original_KD.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "start_time": "2019-08-24T13:04:40.772Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/data/yaliu/jupyterbooks/multi-KD/models/teacher/resnet20.py:36: UserWarning: nn.init.kaiming_normal is now deprecated in favor of nn.init.kaiming_normal_.\n",
      "  init.kaiming_normal(m.weight)\n",
      "/home/data/yaliu/jupyterbooks/multi-KD/models/student/resnet_s.py:13: UserWarning: nn.init.kaiming_normal is now deprecated in favor of nn.init.kaiming_normal_.\n",
      "  init.kaiming_normal(m.weight)\n",
      "WARNING:root:Setting up a new session...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "StudentNet:\n",
      "\n",
      "ResNet(\n",
      "  (conv1): Conv2d(3, 8, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "  (bn1): BatchNorm2d(8, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "  (layer1): Sequential(\n",
      "    (0): BasicBlock(\n",
      "      (conv1): Conv2d(8, 8, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn1): BatchNorm2d(8, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (conv2): Conv2d(8, 8, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn2): BatchNorm2d(8, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (shortcut): Sequential()\n",
      "    )\n",
      "    (1): BasicBlock(\n",
      "      (conv1): Conv2d(8, 8, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn1): BatchNorm2d(8, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (conv2): Conv2d(8, 8, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn2): BatchNorm2d(8, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (shortcut): Sequential()\n",
      "    )\n",
      "    (2): BasicBlock(\n",
      "      (conv1): Conv2d(8, 8, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn1): BatchNorm2d(8, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (conv2): Conv2d(8, 8, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn2): BatchNorm2d(8, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (shortcut): Sequential()\n",
      "    )\n",
      "  )\n",
      "  (layer2): Sequential(\n",
      "    (0): BasicBlock(\n",
      "      (conv1): Conv2d(8, 16, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
      "      (bn1): BatchNorm2d(16, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (conv2): Conv2d(16, 16, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn2): BatchNorm2d(16, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (shortcut): LambdaLayer()\n",
      "    )\n",
      "    (1): BasicBlock(\n",
      "      (conv1): Conv2d(16, 16, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn1): BatchNorm2d(16, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (conv2): Conv2d(16, 16, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn2): BatchNorm2d(16, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (shortcut): Sequential()\n",
      "    )\n",
      "    (2): BasicBlock(\n",
      "      (conv1): Conv2d(16, 16, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn1): BatchNorm2d(16, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (conv2): Conv2d(16, 16, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn2): BatchNorm2d(16, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (shortcut): Sequential()\n",
      "    )\n",
      "  )\n",
      "  (layer3): Sequential(\n",
      "    (0): BasicBlock(\n",
      "      (conv1): Conv2d(16, 32, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
      "      (bn1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (conv2): Conv2d(32, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn2): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (shortcut): LambdaLayer()\n",
      "    )\n",
      "    (1): BasicBlock(\n",
      "      (conv1): Conv2d(32, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (conv2): Conv2d(32, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn2): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (shortcut): Sequential()\n",
      "    )\n",
      "    (2): BasicBlock(\n",
      "      (conv1): Conv2d(32, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (conv2): Conv2d(32, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn2): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (shortcut): Sequential()\n",
      "    )\n",
      "  )\n",
      "  (linear): Linear(in_features=32, out_features=100, bias=True)\n",
      ")\n",
      "\n",
      "===> epoch: 1/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/yaliu/Dev/anaconda3/envs/py37/lib/python3.7/site-packages/ipykernel_launcher.py:146: UserWarning: Implicit dimension choice for log_softmax has been deprecated. Change the call to include dim=X as an argument.\n",
      "/home/yaliu/Dev/anaconda3/envs/py37/lib/python3.7/site-packages/ipykernel_launcher.py:146: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.\n",
      "/home/yaliu/Dev/anaconda3/envs/py37/lib/python3.7/site-packages/torch/nn/functional.py:1992: UserWarning: reduction: 'mean' divides the total loss by both the batch size and the support size.'batchmean' divides only by the batch size, and aligns with the KL div math definition.'mean' will be changed to behave the same as 'batchmean' in the next major release.\n",
      "  warnings.warn(\"reduction: 'mean' divides the total loss by both the batch size and the support size.\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0/391]\tTime 1.085 (1.085)\tData 0.071 (0.071)\tLoss 1.7962 (1.7962)\tPrec@1 0.781 (0.781)\n",
      "[10/391]\tTime 0.086 (0.186)\tData 0.043 (0.047)\tLoss 1.6153 (1.7022)\tPrec@1 0.781 (0.781)\n",
      "[20/391]\tTime 0.066 (0.135)\tData 0.020 (0.040)\tLoss 1.6127 (1.6640)\tPrec@1 0.781 (1.042)\n",
      "[30/391]\tTime 0.076 (0.121)\tData 0.034 (0.039)\tLoss 1.5903 (1.6418)\tPrec@1 1.562 (1.134)\n",
      "[40/391]\tTime 0.079 (0.112)\tData 0.034 (0.038)\tLoss 1.5770 (1.6285)\tPrec@1 0.781 (1.086)\n",
      "[50/391]\tTime 0.101 (0.107)\tData 0.053 (0.039)\tLoss 1.5876 (1.6184)\tPrec@1 0.781 (1.195)\n",
      "[60/391]\tTime 0.073 (0.103)\tData 0.029 (0.038)\tLoss 1.5613 (1.6117)\tPrec@1 0.781 (1.242)\n",
      "[70/391]\tTime 0.070 (0.100)\tData 0.024 (0.037)\tLoss 1.5909 (1.6068)\tPrec@1 1.562 (1.309)\n",
      "[80/391]\tTime 0.094 (0.099)\tData 0.051 (0.038)\tLoss 1.5648 (1.6026)\tPrec@1 1.562 (1.360)\n",
      "[90/391]\tTime 0.101 (0.098)\tData 0.037 (0.038)\tLoss 1.5920 (1.5998)\tPrec@1 0.781 (1.339)\n",
      "[100/391]\tTime 0.082 (0.096)\tData 0.035 (0.038)\tLoss 1.5798 (1.5967)\tPrec@1 1.562 (1.377)\n",
      "[110/391]\tTime 0.069 (0.095)\tData 0.029 (0.037)\tLoss 1.5530 (1.5937)\tPrec@1 3.125 (1.380)\n",
      "[120/391]\tTime 0.066 (0.094)\tData 0.020 (0.037)\tLoss 1.5408 (1.5912)\tPrec@1 3.906 (1.472)\n",
      "[130/391]\tTime 0.101 (0.094)\tData 0.060 (0.038)\tLoss 1.5646 (1.5888)\tPrec@1 2.344 (1.533)\n",
      "[140/391]\tTime 0.085 (0.093)\tData 0.038 (0.038)\tLoss 1.5558 (1.5872)\tPrec@1 2.344 (1.551)\n",
      "[150/391]\tTime 0.110 (0.093)\tData 0.040 (0.038)\tLoss 1.5545 (1.5849)\tPrec@1 3.906 (1.604)\n",
      "[160/391]\tTime 0.117 (0.093)\tData 0.055 (0.038)\tLoss 1.5659 (1.5833)\tPrec@1 1.562 (1.655)\n",
      "[170/391]\tTime 0.075 (0.092)\tData 0.028 (0.038)\tLoss 1.5595 (1.5811)\tPrec@1 0.781 (1.700)\n",
      "[180/391]\tTime 0.077 (0.092)\tData 0.033 (0.038)\tLoss 1.5382 (1.5790)\tPrec@1 3.906 (1.770)\n",
      "[190/391]\tTime 0.079 (0.092)\tData 0.031 (0.038)\tLoss 1.5356 (1.5770)\tPrec@1 3.906 (1.873)\n",
      "[200/391]\tTime 0.084 (0.091)\tData 0.042 (0.038)\tLoss 1.5330 (1.5750)\tPrec@1 4.688 (1.924)\n",
      "[210/391]\tTime 0.073 (0.091)\tData 0.027 (0.038)\tLoss 1.4959 (1.5727)\tPrec@1 5.469 (2.011)\n",
      "[220/391]\tTime 0.099 (0.091)\tData 0.060 (0.038)\tLoss 1.5417 (1.5703)\tPrec@1 3.125 (2.064)\n",
      "[230/391]\tTime 0.088 (0.091)\tData 0.038 (0.038)\tLoss 1.5018 (1.5675)\tPrec@1 5.469 (2.151)\n",
      "[240/391]\tTime 0.079 (0.091)\tData 0.033 (0.038)\tLoss 1.5266 (1.5651)\tPrec@1 3.125 (2.237)\n",
      "[250/391]\tTime 0.082 (0.091)\tData 0.034 (0.038)\tLoss 1.5348 (1.5625)\tPrec@1 6.250 (2.316)\n",
      "[260/391]\tTime 0.089 (0.090)\tData 0.043 (0.038)\tLoss 1.4709 (1.5595)\tPrec@1 2.344 (2.356)\n",
      "[270/391]\tTime 0.081 (0.090)\tData 0.037 (0.038)\tLoss 1.4942 (1.5566)\tPrec@1 3.906 (2.427)\n",
      "[280/391]\tTime 0.077 (0.090)\tData 0.035 (0.038)\tLoss 1.4461 (1.5537)\tPrec@1 5.469 (2.483)\n",
      "[290/391]\tTime 0.075 (0.090)\tData 0.032 (0.038)\tLoss 1.4496 (1.5504)\tPrec@1 1.562 (2.545)\n",
      "[300/391]\tTime 0.086 (0.089)\tData 0.038 (0.038)\tLoss 1.4708 (1.5476)\tPrec@1 4.688 (2.606)\n",
      "[310/391]\tTime 0.118 (0.089)\tData 0.063 (0.038)\tLoss 1.4239 (1.5449)\tPrec@1 4.688 (2.628)\n",
      "[320/391]\tTime 0.080 (0.090)\tData 0.031 (0.038)\tLoss 1.4640 (1.5417)\tPrec@1 4.688 (2.704)\n",
      "[330/391]\tTime 0.109 (0.089)\tData 0.063 (0.038)\tLoss 1.4218 (1.5389)\tPrec@1 5.469 (2.766)\n",
      "[340/391]\tTime 0.083 (0.089)\tData 0.035 (0.038)\tLoss 1.4091 (1.5360)\tPrec@1 3.125 (2.816)\n",
      "[350/391]\tTime 0.075 (0.089)\tData 0.035 (0.038)\tLoss 1.4447 (1.5334)\tPrec@1 9.375 (2.891)\n",
      "[360/391]\tTime 0.106 (0.089)\tData 0.046 (0.038)\tLoss 1.4666 (1.5310)\tPrec@1 2.344 (2.963)\n",
      "[370/391]\tTime 0.093 (0.089)\tData 0.028 (0.038)\tLoss 1.4432 (1.5280)\tPrec@1 4.688 (3.024)\n",
      "[380/391]\tTime 0.101 (0.089)\tData 0.038 (0.038)\tLoss 1.3892 (1.5254)\tPrec@1 9.375 (3.092)\n",
      "[390/391]\tTime 0.067 (0.089)\tData 0.024 (0.038)\tLoss 1.3806 (1.5222)\tPrec@1 5.000 (3.176)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.032 (0.032)\tLoss 4.0456 (4.0456)\tPrec@1 3.906 (3.906)\n",
      "Test: [10/79]\tTime 0.035 (0.033)\tLoss 4.2638 (4.2109)\tPrec@1 5.469 (5.540)\n",
      "Test: [20/79]\tTime 0.036 (0.036)\tLoss 4.3698 (4.1975)\tPrec@1 3.906 (5.246)\n",
      "Test: [30/79]\tTime 0.035 (0.035)\tLoss 4.1647 (4.1912)\tPrec@1 7.031 (5.318)\n",
      "Test: [40/79]\tTime 0.033 (0.035)\tLoss 4.2055 (4.1916)\tPrec@1 7.031 (5.507)\n",
      "Test: [50/79]\tTime 0.037 (0.035)\tLoss 4.2440 (4.1832)\tPrec@1 3.906 (5.561)\n",
      "Test: [60/79]\tTime 0.025 (0.035)\tLoss 4.4791 (4.1896)\tPrec@1 3.125 (5.482)\n",
      "Test: [70/79]\tTime 0.037 (0.034)\tLoss 4.0630 (4.1862)\tPrec@1 6.250 (5.557)\n",
      " * Prec@1 5.600\n",
      "\n",
      "===> epoch: 2/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.110 (0.110)\tData 0.064 (0.064)\tLoss 1.4394 (1.4394)\tPrec@1 5.469 (5.469)\n",
      "[10/391]\tTime 0.088 (0.091)\tData 0.042 (0.043)\tLoss 1.3813 (1.4043)\tPrec@1 7.031 (5.398)\n",
      "[20/391]\tTime 0.082 (0.086)\tData 0.035 (0.039)\tLoss 1.3943 (1.4046)\tPrec@1 5.469 (5.766)\n",
      "[30/391]\tTime 0.081 (0.085)\tData 0.034 (0.038)\tLoss 1.4151 (1.4064)\tPrec@1 8.594 (5.922)\n",
      "[40/391]\tTime 0.077 (0.084)\tData 0.032 (0.037)\tLoss 1.4096 (1.4034)\tPrec@1 4.688 (6.021)\n",
      "[50/391]\tTime 0.101 (0.086)\tData 0.052 (0.038)\tLoss 1.4109 (1.4021)\tPrec@1 7.031 (6.112)\n",
      "[60/391]\tTime 0.080 (0.086)\tData 0.034 (0.038)\tLoss 1.4212 (1.4005)\tPrec@1 4.688 (6.237)\n",
      "[70/391]\tTime 0.077 (0.085)\tData 0.032 (0.038)\tLoss 1.3359 (1.3967)\tPrec@1 7.812 (6.250)\n",
      "[80/391]\tTime 0.085 (0.085)\tData 0.031 (0.037)\tLoss 1.3897 (1.3967)\tPrec@1 5.469 (6.395)\n",
      "[90/391]\tTime 0.079 (0.083)\tData 0.028 (0.036)\tLoss 1.3680 (1.3932)\tPrec@1 7.031 (6.499)\n",
      "[100/391]\tTime 0.076 (0.084)\tData 0.031 (0.036)\tLoss 1.3768 (1.3928)\tPrec@1 6.250 (6.505)\n",
      "[110/391]\tTime 0.095 (0.085)\tData 0.032 (0.037)\tLoss 1.3777 (1.3904)\tPrec@1 9.375 (6.489)\n",
      "[120/391]\tTime 0.072 (0.085)\tData 0.034 (0.037)\tLoss 1.3249 (1.3872)\tPrec@1 7.812 (6.637)\n",
      "[130/391]\tTime 0.068 (0.085)\tData 0.032 (0.037)\tLoss 1.3368 (1.3844)\tPrec@1 8.594 (6.793)\n",
      "[140/391]\tTime 0.056 (0.084)\tData 0.025 (0.037)\tLoss 1.3498 (1.3817)\tPrec@1 4.688 (6.915)\n",
      "[150/391]\tTime 0.083 (0.084)\tData 0.033 (0.037)\tLoss 1.3503 (1.3807)\tPrec@1 4.688 (6.969)\n",
      "[160/391]\tTime 0.105 (0.084)\tData 0.037 (0.037)\tLoss 1.3686 (1.3783)\tPrec@1 5.469 (7.036)\n",
      "[170/391]\tTime 0.079 (0.084)\tData 0.032 (0.037)\tLoss 1.3728 (1.3757)\tPrec@1 7.812 (7.155)\n",
      "[180/391]\tTime 0.076 (0.085)\tData 0.029 (0.037)\tLoss 1.3239 (1.3742)\tPrec@1 12.500 (7.269)\n",
      "[190/391]\tTime 0.110 (0.085)\tData 0.046 (0.037)\tLoss 1.3332 (1.3727)\tPrec@1 8.594 (7.342)\n",
      "[200/391]\tTime 0.094 (0.084)\tData 0.043 (0.037)\tLoss 1.3351 (1.3706)\tPrec@1 7.812 (7.435)\n",
      "[210/391]\tTime 0.122 (0.084)\tData 0.070 (0.037)\tLoss 1.3067 (1.3683)\tPrec@1 7.812 (7.561)\n",
      "[220/391]\tTime 0.096 (0.085)\tData 0.037 (0.037)\tLoss 1.3293 (1.3663)\tPrec@1 7.031 (7.632)\n",
      "[230/391]\tTime 0.105 (0.085)\tData 0.050 (0.037)\tLoss 1.3481 (1.3645)\tPrec@1 7.031 (7.664)\n",
      "[240/391]\tTime 0.075 (0.085)\tData 0.028 (0.038)\tLoss 1.2989 (1.3621)\tPrec@1 9.375 (7.767)\n",
      "[250/391]\tTime 0.108 (0.086)\tData 0.034 (0.038)\tLoss 1.3420 (1.3610)\tPrec@1 7.812 (7.831)\n",
      "[260/391]\tTime 0.077 (0.086)\tData 0.037 (0.038)\tLoss 1.2764 (1.3591)\tPrec@1 9.375 (7.887)\n",
      "[270/391]\tTime 0.074 (0.086)\tData 0.032 (0.038)\tLoss 1.2919 (1.3571)\tPrec@1 14.062 (8.037)\n",
      "[280/391]\tTime 0.086 (0.085)\tData 0.030 (0.038)\tLoss 1.3022 (1.3552)\tPrec@1 10.938 (8.104)\n",
      "[290/391]\tTime 0.103 (0.085)\tData 0.045 (0.038)\tLoss 1.3058 (1.3533)\tPrec@1 11.719 (8.194)\n",
      "[300/391]\tTime 0.079 (0.086)\tData 0.035 (0.038)\tLoss 1.3198 (1.3510)\tPrec@1 12.500 (8.293)\n",
      "[310/391]\tTime 0.083 (0.086)\tData 0.035 (0.038)\tLoss 1.2849 (1.3491)\tPrec@1 10.938 (8.378)\n",
      "[320/391]\tTime 0.080 (0.086)\tData 0.032 (0.038)\tLoss 1.3176 (1.3476)\tPrec@1 11.719 (8.416)\n",
      "[330/391]\tTime 0.076 (0.085)\tData 0.034 (0.038)\tLoss 1.2741 (1.3459)\tPrec@1 5.469 (8.480)\n",
      "[340/391]\tTime 0.076 (0.085)\tData 0.028 (0.038)\tLoss 1.2877 (1.3447)\tPrec@1 9.375 (8.539)\n",
      "[350/391]\tTime 0.081 (0.085)\tData 0.036 (0.038)\tLoss 1.3393 (1.3433)\tPrec@1 11.719 (8.594)\n",
      "[360/391]\tTime 0.103 (0.086)\tData 0.054 (0.038)\tLoss 1.2618 (1.3420)\tPrec@1 14.062 (8.626)\n",
      "[370/391]\tTime 0.101 (0.086)\tData 0.050 (0.038)\tLoss 1.2724 (1.3404)\tPrec@1 12.500 (8.682)\n",
      "[380/391]\tTime 0.074 (0.086)\tData 0.029 (0.038)\tLoss 1.3038 (1.3389)\tPrec@1 8.594 (8.733)\n",
      "[390/391]\tTime 0.080 (0.086)\tData 0.050 (0.038)\tLoss 1.2836 (1.3364)\tPrec@1 6.250 (8.838)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.026 (0.026)\tLoss 3.6851 (3.6851)\tPrec@1 10.938 (10.938)\n",
      "Test: [10/79]\tTime 0.034 (0.034)\tLoss 3.6697 (3.7163)\tPrec@1 12.500 (11.009)\n",
      "Test: [20/79]\tTime 0.036 (0.034)\tLoss 3.8719 (3.6986)\tPrec@1 7.031 (11.496)\n",
      "Test: [30/79]\tTime 0.050 (0.036)\tLoss 3.6649 (3.6975)\tPrec@1 16.406 (11.341)\n",
      "Test: [40/79]\tTime 0.032 (0.036)\tLoss 3.6033 (3.6863)\tPrec@1 12.500 (11.662)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test: [50/79]\tTime 0.037 (0.036)\tLoss 3.7433 (3.6788)\tPrec@1 10.156 (11.535)\n",
      "Test: [60/79]\tTime 0.032 (0.036)\tLoss 3.9528 (3.6883)\tPrec@1 8.594 (11.399)\n",
      "Test: [70/79]\tTime 0.036 (0.036)\tLoss 3.5814 (3.6869)\tPrec@1 12.500 (11.202)\n",
      " * Prec@1 11.230\n",
      "\n",
      "===> epoch: 3/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.092 (0.092)\tData 0.046 (0.046)\tLoss 1.2542 (1.2542)\tPrec@1 14.062 (14.062)\n",
      "[10/391]\tTime 0.084 (0.083)\tData 0.043 (0.037)\tLoss 1.2873 (1.2636)\tPrec@1 11.719 (12.642)\n",
      "[20/391]\tTime 0.075 (0.082)\tData 0.032 (0.035)\tLoss 1.2615 (1.2599)\tPrec@1 12.500 (12.760)\n",
      "[30/391]\tTime 0.086 (0.083)\tData 0.035 (0.035)\tLoss 1.2347 (1.2566)\tPrec@1 15.625 (12.853)\n",
      "[40/391]\tTime 0.119 (0.085)\tData 0.038 (0.036)\tLoss 1.2820 (1.2545)\tPrec@1 11.719 (12.919)\n",
      "[50/391]\tTime 0.073 (0.085)\tData 0.027 (0.036)\tLoss 1.2528 (1.2542)\tPrec@1 14.062 (12.791)\n",
      "[60/391]\tTime 0.080 (0.086)\tData 0.032 (0.036)\tLoss 1.2418 (1.2517)\tPrec@1 10.156 (12.666)\n",
      "[70/391]\tTime 0.102 (0.087)\tData 0.057 (0.037)\tLoss 1.3338 (1.2494)\tPrec@1 10.156 (12.709)\n",
      "[80/391]\tTime 0.074 (0.087)\tData 0.035 (0.037)\tLoss 1.2307 (1.2473)\tPrec@1 13.281 (12.809)\n",
      "[90/391]\tTime 0.078 (0.086)\tData 0.035 (0.037)\tLoss 1.2712 (1.2476)\tPrec@1 10.156 (12.697)\n",
      "[100/391]\tTime 0.075 (0.086)\tData 0.028 (0.037)\tLoss 1.2541 (1.2461)\tPrec@1 13.281 (12.771)\n",
      "[110/391]\tTime 0.069 (0.087)\tData 0.027 (0.037)\tLoss 1.2567 (1.2453)\tPrec@1 12.500 (12.838)\n",
      "[120/391]\tTime 0.096 (0.086)\tData 0.055 (0.037)\tLoss 1.2245 (1.2450)\tPrec@1 12.500 (12.816)\n",
      "[130/391]\tTime 0.081 (0.086)\tData 0.037 (0.038)\tLoss 1.2600 (1.2457)\tPrec@1 7.812 (12.792)\n",
      "[140/391]\tTime 0.077 (0.086)\tData 0.032 (0.038)\tLoss 1.2638 (1.2466)\tPrec@1 15.625 (12.727)\n",
      "[150/391]\tTime 0.077 (0.086)\tData 0.030 (0.037)\tLoss 1.2421 (1.2454)\tPrec@1 12.500 (12.681)\n",
      "[160/391]\tTime 0.078 (0.085)\tData 0.032 (0.037)\tLoss 1.2936 (1.2443)\tPrec@1 14.062 (12.791)\n",
      "[170/391]\tTime 0.099 (0.085)\tData 0.034 (0.037)\tLoss 1.2374 (1.2433)\tPrec@1 10.938 (12.847)\n",
      "[180/391]\tTime 0.076 (0.086)\tData 0.034 (0.038)\tLoss 1.2382 (1.2412)\tPrec@1 15.625 (12.910)\n",
      "[190/391]\tTime 0.092 (0.087)\tData 0.046 (0.038)\tLoss 1.2272 (1.2406)\tPrec@1 12.500 (12.909)\n",
      "[200/391]\tTime 0.085 (0.086)\tData 0.038 (0.038)\tLoss 1.1966 (1.2395)\tPrec@1 9.375 (12.881)\n",
      "[210/391]\tTime 0.087 (0.086)\tData 0.041 (0.038)\tLoss 1.2248 (1.2391)\tPrec@1 13.281 (12.885)\n",
      "[220/391]\tTime 0.105 (0.087)\tData 0.059 (0.038)\tLoss 1.1916 (1.2384)\tPrec@1 14.844 (12.949)\n",
      "[230/391]\tTime 0.084 (0.087)\tData 0.033 (0.038)\tLoss 1.2115 (1.2374)\tPrec@1 17.188 (13.024)\n",
      "[240/391]\tTime 0.134 (0.087)\tData 0.073 (0.038)\tLoss 1.1875 (1.2356)\tPrec@1 14.062 (13.113)\n",
      "[250/391]\tTime 0.075 (0.087)\tData 0.027 (0.038)\tLoss 1.2117 (1.2346)\tPrec@1 12.500 (13.175)\n",
      "[260/391]\tTime 0.065 (0.086)\tData 0.027 (0.038)\tLoss 1.2803 (1.2333)\tPrec@1 11.719 (13.269)\n",
      "[270/391]\tTime 0.072 (0.086)\tData 0.031 (0.038)\tLoss 1.1870 (1.2317)\tPrec@1 14.844 (13.350)\n",
      "[280/391]\tTime 0.079 (0.086)\tData 0.032 (0.038)\tLoss 1.2352 (1.2296)\tPrec@1 17.969 (13.531)\n",
      "[290/391]\tTime 0.079 (0.086)\tData 0.035 (0.038)\tLoss 1.1574 (1.2278)\tPrec@1 17.188 (13.611)\n",
      "[300/391]\tTime 0.082 (0.086)\tData 0.036 (0.038)\tLoss 1.1872 (1.2265)\tPrec@1 14.062 (13.704)\n",
      "[310/391]\tTime 0.100 (0.086)\tData 0.054 (0.038)\tLoss 1.2328 (1.2256)\tPrec@1 14.062 (13.754)\n",
      "[320/391]\tTime 0.117 (0.086)\tData 0.057 (0.038)\tLoss 1.1643 (1.2238)\tPrec@1 10.938 (13.819)\n",
      "[330/391]\tTime 0.143 (0.087)\tData 0.069 (0.038)\tLoss 1.1756 (1.2223)\tPrec@1 16.406 (13.848)\n",
      "[340/391]\tTime 0.121 (0.087)\tData 0.072 (0.038)\tLoss 1.1815 (1.2215)\tPrec@1 13.281 (13.868)\n",
      "[350/391]\tTime 0.082 (0.087)\tData 0.029 (0.038)\tLoss 1.1059 (1.2196)\tPrec@1 21.094 (13.967)\n",
      "[360/391]\tTime 0.103 (0.087)\tData 0.044 (0.038)\tLoss 1.1540 (1.2189)\tPrec@1 15.625 (14.004)\n",
      "[370/391]\tTime 0.098 (0.087)\tData 0.050 (0.038)\tLoss 1.2255 (1.2179)\tPrec@1 13.281 (14.029)\n",
      "[380/391]\tTime 0.080 (0.087)\tData 0.034 (0.038)\tLoss 1.1798 (1.2164)\tPrec@1 18.750 (14.132)\n",
      "[390/391]\tTime 0.069 (0.087)\tData 0.021 (0.038)\tLoss 1.1479 (1.2153)\tPrec@1 16.250 (14.158)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.037 (0.037)\tLoss 3.3599 (3.3599)\tPrec@1 18.750 (18.750)\n",
      "Test: [10/79]\tTime 0.027 (0.032)\tLoss 3.2530 (3.4235)\tPrec@1 21.094 (16.690)\n",
      "Test: [20/79]\tTime 0.020 (0.093)\tLoss 3.5482 (3.4414)\tPrec@1 12.500 (16.518)\n",
      "Test: [30/79]\tTime 0.020 (0.095)\tLoss 3.3398 (3.4434)\tPrec@1 19.531 (15.852)\n",
      "Test: [40/79]\tTime 0.019 (0.077)\tLoss 3.3187 (3.4326)\tPrec@1 18.750 (16.463)\n",
      "Test: [50/79]\tTime 0.017 (0.065)\tLoss 3.3783 (3.4309)\tPrec@1 13.281 (16.207)\n",
      "Test: [60/79]\tTime 0.018 (0.058)\tLoss 3.6561 (3.4352)\tPrec@1 10.156 (16.137)\n",
      "Test: [70/79]\tTime 0.019 (0.052)\tLoss 3.2869 (3.4304)\tPrec@1 18.750 (16.098)\n",
      " * Prec@1 16.000\n",
      "\n",
      "===> epoch: 4/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.110 (0.110)\tData 0.029 (0.029)\tLoss 1.1943 (1.1943)\tPrec@1 13.281 (13.281)\n",
      "[10/391]\tTime 0.054 (0.058)\tData 0.023 (0.021)\tLoss 1.2164 (1.1670)\tPrec@1 14.844 (17.614)\n",
      "[20/391]\tTime 0.057 (0.054)\tData 0.020 (0.020)\tLoss 1.2318 (1.1674)\tPrec@1 13.281 (16.964)\n",
      "[30/391]\tTime 0.071 (0.058)\tData 0.023 (0.021)\tLoss 1.1295 (1.1576)\tPrec@1 23.438 (17.440)\n",
      "[40/391]\tTime 0.067 (0.062)\tData 0.020 (0.022)\tLoss 1.1957 (1.1674)\tPrec@1 21.094 (16.616)\n",
      "[50/391]\tTime 0.051 (0.064)\tData 0.019 (0.023)\tLoss 1.2547 (1.1694)\tPrec@1 11.719 (16.299)\n",
      "[60/391]\tTime 0.048 (0.061)\tData 0.018 (0.022)\tLoss 1.1293 (1.1667)\tPrec@1 17.969 (16.509)\n",
      "[70/391]\tTime 0.050 (0.060)\tData 0.018 (0.022)\tLoss 1.1083 (1.1648)\tPrec@1 20.312 (16.615)\n",
      "[80/391]\tTime 0.049 (0.059)\tData 0.019 (0.022)\tLoss 1.1603 (1.1663)\tPrec@1 14.844 (16.454)\n",
      "[90/391]\tTime 0.066 (0.059)\tData 0.020 (0.022)\tLoss 1.1542 (1.1650)\tPrec@1 17.969 (16.484)\n",
      "[100/391]\tTime 0.067 (0.060)\tData 0.019 (0.022)\tLoss 1.1472 (1.1637)\tPrec@1 16.406 (16.576)\n",
      "[110/391]\tTime 0.065 (0.060)\tData 0.020 (0.022)\tLoss 1.1981 (1.1630)\tPrec@1 15.625 (16.639)\n",
      "[120/391]\tTime 0.067 (0.061)\tData 0.020 (0.021)\tLoss 1.1605 (1.1622)\tPrec@1 16.406 (16.677)\n",
      "[130/391]\tTime 0.076 (0.061)\tData 0.029 (0.021)\tLoss 1.1252 (1.1594)\tPrec@1 14.844 (16.830)\n",
      "[140/391]\tTime 0.097 (0.063)\tData 0.050 (0.022)\tLoss 1.1745 (1.1587)\tPrec@1 14.844 (16.938)\n",
      "[150/391]\tTime 0.078 (0.065)\tData 0.034 (0.024)\tLoss 1.1914 (1.1587)\tPrec@1 17.969 (16.856)\n",
      "[160/391]\tTime 0.080 (0.067)\tData 0.036 (0.025)\tLoss 1.1784 (1.1586)\tPrec@1 16.406 (16.940)\n",
      "[170/391]\tTime 0.105 (0.069)\tData 0.057 (0.026)\tLoss 1.1502 (1.1563)\tPrec@1 14.062 (16.895)\n",
      "[180/391]\tTime 0.050 (0.069)\tData 0.020 (0.026)\tLoss 1.1512 (1.1540)\tPrec@1 14.844 (17.036)\n",
      "[190/391]\tTime 0.051 (0.070)\tData 0.020 (0.027)\tLoss 1.2006 (1.1528)\tPrec@1 16.406 (17.143)\n",
      "[200/391]\tTime 0.091 (0.071)\tData 0.044 (0.027)\tLoss 1.1424 (1.1510)\tPrec@1 15.625 (17.292)\n",
      "[210/391]\tTime 0.086 (0.071)\tData 0.034 (0.028)\tLoss 1.0834 (1.1489)\tPrec@1 15.625 (17.402)\n",
      "[220/391]\tTime 0.106 (0.072)\tData 0.055 (0.028)\tLoss 1.0862 (1.1479)\tPrec@1 17.188 (17.403)\n",
      "[230/391]\tTime 0.083 (0.073)\tData 0.034 (0.029)\tLoss 1.1491 (1.1476)\tPrec@1 25.781 (17.539)\n",
      "[240/391]\tTime 0.060 (0.073)\tData 0.028 (0.029)\tLoss 1.1232 (1.1466)\tPrec@1 15.625 (17.580)\n",
      "[250/391]\tTime 0.067 (0.079)\tData 0.020 (0.035)\tLoss 1.0769 (1.1459)\tPrec@1 22.656 (17.636)\n",
      "[260/391]\tTime 0.067 (0.080)\tData 0.020 (0.036)\tLoss 1.1662 (1.1458)\tPrec@1 14.844 (17.631)\n",
      "[270/391]\tTime 0.067 (0.079)\tData 0.020 (0.035)\tLoss 1.1560 (1.1454)\tPrec@1 15.625 (17.680)\n",
      "[280/391]\tTime 0.067 (0.079)\tData 0.021 (0.035)\tLoss 1.0927 (1.1448)\tPrec@1 20.312 (17.699)\n",
      "[290/391]\tTime 0.077 (0.079)\tData 0.031 (0.034)\tLoss 1.0604 (1.1435)\tPrec@1 21.875 (17.778)\n",
      "[300/391]\tTime 0.068 (0.078)\tData 0.020 (0.034)\tLoss 1.0866 (1.1428)\tPrec@1 18.750 (17.836)\n",
      "[310/391]\tTime 0.080 (0.078)\tData 0.028 (0.034)\tLoss 1.0976 (1.1416)\tPrec@1 19.531 (17.919)\n",
      "[320/391]\tTime 0.076 (0.078)\tData 0.034 (0.034)\tLoss 1.1086 (1.1405)\tPrec@1 19.531 (17.991)\n",
      "[330/391]\tTime 0.109 (0.079)\tData 0.045 (0.034)\tLoss 1.1681 (1.1396)\tPrec@1 12.500 (18.014)\n",
      "[340/391]\tTime 0.079 (0.079)\tData 0.036 (0.035)\tLoss 1.0954 (1.1387)\tPrec@1 19.531 (18.060)\n",
      "[350/391]\tTime 0.095 (0.079)\tData 0.034 (0.035)\tLoss 1.0735 (1.1382)\tPrec@1 23.438 (18.116)\n",
      "[360/391]\tTime 0.089 (0.080)\tData 0.034 (0.035)\tLoss 1.0238 (1.1372)\tPrec@1 24.219 (18.170)\n",
      "[370/391]\tTime 0.097 (0.080)\tData 0.047 (0.035)\tLoss 1.1280 (1.1365)\tPrec@1 21.094 (18.209)\n",
      "[380/391]\tTime 0.085 (0.080)\tData 0.036 (0.035)\tLoss 1.1247 (1.1358)\tPrec@1 21.094 (18.211)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[390/391]\tTime 0.063 (0.080)\tData 0.022 (0.035)\tLoss 1.0946 (1.1350)\tPrec@1 22.500 (18.230)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.029 (0.029)\tLoss 3.5241 (3.5241)\tPrec@1 17.969 (17.969)\n",
      "Test: [10/79]\tTime 0.036 (0.031)\tLoss 3.2615 (3.4222)\tPrec@1 19.531 (17.045)\n",
      "Test: [20/79]\tTime 0.029 (0.033)\tLoss 3.5996 (3.4496)\tPrec@1 18.750 (16.629)\n",
      "Test: [30/79]\tTime 0.027 (0.034)\tLoss 3.3599 (3.4507)\tPrec@1 17.188 (16.532)\n",
      "Test: [40/79]\tTime 0.032 (0.034)\tLoss 3.0471 (3.4407)\tPrec@1 21.094 (16.845)\n",
      "Test: [50/79]\tTime 0.036 (0.034)\tLoss 3.5768 (3.4345)\tPrec@1 15.625 (17.034)\n",
      "Test: [60/79]\tTime 0.030 (0.034)\tLoss 3.7099 (3.4499)\tPrec@1 11.719 (16.790)\n",
      "Test: [70/79]\tTime 0.031 (0.034)\tLoss 3.5441 (3.4570)\tPrec@1 20.312 (16.714)\n",
      " * Prec@1 16.720\n",
      "\n",
      "===> epoch: 5/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.095 (0.095)\tData 0.041 (0.041)\tLoss 1.1298 (1.1298)\tPrec@1 20.312 (20.312)\n",
      "[10/391]\tTime 0.089 (0.090)\tData 0.038 (0.040)\tLoss 1.0650 (1.1005)\tPrec@1 23.438 (18.608)\n",
      "[20/391]\tTime 0.131 (0.086)\tData 0.075 (0.040)\tLoss 1.0763 (1.1037)\tPrec@1 21.875 (18.638)\n",
      "[30/391]\tTime 0.073 (0.085)\tData 0.032 (0.041)\tLoss 1.0738 (1.0994)\tPrec@1 26.562 (19.002)\n",
      "[40/391]\tTime 0.081 (0.083)\tData 0.039 (0.039)\tLoss 1.0658 (1.0968)\tPrec@1 21.875 (19.665)\n",
      "[50/391]\tTime 0.098 (0.084)\tData 0.039 (0.039)\tLoss 0.9823 (1.0906)\tPrec@1 26.562 (19.807)\n",
      "[60/391]\tTime 0.081 (0.084)\tData 0.036 (0.038)\tLoss 1.1155 (1.0877)\tPrec@1 17.969 (20.377)\n",
      "[70/391]\tTime 0.083 (0.085)\tData 0.037 (0.039)\tLoss 1.1055 (1.0876)\tPrec@1 18.750 (20.257)\n",
      "[80/391]\tTime 0.078 (0.086)\tData 0.029 (0.039)\tLoss 1.1068 (1.0873)\tPrec@1 14.844 (20.322)\n",
      "[90/391]\tTime 0.081 (0.086)\tData 0.035 (0.039)\tLoss 1.0697 (1.0846)\tPrec@1 22.656 (20.407)\n",
      "[100/391]\tTime 0.083 (0.086)\tData 0.041 (0.039)\tLoss 0.9511 (1.0816)\tPrec@1 25.000 (20.622)\n",
      "[110/391]\tTime 0.082 (0.086)\tData 0.033 (0.039)\tLoss 1.1033 (1.0817)\tPrec@1 21.094 (20.693)\n",
      "[120/391]\tTime 0.061 (0.086)\tData 0.024 (0.039)\tLoss 1.0157 (1.0812)\tPrec@1 20.312 (20.764)\n",
      "[130/391]\tTime 0.094 (0.086)\tData 0.041 (0.039)\tLoss 1.1101 (1.0817)\tPrec@1 17.188 (20.790)\n",
      "[140/391]\tTime 0.093 (0.086)\tData 0.049 (0.039)\tLoss 1.1394 (1.0822)\tPrec@1 15.625 (20.811)\n",
      "[150/391]\tTime 0.079 (0.087)\tData 0.033 (0.039)\tLoss 1.0763 (1.0829)\tPrec@1 21.875 (20.706)\n",
      "[160/391]\tTime 0.110 (0.087)\tData 0.052 (0.039)\tLoss 1.0630 (1.0833)\tPrec@1 19.531 (20.628)\n",
      "[170/391]\tTime 0.059 (0.087)\tData 0.027 (0.039)\tLoss 1.0576 (1.0835)\tPrec@1 21.094 (20.632)\n",
      "[180/391]\tTime 0.066 (0.086)\tData 0.027 (0.039)\tLoss 1.0449 (1.0828)\tPrec@1 17.969 (20.653)\n",
      "[190/391]\tTime 0.122 (0.086)\tData 0.037 (0.039)\tLoss 1.1109 (1.0825)\tPrec@1 17.188 (20.771)\n",
      "[200/391]\tTime 0.075 (0.086)\tData 0.034 (0.039)\tLoss 1.1135 (1.0815)\tPrec@1 17.969 (20.868)\n",
      "[210/391]\tTime 0.081 (0.087)\tData 0.038 (0.039)\tLoss 1.0694 (1.0815)\tPrec@1 25.781 (20.927)\n",
      "[220/391]\tTime 0.074 (0.086)\tData 0.030 (0.039)\tLoss 1.0722 (1.0806)\tPrec@1 25.781 (20.931)\n",
