dataset.

Atry · 2018-08-02T07:40:45Z

I guess the paper and README in this repository could be updated to reflect the result on the corrected fashion-mnist dataset.

zhunzhong07 · 2018-08-02T07:45:05Z

Good suggestion! We will update the results on latest Fashion-MNIST.

zhunzhong07 closed this as completed Aug 2, 2018

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Cannot reproduce the result for fashion-mnist #9

Cannot reproduce the result for fashion-mnist #9

Atry commented Aug 2, 2018 •

edited

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zhunzhong07 commented Aug 2, 2018 •

edited

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Atry commented Aug 2, 2018

zhunzhong07 commented Aug 2, 2018

Cannot reproduce the result for fashion-mnist #9

Cannot reproduce the result for fashion-mnist #9

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Atry commented Aug 2, 2018 • edited Loading

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zhunzhong07 commented Aug 2, 2018

Atry commented Aug 2, 2018 •

edited

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zhunzhong07 commented Aug 2, 2018 •

edited

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