      "[230/391]\tTime 0.095 (0.086)\tData 0.032 (0.039)\tLoss 1.0813 (1.0803)\tPrec@1 25.000 (20.962)\n",
      "[240/391]\tTime 0.084 (0.086)\tData 0.039 (0.039)\tLoss 1.0608 (1.0794)\tPrec@1 25.000 (20.980)\n",
      "[250/391]\tTime 0.082 (0.086)\tData 0.034 (0.038)\tLoss 1.0640 (1.0793)\tPrec@1 22.656 (21.000)\n",
      "[260/391]\tTime 0.095 (0.087)\tData 0.048 (0.039)\tLoss 1.0336 (1.0787)\tPrec@1 30.469 (21.013)\n",
      "[270/391]\tTime 0.096 (0.087)\tData 0.049 (0.039)\tLoss 1.0345 (1.0779)\tPrec@1 23.438 (21.007)\n",
      "[280/391]\tTime 0.081 (0.087)\tData 0.035 (0.039)\tLoss 1.0586 (1.0768)\tPrec@1 31.250 (21.133)\n",
      "[290/391]\tTime 0.069 (0.087)\tData 0.031 (0.039)\tLoss 1.0361 (1.0759)\tPrec@1 21.875 (21.233)\n",
      "[300/391]\tTime 0.081 (0.087)\tData 0.033 (0.039)\tLoss 1.0754 (1.0752)\tPrec@1 17.969 (21.211)\n",
      "[310/391]\tTime 0.065 (0.086)\tData 0.033 (0.039)\tLoss 1.0079 (1.0738)\tPrec@1 22.656 (21.285)\n",
      "[320/391]\tTime 0.072 (0.086)\tData 0.027 (0.039)\tLoss 1.0630 (1.0738)\tPrec@1 17.969 (21.276)\n",
      "[330/391]\tTime 0.076 (0.086)\tData 0.033 (0.039)\tLoss 0.9998 (1.0731)\tPrec@1 25.781 (21.337)\n",
      "[340/391]\tTime 0.102 (0.086)\tData 0.054 (0.039)\tLoss 1.0657 (1.0729)\tPrec@1 21.094 (21.364)\n",
      "[350/391]\tTime 0.102 (0.087)\tData 0.034 (0.039)\tLoss 1.1344 (1.0734)\tPrec@1 25.781 (21.392)\n",
      "[360/391]\tTime 0.108 (0.087)\tData 0.051 (0.039)\tLoss 1.0830 (1.0729)\tPrec@1 17.188 (21.427)\n",
      "[370/391]\tTime 0.080 (0.087)\tData 0.031 (0.039)\tLoss 1.0211 (1.0721)\tPrec@1 28.125 (21.488)\n",
      "[380/391]\tTime 0.100 (0.087)\tData 0.034 (0.039)\tLoss 0.9834 (1.0714)\tPrec@1 25.781 (21.498)\n",
      "[390/391]\tTime 0.082 (0.087)\tData 0.042 (0.039)\tLoss 1.0245 (1.0707)\tPrec@1 23.750 (21.572)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.038 (0.038)\tLoss 3.9208 (3.9208)\tPrec@1 14.844 (14.844)\n",
      "Test: [10/79]\tTime 0.042 (0.039)\tLoss 4.2484 (4.2548)\tPrec@1 17.188 (12.216)\n",
      "Test: [20/79]\tTime 0.033 (0.038)\tLoss 4.4104 (4.2701)\tPrec@1 11.719 (11.979)\n",
      "Test: [30/79]\tTime 0.027 (0.039)\tLoss 4.2002 (4.2620)\tPrec@1 12.500 (12.147)\n",
      "Test: [40/79]\tTime 0.026 (0.036)\tLoss 3.9116 (4.2499)\tPrec@1 17.188 (12.405)\n",
      "Test: [50/79]\tTime 0.028 (0.035)\tLoss 4.2023 (4.2327)\tPrec@1 16.406 (12.423)\n",
      "Test: [60/79]\tTime 0.027 (0.035)\tLoss 4.5332 (4.2372)\tPrec@1 12.500 (12.321)\n",
      "Test: [70/79]\tTime 0.028 (0.034)\tLoss 3.9563 (4.2355)\tPrec@1 14.062 (12.324)\n",
      " * Prec@1 12.370\n",
      "\n",
      "===> epoch: 6/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.070 (0.070)\tData 0.039 (0.039)\tLoss 1.0203 (1.0203)\tPrec@1 26.562 (26.562)\n",
      "[10/391]\tTime 0.076 (0.075)\tData 0.032 (0.033)\tLoss 1.0371 (1.0329)\tPrec@1 26.562 (23.580)\n",
      "[20/391]\tTime 0.076 (0.075)\tData 0.032 (0.034)\tLoss 0.9448 (1.0249)\tPrec@1 26.562 (23.847)\n",
      "[30/391]\tTime 0.104 (0.078)\tData 0.040 (0.034)\tLoss 1.0412 (1.0245)\tPrec@1 23.438 (23.639)\n",
      "[40/391]\tTime 0.076 (0.079)\tData 0.033 (0.034)\tLoss 1.0041 (1.0223)\tPrec@1 26.562 (23.914)\n",
      "[50/391]\tTime 0.092 (0.080)\tData 0.044 (0.036)\tLoss 1.0617 (1.0225)\tPrec@1 25.781 (23.989)\n",
      "[60/391]\tTime 0.080 (0.080)\tData 0.035 (0.035)\tLoss 1.0023 (1.0281)\tPrec@1 31.250 (23.642)\n",
      "[70/391]\tTime 0.080 (0.080)\tData 0.035 (0.035)\tLoss 1.0887 (1.0266)\tPrec@1 18.750 (23.471)\n",
      "[80/391]\tTime 0.081 (0.082)\tData 0.034 (0.036)\tLoss 1.0258 (1.0262)\tPrec@1 25.000 (23.486)\n",
      "[90/391]\tTime 0.083 (0.082)\tData 0.042 (0.036)\tLoss 1.0629 (1.0272)\tPrec@1 25.000 (23.386)\n",
      "[100/391]\tTime 0.067 (0.083)\tData 0.022 (0.036)\tLoss 1.0854 (1.0287)\tPrec@1 23.438 (23.438)\n",
      "[110/391]\tTime 0.074 (0.083)\tData 0.036 (0.036)\tLoss 1.0315 (1.0304)\tPrec@1 28.125 (23.487)\n",
      "[120/391]\tTime 0.091 (0.084)\tData 0.035 (0.037)\tLoss 0.9849 (1.0303)\tPrec@1 28.906 (23.586)\n",
      "[130/391]\tTime 0.072 (0.084)\tData 0.035 (0.037)\tLoss 1.1040 (1.0331)\tPrec@1 21.094 (23.432)\n",
      "[140/391]\tTime 0.076 (0.084)\tData 0.030 (0.037)\tLoss 1.0249 (1.0345)\tPrec@1 28.125 (23.426)\n",
      "[150/391]\tTime 0.081 (0.083)\tData 0.038 (0.036)\tLoss 1.0195 (1.0345)\tPrec@1 22.656 (23.500)\n",
      "[160/391]\tTime 0.076 (0.083)\tData 0.034 (0.036)\tLoss 0.9864 (1.0330)\tPrec@1 21.094 (23.632)\n",
      "[170/391]\tTime 0.092 (0.083)\tData 0.045 (0.037)\tLoss 1.0527 (1.0323)\tPrec@1 21.094 (23.689)\n",
      "[180/391]\tTime 0.143 (0.084)\tData 0.091 (0.037)\tLoss 1.0663 (1.0313)\tPrec@1 17.188 (23.744)\n",
      "[190/391]\tTime 0.080 (0.084)\tData 0.034 (0.037)\tLoss 1.0249 (1.0304)\tPrec@1 25.000 (23.842)\n",
      "[200/391]\tTime 0.061 (0.084)\tData 0.021 (0.037)\tLoss 0.9990 (1.0278)\tPrec@1 24.219 (24.036)\n",
      "[210/391]\tTime 0.110 (0.084)\tData 0.034 (0.037)\tLoss 1.0464 (1.0271)\tPrec@1 25.000 (24.034)\n",
      "[220/391]\tTime 0.139 (0.085)\tData 0.093 (0.038)\tLoss 1.0009 (1.0260)\tPrec@1 23.438 (24.035)\n",
      "[230/391]\tTime 0.080 (0.085)\tData 0.032 (0.038)\tLoss 0.8878 (1.0240)\tPrec@1 39.062 (24.239)\n",
      "[240/391]\tTime 0.120 (0.086)\tData 0.032 (0.038)\tLoss 0.9659 (1.0225)\tPrec@1 25.000 (24.232)\n",
      "[250/391]\tTime 0.103 (0.086)\tData 0.051 (0.038)\tLoss 0.9795 (1.0209)\tPrec@1 25.781 (24.343)\n",
      "[260/391]\tTime 0.081 (0.086)\tData 0.035 (0.038)\tLoss 1.0601 (1.0206)\tPrec@1 25.781 (24.398)\n",
      "[270/391]\tTime 0.079 (0.086)\tData 0.035 (0.038)\tLoss 1.1146 (1.0203)\tPrec@1 23.438 (24.429)\n",
      "[280/391]\tTime 0.086 (0.086)\tData 0.042 (0.038)\tLoss 0.9523 (1.0197)\tPrec@1 32.031 (24.472)\n",
      "[290/391]\tTime 0.067 (0.085)\tData 0.030 (0.038)\tLoss 1.0067 (1.0189)\tPrec@1 24.219 (24.501)\n",
      "[300/391]\tTime 0.095 (0.085)\tData 0.045 (0.038)\tLoss 0.9614 (1.0175)\tPrec@1 29.688 (24.600)\n",
      "[310/391]\tTime 0.073 (0.086)\tData 0.033 (0.038)\tLoss 1.0174 (1.0170)\tPrec@1 20.312 (24.631)\n",
      "[320/391]\tTime 0.081 (0.086)\tData 0.033 (0.038)\tLoss 0.9462 (1.0168)\tPrec@1 28.125 (24.674)\n",
      "[330/391]\tTime 0.075 (0.086)\tData 0.032 (0.038)\tLoss 1.1079 (1.0167)\tPrec@1 18.750 (24.698)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[340/391]\tTime 0.118 (0.086)\tData 0.076 (0.038)\tLoss 0.9507 (1.0155)\tPrec@1 25.000 (24.759)\n",
      "[350/391]\tTime 0.082 (0.086)\tData 0.034 (0.039)\tLoss 0.9890 (1.0149)\tPrec@1 28.125 (24.755)\n",
      "[360/391]\tTime 0.084 (0.087)\tData 0.038 (0.039)\tLoss 0.9724 (1.0139)\tPrec@1 27.344 (24.818)\n",
      "[370/391]\tTime 0.081 (0.086)\tData 0.032 (0.039)\tLoss 0.9791 (1.0135)\tPrec@1 26.562 (24.829)\n",
      "[380/391]\tTime 0.085 (0.086)\tData 0.046 (0.039)\tLoss 0.9286 (1.0129)\tPrec@1 30.469 (24.863)\n",
      "[390/391]\tTime 0.059 (0.086)\tData 0.021 (0.039)\tLoss 0.9098 (1.0122)\tPrec@1 38.750 (24.944)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.042 (0.042)\tLoss 3.5247 (3.5247)\tPrec@1 23.438 (23.438)\n",
      "Test: [10/79]\tTime 0.034 (0.030)\tLoss 3.5012 (3.5426)\tPrec@1 18.750 (19.531)\n",
      "Test: [20/79]\tTime 0.030 (0.031)\tLoss 3.6688 (3.5339)\tPrec@1 17.969 (19.568)\n",
      "Test: [30/79]\tTime 0.029 (0.032)\tLoss 3.5882 (3.5195)\tPrec@1 25.781 (19.808)\n",
      "Test: [40/79]\tTime 0.057 (0.034)\tLoss 3.2428 (3.5056)\tPrec@1 22.656 (20.008)\n",
      "Test: [50/79]\tTime 0.038 (0.035)\tLoss 3.5431 (3.4930)\tPrec@1 13.281 (19.930)\n",
      "Test: [60/79]\tTime 0.037 (0.036)\tLoss 3.6538 (3.5018)\tPrec@1 22.656 (19.928)\n",
      "Test: [70/79]\tTime 0.032 (0.036)\tLoss 3.5672 (3.5021)\tPrec@1 18.750 (20.070)\n",
      " * Prec@1 20.340\n",
      "\n",
      "===> epoch: 7/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.119 (0.119)\tData 0.060 (0.060)\tLoss 0.9750 (0.9750)\tPrec@1 29.688 (29.688)\n",
      "[10/391]\tTime 0.074 (0.088)\tData 0.027 (0.045)\tLoss 0.9779 (0.9922)\tPrec@1 27.344 (27.415)\n",
      "[20/391]\tTime 0.083 (0.085)\tData 0.029 (0.040)\tLoss 0.9421 (0.9802)\tPrec@1 29.688 (26.339)\n",
      "[30/391]\tTime 0.073 (0.086)\tData 0.032 (0.041)\tLoss 0.9984 (0.9797)\tPrec@1 29.688 (26.336)\n",
      "[40/391]\tTime 0.104 (0.089)\tData 0.055 (0.042)\tLoss 1.0157 (0.9748)\tPrec@1 21.875 (26.658)\n",
      "[50/391]\tTime 0.087 (0.089)\tData 0.047 (0.041)\tLoss 0.9807 (0.9751)\tPrec@1 22.656 (26.731)\n",
      "[60/391]\tTime 0.078 (0.089)\tData 0.031 (0.040)\tLoss 0.9792 (0.9749)\tPrec@1 31.250 (26.691)\n",
      "[70/391]\tTime 0.084 (0.087)\tData 0.034 (0.039)\tLoss 0.9458 (0.9749)\tPrec@1 26.562 (26.717)\n",
      "[80/391]\tTime 0.074 (0.088)\tData 0.033 (0.040)\tLoss 0.9890 (0.9766)\tPrec@1 29.688 (26.669)\n",
      "[90/391]\tTime 0.080 (0.089)\tData 0.036 (0.039)\tLoss 1.0188 (0.9744)\tPrec@1 21.094 (26.829)\n",
      "[100/391]\tTime 0.075 (0.088)\tData 0.035 (0.039)\tLoss 0.9425 (0.9744)\tPrec@1 25.781 (26.972)\n",
      "[110/391]\tTime 0.104 (0.089)\tData 0.041 (0.039)\tLoss 0.9713 (0.9757)\tPrec@1 24.219 (26.886)\n",
      "[120/391]\tTime 0.105 (0.089)\tData 0.053 (0.040)\tLoss 1.0434 (0.9774)\tPrec@1 21.875 (26.795)\n",
      "[130/391]\tTime 0.069 (0.089)\tData 0.033 (0.040)\tLoss 0.9927 (0.9771)\tPrec@1 27.344 (26.861)\n",
      "[140/391]\tTime 0.075 (0.088)\tData 0.032 (0.039)\tLoss 0.9841 (0.9762)\tPrec@1 25.000 (26.939)\n",
      "[150/391]\tTime 0.075 (0.087)\tData 0.033 (0.039)\tLoss 1.0450 (0.9769)\tPrec@1 21.875 (26.759)\n",
      "[160/391]\tTime 0.070 (0.087)\tData 0.029 (0.039)\tLoss 0.9975 (0.9770)\tPrec@1 21.875 (26.795)\n",
      "[170/391]\tTime 0.100 (0.087)\tData 0.038 (0.038)\tLoss 0.9783 (0.9769)\tPrec@1 20.312 (26.713)\n",
      "[180/391]\tTime 0.075 (0.086)\tData 0.030 (0.038)\tLoss 0.9429 (0.9778)\tPrec@1 22.656 (26.593)\n",
      "[190/391]\tTime 0.075 (0.087)\tData 0.033 (0.039)\tLoss 0.9904 (0.9756)\tPrec@1 32.031 (26.730)\n",
      "[200/391]\tTime 0.083 (0.087)\tData 0.027 (0.039)\tLoss 0.9006 (0.9744)\tPrec@1 31.250 (26.811)\n",
      "[210/391]\tTime 0.104 (0.087)\tData 0.046 (0.039)\tLoss 0.9530 (0.9731)\tPrec@1 29.688 (26.925)\n",
      "[220/391]\tTime 0.082 (0.087)\tData 0.034 (0.038)\tLoss 0.9472 (0.9726)\tPrec@1 32.812 (27.004)\n",
      "[230/391]\tTime 0.091 (0.087)\tData 0.047 (0.039)\tLoss 0.9391 (0.9719)\tPrec@1 32.031 (26.972)\n",
      "[240/391]\tTime 0.080 (0.087)\tData 0.032 (0.039)\tLoss 0.9557 (0.9708)\tPrec@1 28.125 (27.101)\n",
      "[250/391]\tTime 0.075 (0.087)\tData 0.028 (0.039)\tLoss 0.9738 (0.9690)\tPrec@1 26.562 (27.235)\n",
      "[260/391]\tTime 0.073 (0.087)\tData 0.028 (0.039)\tLoss 1.0007 (0.9682)\tPrec@1 30.469 (27.332)\n",
      "[270/391]\tTime 0.099 (0.087)\tData 0.034 (0.039)\tLoss 0.9147 (0.9680)\tPrec@1 33.594 (27.269)\n",
      "[280/391]\tTime 0.107 (0.087)\tData 0.063 (0.039)\tLoss 0.9477 (0.9676)\tPrec@1 32.031 (27.299)\n",
      "[290/391]\tTime 0.075 (0.087)\tData 0.034 (0.039)\tLoss 0.9660 (0.9672)\tPrec@1 21.875 (27.341)\n",
      "[300/391]\tTime 0.075 (0.087)\tData 0.028 (0.039)\tLoss 0.9809 (0.9670)\tPrec@1 28.906 (27.339)\n",
      "[310/391]\tTime 0.094 (0.087)\tData 0.031 (0.039)\tLoss 0.9322 (0.9661)\tPrec@1 25.000 (27.399)\n",
      "[320/391]\tTime 0.090 (0.087)\tData 0.039 (0.039)\tLoss 0.9566 (0.9662)\tPrec@1 25.781 (27.422)\n",
      "[330/391]\tTime 0.082 (0.087)\tData 0.033 (0.039)\tLoss 0.9854 (0.9649)\tPrec@1 25.000 (27.476)\n",
      "[340/391]\tTime 0.082 (0.088)\tData 0.034 (0.039)\tLoss 0.9876 (0.9650)\tPrec@1 27.344 (27.461)\n",
      "[350/391]\tTime 0.092 (0.088)\tData 0.048 (0.039)\tLoss 0.9146 (0.9649)\tPrec@1 33.594 (27.419)\n",
      "[360/391]\tTime 0.073 (0.088)\tData 0.030 (0.039)\tLoss 0.9274 (0.9644)\tPrec@1 32.812 (27.445)\n",
      "[370/391]\tTime 0.083 (0.088)\tData 0.033 (0.039)\tLoss 0.9314 (0.9640)\tPrec@1 28.125 (27.451)\n",
      "[380/391]\tTime 0.086 (0.087)\tData 0.041 (0.039)\tLoss 0.9444 (0.9648)\tPrec@1 31.250 (27.416)\n",
      "[390/391]\tTime 0.065 (0.088)\tData 0.026 (0.039)\tLoss 0.8989 (0.9647)\tPrec@1 36.250 (27.396)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.034 (0.034)\tLoss 3.6248 (3.6248)\tPrec@1 17.188 (17.188)\n",
      "Test: [10/79]\tTime 0.040 (0.036)\tLoss 3.4267 (3.5917)\tPrec@1 20.312 (18.892)\n",
      "Test: [20/79]\tTime 0.032 (0.038)\tLoss 3.7799 (3.6344)\tPrec@1 17.969 (19.308)\n",
      "Test: [30/79]\tTime 0.026 (0.040)\tLoss 3.4918 (3.6294)\tPrec@1 12.500 (18.851)\n",
      "Test: [40/79]\tTime 0.029 (0.037)\tLoss 3.0165 (3.6130)\tPrec@1 28.125 (19.169)\n",
      "Test: [50/79]\tTime 0.058 (0.036)\tLoss 3.7230 (3.6058)\tPrec@1 17.969 (19.286)\n",
      "Test: [60/79]\tTime 0.027 (0.035)\tLoss 3.5354 (3.6074)\tPrec@1 21.875 (19.083)\n",
      "Test: [70/79]\tTime 0.037 (0.037)\tLoss 3.5412 (3.6052)\tPrec@1 21.094 (19.355)\n",
      " * Prec@1 19.190\n",
      "\n",
      "===> epoch: 8/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.106 (0.106)\tData 0.065 (0.065)\tLoss 0.9048 (0.9048)\tPrec@1 28.906 (28.906)\n",
      "[10/391]\tTime 0.077 (0.091)\tData 0.033 (0.044)\tLoss 0.9722 (0.9451)\tPrec@1 27.344 (28.977)\n",
      "[20/391]\tTime 0.081 (0.090)\tData 0.035 (0.041)\tLoss 0.9421 (0.9373)\tPrec@1 34.375 (28.906)\n",
      "[30/391]\tTime 0.080 (0.086)\tData 0.034 (0.038)\tLoss 0.9002 (0.9442)\tPrec@1 28.906 (28.755)\n",
      "[40/391]\tTime 0.067 (0.082)\tData 0.020 (0.035)\tLoss 0.9463 (0.9422)\tPrec@1 30.469 (28.830)\n",
      "[50/391]\tTime 0.066 (0.080)\tData 0.020 (0.034)\tLoss 0.9415 (0.9392)\tPrec@1 28.906 (28.661)\n",
      "[60/391]\tTime 0.071 (0.079)\tData 0.024 (0.033)\tLoss 0.9352 (0.9364)\tPrec@1 25.781 (28.893)\n",
      "[70/391]\tTime 0.074 (0.078)\tData 0.026 (0.031)\tLoss 0.9051 (0.9386)\tPrec@1 30.469 (29.005)\n",
      "[80/391]\tTime 0.077 (0.076)\tData 0.025 (0.030)\tLoss 0.9357 (0.9401)\tPrec@1 31.250 (29.041)\n",
      "[90/391]\tTime 0.120 (0.079)\tData 0.032 (0.030)\tLoss 0.9773 (0.9399)\tPrec@1 27.344 (29.155)\n",
      "[100/391]\tTime 0.117 (0.083)\tData 0.034 (0.031)\tLoss 0.9306 (0.9404)\tPrec@1 26.562 (29.216)\n",
      "[110/391]\tTime 0.121 (0.085)\tData 0.035 (0.031)\tLoss 0.9247 (0.9414)\tPrec@1 27.344 (29.068)\n",
      "[120/391]\tTime 0.092 (0.087)\tData 0.027 (0.032)\tLoss 0.9386 (0.9408)\tPrec@1 28.125 (29.171)\n",
      "[130/391]\tTime 0.116 (0.090)\tData 0.034 (0.032)\tLoss 0.9429 (0.9389)\tPrec@1 32.031 (29.187)\n",
      "[140/391]\tTime 0.116 (0.090)\tData 0.036 (0.033)\tLoss 0.9391 (0.9384)\tPrec@1 32.031 (29.217)\n",
      "[150/391]\tTime 0.113 (0.092)\tData 0.044 (0.033)\tLoss 0.9494 (0.9369)\tPrec@1 25.781 (29.227)\n",
      "[160/391]\tTime 0.087 (0.093)\tData 0.021 (0.033)\tLoss 0.9438 (0.9356)\tPrec@1 25.781 (29.338)\n",
      "[170/391]\tTime 0.124 (0.094)\tData 0.033 (0.033)\tLoss 0.9363 (0.9341)\tPrec@1 32.812 (29.482)\n",
      "[180/391]\tTime 0.124 (0.095)\tData 0.037 (0.034)\tLoss 0.9944 (0.9334)\tPrec@1 23.438 (29.511)\n",
      "[190/391]\tTime 0.133 (0.097)\tData 0.065 (0.034)\tLoss 1.0128 (0.9338)\tPrec@1 22.656 (29.463)\n",
      "[200/391]\tTime 0.072 (0.097)\tData 0.027 (0.034)\tLoss 0.8793 (0.9326)\tPrec@1 31.250 (29.458)\n",
      "[210/391]\tTime 0.124 (0.098)\tData 0.035 (0.034)\tLoss 0.9250 (0.9330)\tPrec@1 30.469 (29.454)\n",
      "[220/391]\tTime 0.142 (0.099)\tData 0.057 (0.035)\tLoss 0.9224 (0.9324)\tPrec@1 32.031 (29.550)\n",
      "[230/391]\tTime 0.120 (0.100)\tData 0.049 (0.035)\tLoss 0.8842 (0.9319)\tPrec@1 35.156 (29.610)\n",
      "[240/391]\tTime 0.074 (0.100)\tData 0.036 (0.035)\tLoss 0.9181 (0.9317)\tPrec@1 32.812 (29.642)\n",
      "[250/391]\tTime 0.126 (0.101)\tData 0.037 (0.035)\tLoss 0.9041 (0.9298)\tPrec@1 27.344 (29.790)\n",
      "[260/391]\tTime 0.128 (0.101)\tData 0.034 (0.035)\tLoss 0.9622 (0.9303)\tPrec@1 27.344 (29.783)\n",
      "[270/391]\tTime 0.095 (0.101)\tData 0.026 (0.035)\tLoss 0.9006 (0.9302)\tPrec@1 31.250 (29.817)\n",
      "[280/391]\tTime 0.119 (0.102)\tData 0.032 (0.035)\tLoss 0.9955 (0.9311)\tPrec@1 29.688 (29.757)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[290/391]\tTime 0.079 (0.103)\tData 0.036 (0.035)\tLoss 0.8938 (0.9311)\tPrec@1 29.688 (29.755)\n",
      "[300/391]\tTime 0.136 (0.103)\tData 0.036 (0.035)\tLoss 0.8769 (0.9309)\tPrec@1 33.594 (29.654)\n",
      "[310/391]\tTime 0.126 (0.104)\tData 0.055 (0.036)\tLoss 0.9421 (0.9309)\tPrec@1 30.469 (29.640)\n",
      "[320/391]\tTime 0.124 (0.103)\tData 0.034 (0.036)\tLoss 0.9099 (0.9307)\tPrec@1 27.344 (29.602)\n",
      "[330/391]\tTime 0.129 (0.104)\tData 0.038 (0.036)\tLoss 0.9164 (0.9303)\tPrec@1 28.125 (29.638)\n",
      "[340/391]\tTime 0.129 (0.105)\tData 0.041 (0.036)\tLoss 0.8814 (0.9302)\tPrec@1 33.594 (29.658)\n",
      "[350/391]\tTime 0.112 (0.105)\tData 0.029 (0.036)\tLoss 0.9798 (0.9298)\tPrec@1 28.125 (29.618)\n",
      "[360/391]\tTime 0.122 (0.106)\tData 0.036 (0.036)\tLoss 1.0051 (0.9307)\tPrec@1 24.219 (29.540)\n",
      "[370/391]\tTime 0.161 (0.106)\tData 0.045 (0.036)\tLoss 0.9011 (0.9305)\tPrec@1 33.594 (29.567)\n",
      "[380/391]\tTime 0.121 (0.106)\tData 0.030 (0.036)\tLoss 0.9606 (0.9304)\tPrec@1 25.000 (29.591)\n",
      "[390/391]\tTime 0.093 (0.106)\tData 0.020 (0.036)\tLoss 0.9449 (0.9294)\tPrec@1 30.000 (29.676)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.031 (0.031)\tLoss 3.2747 (3.2747)\tPrec@1 17.969 (17.969)\n",
      "Test: [10/79]\tTime 0.019 (0.033)\tLoss 3.0986 (3.2654)\tPrec@1 24.219 (22.017)\n",
      "Test: [20/79]\tTime 0.021 (0.027)\tLoss 3.4098 (3.2538)\tPrec@1 21.094 (21.875)\n",
      "Test: [30/79]\tTime 0.036 (0.029)\tLoss 2.9933 (3.2610)\tPrec@1 21.875 (21.346)\n",
      "Test: [40/79]\tTime 0.035 (0.031)\tLoss 3.0272 (3.2707)\tPrec@1 21.094 (21.589)\n",
      "Test: [50/79]\tTime 0.035 (0.034)\tLoss 3.4099 (3.2699)\tPrec@1 17.188 (21.676)\n",
      "Test: [60/79]\tTime 0.036 (0.034)\tLoss 3.6242 (3.2728)\tPrec@1 21.875 (21.849)\n",
      "Test: [70/79]\tTime 0.042 (0.035)\tLoss 3.0791 (3.2694)\tPrec@1 23.438 (21.809)\n",
      " * Prec@1 21.800\n",
      "\n",
      "===> epoch: 9/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.105 (0.105)\tData 0.033 (0.033)\tLoss 0.8699 (0.8699)\tPrec@1 35.156 (35.156)\n",
      "[10/391]\tTime 0.120 (0.121)\tData 0.030 (0.035)\tLoss 0.8553 (0.8975)\tPrec@1 39.844 (33.026)\n",
      "[20/391]\tTime 0.079 (0.116)\tData 0.036 (0.036)\tLoss 0.8604 (0.8940)\tPrec@1 34.375 (32.552)\n",
      "[30/391]\tTime 0.154 (0.112)\tData 0.064 (0.037)\tLoss 0.9311 (0.9012)\tPrec@1 25.781 (31.830)\n",
      "[40/391]\tTime 0.078 (0.108)\tData 0.036 (0.037)\tLoss 0.8431 (0.8967)\tPrec@1 35.156 (31.955)\n",
      "[50/391]\tTime 0.114 (0.109)\tData 0.024 (0.036)\tLoss 0.9082 (0.8971)\tPrec@1 35.156 (31.893)\n",
      "[60/391]\tTime 0.107 (0.109)\tData 0.036 (0.036)\tLoss 0.8794 (0.8984)\tPrec@1 35.156 (31.698)\n",
      "[70/391]\tTime 0.147 (0.111)\tData 0.034 (0.036)\tLoss 0.9168 (0.8989)\tPrec@1 25.000 (31.558)\n",
      "[80/391]\tTime 0.109 (0.112)\tData 0.029 (0.037)\tLoss 0.9141 (0.9003)\tPrec@1 34.375 (31.395)\n",
      "[90/391]\tTime 0.113 (0.112)\tData 0.030 (0.037)\tLoss 0.9071 (0.9000)\tPrec@1 28.906 (31.439)\n",
      "[100/391]\tTime 0.139 (0.111)\tData 0.052 (0.037)\tLoss 0.9381 (0.9023)\tPrec@1 28.125 (31.281)\n",
      "[110/391]\tTime 0.138 (0.112)\tData 0.050 (0.037)\tLoss 0.9441 (0.9035)\tPrec@1 28.125 (31.292)\n",
      "[120/391]\tTime 0.109 (0.113)\tData 0.039 (0.038)\tLoss 0.9243 (0.9045)\tPrec@1 28.906 (31.224)\n",
      "[130/391]\tTime 0.130 (0.112)\tData 0.039 (0.037)\tLoss 0.9800 (0.9058)\tPrec@1 28.906 (31.167)\n",
      "[140/391]\tTime 0.126 (0.113)\tData 0.034 (0.038)\tLoss 0.9169 (0.9062)\tPrec@1 33.594 (31.167)\n",
      "[150/391]\tTime 0.133 (0.115)\tData 0.044 (0.038)\tLoss 0.8602 (0.9066)\tPrec@1 39.844 (31.183)\n",
      "[160/391]\tTime 0.119 (0.114)\tData 0.031 (0.038)\tLoss 0.9131 (0.9081)\tPrec@1 32.812 (31.104)\n",
      "[170/391]\tTime 0.121 (0.114)\tData 0.036 (0.037)\tLoss 0.8822 (0.9082)\tPrec@1 32.812 (31.072)\n",
      "[180/391]\tTime 0.096 (0.113)\tData 0.054 (0.037)\tLoss 0.8830 (0.9082)\tPrec@1 33.594 (31.077)\n",
      "[190/391]\tTime 0.086 (0.113)\tData 0.035 (0.038)\tLoss 1.0413 (0.9084)\tPrec@1 22.656 (31.045)\n",
      "[200/391]\tTime 0.107 (0.113)\tData 0.027 (0.038)\tLoss 0.9333 (0.9073)\tPrec@1 28.125 (31.164)\n",
      "[210/391]\tTime 0.127 (0.113)\tData 0.033 (0.038)\tLoss 0.8817 (0.9068)\tPrec@1 31.250 (31.220)\n",
      "[220/391]\tTime 0.110 (0.113)\tData 0.033 (0.038)\tLoss 0.9415 (0.9067)\tPrec@1 25.000 (31.278)\n",
      "[230/391]\tTime 0.115 (0.114)\tData 0.030 (0.037)\tLoss 0.8884 (0.9061)\tPrec@1 27.344 (31.284)\n",
      "[240/391]\tTime 0.097 (0.114)\tData 0.036 (0.038)\tLoss 0.9488 (0.9067)\tPrec@1 31.250 (31.256)\n",
      "[250/391]\tTime 0.123 (0.114)\tData 0.034 (0.038)\tLoss 0.9072 (0.9072)\tPrec@1 26.562 (31.125)\n",
      "[260/391]\tTime 0.087 (0.114)\tData 0.032 (0.038)\tLoss 0.9024 (0.9076)\tPrec@1 35.156 (31.026)\n",
      "[270/391]\tTime 0.130 (0.114)\tData 0.035 (0.038)\tLoss 0.9251 (0.9075)\tPrec@1 32.031 (31.080)\n",
      "[280/391]\tTime 0.110 (0.114)\tData 0.027 (0.038)\tLoss 0.8841 (0.9072)\tPrec@1 31.250 (31.089)\n",
      "[290/391]\tTime 0.106 (0.114)\tData 0.037 (0.038)\tLoss 0.9341 (0.9069)\tPrec@1 29.688 (31.084)\n",
      "[300/391]\tTime 0.122 (0.114)\tData 0.063 (0.038)\tLoss 0.9080 (0.9069)\tPrec@1 27.344 (31.094)\n",
      "[310/391]\tTime 0.088 (0.114)\tData 0.030 (0.038)\tLoss 0.8979 (0.9072)\tPrec@1 35.156 (31.117)\n",
      "[320/391]\tTime 0.097 (0.114)\tData 0.033 (0.037)\tLoss 0.8937 (0.9068)\tPrec@1 28.125 (31.126)\n",
      "[330/391]\tTime 0.150 (0.115)\tData 0.059 (0.038)\tLoss 0.8747 (0.9064)\tPrec@1 37.500 (31.167)\n",
      "[340/391]\tTime 0.091 (0.115)\tData 0.036 (0.038)\tLoss 0.8726 (0.9053)\tPrec@1 34.375 (31.197)\n",
      "[350/391]\tTime 0.105 (0.114)\tData 0.031 (0.038)\tLoss 0.8937 (0.9044)\tPrec@1 33.594 (31.266)\n",
      "[360/391]\tTime 0.114 (0.114)\tData 0.056 (0.038)\tLoss 0.9726 (0.9041)\tPrec@1 32.812 (31.231)\n",
      "[370/391]\tTime 0.097 (0.114)\tData 0.034 (0.038)\tLoss 0.9240 (0.9045)\tPrec@1 26.562 (31.212)\n",
      "[380/391]\tTime 0.079 (0.114)\tData 0.034 (0.038)\tLoss 0.9446 (0.9043)\tPrec@1 26.562 (31.225)\n",
      "[390/391]\tTime 0.088 (0.114)\tData 0.019 (0.038)\tLoss 0.8646 (0.9041)\tPrec@1 32.500 (31.240)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.026 (0.026)\tLoss 3.2533 (3.2533)\tPrec@1 27.344 (27.344)\n",
      "Test: [10/79]\tTime 0.029 (0.028)\tLoss 3.1489 (3.1623)\tPrec@1 32.031 (24.290)\n",
      "Test: [20/79]\tTime 0.043 (0.028)\tLoss 3.3096 (3.1630)\tPrec@1 23.438 (23.549)\n",
      "Test: [30/79]\tTime 0.042 (0.030)\tLoss 3.4142 (3.1785)\tPrec@1 20.312 (23.211)\n",
      "Test: [40/79]\tTime 0.033 (0.031)\tLoss 2.9413 (3.1757)\tPrec@1 25.000 (22.942)\n",
      "Test: [50/79]\tTime 0.039 (0.033)\tLoss 3.2076 (3.1600)\tPrec@1 15.625 (22.794)\n",
      "Test: [60/79]\tTime 0.038 (0.034)\tLoss 3.3430 (3.1625)\tPrec@1 21.875 (23.015)\n",
      "Test: [70/79]\tTime 0.036 (0.034)\tLoss 3.2229 (3.1633)\tPrec@1 26.562 (23.206)\n",
      " * Prec@1 23.270\n",
      "\n",
      "===> epoch: 10/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.103 (0.103)\tData 0.039 (0.039)\tLoss 0.8178 (0.8178)\tPrec@1 29.688 (29.688)\n",
      "[10/391]\tTime 0.080 (0.107)\tData 0.027 (0.037)\tLoss 0.8623 (0.8983)\tPrec@1 31.250 (30.753)\n",
      "[20/391]\tTime 0.102 (0.103)\tData 0.027 (0.035)\tLoss 0.8800 (0.8921)\tPrec@1 35.938 (31.696)\n",
      "[30/391]\tTime 0.118 (0.105)\tData 0.034 (0.035)\tLoss 0.8406 (0.8911)\tPrec@1 37.500 (32.107)\n",
      "[40/391]\tTime 0.101 (0.105)\tData 0.046 (0.035)\tLoss 0.9363 (0.8864)\tPrec@1 27.344 (32.641)\n",
      "[50/391]\tTime 0.111 (0.108)\tData 0.027 (0.036)\tLoss 0.8398 (0.8820)\tPrec@1 33.594 (32.843)\n",
      "[60/391]\tTime 0.096 (0.108)\tData 0.032 (0.035)\tLoss 0.7789 (0.8794)\tPrec@1 42.969 (33.005)\n",
      "[70/391]\tTime 0.125 (0.109)\tData 0.034 (0.036)\tLoss 0.8690 (0.8774)\tPrec@1 36.719 (33.209)\n",
      "[80/391]\tTime 0.095 (0.108)\tData 0.038 (0.036)\tLoss 0.8713 (0.8765)\tPrec@1 25.000 (33.150)\n",
      "[90/391]\tTime 0.100 (0.109)\tData 0.044 (0.037)\tLoss 0.8900 (0.8782)\tPrec@1 36.719 (33.113)\n",
      "[100/391]\tTime 0.162 (0.109)\tData 0.061 (0.037)\tLoss 0.8007 (0.8784)\tPrec@1 32.031 (32.851)\n",
      "[110/391]\tTime 0.138 (0.111)\tData 0.047 (0.037)\tLoss 0.9477 (0.8789)\tPrec@1 32.812 (32.925)\n",
      "[120/391]\tTime 0.101 (0.111)\tData 0.039 (0.037)\tLoss 0.9326 (0.8809)\tPrec@1 32.812 (32.838)\n",
      "[130/391]\tTime 0.107 (0.112)\tData 0.048 (0.037)\tLoss 0.9030 (0.8818)\tPrec@1 27.344 (32.669)\n",
      "[140/391]\tTime 0.095 (0.112)\tData 0.033 (0.037)\tLoss 0.9186 (0.8810)\tPrec@1 31.250 (32.691)\n",
      "[150/391]\tTime 0.140 (0.112)\tData 0.033 (0.037)\tLoss 0.8611 (0.8815)\tPrec@1 34.375 (32.673)\n",
      "[160/391]\tTime 0.072 (0.112)\tData 0.028 (0.037)\tLoss 0.9140 (0.8820)\tPrec@1 31.250 (32.589)\n",
      "[170/391]\tTime 0.125 (0.113)\tData 0.035 (0.037)\tLoss 0.9087 (0.8816)\tPrec@1 29.688 (32.570)\n",
      "[180/391]\tTime 0.100 (0.113)\tData 0.037 (0.038)\tLoss 0.9372 (0.8825)\tPrec@1 29.688 (32.510)\n",
      "[190/391]\tTime 0.123 (0.113)\tData 0.034 (0.038)\tLoss 0.8309 (0.8841)\tPrec@1 37.500 (32.363)\n",
      "[200/391]\tTime 0.133 (0.114)\tData 0.059 (0.038)\tLoss 0.8849 (0.8838)\tPrec@1 29.688 (32.416)\n",
      "[210/391]\tTime 0.115 (0.113)\tData 0.028 (0.038)\tLoss 0.9156 (0.8829)\tPrec@1 31.250 (32.539)\n",
      "[220/391]\tTime 0.135 (0.113)\tData 0.044 (0.038)\tLoss 0.9217 (0.8824)\tPrec@1 32.031 (32.611)\n",
      "[230/391]\tTime 0.094 (0.113)\tData 0.031 (0.038)\tLoss 0.9122 (0.8818)\tPrec@1 24.219 (32.586)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[240/391]\tTime 0.093 (0.113)\tData 0.038 (0.038)\tLoss 0.9055 (0.8810)\tPrec@1 28.125 (32.624)\n",
      "[250/391]\tTime 0.080 (0.112)\tData 0.031 (0.037)\tLoss 0.8779 (0.8809)\tPrec@1 37.500 (32.651)\n",
      "[260/391]\tTime 0.095 (0.112)\tData 0.035 (0.037)\tLoss 0.9193 (0.8822)\tPrec@1 30.469 (32.558)\n",
      "[270/391]\tTime 0.101 (0.113)\tData 0.041 (0.038)\tLoss 0.8683 (0.8812)\tPrec@1 39.062 (32.648)\n",
      "[280/391]\tTime 0.086 (0.112)\tData 0.035 (0.038)\tLoss 0.8931 (0.8812)\tPrec@1 29.688 (32.598)\n",
      "[290/391]\tTime 0.122 (0.112)\tData 0.059 (0.038)\tLoss 0.8377 (0.8806)\tPrec@1 33.594 (32.614)\n",
      "[300/391]\tTime 0.120 (0.113)\tData 0.032 (0.038)\tLoss 0.8848 (0.8805)\tPrec@1 28.906 (32.633)\n",
      "[310/391]\tTime 0.141 (0.113)\tData 0.053 (0.038)\tLoss 0.9207 (0.8803)\tPrec@1 27.344 (32.634)\n",
      "[320/391]\tTime 0.089 (0.113)\tData 0.039 (0.038)\tLoss 0.8720 (0.8803)\tPrec@1 31.250 (32.645)\n",
      "[330/391]\tTime 0.157 (0.113)\tData 0.068 (0.038)\tLoss 0.8294 (0.8804)\tPrec@1 34.375 (32.640)\n",
      "[340/391]\tTime 0.140 (0.113)\tData 0.050 (0.038)\tLoss 0.9285 (0.8801)\tPrec@1 32.031 (32.622)\n",
      "[350/391]\tTime 0.171 (0.113)\tData 0.069 (0.038)\tLoss 0.9135 (0.8803)\tPrec@1 32.812 (32.606)\n",
      "[360/391]\tTime 0.120 (0.113)\tData 0.036 (0.038)\tLoss 0.8482 (0.8809)\tPrec@1 31.250 (32.555)\n",
      "[370/391]\tTime 0.085 (0.113)\tData 0.035 (0.038)\tLoss 0.8833 (0.8808)\tPrec@1 34.375 (32.627)\n",
      "[380/391]\tTime 0.118 (0.113)\tData 0.043 (0.038)\tLoss 0.9344 (0.8809)\tPrec@1 27.344 (32.599)\n",
      "[390/391]\tTime 0.074 (0.113)\tData 0.022 (0.038)\tLoss 0.8478 (0.8813)\tPrec@1 36.250 (32.602)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.033 (0.033)\tLoss 2.6993 (2.6993)\tPrec@1 32.031 (32.031)\n",
      "Test: [10/79]\tTime 0.026 (0.031)\tLoss 2.9187 (2.8047)\tPrec@1 26.562 (28.338)\n",
      "Test: [20/79]\tTime 0.046 (0.033)\tLoss 3.0025 (2.8099)\tPrec@1 27.344 (29.129)\n",
      "Test: [30/79]\tTime 0.026 (0.033)\tLoss 2.8614 (2.8105)\tPrec@1 28.125 (28.679)\n",
      "Test: [40/79]\tTime 0.036 (0.034)\tLoss 2.4344 (2.8137)\tPrec@1 38.281 (29.116)\n",
      "Test: [50/79]\tTime 0.034 (0.034)\tLoss 2.8400 (2.8055)\tPrec@1 22.656 (28.692)\n",
      "Test: [60/79]\tTime 0.039 (0.034)\tLoss 2.8091 (2.8120)\tPrec@1 30.469 (28.343)\n",
      "Test: [70/79]\tTime 0.036 (0.034)\tLoss 2.7886 (2.8187)\tPrec@1 29.688 (28.422)\n",
      " * Prec@1 28.550\n",
      "\n",
      "===> epoch: 11/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.103 (0.103)\tData 0.036 (0.036)\tLoss 0.8317 (0.8317)\tPrec@1 40.625 (40.625)\n",
      "[10/391]\tTime 0.138 (0.121)\tData 0.061 (0.039)\tLoss 0.8661 (0.8912)\tPrec@1 28.906 (31.392)\n",
      "[20/391]\tTime 0.100 (0.125)\tData 0.032 (0.041)\tLoss 0.8194 (0.8727)\tPrec@1 34.375 (33.557)\n",
      "[30/391]\tTime 0.081 (0.122)\tData 0.032 (0.041)\tLoss 0.9091 (0.8710)\tPrec@1 26.562 (33.543)\n",
      "[40/391]\tTime 0.093 (0.119)\tData 0.031 (0.041)\tLoss 0.8105 (0.8663)\tPrec@1 33.594 (33.861)\n",
      "[50/391]\tTime 0.119 (0.120)\tData 0.038 (0.041)\tLoss 0.7950 (0.8645)\tPrec@1 36.719 (34.007)\n",
      "[60/391]\tTime 0.113 (0.118)\tData 0.027 (0.039)\tLoss 0.9405 (0.8652)\tPrec@1 27.344 (34.106)\n",
      "[70/391]\tTime 0.122 (0.117)\tData 0.033 (0.039)\tLoss 0.8565 (0.8646)\tPrec@1 35.938 (34.122)\n",
      "[80/391]\tTime 0.128 (0.117)\tData 0.033 (0.039)\tLoss 0.8467 (0.8630)\tPrec@1 35.938 (33.931)\n",
      "[90/391]\tTime 0.119 (0.116)\tData 0.031 (0.039)\tLoss 0.9180 (0.8636)\tPrec@1 28.906 (33.688)\n",
      "[100/391]\tTime 0.118 (0.117)\tData 0.029 (0.039)\tLoss 0.9843 (0.8642)\tPrec@1 24.219 (33.694)\n",
      "[110/391]\tTime 0.080 (0.117)\tData 0.034 (0.039)\tLoss 0.9143 (0.8616)\tPrec@1 35.938 (33.967)\n",
      "[120/391]\tTime 0.081 (0.115)\tData 0.032 (0.039)\tLoss 0.8580 (0.8598)\tPrec@1 38.281 (34.091)\n",
      "[130/391]\tTime 0.113 (0.115)\tData 0.039 (0.039)\tLoss 0.8659 (0.8610)\tPrec@1 25.781 (34.029)\n",
      "[140/391]\tTime 0.119 (0.114)\tData 0.028 (0.038)\tLoss 0.9356 (0.8640)\tPrec@1 28.906 (33.826)\n",
      "[150/391]\tTime 0.121 (0.114)\tData 0.032 (0.038)\tLoss 0.9120 (0.8650)\tPrec@1 28.125 (33.713)\n",
      "[160/391]\tTime 0.144 (0.115)\tData 0.033 (0.038)\tLoss 0.9460 (0.8666)\tPrec@1 33.594 (33.560)\n",
      "[170/391]\tTime 0.095 (0.114)\tData 0.028 (0.038)\tLoss 0.8309 (0.8666)\tPrec@1 35.156 (33.676)\n",
      "[180/391]\tTime 0.075 (0.114)\tData 0.028 (0.038)\tLoss 0.8958 (0.8671)\tPrec@1 33.594 (33.611)\n",
      "[190/391]\tTime 0.083 (0.115)\tData 0.033 (0.038)\tLoss 0.8749 (0.8675)\tPrec@1 35.156 (33.610)\n",
      "[200/391]\tTime 0.109 (0.115)\tData 0.034 (0.038)\tLoss 0.8094 (0.8659)\tPrec@1 38.281 (33.699)\n",
      "[210/391]\tTime 0.143 (0.115)\tData 0.055 (0.038)\tLoss 0.9056 (0.8663)\tPrec@1 34.375 (33.675)\n",
      "[220/391]\tTime 0.117 (0.114)\tData 0.027 (0.038)\tLoss 0.9404 (0.8659)\tPrec@1 31.250 (33.643)\n",
      "[230/391]\tTime 0.128 (0.115)\tData 0.037 (0.038)\tLoss 0.9062 (0.8660)\tPrec@1 32.812 (33.617)\n",
      "[240/391]\tTime 0.125 (0.115)\tData 0.039 (0.038)\tLoss 0.8170 (0.8652)\tPrec@1 30.469 (33.672)\n",
      "[250/391]\tTime 0.098 (0.116)\tData 0.038 (0.038)\tLoss 0.8891 (0.8646)\tPrec@1 37.500 (33.765)\n",
      "[260/391]\tTime 0.122 (0.116)\tData 0.066 (0.038)\tLoss 0.8295 (0.8644)\tPrec@1 32.812 (33.725)\n",
      "[270/391]\tTime 0.109 (0.116)\tData 0.033 (0.038)\tLoss 0.9549 (0.8641)\tPrec@1 32.031 (33.807)\n",
      "[280/391]\tTime 0.120 (0.115)\tData 0.039 (0.038)\tLoss 0.9061 (0.8649)\tPrec@1 25.781 (33.733)\n",
      "[290/391]\tTime 0.104 (0.115)\tData 0.031 (0.038)\tLoss 0.8152 (0.8645)\tPrec@1 37.500 (33.779)\n",
      "[300/391]\tTime 0.122 (0.115)\tData 0.033 (0.038)\tLoss 0.8768 (0.8643)\tPrec@1 32.031 (33.809)\n",
      "[310/391]\tTime 0.130 (0.115)\tData 0.037 (0.038)\tLoss 0.8233 (0.8641)\tPrec@1 36.719 (33.825)\n",
      "[320/391]\tTime 0.130 (0.115)\tData 0.036 (0.038)\tLoss 0.8678 (0.8638)\tPrec@1 33.594 (33.871)\n",
      "[330/391]\tTime 0.119 (0.115)\tData 0.031 (0.038)\tLoss 0.8422 (0.8637)\tPrec@1 35.156 (33.870)\n",
      "[340/391]\tTime 0.104 (0.114)\tData 0.033 (0.037)\tLoss 0.9005 (0.8629)\tPrec@1 30.469 (33.908)\n",
      "[350/391]\tTime 0.091 (0.114)\tData 0.038 (0.037)\tLoss 0.8081 (0.8629)\tPrec@1 37.500 (33.901)\n",
      "[360/391]\tTime 0.111 (0.115)\tData 0.027 (0.037)\tLoss 0.8557 (0.8622)\tPrec@1 32.031 (33.873)\n",
      "[370/391]\tTime 0.095 (0.115)\tData 0.027 (0.037)\tLoss 0.8417 (0.8619)\tPrec@1 37.500 (33.895)\n",
      "[380/391]\tTime 0.130 (0.114)\tData 0.047 (0.037)\tLoss 0.8778 (0.8617)\tPrec@1 28.906 (33.930)\n",
      "[390/391]\tTime 0.111 (0.114)\tData 0.027 (0.037)\tLoss 0.8321 (0.8620)\tPrec@1 40.000 (33.904)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.053 (0.053)\tLoss 3.0121 (3.0121)\tPrec@1 28.125 (28.125)\n",
      "Test: [10/79]\tTime 0.036 (0.041)\tLoss 2.8862 (3.1464)\tPrec@1 26.562 (25.426)\n",
      "Test: [20/79]\tTime 0.030 (0.039)\tLoss 3.1778 (3.0953)\tPrec@1 22.656 (26.823)\n",
      "Test: [30/79]\tTime 0.030 (0.036)\tLoss 3.1951 (3.1192)\tPrec@1 25.000 (26.109)\n",
      "Test: [40/79]\tTime 0.028 (0.036)\tLoss 2.7676 (3.1282)\tPrec@1 31.250 (25.877)\n",
      "Test: [50/79]\tTime 0.035 (0.035)\tLoss 2.9918 (3.1014)\tPrec@1 22.656 (25.888)\n",
      "Test: [60/79]\tTime 0.020 (0.034)\tLoss 3.3248 (3.1129)\tPrec@1 24.219 (25.384)\n",
      "Test: [70/79]\tTime 0.029 (0.033)\tLoss 3.1064 (3.1125)\tPrec@1 26.562 (25.429)\n",
      " * Prec@1 25.380\n",
      "\n",
      "===> epoch: 12/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.084 (0.084)\tData 0.034 (0.034)\tLoss 0.8063 (0.8063)\tPrec@1 35.156 (35.156)\n",
      "[10/391]\tTime 0.123 (0.116)\tData 0.034 (0.038)\tLoss 0.7846 (0.8396)\tPrec@1 33.594 (33.097)\n",
      "[20/391]\tTime 0.068 (0.119)\tData 0.032 (0.041)\tLoss 0.8117 (0.8444)\tPrec@1 37.500 (33.482)\n",
      "[30/391]\tTime 0.111 (0.114)\tData 0.031 (0.037)\tLoss 0.8601 (0.8454)\tPrec@1 34.375 (34.350)\n",
      "[40/391]\tTime 0.127 (0.116)\tData 0.037 (0.038)\tLoss 0.9263 (0.8452)\tPrec@1 28.906 (34.699)\n",
      "[50/391]\tTime 0.169 (0.119)\tData 0.077 (0.039)\tLoss 0.9225 (0.8467)\tPrec@1 29.688 (34.436)\n",
      "[60/391]\tTime 0.124 (0.117)\tData 0.031 (0.038)\tLoss 0.8438 (0.8479)\tPrec@1 35.156 (34.362)\n",
      "[70/391]\tTime 0.120 (0.116)\tData 0.031 (0.037)\tLoss 0.8677 (0.8508)\tPrec@1 29.688 (34.210)\n",
      "[80/391]\tTime 0.123 (0.115)\tData 0.034 (0.036)\tLoss 0.8907 (0.8520)\tPrec@1 29.688 (34.163)\n",
      "[90/391]\tTime 0.136 (0.116)\tData 0.040 (0.036)\tLoss 0.8645 (0.8511)\tPrec@1 37.500 (34.341)\n",
      "[100/391]\tTime 0.120 (0.115)\tData 0.029 (0.036)\tLoss 0.8886 (0.8512)\tPrec@1 32.812 (34.406)\n",
      "[110/391]\tTime 0.094 (0.115)\tData 0.027 (0.037)\tLoss 0.9009 (0.8519)\tPrec@1 36.719 (34.649)\n",
      "[120/391]\tTime 0.085 (0.114)\tData 0.034 (0.036)\tLoss 0.8402 (0.8526)\tPrec@1 32.812 (34.530)\n",
      "[130/391]\tTime 0.117 (0.113)\tData 0.034 (0.036)\tLoss 0.8614 (0.8531)\tPrec@1 30.469 (34.464)\n",
      "[140/391]\tTime 0.091 (0.113)\tData 0.031 (0.036)\tLoss 0.8748 (0.8530)\tPrec@1 32.031 (34.381)\n",
      "[150/391]\tTime 0.123 (0.112)\tData 0.031 (0.036)\tLoss 0.8448 (0.8545)\tPrec@1 32.031 (34.375)\n",
      "[160/391]\tTime 0.095 (0.112)\tData 0.039 (0.036)\tLoss 0.8559 (0.8554)\tPrec@1 37.500 (34.341)\n",
      "[170/391]\tTime 0.130 (0.112)\tData 0.034 (0.036)\tLoss 0.9005 (0.8571)\tPrec@1 29.688 (34.179)\n",
      "[180/391]\tTime 0.089 (0.112)\tData 0.028 (0.036)\tLoss 0.8178 (0.8576)\tPrec@1 33.594 (34.125)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[190/391]\tTime 0.126 (0.111)\tData 0.042 (0.036)\tLoss 0.8257 (0.8566)\tPrec@1 39.062 (34.146)\n",
      "[200/391]\tTime 0.088 (0.111)\tData 0.032 (0.036)\tLoss 0.8358 (0.8560)\tPrec@1 38.281 (34.173)\n",
      "[210/391]\tTime 0.123 (0.112)\tData 0.034 (0.036)\tLoss 0.9243 (0.8550)\tPrec@1 23.438 (34.205)\n",
      "[220/391]\tTime 0.097 (0.113)\tData 0.035 (0.036)\tLoss 0.8038 (0.8538)\tPrec@1 39.844 (34.375)\n",
      "[230/391]\tTime 0.099 (0.113)\tData 0.028 (0.036)\tLoss 0.8705 (0.8535)\tPrec@1 33.594 (34.480)\n",
      "[240/391]\tTime 0.132 (0.113)\tData 0.040 (0.036)\tLoss 0.8552 (0.8534)\tPrec@1 28.906 (34.524)\n",
      "[250/391]\tTime 0.128 (0.113)\tData 0.054 (0.036)\tLoss 0.8365 (0.8526)\tPrec@1 34.375 (34.556)\n",
      "[260/391]\tTime 0.114 (0.113)\tData 0.027 (0.036)\tLoss 0.9131 (0.8529)\tPrec@1 38.281 (34.561)\n",
      "[270/391]\tTime 0.088 (0.113)\tData 0.036 (0.036)\tLoss 0.8908 (0.8538)\tPrec@1 38.281 (34.513)\n",
      "[280/391]\tTime 0.141 (0.114)\tData 0.051 (0.036)\tLoss 0.8475 (0.8536)\tPrec@1 35.156 (34.514)\n",
      "[290/391]\tTime 0.131 (0.113)\tData 0.045 (0.036)\tLoss 0.8266 (0.8531)\tPrec@1 39.062 (34.523)\n",
      "[300/391]\tTime 0.111 (0.114)\tData 0.027 (0.036)\tLoss 0.8779 (0.8532)\tPrec@1 28.125 (34.494)\n",
      "[310/391]\tTime 0.121 (0.114)\tData 0.032 (0.036)\tLoss 0.7725 (0.8528)\tPrec@1 37.500 (34.496)\n",
      "[320/391]\tTime 0.095 (0.114)\tData 0.034 (0.037)\tLoss 0.8639 (0.8530)\tPrec@1 31.250 (34.441)\n",
      "[330/391]\tTime 0.094 (0.114)\tData 0.032 (0.037)\tLoss 0.8271 (0.8523)\tPrec@1 39.062 (34.486)\n",
      "[340/391]\tTime 0.149 (0.114)\tData 0.059 (0.036)\tLoss 0.8506 (0.8528)\tPrec@1 31.250 (34.423)\n",
      "[350/391]\tTime 0.124 (0.114)\tData 0.034 (0.036)\tLoss 0.8634 (0.8530)\tPrec@1 34.375 (34.426)\n",
      "[360/391]\tTime 0.127 (0.114)\tData 0.039 (0.037)\tLoss 0.9073 (0.8528)\tPrec@1 28.125 (34.431)\n",
      "[370/391]\tTime 0.118 (0.114)\tData 0.028 (0.036)\tLoss 0.8214 (0.8532)\tPrec@1 46.094 (34.440)\n",
      "[380/391]\tTime 0.101 (0.114)\tData 0.060 (0.036)\tLoss 0.8143 (0.8532)\tPrec@1 36.719 (34.447)\n",
      "[390/391]\tTime 0.062 (0.114)\tData 0.021 (0.037)\tLoss 1.0269 (0.8536)\tPrec@1 22.500 (34.434)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.033 (0.033)\tLoss 3.1185 (3.1185)\tPrec@1 21.875 (21.875)\n",
      "Test: [10/79]\tTime 0.033 (0.036)\tLoss 2.9011 (2.9620)\tPrec@1 26.562 (27.131)\n",
      "Test: [20/79]\tTime 0.057 (0.038)\tLoss 3.1479 (2.9861)\tPrec@1 25.000 (26.823)\n",
      "Test: [30/79]\tTime 0.042 (0.040)\tLoss 3.0055 (2.9727)\tPrec@1 29.688 (26.562)\n",
      "Test: [40/79]\tTime 0.036 (0.039)\tLoss 2.7582 (2.9714)\tPrec@1 25.781 (26.467)\n",
      "Test: [50/79]\tTime 0.042 (0.040)\tLoss 2.8683 (2.9606)\tPrec@1 21.875 (26.471)\n",
      "Test: [60/79]\tTime 0.049 (0.040)\tLoss 3.0595 (2.9616)\tPrec@1 25.781 (26.370)\n",
      "Test: [70/79]\tTime 0.041 (0.039)\tLoss 2.7073 (2.9498)\tPrec@1 34.375 (26.827)\n",
      " * Prec@1 26.960\n",
      "\n",
      "===> epoch: 13/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.120 (0.120)\tData 0.032 (0.032)\tLoss 0.8376 (0.8376)\tPrec@1 32.031 (32.031)\n",
      "[10/391]\tTime 0.104 (0.116)\tData 0.037 (0.039)\tLoss 0.8508 (0.8249)\tPrec@1 35.938 (37.216)\n",
      "[20/391]\tTime 0.122 (0.124)\tData 0.036 (0.039)\tLoss 0.8160 (0.8168)\tPrec@1 38.281 (37.537)\n",
      "[30/391]\tTime 0.135 (0.122)\tData 0.046 (0.038)\tLoss 0.8079 (0.8298)\tPrec@1 39.062 (36.895)\n",
      "[40/391]\tTime 0.105 (0.119)\tData 0.045 (0.036)\tLoss 0.8721 (0.8328)\tPrec@1 28.906 (36.738)\n",
      "[50/391]\tTime 0.145 (0.119)\tData 0.033 (0.036)\tLoss 0.8318 (0.8395)\tPrec@1 40.625 (35.938)\n",
      "[60/391]\tTime 0.134 (0.118)\tData 0.049 (0.037)\tLoss 0.8697 (0.8388)\tPrec@1 32.812 (35.592)\n",
      "[70/391]\tTime 0.118 (0.116)\tData 0.035 (0.037)\tLoss 0.8293 (0.8396)\tPrec@1 38.281 (35.299)\n",
      "[80/391]\tTime 0.111 (0.116)\tData 0.035 (0.037)\tLoss 0.7577 (0.8391)\tPrec@1 41.406 (35.378)\n",
      "[90/391]\tTime 0.125 (0.116)\tData 0.036 (0.037)\tLoss 0.8915 (0.8383)\tPrec@1 29.688 (35.457)\n",
      "[100/391]\tTime 0.097 (0.116)\tData 0.033 (0.037)\tLoss 0.8856 (0.8410)\tPrec@1 32.812 (35.226)\n",
      "[110/391]\tTime 0.100 (0.115)\tData 0.032 (0.037)\tLoss 0.8813 (0.8419)\tPrec@1 28.906 (35.107)\n",
      "[120/391]\tTime 0.104 (0.115)\tData 0.035 (0.037)\tLoss 0.8184 (0.8394)\tPrec@1 39.062 (35.221)\n",
      "[130/391]\tTime 0.142 (0.115)\tData 0.040 (0.037)\tLoss 0.8236 (0.8389)\tPrec@1 29.688 (35.144)\n",
      "[140/391]\tTime 0.072 (0.115)\tData 0.033 (0.037)\tLoss 0.8503 (0.8389)\tPrec@1 32.031 (35.184)\n",
      "[150/391]\tTime 0.121 (0.115)\tData 0.031 (0.037)\tLoss 0.8088 (0.8380)\tPrec@1 38.281 (35.286)\n",
      "[160/391]\tTime 0.134 (0.115)\tData 0.064 (0.037)\tLoss 0.7950 (0.8355)\tPrec@1 35.938 (35.336)\n",
      "[170/391]\tTime 0.124 (0.116)\tData 0.035 (0.037)\tLoss 0.8499 (0.8354)\tPrec@1 32.031 (35.312)\n",
      "[180/391]\tTime 0.111 (0.116)\tData 0.027 (0.037)\tLoss 0.9398 (0.8357)\tPrec@1 32.031 (35.346)\n",
      "[190/391]\tTime 0.115 (0.115)\tData 0.027 (0.037)\tLoss 0.8077 (0.8376)\tPrec@1 32.031 (35.124)\n",
      "[200/391]\tTime 0.073 (0.115)\tData 0.035 (0.037)\tLoss 0.8589 (0.8375)\tPrec@1 35.156 (35.137)\n",
      "[210/391]\tTime 0.112 (0.114)\tData 0.033 (0.037)\tLoss 0.8586 (0.8378)\tPrec@1 36.719 (35.134)\n",
      "[220/391]\tTime 0.101 (0.114)\tData 0.028 (0.037)\tLoss 0.7981 (0.8381)\tPrec@1 39.844 (35.146)\n",
      "[230/391]\tTime 0.087 (0.114)\tData 0.027 (0.037)\tLoss 0.8354 (0.8377)\tPrec@1 37.500 (35.214)\n",
      "[240/391]\tTime 0.133 (0.113)\tData 0.043 (0.037)\tLoss 0.8429 (0.8376)\tPrec@1 35.938 (35.266)\n",
      "[250/391]\tTime 0.123 (0.114)\tData 0.032 (0.037)\tLoss 0.8835 (0.8376)\tPrec@1 32.031 (35.275)\n",
      "[260/391]\tTime 0.122 (0.114)\tData 0.035 (0.037)\tLoss 0.8463 (0.8380)\tPrec@1 28.906 (35.255)\n",
      "[270/391]\tTime 0.133 (0.114)\tData 0.030 (0.036)\tLoss 0.8291 (0.8386)\tPrec@1 32.812 (35.194)\n",
      "[280/391]\tTime 0.087 (0.114)\tData 0.035 (0.036)\tLoss 0.9364 (0.8397)\tPrec@1 36.719 (35.153)\n",
      "[290/391]\tTime 0.088 (0.114)\tData 0.033 (0.036)\tLoss 0.8401 (0.8397)\tPrec@1 33.594 (35.143)\n",
      "[300/391]\tTime 0.092 (0.113)\tData 0.031 (0.036)\tLoss 0.8214 (0.8394)\tPrec@1 37.500 (35.164)\n",
      "[310/391]\tTime 0.115 (0.113)\tData 0.028 (0.036)\tLoss 0.8400 (0.8389)\tPrec@1 36.719 (35.186)\n",
      "[320/391]\tTime 0.141 (0.113)\tData 0.051 (0.037)\tLoss 0.8862 (0.8392)\tPrec@1 37.500 (35.183)\n",
      "[330/391]\tTime 0.127 (0.114)\tData 0.038 (0.037)\tLoss 0.8423 (0.8394)\tPrec@1 38.281 (35.163)\n",
      "[340/391]\tTime 0.092 (0.113)\tData 0.032 (0.037)\tLoss 0.8036 (0.8392)\tPrec@1 39.062 (35.170)\n",
      "[350/391]\tTime 0.103 (0.113)\tData 0.032 (0.037)\tLoss 0.8413 (0.8405)\tPrec@1 37.500 (35.096)\n",
      "[360/391]\tTime 0.092 (0.113)\tData 0.033 (0.037)\tLoss 0.7479 (0.8403)\tPrec@1 40.625 (35.163)\n",
      "[370/391]\tTime 0.121 (0.113)\tData 0.044 (0.037)\tLoss 0.8870 (0.8405)\tPrec@1 29.688 (35.146)\n",
      "[380/391]\tTime 0.094 (0.113)\tData 0.043 (0.037)\tLoss 0.8127 (0.8403)\tPrec@1 41.406 (35.177)\n",
      "[390/391]\tTime 0.066 (0.113)\tData 0.017 (0.037)\tLoss 0.8901 (0.8407)\tPrec@1 30.000 (35.134)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.035 (0.035)\tLoss 2.6992 (2.6992)\tPrec@1 30.469 (30.469)\n",
      "Test: [10/79]\tTime 0.031 (0.039)\tLoss 2.5440 (2.7752)\tPrec@1 36.719 (29.830)\n",
      "Test: [20/79]\tTime 0.036 (0.037)\tLoss 2.8397 (2.7678)\tPrec@1 24.219 (29.725)\n",
      "Test: [30/79]\tTime 0.037 (0.039)\tLoss 2.6177 (2.7900)\tPrec@1 30.469 (29.032)\n",
      "Test: [40/79]\tTime 0.033 (0.039)\tLoss 2.6179 (2.8165)\tPrec@1 25.781 (28.487)\n",
      "Test: [50/79]\tTime 0.031 (0.038)\tLoss 2.9856 (2.8298)\tPrec@1 25.781 (28.156)\n",
      "Test: [60/79]\tTime 0.033 (0.037)\tLoss 3.0794 (2.8303)\tPrec@1 21.875 (28.253)\n",
      "Test: [70/79]\tTime 0.034 (0.037)\tLoss 2.7988 (2.8335)\tPrec@1 31.250 (28.488)\n",
      " * Prec@1 28.520\n",
      "\n",
      "===> epoch: 14/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.129 (0.129)\tData 0.032 (0.032)\tLoss 0.8785 (0.8785)\tPrec@1 37.500 (37.500)\n",
      "[10/391]\tTime 0.131 (0.118)\tData 0.028 (0.033)\tLoss 0.8874 (0.8228)\tPrec@1 32.031 (35.866)\n",
      "[20/391]\tTime 0.091 (0.117)\tData 0.033 (0.035)\tLoss 0.7722 (0.8197)\tPrec@1 38.281 (36.086)\n",
      "[30/391]\tTime 0.122 (0.116)\tData 0.033 (0.035)\tLoss 0.8083 (0.8185)\tPrec@1 34.375 (35.862)\n",
      "[40/391]\tTime 0.114 (0.117)\tData 0.030 (0.037)\tLoss 0.8607 (0.8180)\tPrec@1 38.281 (35.595)\n",
      "[50/391]\tTime 0.090 (0.115)\tData 0.036 (0.037)\tLoss 0.8568 (0.8197)\tPrec@1 33.594 (35.723)\n",
      "[60/391]\tTime 0.124 (0.114)\tData 0.031 (0.037)\tLoss 0.7877 (0.8204)\tPrec@1 39.062 (35.899)\n",
      "[70/391]\tTime 0.121 (0.115)\tData 0.032 (0.038)\tLoss 0.8364 (0.8198)\tPrec@1 33.594 (36.103)\n",
      "[80/391]\tTime 0.113 (0.116)\tData 0.028 (0.037)\tLoss 0.8835 (0.8249)\tPrec@1 32.031 (35.764)\n",
      "[90/391]\tTime 0.118 (0.115)\tData 0.029 (0.037)\tLoss 0.7346 (0.8239)\tPrec@1 46.875 (35.903)\n",
      "[100/391]\tTime 0.131 (0.114)\tData 0.038 (0.037)\tLoss 0.8229 (0.8254)\tPrec@1 35.938 (35.883)\n",
      "[110/391]\tTime 0.107 (0.115)\tData 0.029 (0.038)\tLoss 0.8607 (0.8275)\tPrec@1 33.594 (35.776)\n",
      "[120/391]\tTime 0.123 (0.114)\tData 0.033 (0.038)\tLoss 0.8183 (0.8276)\tPrec@1 38.281 (35.821)\n",
      "[130/391]\tTime 0.131 (0.115)\tData 0.046 (0.038)\tLoss 0.8682 (0.8282)\tPrec@1 32.812 (35.753)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[140/391]\tTime 0.120 (0.115)\tData 0.034 (0.038)\tLoss 0.8700 (0.8287)\tPrec@1 35.938 (35.688)\n",
      "[150/391]\tTime 0.127 (0.116)\tData 0.037 (0.038)\tLoss 0.7947 (0.8287)\tPrec@1 36.719 (35.710)\n",
      "[160/391]\tTime 0.117 (0.116)\tData 0.029 (0.038)\tLoss 0.8560 (0.8278)\tPrec@1 36.719 (35.923)\n",
      "[170/391]\tTime 0.119 (0.116)\tData 0.032 (0.038)\tLoss 0.7832 (0.8278)\tPrec@1 39.062 (35.956)\n",
      "[180/391]\tTime 0.125 (0.116)\tData 0.034 (0.038)\tLoss 0.8442 (0.8283)\tPrec@1 34.375 (35.942)\n",
      "[190/391]\tTime 0.088 (0.116)\tData 0.033 (0.038)\tLoss 0.7851 (0.8281)\tPrec@1 42.188 (35.974)\n",
      "[200/391]\tTime 0.122 (0.116)\tData 0.030 (0.038)\tLoss 0.8321 (0.8286)\tPrec@1 32.812 (35.941)\n",
      "[210/391]\tTime 0.086 (0.116)\tData 0.033 (0.037)\tLoss 0.8537 (0.8285)\tPrec@1 35.156 (35.993)\n",
      "[220/391]\tTime 0.121 (0.116)\tData 0.033 (0.037)\tLoss 0.8566 (0.8290)\tPrec@1 34.375 (35.980)\n",
      "[230/391]\tTime 0.115 (0.116)\tData 0.031 (0.037)\tLoss 0.8065 (0.8282)\tPrec@1 37.500 (36.025)\n",
      "[240/391]\tTime 0.080 (0.116)\tData 0.028 (0.037)\tLoss 0.8618 (0.8284)\tPrec@1 35.938 (36.019)\n",
      "[250/391]\tTime 0.110 (0.116)\tData 0.034 (0.037)\tLoss 0.8127 (0.8287)\tPrec@1 37.500 (35.990)\n",
      "[260/391]\tTime 0.122 (0.117)\tData 0.038 (0.037)\tLoss 0.8921 (0.8291)\tPrec@1 31.250 (35.943)\n",
      "[270/391]\tTime 0.114 (0.117)\tData 0.028 (0.037)\tLoss 0.8237 (0.8295)\tPrec@1 36.719 (35.914)\n",
      "[280/391]\tTime 0.080 (0.116)\tData 0.039 (0.037)\tLoss 0.8827 (0.8301)\tPrec@1 34.375 (35.882)\n",
      "[290/391]\tTime 0.123 (0.116)\tData 0.032 (0.037)\tLoss 0.8172 (0.8295)\tPrec@1 28.906 (35.852)\n",
      "[300/391]\tTime 0.098 (0.116)\tData 0.040 (0.037)\tLoss 0.8446 (0.8304)\tPrec@1 29.688 (35.761)\n",
      "[310/391]\tTime 0.125 (0.116)\tData 0.046 (0.037)\tLoss 0.9133 (0.8309)\tPrec@1 25.781 (35.696)\n",
      "[320/391]\tTime 0.080 (0.115)\tData 0.031 (0.037)\tLoss 0.8524 (0.8311)\tPrec@1 35.938 (35.709)\n",
      "[330/391]\tTime 0.125 (0.116)\tData 0.032 (0.038)\tLoss 0.8150 (0.8306)\tPrec@1 36.719 (35.730)\n",
      "[340/391]\tTime 0.121 (0.116)\tData 0.031 (0.038)\tLoss 0.8601 (0.8308)\tPrec@1 36.719 (35.738)\n",
      "[350/391]\tTime 0.073 (0.116)\tData 0.027 (0.037)\tLoss 0.8826 (0.8305)\tPrec@1 32.031 (35.762)\n",
      "[360/391]\tTime 0.087 (0.116)\tData 0.036 (0.037)\tLoss 0.8183 (0.8301)\tPrec@1 38.281 (35.782)\n",
      "[370/391]\tTime 0.123 (0.116)\tData 0.033 (0.037)\tLoss 0.9172 (0.8304)\tPrec@1 37.500 (35.788)\n",
      "[380/391]\tTime 0.127 (0.116)\tData 0.045 (0.037)\tLoss 0.8121 (0.8307)\tPrec@1 35.156 (35.755)\n",
      "[390/391]\tTime 0.124 (0.116)\tData 0.050 (0.037)\tLoss 0.8521 (0.8309)\tPrec@1 37.500 (35.750)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.029 (0.029)\tLoss 2.8009 (2.8009)\tPrec@1 33.594 (33.594)\n",
      "Test: [10/79]\tTime 0.036 (0.037)\tLoss 2.5820 (2.7820)\tPrec@1 37.500 (31.250)\n",
      "Test: [20/79]\tTime 0.029 (0.036)\tLoss 2.8383 (2.7863)\tPrec@1 24.219 (31.324)\n",
      "Test: [30/79]\tTime 0.040 (0.037)\tLoss 2.7648 (2.7970)\tPrec@1 34.375 (30.998)\n",
      "Test: [40/79]\tTime 0.064 (0.037)\tLoss 2.7788 (2.8316)\tPrec@1 31.250 (30.507)\n",
      "Test: [50/79]\tTime 0.043 (0.040)\tLoss 2.9758 (2.8233)\tPrec@1 28.125 (30.990)\n",
      "Test: [60/79]\tTime 0.033 (0.040)\tLoss 3.2902 (2.8289)\tPrec@1 28.906 (30.955)\n",
      "Test: [70/79]\tTime 0.041 (0.040)\tLoss 2.6521 (2.8304)\tPrec@1 32.812 (30.909)\n",
      " * Prec@1 30.890\n",
      "\n",
      "===> epoch: 15/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.130 (0.130)\tData 0.059 (0.059)\tLoss 0.8385 (0.8385)\tPrec@1 32.812 (32.812)\n",
      "[10/391]\tTime 0.114 (0.118)\tData 0.023 (0.040)\tLoss 0.8577 (0.8347)\tPrec@1 32.812 (34.730)\n",
      "[20/391]\tTime 0.121 (0.122)\tData 0.032 (0.040)\tLoss 0.7381 (0.8279)\tPrec@1 40.625 (36.086)\n",
      "[30/391]\tTime 0.114 (0.121)\tData 0.035 (0.039)\tLoss 0.7710 (0.8150)\tPrec@1 40.625 (37.097)\n",
      "[40/391]\tTime 0.090 (0.118)\tData 0.030 (0.039)\tLoss 0.7993 (0.8083)\tPrec@1 42.188 (37.557)\n",
      "[50/391]\tTime 0.119 (0.117)\tData 0.038 (0.038)\tLoss 0.8142 (0.8094)\tPrec@1 35.938 (37.730)\n",
      "[60/391]\tTime 0.125 (0.119)\tData 0.035 (0.039)\tLoss 0.8822 (0.8149)\tPrec@1 33.594 (37.346)\n",
      "[70/391]\tTime 0.122 (0.121)\tData 0.032 (0.039)\tLoss 0.8373 (0.8181)\tPrec@1 39.844 (37.181)\n",
      "[80/391]\tTime 0.113 (0.120)\tData 0.065 (0.039)\tLoss 0.7503 (0.8186)\tPrec@1 40.625 (36.921)\n",
      "[90/391]\tTime 0.127 (0.120)\tData 0.038 (0.039)\tLoss 0.7872 (0.8193)\tPrec@1 39.062 (36.899)\n",
      "[100/391]\tTime 0.120 (0.120)\tData 0.032 (0.039)\tLoss 0.7602 (0.8182)\tPrec@1 44.531 (36.943)\n",
      "[110/391]\tTime 0.125 (0.119)\tData 0.037 (0.039)\tLoss 0.8237 (0.8174)\tPrec@1 36.719 (36.944)\n",
      "[120/391]\tTime 0.130 (0.120)\tData 0.061 (0.039)\tLoss 0.8004 (0.8160)\tPrec@1 38.281 (37.035)\n",
      "[130/391]\tTime 0.102 (0.119)\tData 0.032 (0.039)\tLoss 0.8332 (0.8159)\tPrec@1 35.156 (36.981)\n",
      "[140/391]\tTime 0.111 (0.119)\tData 0.054 (0.040)\tLoss 0.8336 (0.8166)\tPrec@1 40.625 (36.913)\n",
      "[150/391]\tTime 0.128 (0.118)\tData 0.041 (0.040)\tLoss 0.7898 (0.8175)\tPrec@1 40.625 (36.755)\n",
      "[160/391]\tTime 0.110 (0.118)\tData 0.028 (0.040)\tLoss 0.7696 (0.8181)\tPrec@1 32.031 (36.661)\n",
      "[170/391]\tTime 0.094 (0.118)\tData 0.032 (0.040)\tLoss 0.8622 (0.8205)\tPrec@1 33.594 (36.486)\n",
      "[180/391]\tTime 0.078 (0.117)\tData 0.034 (0.039)\tLoss 0.7653 (0.8202)\tPrec@1 39.062 (36.447)\n",
      "[190/391]\tTime 0.131 (0.117)\tData 0.032 (0.039)\tLoss 0.8317 (0.8203)\tPrec@1 35.938 (36.506)\n",
      "[200/391]\tTime 0.131 (0.117)\tData 0.037 (0.039)\tLoss 0.8232 (0.8209)\tPrec@1 38.281 (36.361)\n",
      "[210/391]\tTime 0.127 (0.117)\tData 0.040 (0.039)\tLoss 0.8319 (0.8209)\tPrec@1 39.062 (36.337)\n",
      "[220/391]\tTime 0.125 (0.118)\tData 0.033 (0.040)\tLoss 0.8892 (0.8208)\tPrec@1 25.781 (36.319)\n",
      "[230/391]\tTime 0.100 (0.117)\tData 0.027 (0.040)\tLoss 0.8168 (0.8212)\tPrec@1 35.938 (36.306)\n",
      "[240/391]\tTime 0.112 (0.117)\tData 0.036 (0.039)\tLoss 0.8507 (0.8199)\tPrec@1 34.375 (36.472)\n",
      "[250/391]\tTime 0.112 (0.117)\tData 0.031 (0.039)\tLoss 0.8582 (0.8190)\tPrec@1 35.156 (36.516)\n",
      "[260/391]\tTime 0.104 (0.117)\tData 0.027 (0.039)\tLoss 0.7973 (0.8193)\tPrec@1 39.062 (36.503)\n",
      "[270/391]\tTime 0.125 (0.117)\tData 0.039 (0.039)\tLoss 0.8148 (0.8186)\tPrec@1 38.281 (36.583)\n",
      "[280/391]\tTime 0.127 (0.117)\tData 0.037 (0.039)\tLoss 0.8686 (0.8188)\tPrec@1 33.594 (36.541)\n",
      "[290/391]\tTime 0.123 (0.117)\tData 0.055 (0.039)\tLoss 0.7797 (0.8193)\tPrec@1 39.062 (36.566)\n",
      "[300/391]\tTime 0.117 (0.116)\tData 0.037 (0.039)\tLoss 0.7541 (0.8185)\tPrec@1 42.188 (36.690)\n",
      "[310/391]\tTime 0.085 (0.116)\tData 0.030 (0.039)\tLoss 0.8084 (0.8191)\tPrec@1 33.594 (36.628)\n",
      "[320/391]\tTime 0.085 (0.115)\tData 0.032 (0.038)\tLoss 0.7997 (0.8190)\tPrec@1 41.406 (36.704)\n",
      "[330/391]\tTime 0.147 (0.116)\tData 0.060 (0.039)\tLoss 0.7348 (0.8190)\tPrec@1 42.188 (36.695)\n",
      "[340/391]\tTime 0.123 (0.115)\tData 0.033 (0.038)\tLoss 0.7418 (0.8190)\tPrec@1 40.625 (36.655)\n",
      "[350/391]\tTime 0.117 (0.115)\tData 0.026 (0.038)\tLoss 0.8407 (0.8190)\tPrec@1 28.125 (36.603)\n",
      "[360/391]\tTime 0.167 (0.115)\tData 0.060 (0.039)\tLoss 0.8066 (0.8189)\tPrec@1 39.844 (36.565)\n",
      "[370/391]\tTime 0.108 (0.116)\tData 0.031 (0.039)\tLoss 0.7823 (0.8189)\tPrec@1 40.625 (36.595)\n",
      "[380/391]\tTime 0.131 (0.115)\tData 0.045 (0.039)\tLoss 0.8143 (0.8189)\tPrec@1 42.188 (36.604)\n",
      "[390/391]\tTime 0.095 (0.115)\tData 0.016 (0.038)\tLoss 0.7484 (0.8184)\tPrec@1 35.000 (36.684)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.053 (0.053)\tLoss 2.7547 (2.7547)\tPrec@1 39.062 (39.062)\n",
      "Test: [10/79]\tTime 0.033 (0.040)\tLoss 2.5235 (2.7926)\tPrec@1 35.938 (29.616)\n",
      "Test: [20/79]\tTime 0.031 (0.038)\tLoss 2.7984 (2.7770)\tPrec@1 26.562 (29.725)\n",
      "Test: [30/79]\tTime 0.035 (0.039)\tLoss 2.7734 (2.7607)\tPrec@1 29.688 (29.914)\n",
      "Test: [40/79]\tTime 0.030 (0.038)\tLoss 2.5398 (2.7762)\tPrec@1 33.594 (29.364)\n",
      "Test: [50/79]\tTime 0.034 (0.038)\tLoss 2.9767 (2.7747)\tPrec@1 26.562 (29.550)\n",
      "Test: [60/79]\tTime 0.031 (0.039)\tLoss 3.0817 (2.7857)\tPrec@1 25.000 (29.316)\n",
      "Test: [70/79]\tTime 0.033 (0.038)\tLoss 2.7879 (2.7819)\tPrec@1 27.344 (29.412)\n",
      " * Prec@1 29.420\n",
      "\n",
      "===> epoch: 16/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.094 (0.094)\tData 0.031 (0.031)\tLoss 0.7908 (0.7908)\tPrec@1 35.156 (35.156)\n",
      "[10/391]\tTime 0.099 (0.115)\tData 0.028 (0.032)\tLoss 0.7673 (0.8012)\tPrec@1 35.156 (37.358)\n",
      "[20/391]\tTime 0.084 (0.114)\tData 0.033 (0.034)\tLoss 0.7551 (0.7971)\tPrec@1 37.500 (37.351)\n",
      "[30/391]\tTime 0.124 (0.116)\tData 0.038 (0.035)\tLoss 0.8996 (0.8060)\tPrec@1 29.688 (36.568)\n",
      "[40/391]\tTime 0.121 (0.117)\tData 0.031 (0.037)\tLoss 0.7934 (0.8073)\tPrec@1 41.406 (37.271)\n",
      "[50/391]\tTime 0.111 (0.115)\tData 0.044 (0.036)\tLoss 0.7978 (0.8106)\tPrec@1 35.156 (36.841)\n",
      "[60/391]\tTime 0.132 (0.116)\tData 0.043 (0.037)\tLoss 0.7961 (0.8147)\tPrec@1 35.156 (36.578)\n",
      "[70/391]\tTime 0.134 (0.115)\tData 0.053 (0.037)\tLoss 0.8438 (0.8123)\tPrec@1 33.594 (36.895)\n",
      "[80/391]\tTime 0.113 (0.116)\tData 0.028 (0.037)\tLoss 0.7398 (0.8137)\tPrec@1 39.062 (36.806)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[90/391]\tTime 0.118 (0.117)\tData 0.037 (0.037)\tLoss 0.8108 (0.8115)\tPrec@1 34.375 (37.105)\n",
      "[100/391]\tTime 0.089 (0.116)\tData 0.037 (0.037)\tLoss 0.7901 (0.8122)\tPrec@1 36.719 (37.059)\n",
      "[110/391]\tTime 0.128 (0.116)\tData 0.040 (0.037)\tLoss 0.7852 (0.8131)\tPrec@1 42.188 (37.155)\n",
      "[120/391]\tTime 0.128 (0.116)\tData 0.034 (0.037)\tLoss 0.8110 (0.8141)\tPrec@1 33.594 (37.132)\n",
      "[130/391]\tTime 0.125 (0.117)\tData 0.034 (0.037)\tLoss 0.7800 (0.8140)\tPrec@1 36.719 (37.100)\n",
      "[140/391]\tTime 0.124 (0.116)\tData 0.033 (0.037)\tLoss 0.7612 (0.8135)\tPrec@1 41.406 (37.079)\n",
      "[150/391]\tTime 0.118 (0.116)\tData 0.029 (0.037)\tLoss 0.8103 (0.8138)\tPrec@1 36.719 (36.977)\n",
      "[160/391]\tTime 0.109 (0.116)\tData 0.026 (0.037)\tLoss 0.7635 (0.8147)\tPrec@1 41.406 (36.893)\n",
      "[170/391]\tTime 0.125 (0.116)\tData 0.033 (0.037)\tLoss 0.8352 (0.8162)\tPrec@1 35.938 (36.769)\n",
      "[180/391]\tTime 0.079 (0.116)\tData 0.032 (0.037)\tLoss 0.8038 (0.8158)\tPrec@1 34.375 (36.745)\n",
      "[190/391]\tTime 0.096 (0.116)\tData 0.032 (0.037)\tLoss 0.9065 (0.8172)\tPrec@1 30.469 (36.608)\n",
      "[200/391]\tTime 0.114 (0.115)\tData 0.027 (0.037)\tLoss 0.9118 (0.8181)\tPrec@1 26.562 (36.532)\n",
      "[210/391]\tTime 0.131 (0.115)\tData 0.039 (0.037)\tLoss 0.7700 (0.8188)\tPrec@1 35.938 (36.545)\n",
      "[220/391]\tTime 0.083 (0.115)\tData 0.034 (0.037)\tLoss 0.8239 (0.8190)\tPrec@1 34.375 (36.510)\n",
      "[230/391]\tTime 0.113 (0.115)\tData 0.024 (0.037)\tLoss 0.8843 (0.8184)\tPrec@1 28.906 (36.553)\n",
      "[240/391]\tTime 0.112 (0.115)\tData 0.049 (0.037)\tLoss 0.8678 (0.8185)\tPrec@1 39.062 (36.566)\n",
      "[250/391]\tTime 0.141 (0.115)\tData 0.032 (0.037)\tLoss 0.8975 (0.8170)\tPrec@1 26.562 (36.713)\n",
      "[260/391]\tTime 0.107 (0.115)\tData 0.034 (0.037)\tLoss 0.8469 (0.8162)\tPrec@1 32.812 (36.767)\n",
      "[270/391]\tTime 0.129 (0.116)\tData 0.036 (0.037)\tLoss 0.8426 (0.8156)\tPrec@1 30.469 (36.817)\n",
      "[280/391]\tTime 0.127 (0.116)\tData 0.034 (0.037)\tLoss 0.8129 (0.8152)\tPrec@1 39.062 (36.816)\n",
      "[290/391]\tTime 0.099 (0.115)\tData 0.038 (0.037)\tLoss 0.8395 (0.8152)\tPrec@1 33.594 (36.802)\n",
      "[300/391]\tTime 0.098 (0.115)\tData 0.041 (0.037)\tLoss 0.8647 (0.8152)\tPrec@1 27.344 (36.791)\n",
      "[310/391]\tTime 0.094 (0.115)\tData 0.040 (0.037)\tLoss 0.8261 (0.8158)\tPrec@1 32.031 (36.684)\n",
      "[320/391]\tTime 0.091 (0.115)\tData 0.034 (0.037)\tLoss 0.7920 (0.8159)\tPrec@1 40.625 (36.711)\n",
      "[330/391]\tTime 0.097 (0.115)\tData 0.041 (0.037)\tLoss 0.7950 (0.8163)\tPrec@1 37.500 (36.702)\n",
      "[340/391]\tTime 0.102 (0.115)\tData 0.038 (0.037)\tLoss 0.8232 (0.8170)\tPrec@1 36.719 (36.650)\n",
      "[350/391]\tTime 0.118 (0.115)\tData 0.035 (0.037)\tLoss 0.9054 (0.8171)\tPrec@1 31.250 (36.630)\n",
      "[360/391]\tTime 0.091 (0.115)\tData 0.038 (0.037)\tLoss 0.8195 (0.8167)\tPrec@1 35.938 (36.654)\n",
      "[370/391]\tTime 0.131 (0.115)\tData 0.041 (0.037)\tLoss 0.8177 (0.8171)\tPrec@1 34.375 (36.651)\n",
      "[380/391]\tTime 0.130 (0.116)\tData 0.037 (0.037)\tLoss 0.8311 (0.8171)\tPrec@1 32.031 (36.618)\n",
      "[390/391]\tTime 0.072 (0.115)\tData 0.019 (0.037)\tLoss 0.7510 (0.8167)\tPrec@1 42.500 (36.674)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.033 (0.033)\tLoss 2.6628 (2.6628)\tPrec@1 32.031 (32.031)\n",
      "Test: [10/79]\tTime 0.037 (0.040)\tLoss 2.6190 (2.6232)\tPrec@1 32.031 (30.895)\n",
      "Test: [20/79]\tTime 0.047 (0.041)\tLoss 2.6956 (2.6129)\tPrec@1 28.125 (31.324)\n",
      "Test: [30/79]\tTime 0.036 (0.039)\tLoss 2.6743 (2.6273)\tPrec@1 29.688 (30.897)\n",
      "Test: [40/79]\tTime 0.031 (0.038)\tLoss 2.4213 (2.6404)\tPrec@1 37.500 (31.174)\n",
      "Test: [50/79]\tTime 0.037 (0.039)\tLoss 2.7810 (2.6310)\tPrec@1 28.906 (31.311)\n",
      "Test: [60/79]\tTime 0.040 (0.039)\tLoss 2.8014 (2.6434)\tPrec@1 31.250 (31.173)\n",
      "Test: [70/79]\tTime 0.032 (0.038)\tLoss 2.5267 (2.6426)\tPrec@1 34.375 (31.228)\n",
      " * Prec@1 31.300\n",
      "\n",
      "===> epoch: 17/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.097 (0.097)\tData 0.030 (0.030)\tLoss 0.7479 (0.7479)\tPrec@1 40.625 (40.625)\n",
      "[10/391]\tTime 0.119 (0.119)\tData 0.030 (0.031)\tLoss 0.7843 (0.7991)\tPrec@1 44.531 (37.145)\n",
      "[20/391]\tTime 0.125 (0.115)\tData 0.035 (0.033)\tLoss 0.8469 (0.8001)\tPrec@1 28.125 (37.388)\n",
      "[30/391]\tTime 0.128 (0.112)\tData 0.037 (0.034)\tLoss 0.7805 (0.8022)\tPrec@1 42.969 (37.450)\n",
      "[40/391]\tTime 0.126 (0.113)\tData 0.028 (0.035)\tLoss 0.7850 (0.8041)\tPrec@1 41.406 (37.481)\n",
      "[50/391]\tTime 0.119 (0.111)\tData 0.029 (0.034)\tLoss 0.8150 (0.8097)\tPrec@1 36.719 (37.255)\n",
      "[60/391]\tTime 0.077 (0.112)\tData 0.036 (0.036)\tLoss 0.7959 (0.8141)\tPrec@1 39.062 (37.205)\n",
      "[70/391]\tTime 0.099 (0.113)\tData 0.036 (0.038)\tLoss 0.8274 (0.8125)\tPrec@1 30.469 (37.302)\n",
      "[80/391]\tTime 0.123 (0.112)\tData 0.033 (0.037)\tLoss 0.7494 (0.8095)\tPrec@1 46.094 (37.394)\n",
      "[90/391]\tTime 0.124 (0.113)\tData 0.023 (0.037)\tLoss 0.8019 (0.8094)\tPrec@1 35.156 (37.474)\n",
      "[100/391]\tTime 0.118 (0.112)\tData 0.032 (0.037)\tLoss 0.7629 (0.8099)\tPrec@1 38.281 (37.307)\n",
      "[110/391]\tTime 0.098 (0.112)\tData 0.036 (0.036)\tLoss 0.7812 (0.8087)\tPrec@1 35.938 (37.437)\n",
      "[120/391]\tTime 0.095 (0.111)\tData 0.034 (0.036)\tLoss 0.7797 (0.8065)\tPrec@1 42.969 (37.565)\n",
      "[130/391]\tTime 0.121 (0.111)\tData 0.031 (0.037)\tLoss 0.8004 (0.8058)\tPrec@1 35.156 (37.697)\n",
      "[140/391]\tTime 0.127 (0.112)\tData 0.035 (0.036)\tLoss 0.7838 (0.8063)\tPrec@1 43.750 (37.738)\n",
      "[150/391]\tTime 0.135 (0.112)\tData 0.041 (0.037)\tLoss 0.7083 (0.8060)\tPrec@1 45.312 (37.671)\n",
      "[160/391]\tTime 0.124 (0.112)\tData 0.035 (0.037)\tLoss 0.7862 (0.8039)\tPrec@1 34.375 (37.723)\n",
      "[170/391]\tTime 0.083 (0.112)\tData 0.027 (0.037)\tLoss 0.7590 (0.8028)\tPrec@1 39.062 (37.770)\n",
      "[180/391]\tTime 0.131 (0.113)\tData 0.038 (0.037)\tLoss 0.8229 (0.8038)\tPrec@1 35.156 (37.703)\n",
      "[190/391]\tTime 0.088 (0.113)\tData 0.035 (0.037)\tLoss 0.7833 (0.8029)\tPrec@1 38.281 (37.729)\n",
      "[200/391]\tTime 0.120 (0.113)\tData 0.035 (0.037)\tLoss 0.8084 (0.8029)\tPrec@1 40.625 (37.729)\n",
      "[210/391]\tTime 0.121 (0.114)\tData 0.033 (0.037)\tLoss 0.8036 (0.8030)\tPrec@1 34.375 (37.637)\n",
      "[220/391]\tTime 0.108 (0.113)\tData 0.034 (0.037)\tLoss 0.8311 (0.8038)\tPrec@1 32.812 (37.638)\n",
      "[230/391]\tTime 0.118 (0.113)\tData 0.036 (0.037)\tLoss 0.8518 (0.8035)\tPrec@1 28.906 (37.622)\n",
      "[240/391]\tTime 0.124 (0.112)\tData 0.037 (0.037)\tLoss 0.7956 (0.8034)\tPrec@1 35.938 (37.620)\n",
      "[250/391]\tTime 0.083 (0.113)\tData 0.037 (0.037)\tLoss 0.7719 (0.8035)\tPrec@1 42.188 (37.662)\n",
      "[260/391]\tTime 0.121 (0.113)\tData 0.031 (0.037)\tLoss 0.7957 (0.8036)\tPrec@1 33.594 (37.620)\n",
      "[270/391]\tTime 0.147 (0.113)\tData 0.054 (0.037)\tLoss 0.8439 (0.8036)\tPrec@1 37.500 (37.661)\n",
      "[280/391]\tTime 0.110 (0.114)\tData 0.039 (0.037)\tLoss 0.8247 (0.8041)\tPrec@1 36.719 (37.650)\n",
      "[290/391]\tTime 0.109 (0.114)\tData 0.040 (0.037)\tLoss 0.8507 (0.8042)\tPrec@1 31.250 (37.645)\n",
      "[300/391]\tTime 0.128 (0.114)\tData 0.033 (0.037)\tLoss 0.7937 (0.8044)\tPrec@1 41.406 (37.653)\n",
      "[310/391]\tTime 0.092 (0.114)\tData 0.036 (0.037)\tLoss 0.8433 (0.8048)\tPrec@1 36.719 (37.628)\n",
      "[320/391]\tTime 0.117 (0.114)\tData 0.029 (0.037)\tLoss 0.7725 (0.8041)\tPrec@1 38.281 (37.670)\n",
      "[330/391]\tTime 0.079 (0.114)\tData 0.035 (0.037)\tLoss 0.8633 (0.8039)\tPrec@1 34.375 (37.703)\n",
      "[340/391]\tTime 0.124 (0.114)\tData 0.032 (0.037)\tLoss 0.7930 (0.8048)\tPrec@1 35.938 (37.608)\n",
      "[350/391]\tTime 0.123 (0.114)\tData 0.034 (0.037)\tLoss 0.8021 (0.8049)\tPrec@1 42.969 (37.589)\n",
      "[360/391]\tTime 0.129 (0.115)\tData 0.061 (0.038)\tLoss 0.8649 (0.8046)\tPrec@1 36.719 (37.617)\n",
      "[370/391]\tTime 0.074 (0.114)\tData 0.035 (0.038)\tLoss 0.7552 (0.8044)\tPrec@1 42.188 (37.588)\n",
      "[380/391]\tTime 0.104 (0.114)\tData 0.032 (0.038)\tLoss 0.8185 (0.8048)\tPrec@1 39.844 (37.525)\n",
      "[390/391]\tTime 0.095 (0.114)\tData 0.021 (0.037)\tLoss 0.7955 (0.8053)\tPrec@1 37.500 (37.438)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.027 (0.027)\tLoss 2.8984 (2.8984)\tPrec@1 32.031 (32.031)\n",
      "Test: [10/79]\tTime 0.046 (0.032)\tLoss 3.0906 (2.9661)\tPrec@1 35.156 (28.977)\n",
      "Test: [20/79]\tTime 0.029 (0.032)\tLoss 3.1748 (2.9976)\tPrec@1 25.781 (27.865)\n",
      "Test: [30/79]\tTime 0.030 (0.030)\tLoss 3.1084 (2.9774)\tPrec@1 28.906 (28.075)\n",
      "Test: [40/79]\tTime 0.037 (0.032)\tLoss 2.8253 (2.9806)\tPrec@1 35.938 (28.544)\n",
      "Test: [50/79]\tTime 0.034 (0.033)\tLoss 3.0887 (2.9681)\tPrec@1 22.656 (28.554)\n",
      "Test: [60/79]\tTime 0.053 (0.034)\tLoss 3.0250 (2.9634)\tPrec@1 28.906 (28.714)\n",
      "Test: [70/79]\tTime 0.036 (0.035)\tLoss 2.9572 (2.9669)\tPrec@1 27.344 (28.697)\n",
      " * Prec@1 28.730\n",
      "\n",
      "===> epoch: 18/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.103 (0.103)\tData 0.036 (0.036)\tLoss 0.7895 (0.7895)\tPrec@1 41.406 (41.406)\n",
      "[10/391]\tTime 0.077 (0.121)\tData 0.027 (0.044)\tLoss 0.7484 (0.7870)\tPrec@1 37.500 (38.068)\n",
      "[20/391]\tTime 0.108 (0.116)\tData 0.021 (0.039)\tLoss 0.7081 (0.7890)\tPrec@1 49.219 (38.021)\n",
      "[30/391]\tTime 0.116 (0.117)\tData 0.032 (0.037)\tLoss 0.8276 (0.7962)\tPrec@1 40.625 (37.676)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[40/391]\tTime 0.088 (0.115)\tData 0.032 (0.037)\tLoss 0.7830 (0.7948)\tPrec@1 36.719 (37.995)\n",
      "[50/391]\tTime 0.080 (0.115)\tData 0.036 (0.038)\tLoss 0.7744 (0.7945)\tPrec@1 42.188 (37.914)\n",
      "[60/391]\tTime 0.103 (0.115)\tData 0.027 (0.038)\tLoss 0.7318 (0.7943)\tPrec@1 43.750 (37.987)\n",
      "[70/391]\tTime 0.096 (0.115)\tData 0.032 (0.038)\tLoss 0.8059 (0.7997)\tPrec@1 39.062 (37.720)\n",
      "[80/391]\tTime 0.114 (0.117)\tData 0.034 (0.038)\tLoss 0.7436 (0.7988)\tPrec@1 42.969 (37.760)\n",
      "[90/391]\tTime 0.095 (0.117)\tData 0.032 (0.037)\tLoss 0.8775 (0.8025)\tPrec@1 37.500 (37.680)\n",
      "[100/391]\tTime 0.117 (0.116)\tData 0.039 (0.037)\tLoss 0.8520 (0.8036)\tPrec@1 34.375 (37.655)\n",
      "[110/391]\tTime 0.123 (0.114)\tData 0.034 (0.037)\tLoss 0.7549 (0.8029)\tPrec@1 44.531 (37.690)\n",
      "[120/391]\tTime 0.084 (0.114)\tData 0.038 (0.037)\tLoss 0.7380 (0.8024)\tPrec@1 41.406 (37.816)\n",
      "[130/391]\tTime 0.128 (0.115)\tData 0.051 (0.038)\tLoss 0.7723 (0.8031)\tPrec@1 39.844 (37.691)\n",
      "[140/391]\tTime 0.107 (0.114)\tData 0.040 (0.037)\tLoss 0.7600 (0.8024)\tPrec@1 39.844 (37.694)\n",
      "[150/391]\tTime 0.141 (0.115)\tData 0.048 (0.038)\tLoss 0.8647 (0.8023)\tPrec@1 38.281 (37.759)\n",
      "[160/391]\tTime 0.124 (0.115)\tData 0.033 (0.038)\tLoss 0.7523 (0.8039)\tPrec@1 44.531 (37.675)\n",
      "[170/391]\tTime 0.117 (0.114)\tData 0.043 (0.038)\tLoss 0.7251 (0.8023)\tPrec@1 42.969 (37.843)\n",
      "[180/391]\tTime 0.121 (0.114)\tData 0.033 (0.038)\tLoss 0.7838 (0.8021)\tPrec@1 36.719 (37.824)\n",
      "[190/391]\tTime 0.075 (0.113)\tData 0.033 (0.037)\tLoss 0.8080 (0.8009)\tPrec@1 39.844 (37.897)\n",
      "[200/391]\tTime 0.123 (0.113)\tData 0.035 (0.037)\tLoss 0.8465 (0.8003)\tPrec@1 32.031 (37.920)\n",
      "[210/391]\tTime 0.111 (0.113)\tData 0.026 (0.037)\tLoss 0.8550 (0.7999)\tPrec@1 34.375 (37.867)\n",
      "[220/391]\tTime 0.130 (0.113)\tData 0.038 (0.037)\tLoss 0.8385 (0.7998)\tPrec@1 37.500 (37.850)\n",
      "[230/391]\tTime 0.123 (0.113)\tData 0.033 (0.037)\tLoss 0.8651 (0.7995)\tPrec@1 33.594 (37.879)\n",
      "[240/391]\tTime 0.095 (0.113)\tData 0.028 (0.037)\tLoss 0.8158 (0.7997)\tPrec@1 31.250 (37.883)\n",
      "[250/391]\tTime 0.086 (0.113)\tData 0.033 (0.037)\tLoss 0.7504 (0.7999)\tPrec@1 39.062 (37.814)\n",
      "[260/391]\tTime 0.121 (0.113)\tData 0.035 (0.038)\tLoss 0.8411 (0.8010)\tPrec@1 33.594 (37.748)\n",
      "[270/391]\tTime 0.098 (0.113)\tData 0.042 (0.038)\tLoss 0.7637 (0.8001)\tPrec@1 41.406 (37.794)\n",
      "[280/391]\tTime 0.092 (0.113)\tData 0.034 (0.038)\tLoss 0.7816 (0.8005)\tPrec@1 35.938 (37.770)\n",
      "[290/391]\tTime 0.133 (0.112)\tData 0.045 (0.038)\tLoss 0.8712 (0.8006)\tPrec@1 32.812 (37.747)\n",
      "[300/391]\tTime 0.124 (0.113)\tData 0.033 (0.038)\tLoss 0.7742 (0.8001)\tPrec@1 37.500 (37.749)\n",
      "[310/391]\tTime 0.128 (0.113)\tData 0.032 (0.038)\tLoss 0.7901 (0.8006)\tPrec@1 42.969 (37.739)\n",
      "[320/391]\tTime 0.103 (0.113)\tData 0.037 (0.038)\tLoss 0.7948 (0.8007)\tPrec@1 33.594 (37.746)\n",
      "[330/391]\tTime 0.123 (0.113)\tData 0.037 (0.037)\tLoss 0.7954 (0.8006)\tPrec@1 38.281 (37.729)\n",
      "[340/391]\tTime 0.089 (0.112)\tData 0.035 (0.037)\tLoss 0.7929 (0.8008)\tPrec@1 39.062 (37.745)\n",
      "[350/391]\tTime 0.143 (0.112)\tData 0.055 (0.037)\tLoss 0.7771 (0.8008)\tPrec@1 36.719 (37.774)\n",
      "[360/391]\tTime 0.115 (0.113)\tData 0.030 (0.038)\tLoss 0.7577 (0.8006)\tPrec@1 42.969 (37.799)\n",
      "[370/391]\tTime 0.138 (0.113)\tData 0.052 (0.038)\tLoss 0.7473 (0.8003)\tPrec@1 37.500 (37.803)\n",
      "[380/391]\tTime 0.134 (0.113)\tData 0.046 (0.038)\tLoss 0.8226 (0.7995)\tPrec@1 41.406 (37.869)\n",
      "[390/391]\tTime 0.067 (0.114)\tData 0.022 (0.038)\tLoss 0.7902 (0.7996)\tPrec@1 40.000 (37.852)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.036 (0.036)\tLoss 2.8258 (2.8258)\tPrec@1 30.469 (30.469)\n",
      "Test: [10/79]\tTime 0.036 (0.047)\tLoss 2.6695 (2.7357)\tPrec@1 33.594 (31.250)\n",
      "Test: [20/79]\tTime 0.033 (0.040)\tLoss 2.7837 (2.7380)\tPrec@1 32.812 (31.548)\n",
      "Test: [30/79]\tTime 0.028 (0.038)\tLoss 2.7268 (2.7393)\tPrec@1 26.562 (31.149)\n",
      "Test: [40/79]\tTime 0.038 (0.037)\tLoss 2.3129 (2.7499)\tPrec@1 35.938 (31.288)\n",
      "Test: [50/79]\tTime 0.041 (0.037)\tLoss 2.6602 (2.7312)\tPrec@1 31.250 (31.342)\n",
      "Test: [60/79]\tTime 0.038 (0.037)\tLoss 2.9641 (2.7400)\tPrec@1 29.688 (31.237)\n",
      "Test: [70/79]\tTime 0.049 (0.038)\tLoss 2.6043 (2.7306)\tPrec@1 32.031 (31.294)\n",
      " * Prec@1 31.210\n",
      "\n",
      "===> epoch: 19/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.097 (0.097)\tData 0.038 (0.038)\tLoss 0.7881 (0.7881)\tPrec@1 35.938 (35.938)\n",
      "[10/391]\tTime 0.136 (0.114)\tData 0.030 (0.043)\tLoss 0.8784 (0.8225)\tPrec@1 35.156 (36.151)\n",
      "[20/391]\tTime 0.136 (0.114)\tData 0.030 (0.041)\tLoss 0.7921 (0.8061)\tPrec@1 40.625 (37.426)\n",
      "[30/391]\tTime 0.095 (0.113)\tData 0.026 (0.039)\tLoss 0.7616 (0.8005)\tPrec@1 39.844 (38.004)\n",
      "[40/391]\tTime 0.120 (0.114)\tData 0.031 (0.038)\tLoss 0.7678 (0.7977)\tPrec@1 38.281 (38.338)\n",
      "[50/391]\tTime 0.137 (0.116)\tData 0.047 (0.038)\tLoss 0.7683 (0.7945)\tPrec@1 45.312 (38.557)\n",
      "[60/391]\tTime 0.126 (0.117)\tData 0.036 (0.039)\tLoss 0.8182 (0.7942)\tPrec@1 37.500 (38.794)\n",
      "[70/391]\tTime 0.129 (0.118)\tData 0.037 (0.039)\tLoss 0.8005 (0.7919)\tPrec@1 38.281 (38.897)\n",
      "[80/391]\tTime 0.090 (0.118)\tData 0.034 (0.039)\tLoss 0.7461 (0.7918)\tPrec@1 46.875 (38.821)\n",
      "[90/391]\tTime 0.121 (0.117)\tData 0.066 (0.040)\tLoss 0.8150 (0.7925)\tPrec@1 35.156 (38.599)\n",
      "[100/391]\tTime 0.100 (0.117)\tData 0.028 (0.040)\tLoss 0.7638 (0.7931)\tPrec@1 37.500 (38.475)\n",
      "[110/391]\tTime 0.141 (0.116)\tData 0.043 (0.040)\tLoss 0.8665 (0.7951)\tPrec@1 28.906 (38.309)\n",
      "[120/391]\tTime 0.097 (0.116)\tData 0.038 (0.039)\tLoss 0.7683 (0.7948)\tPrec@1 42.188 (38.249)\n",
      "[130/391]\tTime 0.137 (0.117)\tData 0.042 (0.039)\tLoss 0.7909 (0.7937)\tPrec@1 39.844 (38.305)\n",
      "[140/391]\tTime 0.113 (0.117)\tData 0.024 (0.039)\tLoss 0.7575 (0.7932)\tPrec@1 35.156 (38.331)\n",
      "[150/391]\tTime 0.098 (0.117)\tData 0.028 (0.039)\tLoss 0.8754 (0.7935)\tPrec@1 36.719 (38.385)\n",
      "[160/391]\tTime 0.118 (0.117)\tData 0.039 (0.039)\tLoss 0.7002 (0.7933)\tPrec@1 44.531 (38.466)\n",
      "[170/391]\tTime 0.132 (0.117)\tData 0.050 (0.040)\tLoss 0.7870 (0.7925)\tPrec@1 33.594 (38.482)\n",
      "[180/391]\tTime 0.112 (0.116)\tData 0.027 (0.039)\tLoss 0.7182 (0.7921)\tPrec@1 39.844 (38.493)\n",
      "[190/391]\tTime 0.135 (0.117)\tData 0.042 (0.039)\tLoss 0.7741 (0.7913)\tPrec@1 36.719 (38.588)\n",
      "[200/391]\tTime 0.114 (0.117)\tData 0.045 (0.039)\tLoss 0.7608 (0.7920)\tPrec@1 41.406 (38.476)\n",
      "[210/391]\tTime 0.133 (0.117)\tData 0.048 (0.039)\tLoss 0.8012 (0.7933)\tPrec@1 37.500 (38.370)\n",
      "[220/391]\tTime 0.130 (0.117)\tData 0.039 (0.039)\tLoss 0.7300 (0.7937)\tPrec@1 40.625 (38.327)\n",
      "[230/391]\tTime 0.114 (0.117)\tData 0.040 (0.039)\tLoss 0.8073 (0.7933)\tPrec@1 39.062 (38.362)\n",
      "[240/391]\tTime 0.130 (0.117)\tData 0.039 (0.039)\tLoss 0.7937 (0.7932)\tPrec@1 42.969 (38.382)\n",
      "[250/391]\tTime 0.115 (0.118)\tData 0.027 (0.039)\tLoss 0.7925 (0.7938)\tPrec@1 38.281 (38.340)\n",
      "[260/391]\tTime 0.127 (0.118)\tData 0.032 (0.039)\tLoss 0.7492 (0.7932)\tPrec@1 42.969 (38.392)\n",
      "[270/391]\tTime 0.079 (0.118)\tData 0.035 (0.039)\tLoss 0.7898 (0.7933)\tPrec@1 36.719 (38.350)\n",
      "[280/391]\tTime 0.142 (0.119)\tData 0.047 (0.039)\tLoss 0.7649 (0.7933)\tPrec@1 36.719 (38.298)\n",
      "[290/391]\tTime 0.105 (0.119)\tData 0.036 (0.039)\tLoss 0.7984 (0.7936)\tPrec@1 38.281 (38.289)\n",
      "[300/391]\tTime 0.103 (0.119)\tData 0.031 (0.039)\tLoss 0.7022 (0.7935)\tPrec@1 46.094 (38.299)\n",
      "[310/391]\tTime 0.116 (0.118)\tData 0.041 (0.039)\tLoss 0.7969 (0.7939)\tPrec@1 39.844 (38.266)\n",
      "[320/391]\tTime 0.071 (0.118)\tData 0.029 (0.039)\tLoss 0.7694 (0.7937)\tPrec@1 39.844 (38.240)\n",
      "[330/391]\tTime 0.120 (0.117)\tData 0.033 (0.039)\tLoss 0.8274 (0.7947)\tPrec@1 37.500 (38.194)\n",
      "[340/391]\tTime 0.122 (0.117)\tData 0.044 (0.039)\tLoss 0.7558 (0.7946)\tPrec@1 37.500 (38.180)\n",
      "[350/391]\tTime 0.086 (0.117)\tData 0.034 (0.039)\tLoss 0.8029 (0.7938)\tPrec@1 35.156 (38.241)\n",
      "[360/391]\tTime 0.135 (0.117)\tData 0.044 (0.039)\tLoss 0.6768 (0.7930)\tPrec@1 46.875 (38.312)\n",
      "[370/391]\tTime 0.141 (0.117)\tData 0.046 (0.039)\tLoss 0.8192 (0.7937)\tPrec@1 37.500 (38.256)\n",
      "[380/391]\tTime 0.126 (0.117)\tData 0.037 (0.039)\tLoss 0.7216 (0.7939)\tPrec@1 47.656 (38.214)\n",
      "[390/391]\tTime 0.068 (0.117)\tData 0.021 (0.039)\tLoss 0.8673 (0.7939)\tPrec@1 42.500 (38.238)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.034 (0.034)\tLoss 2.7911 (2.7911)\tPrec@1 32.031 (32.031)\n",
      "Test: [10/79]\tTime 0.034 (0.039)\tLoss 3.0338 (2.8611)\tPrec@1 26.562 (29.688)\n",
      "Test: [20/79]\tTime 0.048 (0.041)\tLoss 3.0094 (2.8737)\tPrec@1 26.562 (28.981)\n",
      "Test: [30/79]\tTime 0.036 (0.041)\tLoss 2.8039 (2.8686)\tPrec@1 22.656 (28.805)\n",
      "Test: [40/79]\tTime 0.029 (0.040)\tLoss 2.6855 (2.8713)\tPrec@1 31.250 (28.582)\n",
      "Test: [50/79]\tTime 0.054 (0.040)\tLoss 2.8898 (2.8606)\tPrec@1 26.562 (28.707)\n",
      "Test: [60/79]\tTime 0.033 (0.041)\tLoss 2.8736 (2.8706)\tPrec@1 22.656 (28.612)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test: [70/79]\tTime 0.031 (0.041)\tLoss 2.8492 (2.8789)\tPrec@1 34.375 (28.785)\n",
      " * Prec@1 28.790\n",
      "\n",
      "===> epoch: 20/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.124 (0.124)\tData 0.035 (0.035)\tLoss 0.7648 (0.7648)\tPrec@1 39.062 (39.062)\n",
      "[10/391]\tTime 0.144 (0.126)\tData 0.061 (0.043)\tLoss 0.7762 (0.7733)\tPrec@1 37.500 (38.920)\n",
      "[20/391]\tTime 0.075 (0.117)\tData 0.020 (0.037)\tLoss 0.7929 (0.7792)\tPrec@1 39.062 (38.914)\n",
      "[30/391]\tTime 0.099 (0.121)\tData 0.025 (0.044)\tLoss 0.8188 (0.7794)\tPrec@1 30.469 (38.609)\n",
      "[40/391]\tTime 0.135 (0.118)\tData 0.060 (0.041)\tLoss 0.8919 (0.7906)\tPrec@1 32.812 (38.053)\n",
      "[50/391]\tTime 0.122 (0.116)\tData 0.032 (0.041)\tLoss 0.8139 (0.7887)\tPrec@1 37.500 (38.189)\n",
      "[60/391]\tTime 0.119 (0.116)\tData 0.034 (0.040)\tLoss 0.8099 (0.7850)\tPrec@1 35.156 (38.358)\n",
      "[70/391]\tTime 0.128 (0.117)\tData 0.027 (0.041)\tLoss 0.7379 (0.7872)\tPrec@1 43.750 (38.281)\n",
      "[80/391]\tTime 0.128 (0.117)\tData 0.036 (0.039)\tLoss 0.8144 (0.7882)\tPrec@1 38.281 (38.378)\n",
      "[90/391]\tTime 0.126 (0.116)\tData 0.033 (0.039)\tLoss 0.7587 (0.7860)\tPrec@1 46.094 (38.625)\n",
      "[100/391]\tTime 0.120 (0.116)\tData 0.042 (0.039)\tLoss 0.8170 (0.7867)\tPrec@1 37.500 (38.637)\n",
      "[110/391]\tTime 0.130 (0.117)\tData 0.044 (0.039)\tLoss 0.7733 (0.7867)\tPrec@1 42.188 (38.689)\n",
      "[120/391]\tTime 0.149 (0.117)\tData 0.041 (0.039)\tLoss 0.8136 (0.7862)\tPrec@1 41.406 (38.746)\n",
      "[130/391]\tTime 0.128 (0.118)\tData 0.033 (0.039)\tLoss 0.7306 (0.7848)\tPrec@1 39.844 (38.967)\n",
      "[140/391]\tTime 0.116 (0.117)\tData 0.028 (0.039)\tLoss 0.7519 (0.7844)\tPrec@1 40.625 (38.852)\n",
      "[150/391]\tTime 0.117 (0.117)\tData 0.029 (0.039)\tLoss 0.7078 (0.7832)\tPrec@1 43.750 (38.964)\n",
      "[160/391]\tTime 0.205 (0.118)\tData 0.097 (0.039)\tLoss 0.8682 (0.7845)\tPrec@1 29.688 (38.864)\n",
      "[170/391]\tTime 0.124 (0.118)\tData 0.033 (0.039)\tLoss 0.7437 (0.7840)\tPrec@1 41.406 (38.925)\n",
      "[180/391]\tTime 0.157 (0.118)\tData 0.069 (0.039)\tLoss 0.7180 (0.7837)\tPrec@1 43.750 (38.985)\n",
      "[190/391]\tTime 0.120 (0.118)\tData 0.045 (0.040)\tLoss 0.7837 (0.7843)\tPrec@1 36.719 (38.944)\n",
      "[200/391]\tTime 0.154 (0.119)\tData 0.064 (0.040)\tLoss 0.7984 (0.7840)\tPrec@1 41.406 (39.000)\n",
      "[210/391]\tTime 0.085 (0.118)\tData 0.033 (0.040)\tLoss 0.8134 (0.7836)\tPrec@1 40.625 (38.966)\n",
      "[220/391]\tTime 0.114 (0.118)\tData 0.030 (0.040)\tLoss 0.8622 (0.7845)\tPrec@1 35.156 (38.900)\n",
      "[230/391]\tTime 0.084 (0.118)\tData 0.033 (0.039)\tLoss 0.7508 (0.7842)\tPrec@1 45.312 (38.934)\n",
      "[240/391]\tTime 0.128 (0.118)\tData 0.036 (0.039)\tLoss 0.7405 (0.7848)\tPrec@1 45.312 (38.852)\n",
      "[250/391]\tTime 0.128 (0.118)\tData 0.039 (0.039)\tLoss 0.6907 (0.7845)\tPrec@1 49.219 (38.851)\n",
      "[260/391]\tTime 0.090 (0.118)\tData 0.034 (0.039)\tLoss 0.7828 (0.7839)\tPrec@1 42.188 (38.874)\n",
      "[270/391]\tTime 0.128 (0.118)\tData 0.036 (0.039)\tLoss 0.7308 (0.7834)\tPrec@1 39.844 (38.895)\n",
      "[280/391]\tTime 0.131 (0.118)\tData 0.038 (0.039)\tLoss 0.8619 (0.7832)\tPrec@1 30.469 (38.876)\n",
      "[290/391]\tTime 0.105 (0.118)\tData 0.029 (0.039)\tLoss 0.8002 (0.7840)\tPrec@1 39.062 (38.891)\n",
      "[300/391]\tTime 0.134 (0.118)\tData 0.047 (0.039)\tLoss 0.8142 (0.7850)\tPrec@1 39.062 (38.808)\n",
      "[310/391]\tTime 0.093 (0.118)\tData 0.031 (0.039)\tLoss 0.8819 (0.7856)\tPrec@1 33.594 (38.761)\n",
      "[320/391]\tTime 0.120 (0.119)\tData 0.032 (0.039)\tLoss 0.7514 (0.7859)\tPrec@1 39.844 (38.756)\n",
      "[330/391]\tTime 0.124 (0.119)\tData 0.038 (0.039)\tLoss 0.7814 (0.7860)\tPrec@1 44.531 (38.786)\n",
      "[340/391]\tTime 0.095 (0.118)\tData 0.035 (0.039)\tLoss 0.7602 (0.7852)\tPrec@1 44.531 (38.872)\n",
      "[350/391]\tTime 0.120 (0.118)\tData 0.033 (0.039)\tLoss 0.8291 (0.7861)\tPrec@1 34.375 (38.773)\n",
      "[360/391]\tTime 0.129 (0.118)\tData 0.037 (0.039)\tLoss 0.7890 (0.7863)\tPrec@1 35.156 (38.757)\n",
      "[370/391]\tTime 0.124 (0.119)\tData 0.034 (0.039)\tLoss 0.7332 (0.7864)\tPrec@1 41.406 (38.742)\n",
      "[380/391]\tTime 0.121 (0.119)\tData 0.033 (0.039)\tLoss 0.8294 (0.7865)\tPrec@1 26.562 (38.702)\n",
      "[390/391]\tTime 0.129 (0.119)\tData 0.023 (0.039)\tLoss 0.8271 (0.7871)\tPrec@1 27.500 (38.672)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.038 (0.038)\tLoss 2.7756 (2.7756)\tPrec@1 32.812 (32.812)\n",
      "Test: [10/79]\tTime 0.032 (0.034)\tLoss 2.6495 (2.6846)\tPrec@1 39.062 (33.168)\n",
      "Test: [20/79]\tTime 0.044 (0.037)\tLoss 2.8564 (2.7163)\tPrec@1 27.344 (32.775)\n",
      "Test: [30/79]\tTime 0.029 (0.036)\tLoss 2.5721 (2.7279)\tPrec@1 31.250 (32.812)\n",
      "Test: [40/79]\tTime 0.030 (0.034)\tLoss 2.5822 (2.7428)\tPrec@1 39.844 (32.812)\n",
      "Test: [50/79]\tTime 0.032 (0.034)\tLoss 2.9259 (2.7488)\tPrec@1 28.906 (32.782)\n",
      "Test: [60/79]\tTime 0.028 (0.034)\tLoss 3.1398 (2.7479)\tPrec@1 29.688 (32.851)\n",
      "Test: [70/79]\tTime 0.037 (0.034)\tLoss 2.5640 (2.7477)\tPrec@1 30.469 (32.835)\n",
      " * Prec@1 32.790\n",
      "\n",
      "===> epoch: 21/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.124 (0.124)\tData 0.039 (0.039)\tLoss 0.7579 (0.7579)\tPrec@1 39.844 (39.844)\n",
      "[10/391]\tTime 0.086 (0.123)\tData 0.037 (0.041)\tLoss 0.7840 (0.7976)\tPrec@1 43.750 (39.418)\n",
      "[20/391]\tTime 0.138 (0.124)\tData 0.027 (0.038)\tLoss 0.8179 (0.7814)\tPrec@1 33.594 (38.951)\n",
      "[30/391]\tTime 0.146 (0.126)\tData 0.064 (0.039)\tLoss 0.8256 (0.7796)\tPrec@1 42.188 (39.138)\n",
      "[40/391]\tTime 0.134 (0.126)\tData 0.038 (0.039)\tLoss 0.7055 (0.7780)\tPrec@1 42.969 (38.319)\n",
      "[50/391]\tTime 0.124 (0.123)\tData 0.040 (0.040)\tLoss 0.6797 (0.7850)\tPrec@1 49.219 (37.990)\n",
      "[60/391]\tTime 0.114 (0.122)\tData 0.043 (0.039)\tLoss 0.7228 (0.7844)\tPrec@1 38.281 (38.153)\n",
      "[70/391]\tTime 0.117 (0.122)\tData 0.027 (0.039)\tLoss 0.7984 (0.7845)\tPrec@1 34.375 (38.094)\n",
      "[80/391]\tTime 0.129 (0.123)\tData 0.036 (0.040)\tLoss 0.7071 (0.7819)\tPrec@1 46.875 (38.455)\n",
      "[90/391]\tTime 0.152 (0.123)\tData 0.053 (0.040)\tLoss 0.7172 (0.7793)\tPrec@1 41.406 (38.444)\n",
      "[100/391]\tTime 0.141 (0.123)\tData 0.065 (0.040)\tLoss 0.7882 (0.7771)\tPrec@1 39.062 (38.714)\n",
      "[110/391]\tTime 0.165 (0.123)\tData 0.076 (0.040)\tLoss 0.7414 (0.7770)\tPrec@1 41.406 (38.739)\n",
      "[120/391]\tTime 0.141 (0.124)\tData 0.047 (0.041)\tLoss 0.8627 (0.7775)\tPrec@1 38.281 (38.862)\n",
      "[130/391]\tTime 0.086 (0.123)\tData 0.029 (0.040)\tLoss 0.7816 (0.7775)\tPrec@1 38.281 (38.949)\n",
      "[140/391]\tTime 0.126 (0.122)\tData 0.036 (0.040)\tLoss 0.8142 (0.7778)\tPrec@1 32.031 (38.968)\n",
      "[150/391]\tTime 0.097 (0.122)\tData 0.037 (0.040)\tLoss 0.8119 (0.7789)\tPrec@1 38.281 (38.840)\n",
      "[160/391]\tTime 0.129 (0.122)\tData 0.033 (0.040)\tLoss 0.8320 (0.7794)\tPrec@1 34.375 (38.878)\n",
      "[170/391]\tTime 0.117 (0.122)\tData 0.031 (0.040)\tLoss 0.7865 (0.7792)\tPrec@1 35.938 (38.893)\n",
      "[180/391]\tTime 0.123 (0.122)\tData 0.034 (0.040)\tLoss 0.7683 (0.7793)\tPrec@1 44.531 (38.929)\n",
      "[190/391]\tTime 0.097 (0.121)\tData 0.034 (0.040)\tLoss 0.8476 (0.7793)\tPrec@1 35.938 (38.858)\n",
      "[200/391]\tTime 0.112 (0.121)\tData 0.032 (0.040)\tLoss 0.7861 (0.7799)\tPrec@1 39.062 (38.845)\n",
      "[210/391]\tTime 0.126 (0.120)\tData 0.037 (0.039)\tLoss 0.7837 (0.7799)\tPrec@1 45.312 (38.944)\n",
      "[220/391]\tTime 0.117 (0.120)\tData 0.033 (0.039)\tLoss 0.7534 (0.7784)\tPrec@1 39.062 (39.105)\n",
      "[230/391]\tTime 0.123 (0.120)\tData 0.032 (0.039)\tLoss 0.7810 (0.7780)\tPrec@1 36.719 (39.123)\n",
      "[240/391]\tTime 0.120 (0.120)\tData 0.049 (0.039)\tLoss 0.7303 (0.7789)\tPrec@1 41.406 (39.014)\n",
      "[250/391]\tTime 0.124 (0.120)\tData 0.029 (0.039)\tLoss 0.8184 (0.7798)\tPrec@1 42.188 (38.985)\n",
      "[260/391]\tTime 0.124 (0.120)\tData 0.035 (0.039)\tLoss 0.7049 (0.7806)\tPrec@1 42.969 (38.925)\n",
      "[270/391]\tTime 0.099 (0.120)\tData 0.039 (0.039)\tLoss 0.8283 (0.7811)\tPrec@1 44.531 (38.904)\n",
      "[280/391]\tTime 0.122 (0.120)\tData 0.036 (0.039)\tLoss 0.8067 (0.7820)\tPrec@1 37.500 (38.865)\n",
      "[290/391]\tTime 0.144 (0.120)\tData 0.047 (0.039)\tLoss 0.8001 (0.7831)\tPrec@1 42.188 (38.781)\n",
      "[300/391]\tTime 0.120 (0.120)\tData 0.033 (0.038)\tLoss 0.7580 (0.7834)\tPrec@1 43.750 (38.816)\n",
      "[310/391]\tTime 0.141 (0.120)\tData 0.049 (0.038)\tLoss 0.8098 (0.7841)\tPrec@1 32.812 (38.748)\n",
      "[320/391]\tTime 0.119 (0.121)\tData 0.031 (0.039)\tLoss 0.7739 (0.7847)\tPrec@1 37.500 (38.700)\n",
      "[330/391]\tTime 0.121 (0.121)\tData 0.031 (0.039)\tLoss 0.7396 (0.7849)\tPrec@1 42.188 (38.697)\n",
      "[340/391]\tTime 0.104 (0.120)\tData 0.029 (0.038)\tLoss 0.8117 (0.7845)\tPrec@1 34.375 (38.705)\n",
      "[350/391]\tTime 0.119 (0.120)\tData 0.035 (0.038)\tLoss 0.7659 (0.7844)\tPrec@1 46.875 (38.735)\n",
      "[360/391]\tTime 0.117 (0.120)\tData 0.045 (0.038)\tLoss 0.7709 (0.7840)\tPrec@1 35.156 (38.790)\n",
      "[370/391]\tTime 0.151 (0.120)\tData 0.081 (0.039)\tLoss 0.7255 (0.7844)\tPrec@1 48.438 (38.753)\n",
      "[380/391]\tTime 0.122 (0.120)\tData 0.033 (0.039)\tLoss 0.7608 (0.7843)\tPrec@1 40.625 (38.757)\n",
      "[390/391]\tTime 0.063 (0.120)\tData 0.023 (0.038)\tLoss 0.7492 (0.7839)\tPrec@1 38.750 (38.820)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.041 (0.041)\tLoss 3.3034 (3.3034)\tPrec@1 28.906 (28.906)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test: [10/79]\tTime 0.055 (0.037)\tLoss 3.1252 (3.3084)\tPrec@1 28.906 (26.562)\n",
      "Test: [20/79]\tTime 0.033 (0.034)\tLoss 3.4209 (3.3161)\tPrec@1 25.781 (26.935)\n",
      "Test: [30/79]\tTime 0.028 (0.032)\tLoss 3.1601 (3.3352)\tPrec@1 26.562 (26.436)\n",
      "Test: [40/79]\tTime 0.020 (0.032)\tLoss 3.2212 (3.3528)\tPrec@1 25.781 (25.915)\n",
      "Test: [50/79]\tTime 0.056 (0.033)\tLoss 3.3252 (3.3544)\tPrec@1 25.781 (25.996)\n",
      "Test: [60/79]\tTime 0.031 (0.034)\tLoss 4.0685 (3.3707)\tPrec@1 21.875 (26.050)\n",
      "Test: [70/79]\tTime 0.038 (0.034)\tLoss 3.1241 (3.3687)\tPrec@1 30.469 (25.990)\n",
      " * Prec@1 25.990\n",
      "\n",
      "===> epoch: 22/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.100 (0.100)\tData 0.040 (0.040)\tLoss 0.7917 (0.7917)\tPrec@1 34.375 (34.375)\n",
      "[10/391]\tTime 0.131 (0.129)\tData 0.039 (0.043)\tLoss 0.7901 (0.7755)\tPrec@1 37.500 (39.915)\n",
      "[20/391]\tTime 0.087 (0.121)\tData 0.030 (0.040)\tLoss 0.7308 (0.7758)\tPrec@1 48.438 (39.993)\n",
      "[30/391]\tTime 0.125 (0.121)\tData 0.033 (0.039)\tLoss 0.7589 (0.7685)\tPrec@1 38.281 (40.247)\n",
      "[40/391]\tTime 0.096 (0.119)\tData 0.033 (0.038)\tLoss 0.8034 (0.7670)\tPrec@1 34.375 (40.415)\n",
      "[50/391]\tTime 0.131 (0.121)\tData 0.032 (0.038)\tLoss 0.7849 (0.7667)\tPrec@1 41.406 (40.349)\n",
      "[60/391]\tTime 0.120 (0.119)\tData 0.045 (0.037)\tLoss 0.7958 (0.7647)\tPrec@1 35.938 (40.510)\n",
      "[70/391]\tTime 0.113 (0.119)\tData 0.035 (0.037)\tLoss 0.7812 (0.7664)\tPrec@1 39.062 (40.086)\n",
      "[80/391]\tTime 0.114 (0.121)\tData 0.034 (0.038)\tLoss 0.8117 (0.7687)\tPrec@1 39.844 (39.796)\n",
      "[90/391]\tTime 0.132 (0.120)\tData 0.048 (0.038)\tLoss 0.7509 (0.7682)\tPrec@1 45.312 (39.938)\n",
      "[100/391]\tTime 0.106 (0.120)\tData 0.042 (0.038)\tLoss 0.7431 (0.7698)\tPrec@1 45.312 (39.882)\n",
      "[110/391]\tTime 0.122 (0.120)\tData 0.033 (0.038)\tLoss 0.7860 (0.7698)\tPrec@1 34.375 (39.816)\n",
      "[120/391]\tTime 0.126 (0.120)\tData 0.033 (0.038)\tLoss 0.7785 (0.7716)\tPrec@1 46.094 (39.676)\n",
      "[130/391]\tTime 0.113 (0.120)\tData 0.033 (0.038)\tLoss 0.7021 (0.7718)\tPrec@1 42.188 (39.695)\n",
      "[140/391]\tTime 0.122 (0.120)\tData 0.032 (0.038)\tLoss 0.8057 (0.7719)\tPrec@1 36.719 (39.661)\n",
      "[150/391]\tTime 0.123 (0.120)\tData 0.049 (0.038)\tLoss 0.7118 (0.7715)\tPrec@1 46.094 (39.720)\n",
      "[160/391]\tTime 0.163 (0.121)\tData 0.062 (0.038)\tLoss 0.6892 (0.7708)\tPrec@1 41.406 (39.698)\n",
      "[170/391]\tTime 0.114 (0.120)\tData 0.030 (0.038)\tLoss 0.7912 (0.7716)\tPrec@1 42.188 (39.675)\n",
      "[180/391]\tTime 0.126 (0.120)\tData 0.034 (0.038)\tLoss 0.7618 (0.7722)\tPrec@1 39.844 (39.542)\n",
      "[190/391]\tTime 0.134 (0.120)\tData 0.031 (0.038)\tLoss 0.7929 (0.7724)\tPrec@1 37.500 (39.549)\n",
      "[200/391]\tTime 0.132 (0.121)\tData 0.064 (0.038)\tLoss 0.7214 (0.7715)\tPrec@1 39.844 (39.634)\n",
      "[210/391]\tTime 0.087 (0.120)\tData 0.027 (0.038)\tLoss 0.7318 (0.7715)\tPrec@1 39.062 (39.633)\n",
      "[220/391]\tTime 0.081 (0.119)\tData 0.033 (0.038)\tLoss 0.8343 (0.7720)\tPrec@1 36.719 (39.610)\n",
      "[230/391]\tTime 0.141 (0.120)\tData 0.033 (0.038)\tLoss 0.7739 (0.7730)\tPrec@1 41.406 (39.516)\n",
      "[240/391]\tTime 0.117 (0.119)\tData 0.048 (0.038)\tLoss 0.7725 (0.7732)\tPrec@1 39.844 (39.526)\n",
      "[250/391]\tTime 0.129 (0.119)\tData 0.042 (0.038)\tLoss 0.7264 (0.7733)\tPrec@1 42.969 (39.542)\n",
      "[260/391]\tTime 0.111 (0.119)\tData 0.033 (0.038)\tLoss 0.7599 (0.7739)\tPrec@1 39.062 (39.547)\n",
      "[270/391]\tTime 0.125 (0.119)\tData 0.033 (0.038)\tLoss 0.8108 (0.7734)\tPrec@1 32.812 (39.527)\n",
      "[280/391]\tTime 0.133 (0.119)\tData 0.045 (0.038)\tLoss 0.8546 (0.7734)\tPrec@1 35.938 (39.543)\n",
      "[290/391]\tTime 0.094 (0.118)\tData 0.035 (0.038)\tLoss 0.8149 (0.7733)\tPrec@1 35.156 (39.543)\n",
      "[300/391]\tTime 0.125 (0.118)\tData 0.034 (0.038)\tLoss 0.7327 (0.7747)\tPrec@1 44.531 (39.493)\n",
      "[310/391]\tTime 0.113 (0.118)\tData 0.036 (0.038)\tLoss 0.8061 (0.7753)\tPrec@1 36.719 (39.457)\n",
      "[320/391]\tTime 0.076 (0.118)\tData 0.027 (0.038)\tLoss 0.7746 (0.7754)\tPrec@1 40.625 (39.432)\n",
      "[330/391]\tTime 0.123 (0.118)\tData 0.033 (0.038)\tLoss 0.7444 (0.7752)\tPrec@1 44.531 (39.412)\n",
      "[340/391]\tTime 0.125 (0.119)\tData 0.032 (0.038)\tLoss 0.7470 (0.7760)\tPrec@1 48.438 (39.367)\n",
      "[350/391]\tTime 0.118 (0.118)\tData 0.028 (0.038)\tLoss 0.7829 (0.7764)\tPrec@1 38.281 (39.354)\n",
      "[360/391]\tTime 0.109 (0.118)\tData 0.027 (0.038)\tLoss 0.8283 (0.7766)\tPrec@1 33.594 (39.292)\n",
      "[370/391]\tTime 0.103 (0.118)\tData 0.039 (0.038)\tLoss 0.8317 (0.7769)\tPrec@1 33.594 (39.294)\n",
      "[380/391]\tTime 0.085 (0.118)\tData 0.030 (0.038)\tLoss 0.8248 (0.7773)\tPrec@1 35.938 (39.286)\n",
      "[390/391]\tTime 0.094 (0.118)\tData 0.020 (0.038)\tLoss 0.8872 (0.7776)\tPrec@1 32.500 (39.292)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.032 (0.032)\tLoss 2.6617 (2.6617)\tPrec@1 37.500 (37.500)\n",
      "Test: [10/79]\tTime 0.030 (0.035)\tLoss 2.7340 (2.8415)\tPrec@1 34.375 (27.912)\n",
      "Test: [20/79]\tTime 0.031 (0.035)\tLoss 2.7179 (2.8298)\tPrec@1 28.906 (28.869)\n",
      "Test: [30/79]\tTime 0.034 (0.034)\tLoss 2.7768 (2.8349)\tPrec@1 28.906 (29.234)\n",
      "Test: [40/79]\tTime 0.029 (0.032)\tLoss 2.8825 (2.8407)\tPrec@1 30.469 (29.287)\n",
      "Test: [50/79]\tTime 0.032 (0.033)\tLoss 2.8388 (2.8474)\tPrec@1 28.125 (29.473)\n",
      "Test: [60/79]\tTime 0.033 (0.033)\tLoss 3.1709 (2.8652)\tPrec@1 28.125 (29.342)\n",
      "Test: [70/79]\tTime 0.035 (0.033)\tLoss 2.9350 (2.8617)\tPrec@1 28.906 (29.313)\n",
      " * Prec@1 29.450\n",
      "\n",
      "===> epoch: 23/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.121 (0.121)\tData 0.052 (0.052)\tLoss 0.7422 (0.7422)\tPrec@1 43.750 (43.750)\n",
      "[10/391]\tTime 0.129 (0.132)\tData 0.034 (0.045)\tLoss 0.8637 (0.7608)\tPrec@1 35.156 (40.483)\n",
      "[20/391]\tTime 0.107 (0.124)\tData 0.027 (0.040)\tLoss 0.7068 (0.7781)\tPrec@1 50.000 (39.955)\n",
      "[30/391]\tTime 0.117 (0.122)\tData 0.043 (0.040)\tLoss 0.7739 (0.7695)\tPrec@1 39.844 (40.726)\n",
      "[40/391]\tTime 0.090 (0.121)\tData 0.035 (0.041)\tLoss 0.7871 (0.7717)\tPrec@1 43.750 (40.511)\n",
      "[50/391]\tTime 0.130 (0.120)\tData 0.039 (0.041)\tLoss 0.8206 (0.7751)\tPrec@1 43.750 (40.303)\n",
      "[60/391]\tTime 0.123 (0.120)\tData 0.033 (0.040)\tLoss 0.7876 (0.7739)\tPrec@1 35.156 (40.151)\n",
      "[70/391]\tTime 0.128 (0.121)\tData 0.036 (0.041)\tLoss 0.8280 (0.7743)\tPrec@1 39.844 (40.163)\n",
      "[80/391]\tTime 0.130 (0.123)\tData 0.039 (0.041)\tLoss 0.7372 (0.7748)\tPrec@1 42.969 (40.095)\n",
      "[90/391]\tTime 0.118 (0.123)\tData 0.032 (0.041)\tLoss 0.8339 (0.7731)\tPrec@1 32.812 (40.204)\n",
      "[100/391]\tTime 0.123 (0.123)\tData 0.032 (0.041)\tLoss 0.7824 (0.7716)\tPrec@1 37.500 (40.238)\n",
      "[110/391]\tTime 0.157 (0.123)\tData 0.049 (0.040)\tLoss 0.8216 (0.7718)\tPrec@1 37.500 (40.259)\n",
      "[120/391]\tTime 0.123 (0.123)\tData 0.055 (0.041)\tLoss 0.7641 (0.7701)\tPrec@1 39.844 (40.354)\n",
      "[130/391]\tTime 0.122 (0.123)\tData 0.034 (0.041)\tLoss 0.7593 (0.7697)\tPrec@1 36.719 (40.202)\n",
      "[140/391]\tTime 0.079 (0.122)\tData 0.033 (0.041)\tLoss 0.7813 (0.7703)\tPrec@1 39.062 (40.088)\n",
      "[150/391]\tTime 0.091 (0.123)\tData 0.043 (0.041)\tLoss 0.7174 (0.7711)\tPrec@1 37.500 (39.989)\n",
      "[160/391]\tTime 0.098 (0.123)\tData 0.029 (0.041)\tLoss 0.7034 (0.7722)\tPrec@1 43.750 (39.892)\n",
      "[170/391]\tTime 0.162 (0.123)\tData 0.059 (0.040)\tLoss 0.7420 (0.7719)\tPrec@1 44.531 (39.935)\n",
      "[180/391]\tTime 0.149 (0.122)\tData 0.057 (0.040)\tLoss 0.6772 (0.7714)\tPrec@1 45.312 (39.991)\n",
      "[190/391]\tTime 0.103 (0.123)\tData 0.032 (0.040)\tLoss 0.7449 (0.7711)\tPrec@1 39.844 (39.975)\n",
      "[200/391]\tTime 0.138 (0.121)\tData 0.056 (0.040)\tLoss 0.8044 (0.7711)\tPrec@1 35.156 (39.918)\n",
      "[210/391]\tTime 0.138 (0.121)\tData 0.034 (0.040)\tLoss 0.7116 (0.7711)\tPrec@1 46.875 (39.940)\n",
      "[220/391]\tTime 0.106 (0.121)\tData 0.054 (0.040)\tLoss 0.7492 (0.7714)\tPrec@1 39.062 (39.950)\n",
      "[230/391]\tTime 0.125 (0.121)\tData 0.041 (0.040)\tLoss 0.7754 (0.7721)\tPrec@1 44.531 (39.857)\n",
      "[240/391]\tTime 0.095 (0.120)\tData 0.034 (0.040)\tLoss 0.7247 (0.7718)\tPrec@1 45.312 (39.896)\n",
      "[250/391]\tTime 0.106 (0.120)\tData 0.040 (0.040)\tLoss 0.7968 (0.7721)\tPrec@1 35.156 (39.897)\n",
      "[260/391]\tTime 0.131 (0.120)\tData 0.046 (0.040)\tLoss 0.8262 (0.7724)\tPrec@1 31.250 (39.805)\n",
      "[270/391]\tTime 0.128 (0.120)\tData 0.039 (0.040)\tLoss 0.7610 (0.7718)\tPrec@1 41.406 (39.844)\n",
      "[280/391]\tTime 0.119 (0.119)\tData 0.030 (0.039)\tLoss 0.7718 (0.7719)\tPrec@1 40.625 (39.852)\n",
      "[290/391]\tTime 0.146 (0.119)\tData 0.055 (0.039)\tLoss 0.7710 (0.7718)\tPrec@1 40.625 (39.820)\n",
      "[300/391]\tTime 0.140 (0.119)\tData 0.069 (0.040)\tLoss 0.7707 (0.7721)\tPrec@1 37.500 (39.836)\n",
      "[310/391]\tTime 0.100 (0.119)\tData 0.035 (0.039)\tLoss 0.7696 (0.7719)\tPrec@1 39.062 (39.856)\n",
      "[320/391]\tTime 0.128 (0.118)\tData 0.030 (0.039)\tLoss 0.7400 (0.7722)\tPrec@1 42.969 (39.824)\n",
      "[330/391]\tTime 0.124 (0.119)\tData 0.032 (0.039)\tLoss 0.8119 (0.7728)\tPrec@1 39.844 (39.749)\n",
      "[340/391]\tTime 0.131 (0.119)\tData 0.038 (0.039)\tLoss 0.7719 (0.7725)\tPrec@1 39.062 (39.766)\n",
      "[350/391]\tTime 0.122 (0.119)\tData 0.031 (0.039)\tLoss 0.7551 (0.7723)\tPrec@1 45.312 (39.788)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[360/391]\tTime 0.132 (0.119)\tData 0.040 (0.039)\tLoss 0.7796 (0.7733)\tPrec@1 35.156 (39.723)\n",
      "[370/391]\tTime 0.136 (0.119)\tData 0.054 (0.039)\tLoss 0.7705 (0.7735)\tPrec@1 43.750 (39.701)\n",
      "[380/391]\tTime 0.162 (0.119)\tData 0.061 (0.039)\tLoss 0.7667 (0.7736)\tPrec@1 38.281 (39.647)\n",
      "[390/391]\tTime 0.122 (0.119)\tData 0.039 (0.039)\tLoss 0.8739 (0.7741)\tPrec@1 27.500 (39.580)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.033 (0.033)\tLoss 2.9192 (2.9192)\tPrec@1 31.250 (31.250)\n",
      "Test: [10/79]\tTime 0.035 (0.044)\tLoss 2.9440 (2.9802)\tPrec@1 25.000 (29.474)\n",
      "Test: [20/79]\tTime 0.035 (0.041)\tLoss 3.1753 (2.9733)\tPrec@1 21.875 (29.055)\n",
      "Test: [30/79]\tTime 0.049 (0.040)\tLoss 3.1799 (2.9652)\tPrec@1 23.438 (28.352)\n",
      "Test: [40/79]\tTime 0.042 (0.039)\tLoss 2.7526 (2.9607)\tPrec@1 29.688 (27.934)\n",
      "Test: [50/79]\tTime 0.033 (0.037)\tLoss 3.0759 (2.9498)\tPrec@1 30.469 (27.803)\n",
      "Test: [60/79]\tTime 0.027 (0.036)\tLoss 2.9452 (2.9570)\tPrec@1 31.250 (27.882)\n",
      "Test: [70/79]\tTime 0.025 (0.035)\tLoss 2.7265 (2.9602)\tPrec@1 34.375 (28.169)\n",
      " * Prec@1 28.160\n",
      "\n",
      "===> epoch: 24/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.099 (0.099)\tData 0.028 (0.028)\tLoss 0.7566 (0.7566)\tPrec@1 42.969 (42.969)\n",
      "[10/391]\tTime 0.092 (0.103)\tData 0.037 (0.036)\tLoss 0.7701 (0.7815)\tPrec@1 39.062 (39.844)\n",
      "[20/391]\tTime 0.125 (0.112)\tData 0.034 (0.038)\tLoss 0.7506 (0.7783)\tPrec@1 43.750 (40.179)\n",
      "[30/391]\tTime 0.097 (0.111)\tData 0.037 (0.037)\tLoss 0.8059 (0.7776)\tPrec@1 37.500 (39.844)\n",
      "[40/391]\tTime 0.123 (0.114)\tData 0.033 (0.038)\tLoss 0.6819 (0.7709)\tPrec@1 50.781 (40.415)\n",
      "[50/391]\tTime 0.141 (0.114)\tData 0.047 (0.038)\tLoss 0.7567 (0.7644)\tPrec@1 39.844 (40.456)\n",
      "[60/391]\tTime 0.162 (0.116)\tData 0.069 (0.039)\tLoss 0.7711 (0.7650)\tPrec@1 40.625 (40.535)\n",
      "[70/391]\tTime 0.091 (0.117)\tData 0.033 (0.039)\tLoss 0.8126 (0.7648)\tPrec@1 31.250 (40.548)\n",
      "[80/391]\tTime 0.114 (0.116)\tData 0.028 (0.038)\tLoss 0.8530 (0.7636)\tPrec@1 35.938 (40.509)\n",
      "[90/391]\tTime 0.143 (0.116)\tData 0.037 (0.038)\tLoss 0.8400 (0.7660)\tPrec@1 34.375 (40.282)\n",
      "[100/391]\tTime 0.126 (0.117)\tData 0.046 (0.038)\tLoss 0.7486 (0.7641)\tPrec@1 45.312 (40.300)\n",
      "[110/391]\tTime 0.103 (0.116)\tData 0.030 (0.038)\tLoss 0.7952 (0.7647)\tPrec@1 41.406 (40.182)\n",
      "[120/391]\tTime 0.121 (0.116)\tData 0.031 (0.038)\tLoss 0.8469 (0.7653)\tPrec@1 32.812 (40.057)\n",
      "[130/391]\tTime 0.082 (0.116)\tData 0.036 (0.038)\tLoss 0.8354 (0.7655)\tPrec@1 33.594 (40.082)\n",
      "[140/391]\tTime 0.140 (0.117)\tData 0.047 (0.038)\tLoss 0.7536 (0.7658)\tPrec@1 39.844 (40.093)\n",
      "[150/391]\tTime 0.120 (0.116)\tData 0.036 (0.038)\tLoss 0.7743 (0.7652)\tPrec@1 35.156 (40.097)\n",
      "[160/391]\tTime 0.115 (0.116)\tData 0.053 (0.038)\tLoss 0.7944 (0.7655)\tPrec@1 33.594 (40.004)\n",
      "[170/391]\tTime 0.121 (0.116)\tData 0.035 (0.038)\tLoss 0.7461 (0.7665)\tPrec@1 45.312 (40.013)\n",
      "[180/391]\tTime 0.109 (0.116)\tData 0.036 (0.038)\tLoss 0.7023 (0.7665)\tPrec@1 45.312 (39.965)\n",
      "[190/391]\tTime 0.108 (0.116)\tData 0.029 (0.038)\tLoss 0.7660 (0.7677)\tPrec@1 41.406 (39.893)\n",
      "[200/391]\tTime 0.137 (0.116)\tData 0.040 (0.038)\tLoss 0.7340 (0.7672)\tPrec@1 46.875 (40.104)\n",
      "[210/391]\tTime 0.125 (0.116)\tData 0.039 (0.038)\tLoss 0.7363 (0.7661)\tPrec@1 43.750 (40.192)\n",
      "[220/391]\tTime 0.079 (0.116)\tData 0.030 (0.038)\tLoss 0.7640 (0.7660)\tPrec@1 42.969 (40.229)\n",
      "[230/391]\tTime 0.119 (0.116)\tData 0.031 (0.038)\tLoss 0.7522 (0.7660)\tPrec@1 37.500 (40.250)\n",
      "[240/391]\tTime 0.130 (0.117)\tData 0.038 (0.038)\tLoss 0.6840 (0.7654)\tPrec@1 45.312 (40.298)\n",
      "[250/391]\tTime 0.130 (0.117)\tData 0.033 (0.038)\tLoss 0.7955 (0.7655)\tPrec@1 34.375 (40.301)\n",
      "[260/391]\tTime 0.128 (0.117)\tData 0.057 (0.038)\tLoss 0.7968 (0.7660)\tPrec@1 39.062 (40.254)\n",
      "[270/391]\tTime 0.093 (0.117)\tData 0.035 (0.038)\tLoss 0.6800 (0.7658)\tPrec@1 39.844 (40.265)\n",
      "[280/391]\tTime 0.123 (0.117)\tData 0.031 (0.038)\tLoss 0.7055 (0.7663)\tPrec@1 45.312 (40.258)\n",
      "[290/391]\tTime 0.134 (0.117)\tData 0.038 (0.038)\tLoss 0.7878 (0.7676)\tPrec@1 37.500 (40.142)\n",
      "[300/391]\tTime 0.078 (0.117)\tData 0.027 (0.038)\tLoss 0.7900 (0.7687)\tPrec@1 39.844 (40.088)\n",
      "[310/391]\tTime 0.145 (0.117)\tData 0.059 (0.038)\tLoss 0.7473 (0.7695)\tPrec@1 42.188 (40.075)\n",
      "[320/391]\tTime 0.121 (0.117)\tData 0.034 (0.038)\tLoss 0.7648 (0.7699)\tPrec@1 35.156 (40.017)\n",
      "[330/391]\tTime 0.126 (0.117)\tData 0.035 (0.038)\tLoss 0.7522 (0.7697)\tPrec@1 42.969 (40.075)\n",
      "[340/391]\tTime 0.123 (0.117)\tData 0.033 (0.038)\tLoss 0.7697 (0.7701)\tPrec@1 35.938 (40.032)\n",
      "[350/391]\tTime 0.181 (0.117)\tData 0.073 (0.038)\tLoss 0.7892 (0.7703)\tPrec@1 36.719 (40.037)\n",
      "[360/391]\tTime 0.126 (0.117)\tData 0.032 (0.038)\tLoss 0.8355 (0.7704)\tPrec@1 39.844 (39.971)\n",
      "[370/391]\tTime 0.112 (0.117)\tData 0.034 (0.038)\tLoss 0.6966 (0.7700)\tPrec@1 45.312 (39.964)\n",
      "[380/391]\tTime 0.113 (0.118)\tData 0.037 (0.038)\tLoss 0.7148 (0.7698)\tPrec@1 42.188 (39.998)\n",
      "[390/391]\tTime 0.112 (0.118)\tData 0.024 (0.038)\tLoss 0.7549 (0.7694)\tPrec@1 32.500 (39.998)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.037 (0.037)\tLoss 3.0601 (3.0601)\tPrec@1 22.656 (22.656)\n",
      "Test: [10/79]\tTime 0.034 (0.037)\tLoss 3.0755 (3.0239)\tPrec@1 28.125 (28.409)\n",
      "Test: [20/79]\tTime 0.038 (0.043)\tLoss 3.1667 (3.0457)\tPrec@1 28.906 (28.348)\n",
      "Test: [30/79]\tTime 0.031 (0.042)\tLoss 2.9898 (3.0166)\tPrec@1 32.031 (28.377)\n",
      "Test: [40/79]\tTime 0.044 (0.041)\tLoss 2.8032 (3.0159)\tPrec@1 31.250 (28.678)\n",
      "Test: [50/79]\tTime 0.026 (0.039)\tLoss 3.1060 (3.0171)\tPrec@1 21.875 (28.294)\n",
      "Test: [60/79]\tTime 0.032 (0.038)\tLoss 3.1362 (3.0231)\tPrec@1 26.562 (28.138)\n",
      "Test: [70/79]\tTime 0.024 (0.037)\tLoss 3.0738 (3.0231)\tPrec@1 26.562 (28.235)\n",
      " * Prec@1 28.350\n",
      "\n",
      "===> epoch: 25/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.112 (0.112)\tData 0.030 (0.030)\tLoss 0.8122 (0.8122)\tPrec@1 41.406 (41.406)\n",
      "[10/391]\tTime 0.134 (0.120)\tData 0.034 (0.038)\tLoss 0.7891 (0.7632)\tPrec@1 37.500 (41.477)\n",
      "[20/391]\tTime 0.118 (0.121)\tData 0.035 (0.038)\tLoss 0.7429 (0.7528)\tPrec@1 41.406 (41.257)\n",
      "[30/391]\tTime 0.121 (0.119)\tData 0.030 (0.037)\tLoss 0.7163 (0.7507)\tPrec@1 42.188 (41.482)\n",
      "[40/391]\tTime 0.071 (0.114)\tData 0.030 (0.037)\tLoss 0.7781 (0.7569)\tPrec@1 32.812 (40.873)\n",
      "[50/391]\tTime 0.147 (0.115)\tData 0.044 (0.038)\tLoss 0.7419 (0.7585)\tPrec@1 44.531 (40.487)\n",
      "[60/391]\tTime 0.125 (0.118)\tData 0.033 (0.039)\tLoss 0.7088 (0.7531)\tPrec@1 39.844 (40.894)\n",
      "[70/391]\tTime 0.095 (0.116)\tData 0.037 (0.039)\tLoss 0.7210 (0.7554)\tPrec@1 43.750 (40.680)\n",
      "[80/391]\tTime 0.124 (0.117)\tData 0.031 (0.039)\tLoss 0.7653 (0.7568)\tPrec@1 40.625 (40.586)\n",
      "[90/391]\tTime 0.128 (0.118)\tData 0.042 (0.039)\tLoss 0.8414 (0.7597)\tPrec@1 39.844 (40.307)\n",
      "[100/391]\tTime 0.130 (0.117)\tData 0.038 (0.039)\tLoss 0.6560 (0.7597)\tPrec@1 46.094 (40.223)\n",
      "[110/391]\tTime 0.119 (0.117)\tData 0.029 (0.039)\tLoss 0.7595 (0.7611)\tPrec@1 36.719 (40.118)\n",
      "[120/391]\tTime 0.126 (0.117)\tData 0.033 (0.039)\tLoss 0.8038 (0.7634)\tPrec@1 32.812 (40.005)\n",
      "[130/391]\tTime 0.126 (0.117)\tData 0.030 (0.039)\tLoss 0.8158 (0.7623)\tPrec@1 37.500 (40.082)\n",
      "[140/391]\tTime 0.113 (0.116)\tData 0.029 (0.038)\tLoss 0.7505 (0.7631)\tPrec@1 39.062 (40.049)\n",
      "[150/391]\tTime 0.088 (0.116)\tData 0.030 (0.038)\tLoss 0.6569 (0.7631)\tPrec@1 46.094 (40.025)\n",
      "[160/391]\tTime 0.125 (0.118)\tData 0.039 (0.039)\tLoss 0.7998 (0.7646)\tPrec@1 36.719 (40.009)\n",
      "[170/391]\tTime 0.130 (0.118)\tData 0.034 (0.039)\tLoss 0.7601 (0.7641)\tPrec@1 42.969 (40.154)\n",
      "[180/391]\tTime 0.136 (0.118)\tData 0.053 (0.039)\tLoss 0.7724 (0.7639)\tPrec@1 42.969 (40.155)\n",
      "[190/391]\tTime 0.089 (0.116)\tData 0.045 (0.039)\tLoss 0.7575 (0.7642)\tPrec@1 37.500 (40.101)\n",
      "[200/391]\tTime 0.120 (0.116)\tData 0.033 (0.039)\tLoss 0.7715 (0.7650)\tPrec@1 35.156 (40.069)\n",
      "[210/391]\tTime 0.148 (0.117)\tData 0.076 (0.039)\tLoss 0.7438 (0.7647)\tPrec@1 39.062 (40.033)\n",
      "[220/391]\tTime 0.135 (0.117)\tData 0.052 (0.039)\tLoss 0.7354 (0.7653)\tPrec@1 39.844 (39.967)\n",
      "[230/391]\tTime 0.139 (0.117)\tData 0.037 (0.039)\tLoss 0.7679 (0.7649)\tPrec@1 35.156 (40.043)\n",
      "[240/391]\tTime 0.076 (0.116)\tData 0.033 (0.039)\tLoss 0.7020 (0.7649)\tPrec@1 39.062 (39.970)\n",
      "[250/391]\tTime 0.131 (0.117)\tData 0.038 (0.039)\tLoss 0.7999 (0.7663)\tPrec@1 39.062 (39.881)\n",
      "[260/391]\tTime 0.123 (0.117)\tData 0.031 (0.039)\tLoss 0.7268 (0.7663)\tPrec@1 43.750 (39.892)\n",
      "[270/391]\tTime 0.140 (0.117)\tData 0.047 (0.039)\tLoss 0.7689 (0.7669)\tPrec@1 44.531 (39.893)\n",
      "[280/391]\tTime 0.100 (0.117)\tData 0.042 (0.039)\tLoss 0.8017 (0.7666)\tPrec@1 34.375 (39.872)\n",
      "[290/391]\tTime 0.068 (0.117)\tData 0.028 (0.039)\tLoss 0.8066 (0.7664)\tPrec@1 39.844 (39.946)\n",
      "[300/391]\tTime 0.126 (0.116)\tData 0.036 (0.039)\tLoss 0.7487 (0.7662)\tPrec@1 36.719 (39.963)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[310/391]\tTime 0.101 (0.116)\tData 0.039 (0.038)\tLoss 0.8033 (0.7656)\tPrec@1 40.625 (40.042)\n",
      "[320/391]\tTime 0.121 (0.116)\tData 0.037 (0.039)\tLoss 0.8176 (0.7650)\tPrec@1 37.500 (40.080)\n",
      "[330/391]\tTime 0.068 (0.116)\tData 0.036 (0.039)\tLoss 0.7513 (0.7646)\tPrec@1 39.062 (40.075)\n",
      "[340/391]\tTime 0.085 (0.116)\tData 0.027 (0.039)\tLoss 0.7744 (0.7648)\tPrec@1 42.188 (40.013)\n",
      "[350/391]\tTime 0.089 (0.115)\tData 0.035 (0.039)\tLoss 0.7976 (0.7653)\tPrec@1 33.594 (39.942)\n",
      "[360/391]\tTime 0.126 (0.115)\tData 0.034 (0.039)\tLoss 0.7868 (0.7658)\tPrec@1 39.844 (39.919)\n",
      "[370/391]\tTime 0.114 (0.116)\tData 0.027 (0.039)\tLoss 0.7928 (0.7663)\tPrec@1 41.406 (39.913)\n",
      "[380/391]\tTime 0.076 (0.116)\tData 0.030 (0.039)\tLoss 0.7757 (0.7662)\tPrec@1 39.062 (39.905)\n",
      "[390/391]\tTime 0.124 (0.116)\tData 0.036 (0.039)\tLoss 0.8476 (0.7662)\tPrec@1 25.000 (39.936)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.034 (0.034)\tLoss 2.9373 (2.9373)\tPrec@1 37.500 (37.500)\n",
      "Test: [10/79]\tTime 0.040 (0.039)\tLoss 2.7492 (2.8482)\tPrec@1 35.938 (33.026)\n",
      "Test: [20/79]\tTime 0.038 (0.038)\tLoss 2.8524 (2.8090)\tPrec@1 28.125 (32.999)\n",
      "Test: [30/79]\tTime 0.039 (0.039)\tLoss 2.9047 (2.8176)\tPrec@1 32.812 (32.661)\n",
      "Test: [40/79]\tTime 0.040 (0.038)\tLoss 2.5393 (2.8178)\tPrec@1 39.062 (32.927)\n",
      "Test: [50/79]\tTime 0.035 (0.038)\tLoss 2.9749 (2.8021)\tPrec@1 30.469 (32.981)\n",
      "Test: [60/79]\tTime 0.036 (0.037)\tLoss 3.1596 (2.8145)\tPrec@1 28.125 (32.441)\n",
      "Test: [70/79]\tTime 0.028 (0.037)\tLoss 2.7236 (2.8046)\tPrec@1 34.375 (32.669)\n",
      " * Prec@1 32.830\n",
      "\n",
      "===> epoch: 26/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.096 (0.096)\tData 0.025 (0.025)\tLoss 0.7376 (0.7376)\tPrec@1 41.406 (41.406)\n",
      "[10/391]\tTime 0.128 (0.105)\tData 0.039 (0.036)\tLoss 0.7194 (0.7515)\tPrec@1 44.531 (40.341)\n",
      "[20/391]\tTime 0.115 (0.111)\tData 0.040 (0.037)\tLoss 0.8288 (0.7559)\tPrec@1 35.938 (40.662)\n",
      "[30/391]\tTime 0.109 (0.114)\tData 0.029 (0.038)\tLoss 0.7221 (0.7545)\tPrec@1 43.750 (40.827)\n",
      "[40/391]\tTime 0.093 (0.114)\tData 0.027 (0.037)\tLoss 0.8261 (0.7613)\tPrec@1 35.938 (40.206)\n",
      "[50/391]\tTime 0.116 (0.115)\tData 0.037 (0.038)\tLoss 0.7285 (0.7589)\tPrec@1 40.625 (40.594)\n",
      "[60/391]\tTime 0.079 (0.115)\tData 0.035 (0.038)\tLoss 0.7291 (0.7617)\tPrec@1 42.188 (40.382)\n",
      "[70/391]\tTime 0.116 (0.115)\tData 0.050 (0.038)\tLoss 0.7522 (0.7621)\tPrec@1 38.281 (40.361)\n",
      "[80/391]\tTime 0.076 (0.114)\tData 0.028 (0.038)\tLoss 0.7717 (0.7625)\tPrec@1 42.969 (40.394)\n",
      "[90/391]\tTime 0.143 (0.116)\tData 0.077 (0.039)\tLoss 0.7348 (0.7592)\tPrec@1 35.156 (40.531)\n",
      "[100/391]\tTime 0.083 (0.116)\tData 0.035 (0.039)\tLoss 0.7430 (0.7595)\tPrec@1 44.531 (40.501)\n",
      "[110/391]\tTime 0.135 (0.116)\tData 0.031 (0.039)\tLoss 0.7216 (0.7611)\tPrec@1 47.656 (40.273)\n",
      "[120/391]\tTime 0.122 (0.117)\tData 0.032 (0.038)\tLoss 0.7652 (0.7617)\tPrec@1 42.188 (40.296)\n",
      "[130/391]\tTime 0.124 (0.117)\tData 0.032 (0.038)\tLoss 0.8255 (0.7602)\tPrec@1 35.156 (40.440)\n",
      "[140/391]\tTime 0.130 (0.118)\tData 0.051 (0.038)\tLoss 0.7421 (0.7608)\tPrec@1 42.969 (40.387)\n",
      "[150/391]\tTime 0.127 (0.118)\tData 0.058 (0.038)\tLoss 0.8238 (0.7605)\tPrec@1 33.594 (40.459)\n",
      "[160/391]\tTime 0.158 (0.119)\tData 0.053 (0.038)\tLoss 0.7811 (0.7599)\tPrec@1 40.625 (40.455)\n",
      "[170/391]\tTime 0.098 (0.118)\tData 0.033 (0.038)\tLoss 0.7017 (0.7588)\tPrec@1 47.656 (40.662)\n",
      "[180/391]\tTime 0.119 (0.118)\tData 0.028 (0.038)\tLoss 0.7787 (0.7591)\tPrec@1 38.281 (40.720)\n",
      "[190/391]\tTime 0.109 (0.118)\tData 0.033 (0.038)\tLoss 0.7651 (0.7584)\tPrec@1 38.281 (40.813)\n",
      "[200/391]\tTime 0.132 (0.119)\tData 0.036 (0.038)\tLoss 0.7414 (0.7589)\tPrec@1 38.281 (40.722)\n",
      "[210/391]\tTime 0.126 (0.119)\tData 0.037 (0.039)\tLoss 0.7706 (0.7601)\tPrec@1 39.062 (40.584)\n",
      "[220/391]\tTime 0.102 (0.119)\tData 0.036 (0.038)\tLoss 0.8372 (0.7615)\tPrec@1 35.938 (40.554)\n",
      "[230/391]\tTime 0.121 (0.119)\tData 0.034 (0.039)\tLoss 0.7712 (0.7616)\tPrec@1 43.750 (40.571)\n",
      "[240/391]\tTime 0.109 (0.119)\tData 0.040 (0.039)\tLoss 0.7142 (0.7619)\tPrec@1 44.531 (40.544)\n",
      "[250/391]\tTime 0.118 (0.120)\tData 0.029 (0.039)\tLoss 0.7705 (0.7609)\tPrec@1 36.719 (40.644)\n",
      "[260/391]\tTime 0.123 (0.119)\tData 0.032 (0.039)\tLoss 0.8018 (0.7613)\tPrec@1 32.812 (40.565)\n",
      "[270/391]\tTime 0.079 (0.120)\tData 0.038 (0.039)\tLoss 0.7970 (0.7615)\tPrec@1 39.062 (40.608)\n",
      "[280/391]\tTime 0.092 (0.120)\tData 0.033 (0.039)\tLoss 0.6775 (0.7611)\tPrec@1 47.656 (40.597)\n",
      "[290/391]\tTime 0.126 (0.120)\tData 0.038 (0.039)\tLoss 0.7643 (0.7611)\tPrec@1 40.625 (40.553)\n",
      "[300/391]\tTime 0.114 (0.120)\tData 0.040 (0.039)\tLoss 0.8041 (0.7611)\tPrec@1 34.375 (40.552)\n",
      "[310/391]\tTime 0.100 (0.120)\tData 0.042 (0.039)\tLoss 0.7661 (0.7610)\tPrec@1 39.844 (40.592)\n",
      "[320/391]\tTime 0.155 (0.119)\tData 0.069 (0.039)\tLoss 0.7667 (0.7610)\tPrec@1 43.750 (40.591)\n",
      "[330/391]\tTime 0.132 (0.120)\tData 0.036 (0.039)\tLoss 0.6697 (0.7617)\tPrec@1 48.438 (40.549)\n",
      "[340/391]\tTime 0.086 (0.119)\tData 0.039 (0.039)\tLoss 0.7532 (0.7615)\tPrec@1 38.281 (40.526)\n",
      "[350/391]\tTime 0.125 (0.119)\tData 0.034 (0.038)\tLoss 0.7516 (0.7616)\tPrec@1 39.844 (40.534)\n",
      "[360/391]\tTime 0.078 (0.119)\tData 0.030 (0.038)\tLoss 0.7823 (0.7618)\tPrec@1 35.156 (40.508)\n",
      "[370/391]\tTime 0.107 (0.118)\tData 0.029 (0.038)\tLoss 0.8191 (0.7619)\tPrec@1 35.938 (40.509)\n",
      "[380/391]\tTime 0.085 (0.118)\tData 0.039 (0.038)\tLoss 0.8347 (0.7628)\tPrec@1 34.375 (40.445)\n",
      "[390/391]\tTime 0.080 (0.118)\tData 0.026 (0.038)\tLoss 0.7634 (0.7636)\tPrec@1 45.000 (40.380)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.040 (0.040)\tLoss 2.6249 (2.6249)\tPrec@1 36.719 (36.719)\n",
      "Test: [10/79]\tTime 0.036 (0.037)\tLoss 2.6303 (2.7222)\tPrec@1 39.062 (32.741)\n",
      "Test: [20/79]\tTime 0.034 (0.036)\tLoss 2.9587 (2.7255)\tPrec@1 25.000 (33.110)\n",
      "Test: [30/79]\tTime 0.060 (0.038)\tLoss 2.6501 (2.7226)\tPrec@1 30.469 (32.359)\n",
      "Test: [40/79]\tTime 0.026 (0.039)\tLoss 2.3323 (2.7137)\tPrec@1 38.281 (32.279)\n",
      "Test: [50/79]\tTime 0.044 (0.039)\tLoss 2.6832 (2.7114)\tPrec@1 32.812 (32.368)\n",
      "Test: [60/79]\tTime 0.029 (0.038)\tLoss 2.9152 (2.7220)\tPrec@1 30.469 (32.249)\n",
      "Test: [70/79]\tTime 0.026 (0.037)\tLoss 2.5111 (2.7110)\tPrec@1 37.500 (32.306)\n",
      " * Prec@1 32.150\n",
      "\n",
      "===> epoch: 27/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.121 (0.121)\tData 0.049 (0.049)\tLoss 0.8189 (0.8189)\tPrec@1 38.281 (38.281)\n",
      "[10/391]\tTime 0.128 (0.118)\tData 0.033 (0.038)\tLoss 0.8368 (0.7872)\tPrec@1 34.375 (39.631)\n",
      "[20/391]\tTime 0.101 (0.119)\tData 0.032 (0.040)\tLoss 0.8139 (0.7847)\tPrec@1 34.375 (39.062)\n",
      "[30/391]\tTime 0.120 (0.118)\tData 0.032 (0.041)\tLoss 0.7557 (0.7776)\tPrec@1 43.750 (39.693)\n",
      "[40/391]\tTime 0.117 (0.119)\tData 0.035 (0.040)\tLoss 0.7553 (0.7729)\tPrec@1 42.188 (39.844)\n",
      "[50/391]\tTime 0.122 (0.121)\tData 0.035 (0.041)\tLoss 0.7399 (0.7698)\tPrec@1 40.625 (40.334)\n",
      "[60/391]\tTime 0.121 (0.122)\tData 0.029 (0.040)\tLoss 0.7186 (0.7642)\tPrec@1 41.406 (40.420)\n",
      "[70/391]\tTime 0.114 (0.121)\tData 0.028 (0.039)\tLoss 0.7388 (0.7660)\tPrec@1 44.531 (40.240)\n",
      "[80/391]\tTime 0.093 (0.121)\tData 0.034 (0.039)\tLoss 0.7600 (0.7653)\tPrec@1 39.062 (40.210)\n",
      "[90/391]\tTime 0.064 (0.119)\tData 0.030 (0.039)\tLoss 0.7055 (0.7644)\tPrec@1 45.312 (40.221)\n",
      "[100/391]\tTime 0.072 (0.118)\tData 0.028 (0.039)\tLoss 0.7526 (0.7626)\tPrec@1 45.312 (40.269)\n",
      "[110/391]\tTime 0.115 (0.117)\tData 0.022 (0.038)\tLoss 0.7551 (0.7609)\tPrec@1 39.062 (40.491)\n",
      "[120/391]\tTime 0.137 (0.117)\tData 0.045 (0.038)\tLoss 0.7221 (0.7581)\tPrec@1 42.188 (40.651)\n",
      "[130/391]\tTime 0.125 (0.118)\tData 0.032 (0.038)\tLoss 0.6650 (0.7579)\tPrec@1 53.125 (40.726)\n",
      "[140/391]\tTime 0.136 (0.119)\tData 0.055 (0.039)\tLoss 0.7377 (0.7587)\tPrec@1 44.531 (40.608)\n",
      "[150/391]\tTime 0.133 (0.120)\tData 0.035 (0.038)\tLoss 0.7954 (0.7594)\tPrec@1 36.719 (40.454)\n",
      "[160/391]\tTime 0.107 (0.120)\tData 0.033 (0.038)\tLoss 0.7314 (0.7589)\tPrec@1 40.625 (40.572)\n",
      "[170/391]\tTime 0.102 (0.120)\tData 0.035 (0.039)\tLoss 0.7218 (0.7577)\tPrec@1 45.312 (40.602)\n",
      "[180/391]\tTime 0.120 (0.120)\tData 0.031 (0.039)\tLoss 0.7459 (0.7578)\tPrec@1 43.750 (40.599)\n",
      "[190/391]\tTime 0.089 (0.120)\tData 0.033 (0.039)\tLoss 0.8005 (0.7584)\tPrec@1 37.500 (40.543)\n",
      "[200/391]\tTime 0.106 (0.120)\tData 0.038 (0.039)\tLoss 0.7814 (0.7585)\tPrec@1 39.062 (40.551)\n",
      "[210/391]\tTime 0.086 (0.120)\tData 0.033 (0.039)\tLoss 0.7803 (0.7594)\tPrec@1 35.156 (40.425)\n",
      "[220/391]\tTime 0.097 (0.119)\tData 0.030 (0.038)\tLoss 0.7677 (0.7600)\tPrec@1 39.062 (40.370)\n",
      "[230/391]\tTime 0.120 (0.119)\tData 0.034 (0.039)\tLoss 0.7957 (0.7603)\tPrec@1 37.500 (40.348)\n",
      "[240/391]\tTime 0.120 (0.119)\tData 0.041 (0.039)\tLoss 0.7865 (0.7607)\tPrec@1 40.625 (40.314)\n",
      "[250/391]\tTime 0.096 (0.119)\tData 0.031 (0.039)\tLoss 0.7445 (0.7601)\tPrec@1 45.312 (40.416)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[260/391]\tTime 0.114 (0.119)\tData 0.027 (0.039)\tLoss 0.7985 (0.7599)\tPrec@1 43.750 (40.547)\n",
      "[270/391]\tTime 0.147 (0.119)\tData 0.066 (0.039)\tLoss 0.7282 (0.7594)\tPrec@1 46.094 (40.579)\n",
      "[280/391]\tTime 0.124 (0.119)\tData 0.036 (0.039)\tLoss 0.6800 (0.7593)\tPrec@1 46.094 (40.631)\n",
      "[290/391]\tTime 0.093 (0.119)\tData 0.034 (0.039)\tLoss 0.7673 (0.7586)\tPrec@1 36.719 (40.700)\n",
      "[300/391]\tTime 0.124 (0.119)\tData 0.034 (0.039)\tLoss 0.6962 (0.7582)\tPrec@1 48.438 (40.778)\n",
      "[310/391]\tTime 0.127 (0.119)\tData 0.033 (0.039)\tLoss 0.7331 (0.7577)\tPrec@1 41.406 (40.781)\n",
      "[320/391]\tTime 0.091 (0.119)\tData 0.032 (0.039)\tLoss 0.7059 (0.7578)\tPrec@1 46.875 (40.764)\n",
      "[330/391]\tTime 0.085 (0.119)\tData 0.028 (0.038)\tLoss 0.7515 (0.7575)\tPrec@1 39.062 (40.757)\n",
      "[340/391]\tTime 0.130 (0.119)\tData 0.033 (0.038)\tLoss 0.7876 (0.7575)\tPrec@1 38.281 (40.790)\n",
      "[350/391]\tTime 0.122 (0.119)\tData 0.035 (0.038)\tLoss 0.7698 (0.7574)\tPrec@1 39.844 (40.814)\n",
      "[360/391]\tTime 0.070 (0.119)\tData 0.028 (0.038)\tLoss 0.7660 (0.7575)\tPrec@1 41.406 (40.774)\n",
      "[370/391]\tTime 0.124 (0.119)\tData 0.036 (0.039)\tLoss 0.8365 (0.7580)\tPrec@1 38.281 (40.716)\n",
      "[380/391]\tTime 0.141 (0.119)\tData 0.051 (0.039)\tLoss 0.8148 (0.7584)\tPrec@1 35.938 (40.701)\n",
      "[390/391]\tTime 0.095 (0.119)\tData 0.021 (0.039)\tLoss 0.7810 (0.7584)\tPrec@1 41.250 (40.674)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.034 (0.034)\tLoss 2.6729 (2.6729)\tPrec@1 35.156 (35.156)\n",
      "Test: [10/79]\tTime 0.038 (0.035)\tLoss 2.4090 (2.6273)\tPrec@1 39.062 (32.528)\n",
      "Test: [20/79]\tTime 0.033 (0.037)\tLoss 2.7777 (2.6455)\tPrec@1 26.562 (32.068)\n",
      "Test: [30/79]\tTime 0.024 (0.036)\tLoss 2.5450 (2.6517)\tPrec@1 30.469 (31.930)\n",
      "Test: [40/79]\tTime 0.031 (0.035)\tLoss 2.3259 (2.6498)\tPrec@1 37.500 (32.298)\n",
      "Test: [50/79]\tTime 0.028 (0.033)\tLoss 2.8595 (2.6541)\tPrec@1 28.125 (31.985)\n",
      "Test: [60/79]\tTime 0.025 (0.034)\tLoss 3.1085 (2.6676)\tPrec@1 29.688 (31.839)\n",
      "Test: [70/79]\tTime 0.040 (0.033)\tLoss 2.5577 (2.6728)\tPrec@1 34.375 (31.734)\n",
      " * Prec@1 31.940\n",
      "\n",
      "===> epoch: 28/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.111 (0.111)\tData 0.046 (0.046)\tLoss 0.7260 (0.7260)\tPrec@1 42.188 (42.188)\n",
      "[10/391]\tTime 0.123 (0.126)\tData 0.035 (0.038)\tLoss 0.7183 (0.7497)\tPrec@1 42.188 (40.980)\n",
      "[20/391]\tTime 0.128 (0.122)\tData 0.064 (0.040)\tLoss 0.7695 (0.7478)\tPrec@1 37.500 (40.737)\n",
      "[30/391]\tTime 0.123 (0.123)\tData 0.035 (0.040)\tLoss 0.7506 (0.7468)\tPrec@1 45.312 (41.709)\n",
      "[40/391]\tTime 0.094 (0.120)\tData 0.037 (0.040)\tLoss 0.7071 (0.7466)\tPrec@1 41.406 (41.578)\n",
      "[50/391]\tTime 0.104 (0.120)\tData 0.034 (0.040)\tLoss 0.7032 (0.7435)\tPrec@1 40.625 (41.529)\n",
      "[60/391]\tTime 0.128 (0.120)\tData 0.044 (0.040)\tLoss 0.7491 (0.7451)\tPrec@1 35.938 (41.150)\n",
      "[70/391]\tTime 0.142 (0.119)\tData 0.057 (0.039)\tLoss 0.7313 (0.7453)\tPrec@1 39.844 (41.142)\n",
      "[80/391]\tTime 0.129 (0.119)\tData 0.039 (0.039)\tLoss 0.7671 (0.7437)\tPrec@1 44.531 (41.194)\n",
      "[90/391]\tTime 0.136 (0.118)\tData 0.044 (0.038)\tLoss 0.7587 (0.7463)\tPrec@1 42.969 (41.020)\n",
      "[100/391]\tTime 0.131 (0.119)\tData 0.046 (0.038)\tLoss 0.7864 (0.7478)\tPrec@1 35.156 (40.934)\n",
      "[110/391]\tTime 0.131 (0.119)\tData 0.034 (0.038)\tLoss 0.7145 (0.7482)\tPrec@1 43.750 (40.949)\n",
      "[120/391]\tTime 0.133 (0.119)\tData 0.040 (0.038)\tLoss 0.7378 (0.7466)\tPrec@1 36.719 (41.180)\n",
      "[130/391]\tTime 0.113 (0.118)\tData 0.033 (0.038)\tLoss 0.6419 (0.7467)\tPrec@1 49.219 (41.198)\n",
      "[140/391]\tTime 0.113 (0.118)\tData 0.044 (0.038)\tLoss 0.6649 (0.7463)\tPrec@1 44.531 (41.240)\n",
      "[150/391]\tTime 0.084 (0.118)\tData 0.037 (0.038)\tLoss 0.8501 (0.7473)\tPrec@1 35.938 (41.163)\n",
      "[160/391]\tTime 0.126 (0.118)\tData 0.036 (0.038)\tLoss 0.8205 (0.7484)\tPrec@1 40.625 (41.037)\n",
      "[170/391]\tTime 0.128 (0.119)\tData 0.034 (0.038)\tLoss 0.6823 (0.7473)\tPrec@1 45.312 (41.082)\n",
      "[180/391]\tTime 0.122 (0.119)\tData 0.025 (0.038)\tLoss 0.7093 (0.7472)\tPrec@1 42.188 (41.074)\n",
      "[190/391]\tTime 0.131 (0.119)\tData 0.040 (0.038)\tLoss 0.7263 (0.7484)\tPrec@1 43.750 (41.001)\n",
      "[200/391]\tTime 0.124 (0.118)\tData 0.032 (0.038)\tLoss 0.7082 (0.7492)\tPrec@1 46.094 (40.971)\n",
      "[210/391]\tTime 0.120 (0.118)\tData 0.031 (0.038)\tLoss 0.7763 (0.7505)\tPrec@1 39.062 (40.825)\n",
      "[220/391]\tTime 0.111 (0.119)\tData 0.028 (0.038)\tLoss 0.8076 (0.7506)\tPrec@1 38.281 (40.735)\n",
      "[230/391]\tTime 0.092 (0.118)\tData 0.035 (0.038)\tLoss 0.8350 (0.7508)\tPrec@1 37.500 (40.784)\n",
      "[240/391]\tTime 0.100 (0.118)\tData 0.033 (0.038)\tLoss 0.8464 (0.7515)\tPrec@1 30.469 (40.738)\n",
      "[250/391]\tTime 0.132 (0.118)\tData 0.042 (0.037)\tLoss 0.7575 (0.7523)\tPrec@1 40.625 (40.725)\n",
      "[260/391]\tTime 0.122 (0.117)\tData 0.030 (0.037)\tLoss 0.7483 (0.7528)\tPrec@1 32.031 (40.721)\n",
      "[270/391]\tTime 0.127 (0.118)\tData 0.037 (0.037)\tLoss 0.7665 (0.7526)\tPrec@1 38.281 (40.726)\n",
      "[280/391]\tTime 0.110 (0.117)\tData 0.036 (0.037)\tLoss 0.7889 (0.7528)\tPrec@1 35.938 (40.708)\n",
      "[290/391]\tTime 0.156 (0.117)\tData 0.061 (0.037)\tLoss 0.8081 (0.7539)\tPrec@1 38.281 (40.638)\n",
      "[300/391]\tTime 0.095 (0.117)\tData 0.038 (0.037)\tLoss 0.7448 (0.7535)\tPrec@1 39.844 (40.661)\n",
      "[310/391]\tTime 0.123 (0.117)\tData 0.034 (0.037)\tLoss 0.7020 (0.7534)\tPrec@1 45.312 (40.713)\n",
      "[320/391]\tTime 0.119 (0.116)\tData 0.031 (0.037)\tLoss 0.7590 (0.7534)\tPrec@1 39.844 (40.700)\n",
      "[330/391]\tTime 0.119 (0.116)\tData 0.033 (0.037)\tLoss 0.8370 (0.7540)\tPrec@1 37.500 (40.667)\n",
      "[340/391]\tTime 0.099 (0.116)\tData 0.050 (0.037)\tLoss 0.7474 (0.7542)\tPrec@1 39.062 (40.662)\n",
      "[350/391]\tTime 0.158 (0.117)\tData 0.061 (0.038)\tLoss 0.7814 (0.7538)\tPrec@1 42.188 (40.694)\n",
      "[360/391]\tTime 0.140 (0.117)\tData 0.051 (0.038)\tLoss 0.7546 (0.7545)\tPrec@1 43.750 (40.640)\n",
      "[370/391]\tTime 0.120 (0.117)\tData 0.028 (0.038)\tLoss 0.7356 (0.7553)\tPrec@1 42.188 (40.585)\n",
      "[380/391]\tTime 0.150 (0.117)\tData 0.059 (0.038)\tLoss 0.7865 (0.7553)\tPrec@1 38.281 (40.586)\n",
      "[390/391]\tTime 0.065 (0.116)\tData 0.024 (0.038)\tLoss 0.8065 (0.7551)\tPrec@1 31.250 (40.604)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.034 (0.034)\tLoss 2.5770 (2.5770)\tPrec@1 41.406 (41.406)\n",
      "Test: [10/79]\tTime 0.030 (0.034)\tLoss 2.3727 (2.4750)\tPrec@1 42.969 (36.932)\n",
      "Test: [20/79]\tTime 0.033 (0.036)\tLoss 2.5236 (2.4728)\tPrec@1 32.031 (35.640)\n",
      "Test: [30/79]\tTime 0.050 (0.040)\tLoss 2.4739 (2.4644)\tPrec@1 29.688 (35.559)\n",
      "Test: [40/79]\tTime 0.028 (0.039)\tLoss 2.1718 (2.4744)\tPrec@1 39.844 (35.137)\n",
      "Test: [50/79]\tTime 0.029 (0.038)\tLoss 2.4588 (2.4701)\tPrec@1 32.812 (35.064)\n",
      "Test: [60/79]\tTime 0.035 (0.037)\tLoss 2.5367 (2.4775)\tPrec@1 37.500 (34.964)\n",
      "Test: [70/79]\tTime 0.029 (0.036)\tLoss 2.4619 (2.4672)\tPrec@1 38.281 (35.222)\n",
      " * Prec@1 35.290\n",
      "\n",
      "===> epoch: 29/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.149 (0.149)\tData 0.046 (0.046)\tLoss 0.7311 (0.7311)\tPrec@1 38.281 (38.281)\n",
      "[10/391]\tTime 0.130 (0.124)\tData 0.069 (0.041)\tLoss 0.7278 (0.7601)\tPrec@1 40.625 (39.702)\n",
      "[20/391]\tTime 0.116 (0.126)\tData 0.039 (0.042)\tLoss 0.7760 (0.7517)\tPrec@1 41.406 (40.811)\n",
      "[30/391]\tTime 0.121 (0.121)\tData 0.031 (0.041)\tLoss 0.7356 (0.7532)\tPrec@1 38.281 (40.398)\n",
      "[40/391]\tTime 0.126 (0.121)\tData 0.034 (0.040)\tLoss 0.6891 (0.7533)\tPrec@1 43.750 (40.758)\n",
      "[50/391]\tTime 0.091 (0.121)\tData 0.039 (0.039)\tLoss 0.7641 (0.7528)\tPrec@1 45.312 (41.176)\n",
      "[60/391]\tTime 0.120 (0.120)\tData 0.034 (0.039)\tLoss 0.7142 (0.7516)\tPrec@1 42.188 (41.214)\n",
      "[70/391]\tTime 0.074 (0.120)\tData 0.026 (0.039)\tLoss 0.7318 (0.7498)\tPrec@1 45.312 (41.417)\n",
      "[80/391]\tTime 0.084 (0.119)\tData 0.037 (0.039)\tLoss 0.7348 (0.7499)\tPrec@1 43.750 (41.310)\n",
      "[90/391]\tTime 0.130 (0.119)\tData 0.035 (0.039)\tLoss 0.7250 (0.7490)\tPrec@1 42.969 (41.346)\n",
      "[100/391]\tTime 0.119 (0.120)\tData 0.030 (0.040)\tLoss 0.7872 (0.7497)\tPrec@1 39.844 (41.151)\n",
      "[110/391]\tTime 0.095 (0.120)\tData 0.028 (0.039)\tLoss 0.6824 (0.7503)\tPrec@1 42.188 (41.054)\n",
      "[120/391]\tTime 0.124 (0.120)\tData 0.036 (0.040)\tLoss 0.7813 (0.7481)\tPrec@1 41.406 (41.148)\n",
      "[130/391]\tTime 0.123 (0.120)\tData 0.034 (0.040)\tLoss 0.7593 (0.7479)\tPrec@1 38.281 (41.203)\n",
      "[140/391]\tTime 0.081 (0.120)\tData 0.029 (0.040)\tLoss 0.6598 (0.7482)\tPrec@1 46.875 (41.174)\n",
      "[150/391]\tTime 0.173 (0.119)\tData 0.099 (0.040)\tLoss 0.7865 (0.7496)\tPrec@1 39.062 (41.127)\n",
      "[160/391]\tTime 0.126 (0.118)\tData 0.054 (0.040)\tLoss 0.8804 (0.7494)\tPrec@1 32.812 (41.183)\n",
      "[170/391]\tTime 0.075 (0.118)\tData 0.034 (0.040)\tLoss 0.7526 (0.7512)\tPrec@1 42.969 (41.192)\n",
      "[180/391]\tTime 0.160 (0.118)\tData 0.068 (0.040)\tLoss 0.7743 (0.7514)\tPrec@1 39.844 (41.156)\n",
      "[190/391]\tTime 0.081 (0.117)\tData 0.028 (0.040)\tLoss 0.7414 (0.7518)\tPrec@1 45.312 (41.169)\n",
      "[200/391]\tTime 0.133 (0.117)\tData 0.049 (0.040)\tLoss 0.7710 (0.7520)\tPrec@1 41.406 (41.196)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[210/391]\tTime 0.122 (0.118)\tData 0.038 (0.040)\tLoss 0.8135 (0.7532)\tPrec@1 44.531 (41.099)\n",
      "[220/391]\tTime 0.108 (0.118)\tData 0.029 (0.040)\tLoss 0.6678 (0.7523)\tPrec@1 46.094 (41.148)\n",
      "[230/391]\tTime 0.129 (0.118)\tData 0.041 (0.040)\tLoss 0.7245 (0.7526)\tPrec@1 41.406 (41.153)\n",
      "[240/391]\tTime 0.126 (0.119)\tData 0.037 (0.040)\tLoss 0.7968 (0.7530)\tPrec@1 35.938 (41.127)\n",
      "[250/391]\tTime 0.117 (0.119)\tData 0.032 (0.040)\tLoss 0.7683 (0.7540)\tPrec@1 40.625 (41.055)\n",
      "[260/391]\tTime 0.111 (0.119)\tData 0.023 (0.040)\tLoss 0.7097 (0.7539)\tPrec@1 44.531 (41.041)\n",
      "[270/391]\tTime 0.125 (0.119)\tData 0.032 (0.039)\tLoss 0.6630 (0.7536)\tPrec@1 46.875 (41.031)\n",
      "[280/391]\tTime 0.126 (0.119)\tData 0.036 (0.039)\tLoss 0.7658 (0.7538)\tPrec@1 42.188 (41.028)\n",
      "[290/391]\tTime 0.142 (0.119)\tData 0.050 (0.040)\tLoss 0.7370 (0.7533)\tPrec@1 40.625 (41.041)\n",
      "[300/391]\tTime 0.155 (0.120)\tData 0.046 (0.040)\tLoss 0.7284 (0.7528)\tPrec@1 43.750 (41.027)\n",
      "[310/391]\tTime 0.077 (0.119)\tData 0.037 (0.039)\tLoss 0.7417 (0.7531)\tPrec@1 43.750 (41.047)\n",
      "[320/391]\tTime 0.090 (0.118)\tData 0.038 (0.039)\tLoss 0.7017 (0.7527)\tPrec@1 48.438 (41.114)\n",
      "[330/391]\tTime 0.109 (0.118)\tData 0.028 (0.039)\tLoss 0.8160 (0.7532)\tPrec@1 33.594 (41.019)\n",
      "[340/391]\tTime 0.119 (0.118)\tData 0.029 (0.039)\tLoss 0.7894 (0.7525)\tPrec@1 37.500 (41.069)\n",
      "[350/391]\tTime 0.120 (0.119)\tData 0.032 (0.039)\tLoss 0.7069 (0.7526)\tPrec@1 46.094 (41.057)\n",
      "[360/391]\tTime 0.125 (0.119)\tData 0.045 (0.039)\tLoss 0.8295 (0.7530)\tPrec@1 38.281 (41.047)\n",
      "[370/391]\tTime 0.105 (0.118)\tData 0.029 (0.039)\tLoss 0.7929 (0.7529)\tPrec@1 33.594 (41.029)\n",
      "[380/391]\tTime 0.110 (0.118)\tData 0.034 (0.039)\tLoss 0.7510 (0.7532)\tPrec@1 42.969 (41.002)\n",
      "[390/391]\tTime 0.063 (0.118)\tData 0.023 (0.039)\tLoss 0.7349 (0.7536)\tPrec@1 48.750 (40.996)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.034 (0.034)\tLoss 3.1766 (3.1766)\tPrec@1 28.125 (28.125)\n",
      "Test: [10/79]\tTime 0.034 (0.034)\tLoss 3.0870 (3.1509)\tPrec@1 27.344 (25.923)\n",
      "Test: [20/79]\tTime 0.032 (0.037)\tLoss 3.5636 (3.1937)\tPrec@1 21.875 (25.893)\n",
      "Test: [30/79]\tTime 0.079 (0.040)\tLoss 2.7612 (3.1403)\tPrec@1 33.594 (26.537)\n",
      "Test: [40/79]\tTime 0.029 (0.039)\tLoss 2.7024 (3.1329)\tPrec@1 30.469 (26.753)\n",
      "Test: [50/79]\tTime 0.028 (0.038)\tLoss 3.0452 (3.1226)\tPrec@1 27.344 (26.440)\n",
      "Test: [60/79]\tTime 0.039 (0.038)\tLoss 3.3442 (3.1304)\tPrec@1 28.125 (26.665)\n",
      "Test: [70/79]\tTime 0.020 (0.038)\tLoss 3.0558 (3.1268)\tPrec@1 27.344 (26.827)\n",
      " * Prec@1 26.780\n",
      "\n",
      "===> epoch: 30/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.104 (0.104)\tData 0.038 (0.038)\tLoss 0.6901 (0.6901)\tPrec@1 47.656 (47.656)\n",
      "[10/391]\tTime 0.141 (0.122)\tData 0.047 (0.038)\tLoss 0.7246 (0.7190)\tPrec@1 39.062 (42.116)\n",
      "[20/391]\tTime 0.130 (0.125)\tData 0.044 (0.040)\tLoss 0.7944 (0.7338)\tPrec@1 35.938 (41.592)\n",
      "[30/391]\tTime 0.110 (0.123)\tData 0.031 (0.039)\tLoss 0.8362 (0.7438)\tPrec@1 32.031 (40.751)\n",
      "[40/391]\tTime 0.093 (0.124)\tData 0.037 (0.041)\tLoss 0.6982 (0.7464)\tPrec@1 42.969 (40.625)\n",
      "[50/391]\tTime 0.137 (0.122)\tData 0.051 (0.041)\tLoss 0.7206 (0.7438)\tPrec@1 36.719 (40.855)\n",
      "[60/391]\tTime 0.107 (0.119)\tData 0.031 (0.040)\tLoss 0.8072 (0.7473)\tPrec@1 38.281 (40.971)\n",
      "[70/391]\tTime 0.103 (0.119)\tData 0.033 (0.040)\tLoss 0.7696 (0.7481)\tPrec@1 41.406 (41.054)\n",
      "[80/391]\tTime 0.161 (0.119)\tData 0.067 (0.040)\tLoss 0.7500 (0.7492)\tPrec@1 42.969 (41.030)\n",
      "[90/391]\tTime 0.127 (0.121)\tData 0.036 (0.041)\tLoss 0.7487 (0.7521)\tPrec@1 42.188 (40.857)\n",
      "[100/391]\tTime 0.118 (0.121)\tData 0.028 (0.041)\tLoss 0.7585 (0.7539)\tPrec@1 39.062 (40.710)\n",
      "[110/391]\tTime 0.104 (0.121)\tData 0.027 (0.040)\tLoss 0.7930 (0.7537)\tPrec@1 37.500 (40.857)\n",
      "[120/391]\tTime 0.124 (0.120)\tData 0.035 (0.040)\tLoss 0.8197 (0.7516)\tPrec@1 32.031 (40.928)\n",
      "[130/391]\tTime 0.129 (0.121)\tData 0.033 (0.041)\tLoss 0.8299 (0.7524)\tPrec@1 40.625 (40.899)\n",
      "[140/391]\tTime 0.080 (0.120)\tData 0.032 (0.041)\tLoss 0.7328 (0.7517)\tPrec@1 39.844 (40.980)\n",
      "[150/391]\tTime 0.122 (0.120)\tData 0.036 (0.041)\tLoss 0.7159 (0.7516)\tPrec@1 46.094 (41.034)\n",
      "[160/391]\tTime 0.141 (0.121)\tData 0.050 (0.041)\tLoss 0.7199 (0.7513)\tPrec@1 43.750 (41.091)\n",
      "[170/391]\tTime 0.161 (0.121)\tData 0.068 (0.041)\tLoss 0.7688 (0.7514)\tPrec@1 40.625 (41.096)\n",
      "[180/391]\tTime 0.135 (0.121)\tData 0.045 (0.041)\tLoss 0.7692 (0.7517)\tPrec@1 41.406 (41.005)\n",
      "[190/391]\tTime 0.116 (0.121)\tData 0.033 (0.041)\tLoss 0.6945 (0.7504)\tPrec@1 39.062 (40.952)\n",
      "[200/391]\tTime 0.085 (0.121)\tData 0.040 (0.041)\tLoss 0.7295 (0.7515)\tPrec@1 41.406 (40.870)\n",
      "[210/391]\tTime 0.111 (0.120)\tData 0.034 (0.041)\tLoss 0.7837 (0.7515)\tPrec@1 43.750 (40.899)\n",
      "[220/391]\tTime 0.121 (0.120)\tData 0.043 (0.041)\tLoss 0.7521 (0.7528)\tPrec@1 42.969 (40.830)\n",
      "[230/391]\tTime 0.117 (0.120)\tData 0.033 (0.040)\tLoss 0.7800 (0.7522)\tPrec@1 43.750 (40.909)\n",
      "[240/391]\tTime 0.132 (0.120)\tData 0.038 (0.041)\tLoss 0.7417 (0.7531)\tPrec@1 44.531 (40.881)\n",
      "[250/391]\tTime 0.151 (0.121)\tData 0.073 (0.041)\tLoss 0.7782 (0.7540)\tPrec@1 38.281 (40.756)\n",
      "[260/391]\tTime 0.124 (0.120)\tData 0.029 (0.041)\tLoss 0.7875 (0.7540)\tPrec@1 35.156 (40.709)\n",
      "[270/391]\tTime 0.132 (0.121)\tData 0.041 (0.041)\tLoss 0.7564 (0.7541)\tPrec@1 36.719 (40.680)\n",
      "[280/391]\tTime 0.105 (0.120)\tData 0.040 (0.041)\tLoss 0.7317 (0.7544)\tPrec@1 36.719 (40.614)\n",
      "[290/391]\tTime 0.127 (0.120)\tData 0.037 (0.041)\tLoss 0.7821 (0.7551)\tPrec@1 43.750 (40.547)\n",
      "[300/391]\tTime 0.126 (0.120)\tData 0.034 (0.040)\tLoss 0.7311 (0.7554)\tPrec@1 47.656 (40.570)\n",
      "[310/391]\tTime 0.127 (0.121)\tData 0.038 (0.040)\tLoss 0.8266 (0.7550)\tPrec@1 40.625 (40.590)\n",
      "[320/391]\tTime 0.162 (0.121)\tData 0.045 (0.041)\tLoss 0.7215 (0.7550)\tPrec@1 39.062 (40.598)\n",
      "[330/391]\tTime 0.116 (0.121)\tData 0.020 (0.040)\tLoss 0.7430 (0.7540)\tPrec@1 42.969 (40.665)\n",
      "[340/391]\tTime 0.114 (0.121)\tData 0.034 (0.040)\tLoss 0.8146 (0.7538)\tPrec@1 32.031 (40.680)\n",
      "[350/391]\tTime 0.121 (0.120)\tData 0.032 (0.040)\tLoss 0.7396 (0.7531)\tPrec@1 43.750 (40.785)\n",
      "[360/391]\tTime 0.075 (0.120)\tData 0.031 (0.040)\tLoss 0.7840 (0.7531)\tPrec@1 39.844 (40.824)\n",
      "[370/391]\tTime 0.124 (0.120)\tData 0.051 (0.040)\tLoss 0.8600 (0.7534)\tPrec@1 30.469 (40.770)\n",
      "[380/391]\tTime 0.152 (0.120)\tData 0.064 (0.040)\tLoss 0.7776 (0.7534)\tPrec@1 39.062 (40.754)\n",
      "[390/391]\tTime 0.085 (0.120)\tData 0.024 (0.040)\tLoss 0.7845 (0.7536)\tPrec@1 43.750 (40.678)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.034 (0.034)\tLoss 3.6525 (3.6525)\tPrec@1 24.219 (24.219)\n",
      "Test: [10/79]\tTime 0.038 (0.037)\tLoss 3.7170 (3.7854)\tPrec@1 21.875 (20.455)\n",
      "Test: [20/79]\tTime 0.038 (0.036)\tLoss 4.1407 (3.8286)\tPrec@1 17.969 (19.903)\n",
      "Test: [30/79]\tTime 0.034 (0.039)\tLoss 3.6846 (3.8007)\tPrec@1 19.531 (20.212)\n",
      "Test: [40/79]\tTime 0.031 (0.036)\tLoss 3.3662 (3.7730)\tPrec@1 23.438 (20.808)\n",
      "Test: [50/79]\tTime 0.036 (0.036)\tLoss 3.6889 (3.7527)\tPrec@1 24.219 (20.925)\n",
      "Test: [60/79]\tTime 0.028 (0.035)\tLoss 3.9067 (3.7651)\tPrec@1 17.188 (21.171)\n",
      "Test: [70/79]\tTime 0.029 (0.034)\tLoss 3.5042 (3.7558)\tPrec@1 21.094 (21.171)\n",
      " * Prec@1 21.200\n",
      "\n",
      "===> epoch: 31/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.121 (0.121)\tData 0.044 (0.044)\tLoss 0.7729 (0.7729)\tPrec@1 35.156 (35.156)\n",
      "[10/391]\tTime 0.137 (0.128)\tData 0.065 (0.042)\tLoss 0.7410 (0.7386)\tPrec@1 38.281 (41.122)\n",
      "[20/391]\tTime 0.118 (0.123)\tData 0.035 (0.040)\tLoss 0.6298 (0.7419)\tPrec@1 46.875 (41.481)\n",
      "[30/391]\tTime 0.085 (0.123)\tData 0.021 (0.038)\tLoss 0.7332 (0.7436)\tPrec@1 39.844 (41.507)\n",
      "[40/391]\tTime 0.133 (0.122)\tData 0.039 (0.038)\tLoss 0.7376 (0.7422)\tPrec@1 41.406 (41.482)\n",
      "[50/391]\tTime 0.125 (0.126)\tData 0.035 (0.040)\tLoss 0.7236 (0.7352)\tPrec@1 45.312 (42.142)\n",
      "[60/391]\tTime 0.136 (0.126)\tData 0.045 (0.040)\tLoss 0.6736 (0.7390)\tPrec@1 48.438 (41.842)\n",
      "[70/391]\tTime 0.134 (0.123)\tData 0.061 (0.040)\tLoss 0.7251 (0.7434)\tPrec@1 41.406 (41.538)\n",
      "[80/391]\tTime 0.110 (0.124)\tData 0.034 (0.041)\tLoss 0.7811 (0.7447)\tPrec@1 34.375 (41.561)\n",
      "[90/391]\tTime 0.129 (0.123)\tData 0.046 (0.041)\tLoss 0.6865 (0.7455)\tPrec@1 46.875 (41.535)\n",
      "[100/391]\tTime 0.114 (0.123)\tData 0.025 (0.040)\tLoss 0.7422 (0.7471)\tPrec@1 47.656 (41.329)\n",
      "[110/391]\tTime 0.108 (0.122)\tData 0.047 (0.040)\tLoss 0.7064 (0.7456)\tPrec@1 41.406 (41.498)\n",
      "[120/391]\tTime 0.090 (0.122)\tData 0.032 (0.040)\tLoss 0.7696 (0.7458)\tPrec@1 42.188 (41.581)\n",
      "[130/391]\tTime 0.134 (0.122)\tData 0.036 (0.040)\tLoss 0.7394 (0.7467)\tPrec@1 41.406 (41.394)\n",
      "[140/391]\tTime 0.125 (0.121)\tData 0.032 (0.039)\tLoss 0.7671 (0.7481)\tPrec@1 46.094 (41.268)\n",
      "[150/391]\tTime 0.127 (0.122)\tData 0.042 (0.039)\tLoss 0.7744 (0.7470)\tPrec@1 37.500 (41.236)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[160/391]\tTime 0.130 (0.122)\tData 0.040 (0.040)\tLoss 0.7069 (0.7472)\tPrec@1 39.844 (41.367)\n",
      "[170/391]\tTime 0.122 (0.123)\tData 0.036 (0.040)\tLoss 0.7324 (0.7478)\tPrec@1 42.188 (41.379)\n",
      "[180/391]\tTime 0.107 (0.122)\tData 0.036 (0.040)\tLoss 0.7388 (0.7479)\tPrec@1 39.844 (41.311)\n",
      "[190/391]\tTime 0.092 (0.122)\tData 0.035 (0.040)\tLoss 0.7558 (0.7481)\tPrec@1 39.844 (41.300)\n",
      "[200/391]\tTime 0.124 (0.122)\tData 0.035 (0.040)\tLoss 0.7603 (0.7482)\tPrec@1 36.719 (41.290)\n",
      "[210/391]\tTime 0.074 (0.121)\tData 0.027 (0.040)\tLoss 0.8428 (0.7488)\tPrec@1 35.156 (41.266)\n",
      "[220/391]\tTime 0.088 (0.121)\tData 0.034 (0.040)\tLoss 0.7842 (0.7493)\tPrec@1 36.719 (41.258)\n",
      "[230/391]\tTime 0.129 (0.122)\tData 0.057 (0.040)\tLoss 0.7037 (0.7485)\tPrec@1 44.531 (41.301)\n",
      "[240/391]\tTime 0.146 (0.121)\tData 0.041 (0.040)\tLoss 0.7247 (0.7486)\tPrec@1 46.875 (41.225)\n",
      "[250/391]\tTime 0.113 (0.121)\tData 0.028 (0.040)\tLoss 0.7538 (0.7480)\tPrec@1 35.938 (41.232)\n",
      "[260/391]\tTime 0.107 (0.121)\tData 0.047 (0.040)\tLoss 0.7629 (0.7482)\tPrec@1 43.750 (41.242)\n",
      "[270/391]\tTime 0.130 (0.121)\tData 0.044 (0.040)\tLoss 0.7317 (0.7489)\tPrec@1 35.938 (41.187)\n",
      "[280/391]\tTime 0.085 (0.120)\tData 0.030 (0.040)\tLoss 0.7866 (0.7486)\tPrec@1 38.281 (41.223)\n",
      "[290/391]\tTime 0.113 (0.121)\tData 0.020 (0.039)\tLoss 0.7141 (0.7485)\tPrec@1 38.281 (41.210)\n",
      "[300/391]\tTime 0.126 (0.121)\tData 0.038 (0.039)\tLoss 0.7332 (0.7490)\tPrec@1 42.969 (41.118)\n",
      "[310/391]\tTime 0.080 (0.120)\tData 0.035 (0.039)\tLoss 0.7040 (0.7477)\tPrec@1 45.312 (41.228)\n",
      "[320/391]\tTime 0.121 (0.120)\tData 0.045 (0.039)\tLoss 0.7989 (0.7480)\tPrec@1 36.719 (41.258)\n",
      "[330/391]\tTime 0.142 (0.120)\tData 0.050 (0.039)\tLoss 0.7996 (0.7488)\tPrec@1 38.281 (41.182)\n",
      "[340/391]\tTime 0.125 (0.120)\tData 0.032 (0.039)\tLoss 0.6905 (0.7483)\tPrec@1 42.969 (41.246)\n",
      "[350/391]\tTime 0.122 (0.121)\tData 0.032 (0.039)\tLoss 0.7610 (0.7486)\tPrec@1 41.406 (41.262)\n",
      "[360/391]\tTime 0.128 (0.120)\tData 0.036 (0.039)\tLoss 0.7780 (0.7484)\tPrec@1 38.281 (41.283)\n",
      "[370/391]\tTime 0.108 (0.120)\tData 0.033 (0.039)\tLoss 0.8045 (0.7486)\tPrec@1 37.500 (41.295)\n",
      "[380/391]\tTime 0.110 (0.120)\tData 0.032 (0.039)\tLoss 0.7762 (0.7486)\tPrec@1 36.719 (41.312)\n",
      "[390/391]\tTime 0.101 (0.121)\tData 0.023 (0.040)\tLoss 0.7180 (0.7490)\tPrec@1 38.750 (41.268)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.027 (0.027)\tLoss 2.3405 (2.3405)\tPrec@1 41.406 (41.406)\n",
      "Test: [10/79]\tTime 0.036 (0.035)\tLoss 2.2799 (2.3970)\tPrec@1 39.062 (38.210)\n",
      "Test: [20/79]\tTime 0.035 (0.033)\tLoss 2.4985 (2.4050)\tPrec@1 27.344 (37.314)\n",
      "Test: [30/79]\tTime 0.034 (0.033)\tLoss 2.5434 (2.4169)\tPrec@1 33.594 (36.769)\n",
      "Test: [40/79]\tTime 0.040 (0.034)\tLoss 1.9727 (2.4049)\tPrec@1 47.656 (37.405)\n",
      "Test: [50/79]\tTime 0.033 (0.036)\tLoss 2.5398 (2.4032)\tPrec@1 31.250 (37.301)\n",
      "Test: [60/79]\tTime 0.048 (0.036)\tLoss 2.6618 (2.4108)\tPrec@1 35.156 (36.988)\n",
      "Test: [70/79]\tTime 0.042 (0.037)\tLoss 2.4297 (2.4098)\tPrec@1 34.375 (37.126)\n",
      " * Prec@1 37.010\n",
      "\n",
      "===> epoch: 32/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.120 (0.120)\tData 0.040 (0.040)\tLoss 0.7028 (0.7028)\tPrec@1 48.438 (48.438)\n",
      "[10/391]\tTime 0.079 (0.110)\tData 0.036 (0.041)\tLoss 0.7339 (0.7436)\tPrec@1 47.656 (41.761)\n",
      "[20/391]\tTime 0.123 (0.112)\tData 0.031 (0.036)\tLoss 0.7414 (0.7381)\tPrec@1 42.188 (42.188)\n",
      "[30/391]\tTime 0.130 (0.108)\tData 0.039 (0.034)\tLoss 0.6344 (0.7357)\tPrec@1 53.906 (43.019)\n",
      "[40/391]\tTime 0.106 (0.113)\tData 0.036 (0.038)\tLoss 0.7696 (0.7356)\tPrec@1 38.281 (42.378)\n",
      "[50/391]\tTime 0.127 (0.114)\tData 0.040 (0.039)\tLoss 0.7945 (0.7346)\tPrec@1 32.812 (42.203)\n",
      "[60/391]\tTime 0.119 (0.113)\tData 0.033 (0.037)\tLoss 0.7238 (0.7334)\tPrec@1 40.625 (42.098)\n",
      "[70/391]\tTime 0.140 (0.113)\tData 0.058 (0.037)\tLoss 0.6888 (0.7326)\tPrec@1 50.000 (42.066)\n",
      "[80/391]\tTime 0.136 (0.115)\tData 0.033 (0.038)\tLoss 0.7489 (0.7347)\tPrec@1 42.969 (41.869)\n",
      "[90/391]\tTime 0.120 (0.116)\tData 0.031 (0.038)\tLoss 0.7495 (0.7337)\tPrec@1 35.938 (42.016)\n",
      "[100/391]\tTime 0.104 (0.116)\tData 0.028 (0.038)\tLoss 0.7380 (0.7351)\tPrec@1 44.531 (41.793)\n",
      "[110/391]\tTime 0.103 (0.116)\tData 0.056 (0.038)\tLoss 0.7253 (0.7350)\tPrec@1 39.062 (41.723)\n",
      "[120/391]\tTime 0.105 (0.115)\tData 0.038 (0.038)\tLoss 0.6774 (0.7369)\tPrec@1 50.781 (41.677)\n",
      "[130/391]\tTime 0.141 (0.115)\tData 0.049 (0.038)\tLoss 0.7095 (0.7371)\tPrec@1 47.656 (41.698)\n",
      "[140/391]\tTime 0.108 (0.115)\tData 0.027 (0.039)\tLoss 0.7948 (0.7391)\tPrec@1 42.188 (41.550)\n",
      "[150/391]\tTime 0.132 (0.116)\tData 0.035 (0.039)\tLoss 0.6894 (0.7401)\tPrec@1 44.531 (41.406)\n",
      "[160/391]\tTime 0.136 (0.117)\tData 0.045 (0.039)\tLoss 0.6441 (0.7399)\tPrec@1 47.656 (41.401)\n",
      "[170/391]\tTime 0.132 (0.117)\tData 0.032 (0.039)\tLoss 0.7965 (0.7406)\tPrec@1 39.062 (41.393)\n",
      "[180/391]\tTime 0.124 (0.117)\tData 0.034 (0.039)\tLoss 0.7794 (0.7414)\tPrec@1 39.844 (41.333)\n",
      "[190/391]\tTime 0.123 (0.117)\tData 0.036 (0.039)\tLoss 0.6417 (0.7414)\tPrec@1 49.219 (41.312)\n",
      "[200/391]\tTime 0.108 (0.118)\tData 0.048 (0.040)\tLoss 0.7534 (0.7412)\tPrec@1 41.406 (41.317)\n",
      "[210/391]\tTime 0.122 (0.117)\tData 0.034 (0.040)\tLoss 0.7309 (0.7412)\tPrec@1 42.188 (41.328)\n",
      "[220/391]\tTime 0.126 (0.117)\tData 0.036 (0.039)\tLoss 0.7794 (0.7420)\tPrec@1 42.188 (41.360)\n",
      "[230/391]\tTime 0.139 (0.117)\tData 0.034 (0.039)\tLoss 0.7466 (0.7419)\tPrec@1 38.281 (41.416)\n",
      "[240/391]\tTime 0.138 (0.118)\tData 0.047 (0.039)\tLoss 0.6933 (0.7410)\tPrec@1 44.531 (41.465)\n",
      "[250/391]\tTime 0.128 (0.117)\tData 0.036 (0.039)\tLoss 0.6972 (0.7402)\tPrec@1 46.875 (41.531)\n",
      "[260/391]\tTime 0.077 (0.118)\tData 0.034 (0.040)\tLoss 0.7364 (0.7405)\tPrec@1 40.625 (41.472)\n",
      "[270/391]\tTime 0.135 (0.118)\tData 0.034 (0.040)\tLoss 0.7818 (0.7407)\tPrec@1 35.938 (41.530)\n",
      "[280/391]\tTime 0.097 (0.118)\tData 0.027 (0.040)\tLoss 0.7356 (0.7408)\tPrec@1 46.094 (41.534)\n",
      "[290/391]\tTime 0.118 (0.117)\tData 0.027 (0.040)\tLoss 0.7443 (0.7420)\tPrec@1 42.969 (41.471)\n",
      "[300/391]\tTime 0.123 (0.117)\tData 0.036 (0.040)\tLoss 0.8121 (0.7427)\tPrec@1 40.625 (41.409)\n",
      "[310/391]\tTime 0.130 (0.118)\tData 0.037 (0.040)\tLoss 0.7199 (0.7433)\tPrec@1 46.875 (41.391)\n",
      "[320/391]\tTime 0.116 (0.118)\tData 0.029 (0.040)\tLoss 0.6634 (0.7436)\tPrec@1 44.531 (41.382)\n",
      "[330/391]\tTime 0.135 (0.118)\tData 0.075 (0.040)\tLoss 0.6557 (0.7437)\tPrec@1 49.219 (41.404)\n",
      "[340/391]\tTime 0.106 (0.118)\tData 0.032 (0.040)\tLoss 0.7134 (0.7435)\tPrec@1 39.062 (41.422)\n",
      "[350/391]\tTime 0.142 (0.118)\tData 0.063 (0.040)\tLoss 0.7531 (0.7436)\tPrec@1 40.625 (41.444)\n",
      "[360/391]\tTime 0.087 (0.118)\tData 0.027 (0.040)\tLoss 0.7514 (0.7442)\tPrec@1 38.281 (41.398)\n",
      "[370/391]\tTime 0.130 (0.118)\tData 0.032 (0.039)\tLoss 0.7899 (0.7446)\tPrec@1 37.500 (41.339)\n",
      "[380/391]\tTime 0.091 (0.118)\tData 0.041 (0.039)\tLoss 0.6947 (0.7439)\tPrec@1 46.094 (41.363)\n",
      "[390/391]\tTime 0.095 (0.118)\tData 0.025 (0.040)\tLoss 0.8206 (0.7435)\tPrec@1 33.750 (41.412)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.045 (0.045)\tLoss 2.6604 (2.6604)\tPrec@1 30.469 (30.469)\n",
      "Test: [10/79]\tTime 0.034 (0.040)\tLoss 2.4646 (2.5939)\tPrec@1 36.719 (32.599)\n",
      "Test: [20/79]\tTime 0.028 (0.036)\tLoss 2.9914 (2.6354)\tPrec@1 27.344 (31.882)\n",
      "Test: [30/79]\tTime 0.041 (0.037)\tLoss 2.4117 (2.6309)\tPrec@1 31.250 (31.804)\n",
      "Test: [40/79]\tTime 0.025 (0.035)\tLoss 2.2376 (2.6197)\tPrec@1 36.719 (32.260)\n",
      "Test: [50/79]\tTime 0.042 (0.035)\tLoss 2.6113 (2.6076)\tPrec@1 32.812 (32.491)\n",
      "Test: [60/79]\tTime 0.042 (0.036)\tLoss 2.8726 (2.6190)\tPrec@1 27.344 (32.544)\n",
      "Test: [70/79]\tTime 0.035 (0.037)\tLoss 2.5590 (2.6139)\tPrec@1 31.250 (32.779)\n",
      " * Prec@1 32.750\n",
      "\n",
      "===> epoch: 33/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.129 (0.129)\tData 0.036 (0.036)\tLoss 0.6725 (0.6725)\tPrec@1 47.656 (47.656)\n",
      "[10/391]\tTime 0.107 (0.123)\tData 0.037 (0.039)\tLoss 0.7089 (0.7407)\tPrec@1 47.656 (42.330)\n",
      "[20/391]\tTime 0.123 (0.124)\tData 0.032 (0.042)\tLoss 0.7139 (0.7424)\tPrec@1 39.844 (41.778)\n",
      "[30/391]\tTime 0.124 (0.123)\tData 0.034 (0.040)\tLoss 0.7026 (0.7494)\tPrec@1 45.312 (41.154)\n",
      "[40/391]\tTime 0.139 (0.124)\tData 0.048 (0.041)\tLoss 0.7229 (0.7501)\tPrec@1 39.844 (41.311)\n",
      "[50/391]\tTime 0.133 (0.126)\tData 0.040 (0.042)\tLoss 0.7440 (0.7512)\tPrec@1 39.062 (40.901)\n",
      "[60/391]\tTime 0.145 (0.124)\tData 0.062 (0.041)\tLoss 0.8330 (0.7501)\tPrec@1 39.844 (40.996)\n",
      "[70/391]\tTime 0.147 (0.124)\tData 0.057 (0.040)\tLoss 0.7384 (0.7474)\tPrec@1 42.969 (41.274)\n",
      "[80/391]\tTime 0.137 (0.126)\tData 0.036 (0.041)\tLoss 0.7643 (0.7497)\tPrec@1 39.844 (41.011)\n",
      "[90/391]\tTime 0.102 (0.124)\tData 0.028 (0.040)\tLoss 0.7238 (0.7477)\tPrec@1 43.750 (41.149)\n",
      "[100/391]\tTime 0.164 (0.124)\tData 0.075 (0.040)\tLoss 0.7078 (0.7480)\tPrec@1 42.188 (41.159)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[110/391]\tTime 0.137 (0.123)\tData 0.055 (0.040)\tLoss 0.7937 (0.7491)\tPrec@1 37.500 (41.075)\n",
      "[120/391]\tTime 0.078 (0.122)\tData 0.033 (0.040)\tLoss 0.6965 (0.7485)\tPrec@1 42.969 (41.096)\n",
      "[130/391]\tTime 0.121 (0.120)\tData 0.065 (0.040)\tLoss 0.7551 (0.7467)\tPrec@1 42.188 (41.174)\n",
      "[140/391]\tTime 0.166 (0.119)\tData 0.059 (0.039)\tLoss 0.6964 (0.7461)\tPrec@1 42.969 (41.334)\n",
      "[150/391]\tTime 0.121 (0.119)\tData 0.032 (0.039)\tLoss 0.7302 (0.7465)\tPrec@1 47.656 (41.406)\n",
      "[160/391]\tTime 0.131 (0.119)\tData 0.037 (0.039)\tLoss 0.7406 (0.7474)\tPrec@1 40.625 (41.280)\n",
      "[170/391]\tTime 0.116 (0.119)\tData 0.048 (0.040)\tLoss 0.7529 (0.7470)\tPrec@1 36.719 (41.224)\n",
      "[180/391]\tTime 0.142 (0.120)\tData 0.050 (0.040)\tLoss 0.7102 (0.7464)\tPrec@1 44.531 (41.320)\n",
      "[190/391]\tTime 0.126 (0.120)\tData 0.033 (0.039)\tLoss 0.7822 (0.7463)\tPrec@1 42.188 (41.349)\n",
      "[200/391]\tTime 0.142 (0.120)\tData 0.051 (0.040)\tLoss 0.7815 (0.7462)\tPrec@1 40.625 (41.395)\n",
      "[210/391]\tTime 0.075 (0.120)\tData 0.029 (0.039)\tLoss 0.7299 (0.7464)\tPrec@1 43.750 (41.388)\n",
      "[220/391]\tTime 0.097 (0.119)\tData 0.034 (0.039)\tLoss 0.7371 (0.7462)\tPrec@1 46.875 (41.410)\n",
      "[230/391]\tTime 0.125 (0.119)\tData 0.036 (0.039)\tLoss 0.7732 (0.7462)\tPrec@1 32.812 (41.460)\n",
      "[240/391]\tTime 0.139 (0.119)\tData 0.045 (0.039)\tLoss 0.6940 (0.7454)\tPrec@1 43.750 (41.487)\n",
      "[250/391]\tTime 0.136 (0.120)\tData 0.058 (0.039)\tLoss 0.7798 (0.7459)\tPrec@1 33.594 (41.378)\n",
      "[260/391]\tTime 0.148 (0.120)\tData 0.071 (0.040)\tLoss 0.7253 (0.7461)\tPrec@1 39.844 (41.301)\n",
      "[270/391]\tTime 0.111 (0.120)\tData 0.034 (0.040)\tLoss 0.7108 (0.7454)\tPrec@1 44.531 (41.360)\n",
      "[280/391]\tTime 0.125 (0.120)\tData 0.032 (0.040)\tLoss 0.7508 (0.7459)\tPrec@1 42.969 (41.323)\n",
      "[290/391]\tTime 0.106 (0.119)\tData 0.031 (0.039)\tLoss 0.6968 (0.7458)\tPrec@1 42.969 (41.320)\n",
      "[300/391]\tTime 0.140 (0.120)\tData 0.038 (0.039)\tLoss 0.7131 (0.7454)\tPrec@1 47.656 (41.362)\n",
      "[310/391]\tTime 0.096 (0.119)\tData 0.032 (0.039)\tLoss 0.7622 (0.7452)\tPrec@1 41.406 (41.348)\n",
      "[320/391]\tTime 0.097 (0.119)\tData 0.029 (0.039)\tLoss 0.7238 (0.7444)\tPrec@1 42.969 (41.394)\n",
      "[330/391]\tTime 0.130 (0.119)\tData 0.034 (0.039)\tLoss 0.7522 (0.7439)\tPrec@1 39.062 (41.423)\n",
      "[340/391]\tTime 0.166 (0.119)\tData 0.077 (0.039)\tLoss 0.7039 (0.7433)\tPrec@1 47.656 (41.486)\n",
      "[350/391]\tTime 0.133 (0.119)\tData 0.048 (0.039)\tLoss 0.6938 (0.7432)\tPrec@1 50.000 (41.491)\n",
      "[360/391]\tTime 0.120 (0.119)\tData 0.028 (0.039)\tLoss 0.7776 (0.7435)\tPrec@1 40.625 (41.508)\n",
      "[370/391]\tTime 0.107 (0.119)\tData 0.035 (0.039)\tLoss 0.7840 (0.7435)\tPrec@1 39.062 (41.505)\n",
      "[380/391]\tTime 0.124 (0.119)\tData 0.036 (0.039)\tLoss 0.7873 (0.7438)\tPrec@1 40.625 (41.460)\n",
      "[390/391]\tTime 0.075 (0.119)\tData 0.019 (0.039)\tLoss 0.7379 (0.7440)\tPrec@1 40.000 (41.484)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.034 (0.034)\tLoss 2.6243 (2.6243)\tPrec@1 36.719 (36.719)\n",
      "Test: [10/79]\tTime 0.028 (0.033)\tLoss 2.6297 (2.6240)\tPrec@1 32.812 (32.315)\n",
      "Test: [20/79]\tTime 0.026 (0.035)\tLoss 2.7234 (2.6200)\tPrec@1 34.375 (33.519)\n",
      "Test: [30/79]\tTime 0.023 (0.033)\tLoss 2.5570 (2.6317)\tPrec@1 28.125 (32.586)\n",
      "Test: [40/79]\tTime 0.027 (0.032)\tLoss 2.6198 (2.6510)\tPrec@1 35.156 (32.317)\n",
      "Test: [50/79]\tTime 0.037 (0.033)\tLoss 2.8457 (2.6745)\tPrec@1 32.031 (32.062)\n",
      "Test: [60/79]\tTime 0.033 (0.034)\tLoss 2.9413 (2.6770)\tPrec@1 26.562 (32.031)\n",
      "Test: [70/79]\tTime 0.036 (0.035)\tLoss 2.7861 (2.6756)\tPrec@1 25.000 (32.042)\n",
      " * Prec@1 31.900\n",
      "\n",
      "===> epoch: 34/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.104 (0.104)\tData 0.034 (0.034)\tLoss 0.6830 (0.6830)\tPrec@1 47.656 (47.656)\n",
      "[10/391]\tTime 0.076 (0.108)\tData 0.036 (0.039)\tLoss 0.7286 (0.7240)\tPrec@1 41.406 (42.116)\n",
      "[20/391]\tTime 0.100 (0.108)\tData 0.030 (0.037)\tLoss 0.7272 (0.7224)\tPrec@1 45.312 (42.597)\n",
      "[30/391]\tTime 0.131 (0.112)\tData 0.033 (0.037)\tLoss 0.7346 (0.7222)\tPrec@1 44.531 (42.893)\n",
      "[40/391]\tTime 0.132 (0.115)\tData 0.037 (0.036)\tLoss 0.7439 (0.7238)\tPrec@1 39.062 (42.607)\n",
      "[50/391]\tTime 0.123 (0.114)\tData 0.035 (0.037)\tLoss 0.7115 (0.7245)\tPrec@1 42.969 (42.601)\n",
      "[60/391]\tTime 0.086 (0.113)\tData 0.039 (0.036)\tLoss 0.7337 (0.7282)\tPrec@1 39.062 (42.034)\n",
      "[70/391]\tTime 0.150 (0.113)\tData 0.061 (0.037)\tLoss 0.7309 (0.7261)\tPrec@1 41.406 (41.923)\n",
      "[80/391]\tTime 0.125 (0.114)\tData 0.032 (0.037)\tLoss 0.7181 (0.7285)\tPrec@1 44.531 (41.985)\n",
      "[90/391]\tTime 0.136 (0.117)\tData 0.027 (0.037)\tLoss 0.8271 (0.7296)\tPrec@1 35.156 (41.990)\n",
      "[100/391]\tTime 0.090 (0.117)\tData 0.030 (0.038)\tLoss 0.7213 (0.7293)\tPrec@1 36.719 (42.164)\n",
      "[110/391]\tTime 0.147 (0.118)\tData 0.063 (0.038)\tLoss 0.7549 (0.7309)\tPrec@1 43.750 (42.124)\n",
      "[120/391]\tTime 0.133 (0.118)\tData 0.042 (0.039)\tLoss 0.7943 (0.7358)\tPrec@1 35.938 (41.826)\n",
      "[130/391]\tTime 0.094 (0.118)\tData 0.027 (0.038)\tLoss 0.7428 (0.7353)\tPrec@1 41.406 (41.919)\n",
      "[140/391]\tTime 0.144 (0.117)\tData 0.042 (0.038)\tLoss 0.7896 (0.7364)\tPrec@1 42.188 (41.982)\n",
      "[150/391]\tTime 0.126 (0.117)\tData 0.048 (0.038)\tLoss 0.7980 (0.7374)\tPrec@1 42.188 (41.893)\n",
      "[160/391]\tTime 0.141 (0.117)\tData 0.058 (0.038)\tLoss 0.6990 (0.7382)\tPrec@1 41.406 (41.790)\n",
      "[170/391]\tTime 0.120 (0.117)\tData 0.043 (0.038)\tLoss 0.7409 (0.7390)\tPrec@1 40.625 (41.694)\n",
      "[180/391]\tTime 0.159 (0.117)\tData 0.064 (0.039)\tLoss 0.6756 (0.7394)\tPrec@1 51.562 (41.691)\n",
      "[190/391]\tTime 0.127 (0.118)\tData 0.038 (0.039)\tLoss 0.7259 (0.7401)\tPrec@1 42.969 (41.554)\n",
      "[200/391]\tTime 0.111 (0.117)\tData 0.028 (0.038)\tLoss 0.7686 (0.7401)\tPrec@1 42.188 (41.643)\n",
      "[210/391]\tTime 0.099 (0.116)\tData 0.032 (0.038)\tLoss 0.7274 (0.7400)\tPrec@1 39.062 (41.669)\n",
      "[220/391]\tTime 0.122 (0.116)\tData 0.033 (0.038)\tLoss 0.7381 (0.7411)\tPrec@1 46.094 (41.678)\n",
      "[230/391]\tTime 0.125 (0.117)\tData 0.057 (0.038)\tLoss 0.7221 (0.7412)\tPrec@1 39.062 (41.663)\n",
      "[240/391]\tTime 0.097 (0.117)\tData 0.026 (0.039)\tLoss 0.6754 (0.7401)\tPrec@1 44.531 (41.740)\n",
      "[250/391]\tTime 0.076 (0.117)\tData 0.028 (0.039)\tLoss 0.6688 (0.7397)\tPrec@1 42.969 (41.786)\n",
      "[260/391]\tTime 0.090 (0.118)\tData 0.033 (0.038)\tLoss 0.7583 (0.7392)\tPrec@1 42.188 (41.783)\n",
      "[270/391]\tTime 0.128 (0.118)\tData 0.036 (0.038)\tLoss 0.6722 (0.7388)\tPrec@1 50.000 (41.833)\n",
      "[280/391]\tTime 0.122 (0.118)\tData 0.031 (0.038)\tLoss 0.7497 (0.7390)\tPrec@1 43.750 (41.815)\n",
      "[290/391]\tTime 0.098 (0.118)\tData 0.033 (0.038)\tLoss 0.7202 (0.7394)\tPrec@1 46.875 (41.806)\n",
      "[300/391]\tTime 0.119 (0.118)\tData 0.036 (0.038)\tLoss 0.7452 (0.7394)\tPrec@1 41.406 (41.811)\n",
      "[310/391]\tTime 0.144 (0.117)\tData 0.066 (0.039)\tLoss 0.6705 (0.7395)\tPrec@1 40.625 (41.768)\n",
      "[320/391]\tTime 0.101 (0.117)\tData 0.033 (0.039)\tLoss 0.7245 (0.7397)\tPrec@1 39.062 (41.710)\n",
      "[330/391]\tTime 0.122 (0.118)\tData 0.034 (0.039)\tLoss 0.8637 (0.7411)\tPrec@1 32.812 (41.628)\n",
      "[340/391]\tTime 0.123 (0.118)\tData 0.033 (0.039)\tLoss 0.7416 (0.7416)\tPrec@1 42.969 (41.599)\n",
      "[350/391]\tTime 0.150 (0.118)\tData 0.056 (0.039)\tLoss 0.7351 (0.7412)\tPrec@1 42.969 (41.642)\n",
      "[360/391]\tTime 0.110 (0.118)\tData 0.034 (0.039)\tLoss 0.7103 (0.7408)\tPrec@1 39.844 (41.666)\n",
      "[370/391]\tTime 0.106 (0.118)\tData 0.054 (0.039)\tLoss 0.7061 (0.7407)\tPrec@1 46.875 (41.686)\n",
      "[380/391]\tTime 0.123 (0.118)\tData 0.033 (0.039)\tLoss 0.7541 (0.7410)\tPrec@1 42.188 (41.697)\n",
      "[390/391]\tTime 0.102 (0.117)\tData 0.025 (0.039)\tLoss 0.7009 (0.7411)\tPrec@1 53.750 (41.702)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.027 (0.027)\tLoss 2.3986 (2.3986)\tPrec@1 40.625 (40.625)\n",
      "Test: [10/79]\tTime 0.029 (0.035)\tLoss 2.4013 (2.5020)\tPrec@1 36.719 (35.227)\n",
      "Test: [20/79]\tTime 0.034 (0.033)\tLoss 2.5698 (2.5029)\tPrec@1 33.594 (34.896)\n",
      "Test: [30/79]\tTime 0.053 (0.038)\tLoss 2.3468 (2.4991)\tPrec@1 30.469 (34.602)\n",
      "Test: [40/79]\tTime 0.031 (0.038)\tLoss 1.9717 (2.4983)\tPrec@1 43.750 (34.566)\n",
      "Test: [50/79]\tTime 0.064 (0.037)\tLoss 2.5937 (2.4926)\tPrec@1 35.156 (34.467)\n",
      "Test: [60/79]\tTime 0.037 (0.038)\tLoss 2.8261 (2.5029)\tPrec@1 32.031 (34.426)\n",
      "Test: [70/79]\tTime 0.037 (0.038)\tLoss 2.4999 (2.4995)\tPrec@1 33.594 (34.298)\n",
      " * Prec@1 34.390\n",
      "\n",
      "===> epoch: 35/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.101 (0.101)\tData 0.039 (0.039)\tLoss 0.7139 (0.7139)\tPrec@1 50.000 (50.000)\n",
      "[10/391]\tTime 0.137 (0.126)\tData 0.051 (0.040)\tLoss 0.8522 (0.7501)\tPrec@1 35.156 (40.483)\n",
      "[20/391]\tTime 0.117 (0.128)\tData 0.027 (0.041)\tLoss 0.6550 (0.7388)\tPrec@1 46.875 (42.299)\n",
      "[30/391]\tTime 0.108 (0.126)\tData 0.034 (0.039)\tLoss 0.6935 (0.7388)\tPrec@1 42.188 (42.213)\n",
      "[40/391]\tTime 0.123 (0.123)\tData 0.033 (0.039)\tLoss 0.7504 (0.7348)\tPrec@1 38.281 (42.797)\n",
      "[50/391]\tTime 0.099 (0.120)\tData 0.027 (0.039)\tLoss 0.7173 (0.7349)\tPrec@1 43.750 (42.892)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[60/391]\tTime 0.124 (0.118)\tData 0.037 (0.038)\tLoss 0.7839 (0.7353)\tPrec@1 39.062 (42.905)\n",
      "[70/391]\tTime 0.101 (0.117)\tData 0.032 (0.037)\tLoss 0.8126 (0.7363)\tPrec@1 35.938 (42.815)\n",
      "[80/391]\tTime 0.126 (0.117)\tData 0.038 (0.037)\tLoss 0.6426 (0.7386)\tPrec@1 52.344 (42.631)\n",
      "[90/391]\tTime 0.158 (0.118)\tData 0.030 (0.037)\tLoss 0.6938 (0.7391)\tPrec@1 44.531 (42.497)\n",
      "[100/391]\tTime 0.117 (0.119)\tData 0.024 (0.038)\tLoss 0.6953 (0.7371)\tPrec@1 46.094 (42.582)\n",
      "[110/391]\tTime 0.125 (0.120)\tData 0.032 (0.038)\tLoss 0.7268 (0.7376)\tPrec@1 43.750 (42.610)\n",
      "[120/391]\tTime 0.117 (0.120)\tData 0.033 (0.038)\tLoss 0.7328 (0.7379)\tPrec@1 41.406 (42.426)\n",
      "[130/391]\tTime 0.112 (0.120)\tData 0.029 (0.038)\tLoss 0.7862 (0.7401)\tPrec@1 38.281 (42.241)\n",
      "[140/391]\tTime 0.145 (0.119)\tData 0.058 (0.038)\tLoss 0.7684 (0.7392)\tPrec@1 43.750 (42.276)\n",
      "[150/391]\tTime 0.119 (0.120)\tData 0.033 (0.038)\tLoss 0.7454 (0.7403)\tPrec@1 42.188 (42.089)\n",
      "[160/391]\tTime 0.145 (0.120)\tData 0.059 (0.038)\tLoss 0.7192 (0.7396)\tPrec@1 41.406 (42.134)\n",
      "[170/391]\tTime 0.136 (0.121)\tData 0.038 (0.039)\tLoss 0.7338 (0.7387)\tPrec@1 46.094 (42.219)\n",
      "[180/391]\tTime 0.114 (0.120)\tData 0.036 (0.038)\tLoss 0.7593 (0.7389)\tPrec@1 42.188 (42.175)\n",
      "[190/391]\tTime 0.134 (0.120)\tData 0.044 (0.039)\tLoss 0.7655 (0.7380)\tPrec@1 37.500 (42.294)\n",
      "[200/391]\tTime 0.129 (0.120)\tData 0.034 (0.039)\tLoss 0.8245 (0.7385)\tPrec@1 35.938 (42.230)\n",
      "[210/391]\tTime 0.117 (0.120)\tData 0.021 (0.039)\tLoss 0.7164 (0.7388)\tPrec@1 41.406 (42.195)\n",
      "[220/391]\tTime 0.102 (0.120)\tData 0.033 (0.038)\tLoss 0.8181 (0.7396)\tPrec@1 36.719 (42.127)\n",
      "[230/391]\tTime 0.094 (0.120)\tData 0.034 (0.038)\tLoss 0.7444 (0.7398)\tPrec@1 38.281 (42.127)\n",
      "[240/391]\tTime 0.100 (0.119)\tData 0.029 (0.038)\tLoss 0.6289 (0.7392)\tPrec@1 48.438 (42.100)\n",
      "[250/391]\tTime 0.128 (0.119)\tData 0.037 (0.038)\tLoss 0.7323 (0.7387)\tPrec@1 37.500 (42.209)\n",
      "[260/391]\tTime 0.101 (0.119)\tData 0.045 (0.038)\tLoss 0.7519 (0.7389)\tPrec@1 39.062 (42.161)\n",
      "[270/391]\tTime 0.157 (0.119)\tData 0.073 (0.039)\tLoss 0.6706 (0.7384)\tPrec@1 45.312 (42.098)\n",
      "[280/391]\tTime 0.131 (0.119)\tData 0.042 (0.039)\tLoss 0.6584 (0.7379)\tPrec@1 52.344 (42.157)\n",
      "[290/391]\tTime 0.084 (0.118)\tData 0.028 (0.038)\tLoss 0.7649 (0.7374)\tPrec@1 40.625 (42.236)\n",
      "[300/391]\tTime 0.135 (0.119)\tData 0.045 (0.038)\tLoss 0.6835 (0.7379)\tPrec@1 46.094 (42.180)\n",
      "[310/391]\tTime 0.138 (0.119)\tData 0.034 (0.038)\tLoss 0.7392 (0.7387)\tPrec@1 42.969 (42.095)\n",
      "[320/391]\tTime 0.119 (0.118)\tData 0.028 (0.038)\tLoss 0.7384 (0.7387)\tPrec@1 39.844 (42.049)\n",
      "[330/391]\tTime 0.125 (0.119)\tData 0.051 (0.038)\tLoss 0.7049 (0.7393)\tPrec@1 41.406 (41.985)\n",
      "[340/391]\tTime 0.154 (0.119)\tData 0.052 (0.038)\tLoss 0.7459 (0.7400)\tPrec@1 44.531 (41.945)\n",
      "[350/391]\tTime 0.083 (0.118)\tData 0.033 (0.038)\tLoss 0.7760 (0.7394)\tPrec@1 40.625 (41.952)\n",
      "[360/391]\tTime 0.140 (0.118)\tData 0.053 (0.038)\tLoss 0.7413 (0.7404)\tPrec@1 35.938 (41.839)\n",
      "[370/391]\tTime 0.100 (0.118)\tData 0.036 (0.038)\tLoss 0.6325 (0.7400)\tPrec@1 44.531 (41.874)\n",
      "[380/391]\tTime 0.082 (0.118)\tData 0.033 (0.038)\tLoss 0.7059 (0.7393)\tPrec@1 47.656 (41.937)\n",
      "[390/391]\tTime 0.064 (0.118)\tData 0.021 (0.038)\tLoss 0.6696 (0.7392)\tPrec@1 47.500 (41.958)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.036 (0.036)\tLoss 2.6414 (2.6414)\tPrec@1 42.188 (42.188)\n",
      "Test: [10/79]\tTime 0.034 (0.038)\tLoss 2.3579 (2.5309)\tPrec@1 38.281 (35.085)\n",
      "Test: [20/79]\tTime 0.033 (0.039)\tLoss 2.6022 (2.5148)\tPrec@1 32.031 (35.454)\n",
      "Test: [30/79]\tTime 0.036 (0.037)\tLoss 2.3278 (2.5240)\tPrec@1 35.938 (35.232)\n",
      "Test: [40/79]\tTime 0.035 (0.038)\tLoss 2.3006 (2.5389)\tPrec@1 40.625 (34.985)\n",
      "Test: [50/79]\tTime 0.052 (0.038)\tLoss 2.5802 (2.5448)\tPrec@1 33.594 (34.804)\n",
      "Test: [60/79]\tTime 0.057 (0.040)\tLoss 2.9297 (2.5548)\tPrec@1 32.031 (34.529)\n",
      "Test: [70/79]\tTime 0.040 (0.041)\tLoss 2.3926 (2.5451)\tPrec@1 35.156 (34.485)\n",
      " * Prec@1 34.470\n",
      "\n",
      "===> epoch: 36/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.125 (0.125)\tData 0.054 (0.054)\tLoss 0.7124 (0.7124)\tPrec@1 43.750 (43.750)\n",
      "[10/391]\tTime 0.135 (0.131)\tData 0.052 (0.047)\tLoss 0.7201 (0.7266)\tPrec@1 44.531 (42.116)\n",
      "[20/391]\tTime 0.126 (0.122)\tData 0.029 (0.041)\tLoss 0.7337 (0.7218)\tPrec@1 44.531 (43.043)\n",
      "[30/391]\tTime 0.124 (0.119)\tData 0.033 (0.039)\tLoss 0.7585 (0.7192)\tPrec@1 43.750 (43.019)\n",
      "[40/391]\tTime 0.128 (0.121)\tData 0.034 (0.038)\tLoss 0.7397 (0.7203)\tPrec@1 45.312 (43.312)\n",
      "[50/391]\tTime 0.126 (0.120)\tData 0.040 (0.038)\tLoss 0.7213 (0.7217)\tPrec@1 39.844 (43.137)\n",
      "[60/391]\tTime 0.102 (0.121)\tData 0.025 (0.039)\tLoss 0.7029 (0.7239)\tPrec@1 47.656 (42.930)\n",
      "[70/391]\tTime 0.152 (0.119)\tData 0.059 (0.040)\tLoss 0.7648 (0.7286)\tPrec@1 36.719 (42.606)\n",
      "[80/391]\tTime 0.111 (0.117)\tData 0.034 (0.040)\tLoss 0.7287 (0.7299)\tPrec@1 37.500 (42.284)\n",
      "[90/391]\tTime 0.099 (0.116)\tData 0.033 (0.039)\tLoss 0.7242 (0.7287)\tPrec@1 40.625 (42.205)\n",
      "[100/391]\tTime 0.121 (0.117)\tData 0.032 (0.039)\tLoss 0.8785 (0.7303)\tPrec@1 32.031 (42.025)\n",
      "[110/391]\tTime 0.106 (0.119)\tData 0.036 (0.040)\tLoss 0.7647 (0.7294)\tPrec@1 39.844 (42.110)\n",
      "[120/391]\tTime 0.151 (0.120)\tData 0.059 (0.040)\tLoss 0.6922 (0.7307)\tPrec@1 41.406 (42.084)\n",
      "[130/391]\tTime 0.133 (0.121)\tData 0.041 (0.041)\tLoss 0.7646 (0.7306)\tPrec@1 42.969 (42.122)\n",
      "[140/391]\tTime 0.118 (0.120)\tData 0.037 (0.040)\tLoss 0.7621 (0.7320)\tPrec@1 37.500 (42.043)\n",
      "[150/391]\tTime 0.092 (0.121)\tData 0.039 (0.041)\tLoss 0.8253 (0.7329)\tPrec@1 35.156 (41.939)\n",
      "[160/391]\tTime 0.141 (0.120)\tData 0.034 (0.041)\tLoss 0.8294 (0.7338)\tPrec@1 39.844 (41.930)\n",
      "[170/391]\tTime 0.092 (0.120)\tData 0.033 (0.041)\tLoss 0.7007 (0.7350)\tPrec@1 43.750 (41.840)\n",
      "[180/391]\tTime 0.129 (0.120)\tData 0.037 (0.041)\tLoss 0.7973 (0.7360)\tPrec@1 30.469 (41.816)\n",
      "[190/391]\tTime 0.170 (0.120)\tData 0.085 (0.041)\tLoss 0.7392 (0.7357)\tPrec@1 46.094 (41.811)\n",
      "[200/391]\tTime 0.127 (0.121)\tData 0.053 (0.041)\tLoss 0.7801 (0.7368)\tPrec@1 35.156 (41.690)\n",
      "[210/391]\tTime 0.129 (0.120)\tData 0.041 (0.041)\tLoss 0.7176 (0.7374)\tPrec@1 49.219 (41.714)\n",
      "[220/391]\tTime 0.156 (0.120)\tData 0.079 (0.041)\tLoss 0.7259 (0.7366)\tPrec@1 46.875 (41.739)\n",
      "[230/391]\tTime 0.126 (0.120)\tData 0.034 (0.041)\tLoss 0.7114 (0.7364)\tPrec@1 38.281 (41.802)\n",
      "[240/391]\tTime 0.146 (0.120)\tData 0.036 (0.041)\tLoss 0.7852 (0.7371)\tPrec@1 36.719 (41.815)\n",
      "[250/391]\tTime 0.102 (0.120)\tData 0.028 (0.041)\tLoss 0.6910 (0.7367)\tPrec@1 49.219 (41.823)\n",
      "[260/391]\tTime 0.105 (0.120)\tData 0.032 (0.040)\tLoss 0.6699 (0.7358)\tPrec@1 42.969 (41.846)\n",
      "[270/391]\tTime 0.113 (0.120)\tData 0.034 (0.040)\tLoss 0.7141 (0.7353)\tPrec@1 42.969 (41.919)\n",
      "[280/391]\tTime 0.087 (0.120)\tData 0.030 (0.040)\tLoss 0.7226 (0.7358)\tPrec@1 46.875 (41.901)\n",
      "[290/391]\tTime 0.100 (0.120)\tData 0.044 (0.040)\tLoss 0.7470 (0.7358)\tPrec@1 38.281 (41.881)\n",
      "[300/391]\tTime 0.126 (0.120)\tData 0.035 (0.040)\tLoss 0.7108 (0.7357)\tPrec@1 41.406 (41.886)\n",
      "[310/391]\tTime 0.121 (0.119)\tData 0.036 (0.040)\tLoss 0.7166 (0.7358)\tPrec@1 39.844 (41.851)\n",
      "[320/391]\tTime 0.121 (0.119)\tData 0.035 (0.040)\tLoss 0.6768 (0.7363)\tPrec@1 50.781 (41.871)\n",
      "[330/391]\tTime 0.127 (0.119)\tData 0.036 (0.039)\tLoss 0.7473 (0.7367)\tPrec@1 43.750 (41.892)\n",
      "[340/391]\tTime 0.125 (0.119)\tData 0.035 (0.039)\tLoss 0.7936 (0.7373)\tPrec@1 38.281 (41.915)\n",
      "[350/391]\tTime 0.108 (0.118)\tData 0.039 (0.039)\tLoss 0.7746 (0.7371)\tPrec@1 41.406 (41.925)\n",
      "[360/391]\tTime 0.133 (0.118)\tData 0.048 (0.039)\tLoss 0.7543 (0.7375)\tPrec@1 45.312 (41.878)\n",
      "[370/391]\tTime 0.110 (0.118)\tData 0.031 (0.039)\tLoss 0.6904 (0.7376)\tPrec@1 44.531 (41.903)\n",
      "[380/391]\tTime 0.127 (0.118)\tData 0.033 (0.039)\tLoss 0.7837 (0.7385)\tPrec@1 37.500 (41.812)\n",
      "[390/391]\tTime 0.086 (0.118)\tData 0.022 (0.039)\tLoss 0.7055 (0.7391)\tPrec@1 45.000 (41.768)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.034 (0.034)\tLoss 3.0154 (3.0154)\tPrec@1 29.688 (29.688)\n",
      "Test: [10/79]\tTime 0.037 (0.036)\tLoss 2.6944 (2.8882)\tPrec@1 26.562 (28.977)\n",
      "Test: [20/79]\tTime 0.037 (0.036)\tLoss 3.0680 (2.9053)\tPrec@1 21.875 (29.129)\n",
      "Test: [30/79]\tTime 0.029 (0.039)\tLoss 2.8560 (2.9421)\tPrec@1 26.562 (28.377)\n",
      "Test: [40/79]\tTime 0.058 (0.038)\tLoss 2.8324 (2.9588)\tPrec@1 33.594 (28.678)\n",
      "Test: [50/79]\tTime 0.041 (0.041)\tLoss 3.0453 (2.9726)\tPrec@1 27.344 (28.768)\n",
      "Test: [60/79]\tTime 0.037 (0.040)\tLoss 3.3381 (2.9971)\tPrec@1 25.000 (28.624)\n",
      "Test: [70/79]\tTime 0.039 (0.040)\tLoss 2.7941 (3.0005)\tPrec@1 37.500 (28.862)\n",
      " * Prec@1 28.770\n",
      "\n",
      "===> epoch: 37/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.109 (0.109)\tData 0.039 (0.039)\tLoss 0.7771 (0.7771)\tPrec@1 34.375 (34.375)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[10/391]\tTime 0.106 (0.115)\tData 0.036 (0.040)\tLoss 0.7866 (0.7199)\tPrec@1 39.062 (41.974)\n",
      "[20/391]\tTime 0.134 (0.120)\tData 0.029 (0.040)\tLoss 0.6881 (0.7258)\tPrec@1 45.312 (42.597)\n",
      "[30/391]\tTime 0.128 (0.124)\tData 0.038 (0.039)\tLoss 0.7900 (0.7356)\tPrec@1 39.844 (42.414)\n",
      "[40/391]\tTime 0.104 (0.121)\tData 0.034 (0.038)\tLoss 0.7980 (0.7329)\tPrec@1 39.844 (42.340)\n",
      "[50/391]\tTime 0.128 (0.119)\tData 0.062 (0.038)\tLoss 0.7408 (0.7324)\tPrec@1 39.062 (42.601)\n",
      "[60/391]\tTime 0.116 (0.117)\tData 0.023 (0.038)\tLoss 0.7958 (0.7367)\tPrec@1 43.750 (42.200)\n",
      "[70/391]\tTime 0.127 (0.118)\tData 0.034 (0.039)\tLoss 0.7839 (0.7366)\tPrec@1 41.406 (42.232)\n",
      "[80/391]\tTime 0.124 (0.118)\tData 0.046 (0.038)\tLoss 0.7082 (0.7354)\tPrec@1 40.625 (42.274)\n",
      "[90/391]\tTime 0.118 (0.117)\tData 0.031 (0.039)\tLoss 0.7910 (0.7356)\tPrec@1 40.625 (42.368)\n",
      "[100/391]\tTime 0.118 (0.116)\tData 0.028 (0.038)\tLoss 0.7826 (0.7357)\tPrec@1 39.844 (42.265)\n",
      "[110/391]\tTime 0.101 (0.115)\tData 0.052 (0.038)\tLoss 0.6957 (0.7363)\tPrec@1 43.750 (42.166)\n",
      "[120/391]\tTime 0.105 (0.115)\tData 0.035 (0.038)\tLoss 0.7563 (0.7358)\tPrec@1 43.750 (42.265)\n",
      "[130/391]\tTime 0.116 (0.116)\tData 0.028 (0.038)\tLoss 0.7901 (0.7348)\tPrec@1 40.625 (42.390)\n",
      "[140/391]\tTime 0.111 (0.116)\tData 0.049 (0.038)\tLoss 0.7093 (0.7356)\tPrec@1 42.969 (42.370)\n",
      "[150/391]\tTime 0.123 (0.117)\tData 0.036 (0.038)\tLoss 0.6971 (0.7346)\tPrec@1 42.188 (42.348)\n",
      "[160/391]\tTime 0.130 (0.118)\tData 0.033 (0.038)\tLoss 0.7810 (0.7360)\tPrec@1 35.938 (42.212)\n",
      "[170/391]\tTime 0.131 (0.118)\tData 0.062 (0.038)\tLoss 0.8024 (0.7359)\tPrec@1 40.625 (42.156)\n",
      "[180/391]\tTime 0.129 (0.118)\tData 0.042 (0.038)\tLoss 0.7690 (0.7372)\tPrec@1 41.406 (42.080)\n",
      "[190/391]\tTime 0.114 (0.118)\tData 0.033 (0.038)\tLoss 0.7274 (0.7373)\tPrec@1 39.844 (42.016)\n",
      "[200/391]\tTime 0.123 (0.118)\tData 0.039 (0.039)\tLoss 0.6944 (0.7362)\tPrec@1 46.094 (42.005)\n",
      "[210/391]\tTime 0.123 (0.118)\tData 0.034 (0.039)\tLoss 0.7551 (0.7363)\tPrec@1 46.094 (42.006)\n",
      "[220/391]\tTime 0.105 (0.118)\tData 0.046 (0.039)\tLoss 0.8286 (0.7360)\tPrec@1 32.812 (42.071)\n",
      "[230/391]\tTime 0.123 (0.118)\tData 0.033 (0.039)\tLoss 0.7625 (0.7368)\tPrec@1 39.844 (41.988)\n",
      "[240/391]\tTime 0.114 (0.118)\tData 0.028 (0.039)\tLoss 0.7428 (0.7363)\tPrec@1 40.625 (41.948)\n",
      "[250/391]\tTime 0.125 (0.118)\tData 0.028 (0.039)\tLoss 0.8342 (0.7351)\tPrec@1 33.594 (42.041)\n",
      "[260/391]\tTime 0.130 (0.118)\tData 0.038 (0.039)\tLoss 0.6415 (0.7355)\tPrec@1 50.781 (42.047)\n",
      "[270/391]\tTime 0.079 (0.118)\tData 0.032 (0.039)\tLoss 0.6918 (0.7348)\tPrec@1 46.094 (42.104)\n",
      "[280/391]\tTime 0.147 (0.119)\tData 0.035 (0.039)\tLoss 0.7334 (0.7338)\tPrec@1 39.062 (42.168)\n",
      "[290/391]\tTime 0.098 (0.119)\tData 0.038 (0.039)\tLoss 0.7472 (0.7335)\tPrec@1 43.750 (42.190)\n",
      "[300/391]\tTime 0.133 (0.119)\tData 0.039 (0.039)\tLoss 0.6853 (0.7338)\tPrec@1 43.750 (42.211)\n",
      "[310/391]\tTime 0.120 (0.120)\tData 0.038 (0.040)\tLoss 0.7766 (0.7347)\tPrec@1 41.406 (42.162)\n",
      "[320/391]\tTime 0.120 (0.120)\tData 0.032 (0.040)\tLoss 0.6737 (0.7351)\tPrec@1 42.969 (42.158)\n",
      "[330/391]\tTime 0.170 (0.120)\tData 0.096 (0.040)\tLoss 0.7126 (0.7358)\tPrec@1 39.062 (42.062)\n",
      "[340/391]\tTime 0.116 (0.120)\tData 0.034 (0.040)\tLoss 0.7979 (0.7364)\tPrec@1 35.938 (41.995)\n",
      "[350/391]\tTime 0.149 (0.120)\tData 0.056 (0.040)\tLoss 0.6864 (0.7366)\tPrec@1 48.438 (41.992)\n",
      "[360/391]\tTime 0.131 (0.120)\tData 0.037 (0.040)\tLoss 0.7051 (0.7364)\tPrec@1 46.094 (41.965)\n",
      "[370/391]\tTime 0.147 (0.120)\tData 0.047 (0.040)\tLoss 0.7707 (0.7368)\tPrec@1 46.094 (41.962)\n",
      "[380/391]\tTime 0.134 (0.120)\tData 0.072 (0.040)\tLoss 0.7161 (0.7366)\tPrec@1 49.219 (41.974)\n",
      "[390/391]\tTime 0.089 (0.119)\tData 0.019 (0.040)\tLoss 0.6706 (0.7361)\tPrec@1 50.000 (42.016)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.090 (0.090)\tLoss 2.6697 (2.6697)\tPrec@1 38.281 (38.281)\n",
      "Test: [10/79]\tTime 0.031 (0.040)\tLoss 2.3607 (2.4503)\tPrec@1 39.844 (38.707)\n",
      "Test: [20/79]\tTime 0.027 (0.035)\tLoss 2.6407 (2.4640)\tPrec@1 36.719 (37.240)\n",
      "Test: [30/79]\tTime 0.039 (0.034)\tLoss 2.3769 (2.4526)\tPrec@1 36.719 (37.122)\n",
      "Test: [40/79]\tTime 0.034 (0.035)\tLoss 2.4809 (2.4701)\tPrec@1 32.812 (36.909)\n",
      "Test: [50/79]\tTime 0.037 (0.036)\tLoss 2.5704 (2.4679)\tPrec@1 35.156 (37.255)\n",
      "Test: [60/79]\tTime 0.040 (0.036)\tLoss 2.7954 (2.4798)\tPrec@1 28.125 (36.834)\n",
      "Test: [70/79]\tTime 0.038 (0.036)\tLoss 2.3621 (2.4724)\tPrec@1 39.844 (37.126)\n",
      " * Prec@1 37.080\n",
      "\n",
      "===> epoch: 38/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.083 (0.083)\tData 0.038 (0.038)\tLoss 0.7512 (0.7512)\tPrec@1 40.625 (40.625)\n",
      "[10/391]\tTime 0.149 (0.121)\tData 0.056 (0.040)\tLoss 0.7633 (0.7373)\tPrec@1 35.938 (40.980)\n",
      "[20/391]\tTime 0.093 (0.120)\tData 0.027 (0.038)\tLoss 0.7154 (0.7338)\tPrec@1 41.406 (41.815)\n",
      "[30/391]\tTime 0.108 (0.118)\tData 0.050 (0.039)\tLoss 0.7017 (0.7313)\tPrec@1 45.312 (42.137)\n",
      "[40/391]\tTime 0.105 (0.119)\tData 0.031 (0.039)\tLoss 0.7473 (0.7312)\tPrec@1 39.062 (42.035)\n",
      "[50/391]\tTime 0.121 (0.117)\tData 0.033 (0.038)\tLoss 0.6875 (0.7287)\tPrec@1 45.312 (42.126)\n",
      "[60/391]\tTime 0.136 (0.119)\tData 0.042 (0.039)\tLoss 0.8023 (0.7315)\tPrec@1 35.156 (42.213)\n",
      "[70/391]\tTime 0.143 (0.120)\tData 0.051 (0.039)\tLoss 0.7003 (0.7308)\tPrec@1 46.094 (42.232)\n",
      "[80/391]\tTime 0.124 (0.119)\tData 0.039 (0.040)\tLoss 0.7129 (0.7311)\tPrec@1 42.188 (42.236)\n",
      "[90/391]\tTime 0.102 (0.119)\tData 0.025 (0.039)\tLoss 0.7827 (0.7335)\tPrec@1 38.281 (41.990)\n",
      "[100/391]\tTime 0.114 (0.119)\tData 0.032 (0.039)\tLoss 0.7015 (0.7329)\tPrec@1 40.625 (42.087)\n",
      "[110/391]\tTime 0.123 (0.119)\tData 0.037 (0.039)\tLoss 0.7072 (0.7321)\tPrec@1 45.312 (42.216)\n",
      "[120/391]\tTime 0.129 (0.118)\tData 0.044 (0.039)\tLoss 0.7559 (0.7325)\tPrec@1 41.406 (42.168)\n",
      "[130/391]\tTime 0.122 (0.119)\tData 0.026 (0.038)\tLoss 0.7529 (0.7329)\tPrec@1 46.094 (42.217)\n",
      "[140/391]\tTime 0.115 (0.120)\tData 0.034 (0.039)\tLoss 0.7084 (0.7336)\tPrec@1 42.969 (42.082)\n",
      "[150/391]\tTime 0.133 (0.120)\tData 0.046 (0.039)\tLoss 0.8453 (0.7354)\tPrec@1 40.625 (41.991)\n",
      "[160/391]\tTime 0.118 (0.120)\tData 0.032 (0.039)\tLoss 0.6826 (0.7361)\tPrec@1 44.531 (41.993)\n",
      "[170/391]\tTime 0.151 (0.120)\tData 0.048 (0.039)\tLoss 0.7016 (0.7360)\tPrec@1 44.531 (42.087)\n",
      "[180/391]\tTime 0.120 (0.120)\tData 0.051 (0.039)\tLoss 0.7625 (0.7368)\tPrec@1 37.500 (41.998)\n",
      "[190/391]\tTime 0.130 (0.120)\tData 0.036 (0.039)\tLoss 0.6978 (0.7371)\tPrec@1 42.188 (41.987)\n",
      "[200/391]\tTime 0.120 (0.120)\tData 0.033 (0.039)\tLoss 0.7412 (0.7362)\tPrec@1 39.062 (42.001)\n",
      "[210/391]\tTime 0.105 (0.119)\tData 0.041 (0.039)\tLoss 0.6762 (0.7360)\tPrec@1 50.000 (41.925)\n",
      "[220/391]\tTime 0.130 (0.120)\tData 0.041 (0.039)\tLoss 0.7105 (0.7355)\tPrec@1 46.094 (41.891)\n",
      "[230/391]\tTime 0.128 (0.120)\tData 0.038 (0.039)\tLoss 0.7263 (0.7351)\tPrec@1 42.188 (41.897)\n",
      "[240/391]\tTime 0.115 (0.121)\tData 0.056 (0.039)\tLoss 0.7770 (0.7361)\tPrec@1 39.062 (41.834)\n",
      "[250/391]\tTime 0.125 (0.120)\tData 0.034 (0.039)\tLoss 0.7044 (0.7358)\tPrec@1 40.625 (41.907)\n",
      "[260/391]\tTime 0.135 (0.121)\tData 0.047 (0.040)\tLoss 0.7421 (0.7364)\tPrec@1 41.406 (41.864)\n",
      "[270/391]\tTime 0.128 (0.120)\tData 0.038 (0.040)\tLoss 0.7358 (0.7364)\tPrec@1 38.281 (41.925)\n",
      "[280/391]\tTime 0.111 (0.120)\tData 0.034 (0.040)\tLoss 0.7113 (0.7363)\tPrec@1 42.188 (41.884)\n",
      "[290/391]\tTime 0.082 (0.119)\tData 0.033 (0.040)\tLoss 0.7365 (0.7364)\tPrec@1 44.531 (41.941)\n",
      "[300/391]\tTime 0.125 (0.119)\tData 0.032 (0.039)\tLoss 0.7115 (0.7358)\tPrec@1 42.188 (42.019)\n",
      "[310/391]\tTime 0.127 (0.119)\tData 0.054 (0.039)\tLoss 0.6860 (0.7358)\tPrec@1 45.312 (41.979)\n",
      "[320/391]\tTime 0.103 (0.119)\tData 0.025 (0.039)\tLoss 0.6758 (0.7347)\tPrec@1 48.438 (42.059)\n",
      "[330/391]\tTime 0.131 (0.119)\tData 0.045 (0.039)\tLoss 0.7277 (0.7344)\tPrec@1 42.188 (42.081)\n",
      "[340/391]\tTime 0.139 (0.119)\tData 0.056 (0.039)\tLoss 0.6889 (0.7342)\tPrec@1 46.094 (42.089)\n",
      "[350/391]\tTime 0.120 (0.119)\tData 0.031 (0.039)\tLoss 0.7121 (0.7343)\tPrec@1 46.875 (42.074)\n",
      "[360/391]\tTime 0.132 (0.118)\tData 0.039 (0.039)\tLoss 0.8101 (0.7346)\tPrec@1 39.062 (42.045)\n",
      "[370/391]\tTime 0.142 (0.119)\tData 0.046 (0.039)\tLoss 0.7144 (0.7339)\tPrec@1 45.312 (42.126)\n",
      "[380/391]\tTime 0.129 (0.119)\tData 0.032 (0.039)\tLoss 0.8220 (0.7346)\tPrec@1 39.062 (42.062)\n",
      "[390/391]\tTime 0.054 (0.119)\tData 0.017 (0.039)\tLoss 0.8159 (0.7349)\tPrec@1 40.000 (42.080)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.029 (0.029)\tLoss 2.8022 (2.8022)\tPrec@1 32.812 (32.812)\n",
      "Test: [10/79]\tTime 0.040 (0.030)\tLoss 2.6418 (2.6640)\tPrec@1 33.594 (32.884)\n",
      "Test: [20/79]\tTime 0.034 (0.035)\tLoss 2.7715 (2.6672)\tPrec@1 36.719 (32.850)\n",
      "Test: [30/79]\tTime 0.038 (0.035)\tLoss 2.6006 (2.6594)\tPrec@1 35.938 (32.812)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test: [40/79]\tTime 0.033 (0.036)\tLoss 2.8329 (2.6750)\tPrec@1 26.562 (32.965)\n",
      "Test: [50/79]\tTime 0.032 (0.035)\tLoss 2.7706 (2.6696)\tPrec@1 28.906 (32.874)\n",
      "Test: [60/79]\tTime 0.027 (0.035)\tLoss 2.8957 (2.6788)\tPrec@1 29.688 (32.544)\n",
      "Test: [70/79]\tTime 0.051 (0.036)\tLoss 2.5019 (2.6727)\tPrec@1 34.375 (32.658)\n",
      " * Prec@1 32.680\n",
      "\n",
      "===> epoch: 39/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.092 (0.092)\tData 0.042 (0.042)\tLoss 0.7515 (0.7515)\tPrec@1 39.844 (39.844)\n",
      "[10/391]\tTime 0.132 (0.113)\tData 0.030 (0.037)\tLoss 0.7730 (0.7508)\tPrec@1 38.281 (41.335)\n",
      "[20/391]\tTime 0.126 (0.113)\tData 0.034 (0.037)\tLoss 0.7311 (0.7458)\tPrec@1 41.406 (40.848)\n",
      "[30/391]\tTime 0.088 (0.111)\tData 0.033 (0.037)\tLoss 0.6987 (0.7395)\tPrec@1 45.312 (42.137)\n",
      "[40/391]\tTime 0.121 (0.115)\tData 0.034 (0.039)\tLoss 0.7780 (0.7429)\tPrec@1 40.625 (41.521)\n",
      "[50/391]\tTime 0.116 (0.115)\tData 0.027 (0.038)\tLoss 0.7664 (0.7432)\tPrec@1 40.625 (41.513)\n",
      "[60/391]\tTime 0.153 (0.118)\tData 0.070 (0.039)\tLoss 0.7039 (0.7408)\tPrec@1 47.656 (41.906)\n",
      "[70/391]\tTime 0.100 (0.118)\tData 0.033 (0.038)\tLoss 0.6333 (0.7377)\tPrec@1 48.438 (41.802)\n",
      "[80/391]\tTime 0.120 (0.118)\tData 0.032 (0.038)\tLoss 0.7401 (0.7342)\tPrec@1 37.500 (41.946)\n",
      "[90/391]\tTime 0.118 (0.117)\tData 0.065 (0.039)\tLoss 0.7407 (0.7343)\tPrec@1 43.750 (41.853)\n",
      "[100/391]\tTime 0.125 (0.118)\tData 0.033 (0.039)\tLoss 0.7198 (0.7350)\tPrec@1 43.750 (41.886)\n",
      "[110/391]\tTime 0.124 (0.118)\tData 0.035 (0.040)\tLoss 0.6731 (0.7331)\tPrec@1 51.562 (42.103)\n",
      "[120/391]\tTime 0.113 (0.118)\tData 0.031 (0.039)\tLoss 0.6760 (0.7314)\tPrec@1 50.000 (42.284)\n",
      "[130/391]\tTime 0.128 (0.118)\tData 0.045 (0.039)\tLoss 0.6865 (0.7309)\tPrec@1 47.656 (42.211)\n",
      "[140/391]\tTime 0.111 (0.118)\tData 0.036 (0.039)\tLoss 0.7813 (0.7311)\tPrec@1 35.938 (42.171)\n",
      "[150/391]\tTime 0.096 (0.117)\tData 0.033 (0.039)\tLoss 0.7822 (0.7306)\tPrec@1 42.188 (42.306)\n",
      "[160/391]\tTime 0.122 (0.117)\tData 0.028 (0.039)\tLoss 0.7640 (0.7293)\tPrec@1 40.625 (42.323)\n",
      "[170/391]\tTime 0.125 (0.117)\tData 0.038 (0.040)\tLoss 0.7489 (0.7301)\tPrec@1 37.500 (42.261)\n",
      "[180/391]\tTime 0.132 (0.117)\tData 0.037 (0.040)\tLoss 0.7686 (0.7300)\tPrec@1 41.406 (42.339)\n",
      "[190/391]\tTime 0.132 (0.118)\tData 0.053 (0.040)\tLoss 0.7597 (0.7302)\tPrec@1 42.188 (42.376)\n",
      "[200/391]\tTime 0.115 (0.118)\tData 0.027 (0.040)\tLoss 0.7668 (0.7301)\tPrec@1 39.844 (42.370)\n",
      "[210/391]\tTime 0.087 (0.118)\tData 0.038 (0.040)\tLoss 0.8368 (0.7298)\tPrec@1 28.125 (42.376)\n",
      "[220/391]\tTime 0.114 (0.118)\tData 0.035 (0.040)\tLoss 0.7442 (0.7306)\tPrec@1 42.188 (42.318)\n",
      "[230/391]\tTime 0.131 (0.118)\tData 0.046 (0.040)\tLoss 0.7330 (0.7301)\tPrec@1 41.406 (42.309)\n",
      "[240/391]\tTime 0.115 (0.117)\tData 0.028 (0.040)\tLoss 0.7188 (0.7298)\tPrec@1 42.188 (42.340)\n",
      "[250/391]\tTime 0.090 (0.118)\tData 0.034 (0.039)\tLoss 0.7724 (0.7302)\tPrec@1 33.594 (42.281)\n",
      "[260/391]\tTime 0.114 (0.118)\tData 0.037 (0.040)\tLoss 0.7104 (0.7304)\tPrec@1 45.312 (42.238)\n",
      "[270/391]\tTime 0.123 (0.118)\tData 0.032 (0.040)\tLoss 0.6630 (0.7310)\tPrec@1 39.062 (42.190)\n",
      "[280/391]\tTime 0.130 (0.118)\tData 0.036 (0.040)\tLoss 0.7349 (0.7303)\tPrec@1 41.406 (42.276)\n",
      "[290/391]\tTime 0.122 (0.119)\tData 0.041 (0.040)\tLoss 0.7611 (0.7311)\tPrec@1 37.500 (42.204)\n",
      "[300/391]\tTime 0.095 (0.118)\tData 0.033 (0.040)\tLoss 0.7904 (0.7314)\tPrec@1 35.156 (42.219)\n",
      "[310/391]\tTime 0.123 (0.118)\tData 0.033 (0.040)\tLoss 0.7732 (0.7319)\tPrec@1 37.500 (42.210)\n",
      "[320/391]\tTime 0.133 (0.118)\tData 0.040 (0.040)\tLoss 0.6912 (0.7319)\tPrec@1 42.969 (42.219)\n",
      "[330/391]\tTime 0.096 (0.118)\tData 0.033 (0.040)\tLoss 0.7178 (0.7321)\tPrec@1 43.750 (42.216)\n",
      "[340/391]\tTime 0.135 (0.118)\tData 0.044 (0.040)\tLoss 0.7007 (0.7314)\tPrec@1 46.875 (42.254)\n",
      "[350/391]\tTime 0.116 (0.118)\tData 0.027 (0.040)\tLoss 0.7810 (0.7312)\tPrec@1 42.969 (42.299)\n",
      "[360/391]\tTime 0.093 (0.118)\tData 0.037 (0.039)\tLoss 0.7223 (0.7313)\tPrec@1 44.531 (42.250)\n",
      "[370/391]\tTime 0.123 (0.118)\tData 0.036 (0.039)\tLoss 0.7150 (0.7312)\tPrec@1 42.188 (42.221)\n",
      "[380/391]\tTime 0.149 (0.118)\tData 0.064 (0.039)\tLoss 0.7392 (0.7313)\tPrec@1 46.875 (42.214)\n",
      "[390/391]\tTime 0.079 (0.118)\tData 0.023 (0.039)\tLoss 0.6897 (0.7314)\tPrec@1 42.500 (42.218)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.027 (0.027)\tLoss 2.5571 (2.5571)\tPrec@1 38.281 (38.281)\n",
      "Test: [10/79]\tTime 0.028 (0.027)\tLoss 2.4052 (2.5500)\tPrec@1 40.625 (34.872)\n",
      "Test: [20/79]\tTime 0.043 (0.030)\tLoss 2.6439 (2.5509)\tPrec@1 37.500 (34.338)\n",
      "Test: [30/79]\tTime 0.032 (0.033)\tLoss 2.3651 (2.5349)\tPrec@1 35.156 (34.551)\n",
      "Test: [40/79]\tTime 0.030 (0.033)\tLoss 2.1857 (2.5407)\tPrec@1 45.312 (35.099)\n",
      "Test: [50/79]\tTime 0.037 (0.034)\tLoss 2.7763 (2.5364)\tPrec@1 39.062 (34.988)\n",
      "Test: [60/79]\tTime 0.037 (0.038)\tLoss 2.7895 (2.5462)\tPrec@1 33.594 (34.644)\n",
      "Test: [70/79]\tTime 0.034 (0.038)\tLoss 2.4708 (2.5421)\tPrec@1 39.062 (34.749)\n",
      " * Prec@1 34.770\n",
      "\n",
      "===> epoch: 40/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.159 (0.159)\tData 0.072 (0.072)\tLoss 0.7413 (0.7413)\tPrec@1 40.625 (40.625)\n",
      "[10/391]\tTime 0.127 (0.126)\tData 0.035 (0.045)\tLoss 0.7240 (0.7445)\tPrec@1 39.844 (40.838)\n",
      "[20/391]\tTime 0.114 (0.124)\tData 0.034 (0.041)\tLoss 0.6664 (0.7403)\tPrec@1 50.000 (41.704)\n",
      "[30/391]\tTime 0.119 (0.119)\tData 0.034 (0.039)\tLoss 0.6683 (0.7301)\tPrec@1 50.000 (42.414)\n",
      "[40/391]\tTime 0.105 (0.119)\tData 0.028 (0.039)\tLoss 0.7378 (0.7316)\tPrec@1 32.812 (42.283)\n",
      "[50/391]\tTime 0.109 (0.120)\tData 0.030 (0.039)\tLoss 0.7702 (0.7342)\tPrec@1 42.969 (42.080)\n",
      "[60/391]\tTime 0.118 (0.121)\tData 0.032 (0.039)\tLoss 0.7474 (0.7350)\tPrec@1 34.375 (42.047)\n",
      "[70/391]\tTime 0.124 (0.121)\tData 0.033 (0.039)\tLoss 0.6704 (0.7339)\tPrec@1 46.875 (42.176)\n",
      "[80/391]\tTime 0.111 (0.120)\tData 0.025 (0.038)\tLoss 0.6530 (0.7289)\tPrec@1 46.875 (42.448)\n",
      "[90/391]\tTime 0.109 (0.120)\tData 0.032 (0.039)\tLoss 0.6386 (0.7300)\tPrec@1 54.688 (42.436)\n",
      "[100/391]\tTime 0.136 (0.120)\tData 0.048 (0.040)\tLoss 0.7522 (0.7290)\tPrec@1 40.625 (42.474)\n",
      "[110/391]\tTime 0.125 (0.119)\tData 0.032 (0.039)\tLoss 0.6651 (0.7270)\tPrec@1 46.094 (42.666)\n",
      "[120/391]\tTime 0.119 (0.119)\tData 0.029 (0.039)\tLoss 0.7853 (0.7269)\tPrec@1 34.375 (42.717)\n",
      "[130/391]\tTime 0.125 (0.119)\tData 0.060 (0.039)\tLoss 0.6844 (0.7258)\tPrec@1 46.094 (42.867)\n",
      "[140/391]\tTime 0.118 (0.119)\tData 0.032 (0.039)\tLoss 0.7773 (0.7266)\tPrec@1 39.062 (42.825)\n",
      "[150/391]\tTime 0.136 (0.119)\tData 0.063 (0.039)\tLoss 0.7237 (0.7266)\tPrec@1 40.625 (42.700)\n",
      "[160/391]\tTime 0.122 (0.119)\tData 0.032 (0.039)\tLoss 0.7115 (0.7267)\tPrec@1 44.531 (42.736)\n",
      "[170/391]\tTime 0.108 (0.118)\tData 0.034 (0.038)\tLoss 0.6920 (0.7268)\tPrec@1 45.312 (42.667)\n",
      "[180/391]\tTime 0.112 (0.118)\tData 0.061 (0.038)\tLoss 0.7623 (0.7274)\tPrec@1 36.719 (42.541)\n",
      "[190/391]\tTime 0.122 (0.118)\tData 0.036 (0.039)\tLoss 0.7200 (0.7272)\tPrec@1 53.125 (42.568)\n",
      "[200/391]\tTime 0.128 (0.117)\tData 0.038 (0.038)\tLoss 0.7425 (0.7283)\tPrec@1 45.312 (42.460)\n",
      "[210/391]\tTime 0.142 (0.117)\tData 0.056 (0.038)\tLoss 0.7267 (0.7281)\tPrec@1 45.312 (42.495)\n",
      "[220/391]\tTime 0.088 (0.118)\tData 0.034 (0.039)\tLoss 0.7308 (0.7288)\tPrec@1 48.438 (42.474)\n",
      "[230/391]\tTime 0.142 (0.118)\tData 0.076 (0.039)\tLoss 0.6867 (0.7288)\tPrec@1 45.312 (42.455)\n",
      "[240/391]\tTime 0.140 (0.118)\tData 0.044 (0.039)\tLoss 0.7778 (0.7292)\tPrec@1 40.625 (42.495)\n",
      "[250/391]\tTime 0.134 (0.118)\tData 0.046 (0.039)\tLoss 0.7515 (0.7300)\tPrec@1 39.844 (42.455)\n",
      "[260/391]\tTime 0.122 (0.118)\tData 0.033 (0.039)\tLoss 0.7011 (0.7312)\tPrec@1 39.844 (42.370)\n",
      "[270/391]\tTime 0.074 (0.118)\tData 0.027 (0.039)\tLoss 0.7361 (0.7310)\tPrec@1 44.531 (42.458)\n",
      "[280/391]\tTime 0.095 (0.118)\tData 0.031 (0.038)\tLoss 0.7581 (0.7304)\tPrec@1 37.500 (42.516)\n",
      "[290/391]\tTime 0.108 (0.118)\tData 0.031 (0.038)\tLoss 0.7448 (0.7308)\tPrec@1 42.969 (42.475)\n",
      "[300/391]\tTime 0.154 (0.118)\tData 0.067 (0.039)\tLoss 0.7420 (0.7305)\tPrec@1 44.531 (42.535)\n",
      "[310/391]\tTime 0.111 (0.119)\tData 0.026 (0.039)\tLoss 0.8139 (0.7316)\tPrec@1 32.812 (42.449)\n",
      "[320/391]\tTime 0.126 (0.119)\tData 0.038 (0.039)\tLoss 0.7137 (0.7321)\tPrec@1 44.531 (42.363)\n",
      "[330/391]\tTime 0.128 (0.119)\tData 0.039 (0.039)\tLoss 0.7842 (0.7325)\tPrec@1 42.188 (42.336)\n",
      "[340/391]\tTime 0.075 (0.118)\tData 0.035 (0.039)\tLoss 0.7577 (0.7323)\tPrec@1 41.406 (42.339)\n",
      "[350/391]\tTime 0.090 (0.118)\tData 0.029 (0.038)\tLoss 0.6899 (0.7326)\tPrec@1 46.875 (42.325)\n",
      "[360/391]\tTime 0.108 (0.117)\tData 0.037 (0.038)\tLoss 0.7309 (0.7325)\tPrec@1 36.719 (42.298)\n",
      "[370/391]\tTime 0.085 (0.117)\tData 0.035 (0.038)\tLoss 0.7591 (0.7321)\tPrec@1 39.844 (42.316)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[380/391]\tTime 0.133 (0.118)\tData 0.041 (0.039)\tLoss 0.6999 (0.7323)\tPrec@1 40.625 (42.288)\n",
      "[390/391]\tTime 0.101 (0.117)\tData 0.025 (0.038)\tLoss 0.8122 (0.7325)\tPrec@1 38.750 (42.292)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.032 (0.032)\tLoss 2.6830 (2.6830)\tPrec@1 34.375 (34.375)\n",
      "Test: [10/79]\tTime 0.044 (0.031)\tLoss 2.4848 (2.7206)\tPrec@1 38.281 (32.884)\n",
      "Test: [20/79]\tTime 0.054 (0.035)\tLoss 2.7362 (2.6882)\tPrec@1 32.812 (33.854)\n",
      "Test: [30/79]\tTime 0.034 (0.038)\tLoss 2.4941 (2.6692)\tPrec@1 33.594 (33.367)\n",
      "Test: [40/79]\tTime 0.037 (0.038)\tLoss 2.2924 (2.6701)\tPrec@1 42.188 (33.689)\n",
      "Test: [50/79]\tTime 0.032 (0.038)\tLoss 2.9388 (2.6693)\tPrec@1 29.688 (33.931)\n",
      "Test: [60/79]\tTime 0.037 (0.038)\tLoss 3.0637 (2.6871)\tPrec@1 28.906 (33.645)\n",
      "Test: [70/79]\tTime 0.035 (0.038)\tLoss 2.7282 (2.6825)\tPrec@1 35.938 (33.858)\n",
      " * Prec@1 33.710\n",
      "\n",
      "===> epoch: 41/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.129 (0.129)\tData 0.071 (0.071)\tLoss 0.6238 (0.6238)\tPrec@1 50.781 (50.781)\n",
      "[10/391]\tTime 0.121 (0.129)\tData 0.031 (0.045)\tLoss 0.7112 (0.7122)\tPrec@1 42.969 (44.176)\n",
      "[20/391]\tTime 0.113 (0.119)\tData 0.036 (0.040)\tLoss 0.6879 (0.7211)\tPrec@1 44.531 (43.527)\n",
      "[30/391]\tTime 0.146 (0.123)\tData 0.049 (0.044)\tLoss 0.6872 (0.7201)\tPrec@1 47.656 (43.674)\n",
      "[40/391]\tTime 0.123 (0.121)\tData 0.037 (0.043)\tLoss 0.6765 (0.7264)\tPrec@1 43.750 (43.178)\n",
      "[50/391]\tTime 0.125 (0.119)\tData 0.041 (0.041)\tLoss 0.7387 (0.7244)\tPrec@1 42.969 (43.321)\n",
      "[60/391]\tTime 0.110 (0.117)\tData 0.034 (0.041)\tLoss 0.7150 (0.7248)\tPrec@1 42.969 (43.379)\n",
      "[70/391]\tTime 0.124 (0.115)\tData 0.038 (0.040)\tLoss 0.7118 (0.7262)\tPrec@1 42.188 (43.134)\n",
      "[80/391]\tTime 0.106 (0.113)\tData 0.046 (0.040)\tLoss 0.7001 (0.7296)\tPrec@1 46.875 (43.036)\n",
      "[90/391]\tTime 0.090 (0.113)\tData 0.035 (0.040)\tLoss 0.8312 (0.7309)\tPrec@1 35.938 (42.754)\n",
      "[100/391]\tTime 0.124 (0.113)\tData 0.032 (0.039)\tLoss 0.8167 (0.7337)\tPrec@1 37.500 (42.528)\n",
      "[110/391]\tTime 0.144 (0.113)\tData 0.038 (0.039)\tLoss 0.7139 (0.7344)\tPrec@1 46.094 (42.469)\n",
      "[120/391]\tTime 0.117 (0.114)\tData 0.027 (0.039)\tLoss 0.7271 (0.7324)\tPrec@1 38.281 (42.588)\n",
      "[130/391]\tTime 0.106 (0.114)\tData 0.032 (0.039)\tLoss 0.7510 (0.7324)\tPrec@1 37.500 (42.617)\n",
      "[140/391]\tTime 0.101 (0.113)\tData 0.041 (0.039)\tLoss 0.6854 (0.7334)\tPrec@1 46.094 (42.481)\n",
      "[150/391]\tTime 0.100 (0.114)\tData 0.037 (0.039)\tLoss 0.7513 (0.7324)\tPrec@1 39.844 (42.524)\n",
      "[160/391]\tTime 0.100 (0.113)\tData 0.043 (0.039)\tLoss 0.7058 (0.7314)\tPrec@1 45.312 (42.532)\n",
      "[170/391]\tTime 0.113 (0.113)\tData 0.021 (0.038)\tLoss 0.6947 (0.7323)\tPrec@1 43.750 (42.471)\n",
      "[180/391]\tTime 0.122 (0.113)\tData 0.033 (0.038)\tLoss 0.7274 (0.7320)\tPrec@1 46.875 (42.503)\n",
      "[190/391]\tTime 0.120 (0.113)\tData 0.033 (0.038)\tLoss 0.7132 (0.7323)\tPrec@1 46.875 (42.445)\n",
      "[200/391]\tTime 0.121 (0.113)\tData 0.037 (0.038)\tLoss 0.7911 (0.7323)\tPrec@1 40.625 (42.417)\n",
      "[210/391]\tTime 0.121 (0.113)\tData 0.030 (0.038)\tLoss 0.7790 (0.7337)\tPrec@1 41.406 (42.299)\n",
      "[220/391]\tTime 0.113 (0.114)\tData 0.036 (0.038)\tLoss 0.8459 (0.7337)\tPrec@1 39.062 (42.265)\n",
      "[230/391]\tTime 0.138 (0.114)\tData 0.034 (0.038)\tLoss 0.7268 (0.7335)\tPrec@1 42.969 (42.265)\n",
      "[240/391]\tTime 0.152 (0.114)\tData 0.059 (0.038)\tLoss 0.6980 (0.7333)\tPrec@1 42.188 (42.233)\n",
      "[250/391]\tTime 0.104 (0.115)\tData 0.040 (0.038)\tLoss 0.7517 (0.7333)\tPrec@1 36.719 (42.237)\n",
      "[260/391]\tTime 0.134 (0.114)\tData 0.049 (0.038)\tLoss 0.6875 (0.7332)\tPrec@1 42.969 (42.253)\n",
      "[270/391]\tTime 0.122 (0.114)\tData 0.032 (0.038)\tLoss 0.7881 (0.7331)\tPrec@1 42.188 (42.242)\n",
      "[280/391]\tTime 0.114 (0.114)\tData 0.027 (0.038)\tLoss 0.7104 (0.7330)\tPrec@1 46.094 (42.279)\n",
      "[290/391]\tTime 0.128 (0.115)\tData 0.035 (0.038)\tLoss 0.7195 (0.7327)\tPrec@1 46.094 (42.303)\n",
      "[300/391]\tTime 0.131 (0.115)\tData 0.040 (0.038)\tLoss 0.7144 (0.7324)\tPrec@1 47.656 (42.304)\n",
      "[310/391]\tTime 0.133 (0.115)\tData 0.037 (0.038)\tLoss 0.7045 (0.7316)\tPrec@1 44.531 (42.371)\n",
      "[320/391]\tTime 0.121 (0.115)\tData 0.031 (0.038)\tLoss 0.7104 (0.7316)\tPrec@1 45.312 (42.365)\n",
      "[330/391]\tTime 0.136 (0.116)\tData 0.040 (0.038)\tLoss 0.6808 (0.7317)\tPrec@1 45.312 (42.310)\n",
      "[340/391]\tTime 0.093 (0.116)\tData 0.035 (0.038)\tLoss 0.7881 (0.7320)\tPrec@1 41.406 (42.284)\n",
      "[350/391]\tTime 0.134 (0.116)\tData 0.046 (0.038)\tLoss 0.7870 (0.7321)\tPrec@1 42.969 (42.297)\n",
      "[360/391]\tTime 0.141 (0.116)\tData 0.061 (0.038)\tLoss 0.7944 (0.7325)\tPrec@1 35.156 (42.263)\n",
      "[370/391]\tTime 0.118 (0.116)\tData 0.034 (0.038)\tLoss 0.7627 (0.7326)\tPrec@1 41.406 (42.289)\n",
      "[380/391]\tTime 0.107 (0.116)\tData 0.029 (0.038)\tLoss 0.6803 (0.7324)\tPrec@1 47.656 (42.294)\n",
      "[390/391]\tTime 0.142 (0.115)\tData 0.068 (0.038)\tLoss 0.7509 (0.7330)\tPrec@1 42.500 (42.258)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.044 (0.044)\tLoss 2.4316 (2.4316)\tPrec@1 39.062 (39.062)\n",
      "Test: [10/79]\tTime 0.031 (0.034)\tLoss 2.2261 (2.4802)\tPrec@1 40.625 (38.423)\n",
      "Test: [20/79]\tTime 0.047 (0.036)\tLoss 2.6680 (2.5221)\tPrec@1 35.156 (36.607)\n",
      "Test: [30/79]\tTime 0.028 (0.034)\tLoss 2.5461 (2.5297)\tPrec@1 30.469 (35.938)\n",
      "Test: [40/79]\tTime 0.039 (0.034)\tLoss 2.3165 (2.5394)\tPrec@1 35.156 (35.442)\n",
      "Test: [50/79]\tTime 0.057 (0.035)\tLoss 2.6984 (2.5452)\tPrec@1 28.906 (35.049)\n",
      "Test: [60/79]\tTime 0.034 (0.035)\tLoss 2.6986 (2.5530)\tPrec@1 32.031 (34.887)\n",
      "Test: [70/79]\tTime 0.036 (0.035)\tLoss 2.3365 (2.5480)\tPrec@1 42.188 (35.079)\n",
      " * Prec@1 35.010\n",
      "\n",
      "===> epoch: 42/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.097 (0.097)\tData 0.033 (0.033)\tLoss 0.6962 (0.6962)\tPrec@1 42.188 (42.188)\n",
      "[10/391]\tTime 0.110 (0.119)\tData 0.034 (0.040)\tLoss 0.7580 (0.7177)\tPrec@1 44.531 (43.466)\n",
      "[20/391]\tTime 0.131 (0.127)\tData 0.031 (0.041)\tLoss 0.7557 (0.7146)\tPrec@1 39.844 (43.378)\n",
      "[30/391]\tTime 0.132 (0.121)\tData 0.034 (0.039)\tLoss 0.6735 (0.7157)\tPrec@1 41.406 (43.372)\n",
      "[40/391]\tTime 0.119 (0.124)\tData 0.036 (0.041)\tLoss 0.6645 (0.7164)\tPrec@1 44.531 (43.178)\n",
      "[50/391]\tTime 0.151 (0.124)\tData 0.063 (0.041)\tLoss 0.7077 (0.7202)\tPrec@1 47.656 (43.061)\n",
      "[60/391]\tTime 0.137 (0.122)\tData 0.046 (0.040)\tLoss 0.7631 (0.7211)\tPrec@1 40.625 (43.046)\n",
      "[70/391]\tTime 0.123 (0.123)\tData 0.036 (0.041)\tLoss 0.7344 (0.7205)\tPrec@1 42.188 (43.277)\n",
      "[80/391]\tTime 0.100 (0.122)\tData 0.032 (0.040)\tLoss 0.7465 (0.7196)\tPrec@1 45.312 (43.538)\n",
      "[90/391]\tTime 0.124 (0.122)\tData 0.035 (0.040)\tLoss 0.6762 (0.7191)\tPrec@1 46.094 (43.450)\n",
      "[100/391]\tTime 0.085 (0.121)\tData 0.034 (0.039)\tLoss 0.6937 (0.7214)\tPrec@1 40.625 (43.007)\n",
      "[110/391]\tTime 0.110 (0.120)\tData 0.033 (0.039)\tLoss 0.7494 (0.7216)\tPrec@1 39.062 (42.941)\n",
      "[120/391]\tTime 0.149 (0.120)\tData 0.057 (0.039)\tLoss 0.7572 (0.7221)\tPrec@1 40.625 (42.872)\n",
      "[130/391]\tTime 0.120 (0.120)\tData 0.032 (0.039)\tLoss 0.8195 (0.7227)\tPrec@1 35.156 (42.784)\n",
      "[140/391]\tTime 0.147 (0.120)\tData 0.052 (0.039)\tLoss 0.7094 (0.7216)\tPrec@1 48.438 (42.902)\n",
      "[150/391]\tTime 0.124 (0.121)\tData 0.035 (0.039)\tLoss 0.7141 (0.7215)\tPrec@1 42.188 (42.901)\n",
      "[160/391]\tTime 0.128 (0.121)\tData 0.043 (0.039)\tLoss 0.7227 (0.7227)\tPrec@1 44.531 (42.954)\n",
      "[170/391]\tTime 0.106 (0.121)\tData 0.027 (0.039)\tLoss 0.6748 (0.7234)\tPrec@1 43.750 (42.941)\n",
      "[180/391]\tTime 0.125 (0.121)\tData 0.034 (0.039)\tLoss 0.7498 (0.7242)\tPrec@1 40.625 (42.822)\n",
      "[190/391]\tTime 0.107 (0.121)\tData 0.037 (0.039)\tLoss 0.7246 (0.7261)\tPrec@1 44.531 (42.756)\n",
      "[200/391]\tTime 0.135 (0.121)\tData 0.048 (0.040)\tLoss 0.7348 (0.7277)\tPrec@1 38.281 (42.526)\n",
      "[210/391]\tTime 0.126 (0.121)\tData 0.031 (0.039)\tLoss 0.7769 (0.7297)\tPrec@1 38.281 (42.328)\n",
      "[220/391]\tTime 0.131 (0.120)\tData 0.037 (0.039)\tLoss 0.7808 (0.7299)\tPrec@1 39.844 (42.315)\n",
      "[230/391]\tTime 0.161 (0.121)\tData 0.074 (0.039)\tLoss 0.7880 (0.7299)\tPrec@1 39.844 (42.289)\n",
      "[240/391]\tTime 0.102 (0.121)\tData 0.031 (0.039)\tLoss 0.7916 (0.7299)\tPrec@1 35.156 (42.230)\n",
      "[250/391]\tTime 0.137 (0.120)\tData 0.035 (0.039)\tLoss 0.7223 (0.7301)\tPrec@1 41.406 (42.234)\n",
      "[260/391]\tTime 0.139 (0.120)\tData 0.051 (0.039)\tLoss 0.6778 (0.7295)\tPrec@1 47.656 (42.295)\n",
      "[270/391]\tTime 0.068 (0.120)\tData 0.032 (0.039)\tLoss 0.7100 (0.7297)\tPrec@1 40.625 (42.283)\n",
      "[280/391]\tTime 0.112 (0.119)\tData 0.029 (0.039)\tLoss 0.7241 (0.7304)\tPrec@1 43.750 (42.226)\n",
      "[290/391]\tTime 0.132 (0.120)\tData 0.040 (0.039)\tLoss 0.7403 (0.7299)\tPrec@1 43.750 (42.244)\n",
      "[300/391]\tTime 0.132 (0.119)\tData 0.036 (0.039)\tLoss 0.7601 (0.7302)\tPrec@1 38.281 (42.226)\n",
      "[310/391]\tTime 0.092 (0.119)\tData 0.027 (0.039)\tLoss 0.6953 (0.7305)\tPrec@1 46.875 (42.263)\n",
      "[320/391]\tTime 0.149 (0.119)\tData 0.057 (0.039)\tLoss 0.7013 (0.7301)\tPrec@1 46.094 (42.280)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[330/391]\tTime 0.131 (0.119)\tData 0.035 (0.039)\tLoss 0.6765 (0.7296)\tPrec@1 44.531 (42.336)\n",
      "[340/391]\tTime 0.107 (0.119)\tData 0.032 (0.039)\tLoss 0.6832 (0.7295)\tPrec@1 48.438 (42.375)\n",
      "[350/391]\tTime 0.109 (0.119)\tData 0.039 (0.039)\tLoss 0.7180 (0.7303)\tPrec@1 42.188 (42.314)\n",
      "[360/391]\tTime 0.138 (0.119)\tData 0.035 (0.039)\tLoss 0.7396 (0.7305)\tPrec@1 44.531 (42.309)\n",
      "[370/391]\tTime 0.128 (0.119)\tData 0.034 (0.039)\tLoss 0.7172 (0.7301)\tPrec@1 42.969 (42.308)\n",
      "[380/391]\tTime 0.132 (0.119)\tData 0.032 (0.039)\tLoss 0.7036 (0.7309)\tPrec@1 50.781 (42.265)\n",
      "[390/391]\tTime 0.100 (0.119)\tData 0.021 (0.039)\tLoss 0.7766 (0.7313)\tPrec@1 37.500 (42.216)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.033 (0.033)\tLoss 2.6920 (2.6920)\tPrec@1 35.938 (35.938)\n",
      "Test: [10/79]\tTime 0.029 (0.029)\tLoss 2.7397 (2.8017)\tPrec@1 32.812 (32.670)\n",
      "Test: [20/79]\tTime 0.033 (0.029)\tLoss 3.1366 (2.7952)\tPrec@1 26.562 (32.292)\n",
      "Test: [30/79]\tTime 0.040 (0.032)\tLoss 2.7964 (2.7947)\tPrec@1 30.469 (31.905)\n",
      "Test: [40/79]\tTime 0.038 (0.033)\tLoss 2.5277 (2.7924)\tPrec@1 34.375 (32.050)\n",
      "Test: [50/79]\tTime 0.030 (0.034)\tLoss 2.8257 (2.7923)\tPrec@1 29.688 (32.031)\n",
      "Test: [60/79]\tTime 0.037 (0.035)\tLoss 3.1614 (2.7988)\tPrec@1 27.344 (32.031)\n",
      "Test: [70/79]\tTime 0.035 (0.036)\tLoss 2.7383 (2.7926)\tPrec@1 34.375 (32.075)\n",
      " * Prec@1 31.900\n",
      "\n",
      "===> epoch: 43/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.107 (0.107)\tData 0.037 (0.037)\tLoss 0.7538 (0.7538)\tPrec@1 37.500 (37.500)\n",
      "[10/391]\tTime 0.096 (0.106)\tData 0.043 (0.037)\tLoss 0.7471 (0.7246)\tPrec@1 39.844 (42.543)\n",
      "[20/391]\tTime 0.114 (0.105)\tData 0.027 (0.035)\tLoss 0.7212 (0.7160)\tPrec@1 45.312 (43.006)\n",
      "[30/391]\tTime 0.104 (0.112)\tData 0.035 (0.037)\tLoss 0.6958 (0.7152)\tPrec@1 46.094 (43.322)\n",
      "[40/391]\tTime 0.097 (0.109)\tData 0.042 (0.037)\tLoss 0.7141 (0.7106)\tPrec@1 40.625 (43.483)\n",
      "[50/391]\tTime 0.081 (0.110)\tData 0.034 (0.037)\tLoss 0.7077 (0.7143)\tPrec@1 44.531 (43.076)\n",
      "[60/391]\tTime 0.076 (0.109)\tData 0.029 (0.036)\tLoss 0.6736 (0.7137)\tPrec@1 47.656 (43.276)\n",
      "[70/391]\tTime 0.124 (0.111)\tData 0.035 (0.036)\tLoss 0.6748 (0.7168)\tPrec@1 38.281 (42.991)\n",
      "[80/391]\tTime 0.133 (0.113)\tData 0.036 (0.037)\tLoss 0.7742 (0.7185)\tPrec@1 39.844 (42.998)\n",
      "[90/391]\tTime 0.124 (0.115)\tData 0.032 (0.038)\tLoss 0.7268 (0.7163)\tPrec@1 44.531 (43.072)\n",
      "[100/391]\tTime 0.108 (0.115)\tData 0.041 (0.037)\tLoss 0.6452 (0.7166)\tPrec@1 49.219 (43.178)\n",
      "[110/391]\tTime 0.099 (0.115)\tData 0.034 (0.037)\tLoss 0.6532 (0.7164)\tPrec@1 42.969 (43.278)\n",
      "[120/391]\tTime 0.127 (0.115)\tData 0.034 (0.037)\tLoss 0.7164 (0.7141)\tPrec@1 42.969 (43.556)\n",
      "[130/391]\tTime 0.114 (0.116)\tData 0.044 (0.037)\tLoss 0.7586 (0.7149)\tPrec@1 36.719 (43.470)\n",
      "[140/391]\tTime 0.085 (0.115)\tData 0.035 (0.037)\tLoss 0.6832 (0.7157)\tPrec@1 47.656 (43.346)\n",
      "[150/391]\tTime 0.105 (0.116)\tData 0.068 (0.037)\tLoss 0.7524 (0.7155)\tPrec@1 44.531 (43.434)\n",
      "[160/391]\tTime 0.097 (0.116)\tData 0.032 (0.037)\tLoss 0.7219 (0.7166)\tPrec@1 44.531 (43.357)\n",
      "[170/391]\tTime 0.090 (0.115)\tData 0.028 (0.037)\tLoss 0.7228 (0.7171)\tPrec@1 38.281 (43.353)\n",
      "[180/391]\tTime 0.147 (0.114)\tData 0.046 (0.037)\tLoss 0.8004 (0.7184)\tPrec@1 35.156 (43.219)\n",
      "[190/391]\tTime 0.119 (0.115)\tData 0.036 (0.037)\tLoss 0.7749 (0.7200)\tPrec@1 37.500 (43.079)\n",
      "[200/391]\tTime 0.126 (0.115)\tData 0.032 (0.037)\tLoss 0.7143 (0.7193)\tPrec@1 46.094 (43.214)\n",
      "[210/391]\tTime 0.111 (0.115)\tData 0.022 (0.037)\tLoss 0.7344 (0.7206)\tPrec@1 45.312 (43.165)\n",
      "[220/391]\tTime 0.148 (0.116)\tData 0.036 (0.037)\tLoss 0.7450 (0.7212)\tPrec@1 36.719 (43.117)\n",
      "[230/391]\tTime 0.146 (0.116)\tData 0.058 (0.038)\tLoss 0.6983 (0.7215)\tPrec@1 43.750 (43.097)\n",
      "[240/391]\tTime 0.159 (0.116)\tData 0.047 (0.038)\tLoss 0.7420 (0.7215)\tPrec@1 41.406 (43.121)\n",
      "[250/391]\tTime 0.109 (0.116)\tData 0.034 (0.037)\tLoss 0.7353 (0.7214)\tPrec@1 42.969 (43.106)\n",
      "[260/391]\tTime 0.142 (0.116)\tData 0.061 (0.038)\tLoss 0.7925 (0.7216)\tPrec@1 40.625 (43.053)\n",
      "[270/391]\tTime 0.131 (0.117)\tData 0.070 (0.038)\tLoss 0.6875 (0.7223)\tPrec@1 46.875 (42.989)\n",
      "[280/391]\tTime 0.148 (0.117)\tData 0.065 (0.038)\tLoss 0.7313 (0.7232)\tPrec@1 48.438 (42.930)\n",
      "[290/391]\tTime 0.126 (0.117)\tData 0.033 (0.038)\tLoss 0.7321 (0.7232)\tPrec@1 39.844 (42.904)\n",
      "[300/391]\tTime 0.096 (0.117)\tData 0.038 (0.038)\tLoss 0.7509 (0.7238)\tPrec@1 42.969 (42.849)\n",
      "[310/391]\tTime 0.079 (0.117)\tData 0.040 (0.038)\tLoss 0.6899 (0.7244)\tPrec@1 48.438 (42.843)\n",
      "[320/391]\tTime 0.134 (0.117)\tData 0.035 (0.038)\tLoss 0.6522 (0.7242)\tPrec@1 49.219 (42.871)\n",
      "[330/391]\tTime 0.130 (0.117)\tData 0.034 (0.038)\tLoss 0.7176 (0.7238)\tPrec@1 50.781 (42.914)\n",
      "[340/391]\tTime 0.124 (0.117)\tData 0.034 (0.039)\tLoss 0.7472 (0.7241)\tPrec@1 39.062 (42.934)\n",
      "[350/391]\tTime 0.098 (0.117)\tData 0.040 (0.039)\tLoss 0.8069 (0.7246)\tPrec@1 28.906 (42.860)\n",
      "[360/391]\tTime 0.121 (0.117)\tData 0.031 (0.039)\tLoss 0.7117 (0.7251)\tPrec@1 46.094 (42.854)\n",
      "[370/391]\tTime 0.133 (0.117)\tData 0.041 (0.039)\tLoss 0.7668 (0.7259)\tPrec@1 35.938 (42.773)\n",
      "[380/391]\tTime 0.111 (0.118)\tData 0.034 (0.039)\tLoss 0.7312 (0.7254)\tPrec@1 42.969 (42.819)\n",
      "[390/391]\tTime 0.056 (0.117)\tData 0.019 (0.039)\tLoss 0.7772 (0.7253)\tPrec@1 41.250 (42.864)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.034 (0.034)\tLoss 2.6873 (2.6873)\tPrec@1 41.406 (41.406)\n",
      "Test: [10/79]\tTime 0.033 (0.036)\tLoss 2.4757 (2.5882)\tPrec@1 32.031 (33.736)\n",
      "Test: [20/79]\tTime 0.025 (0.033)\tLoss 2.5169 (2.5773)\tPrec@1 36.719 (34.561)\n",
      "Test: [30/79]\tTime 0.028 (0.032)\tLoss 2.4147 (2.5914)\tPrec@1 33.594 (34.425)\n",
      "Test: [40/79]\tTime 0.034 (0.032)\tLoss 2.3387 (2.6290)\tPrec@1 38.281 (33.861)\n",
      "Test: [50/79]\tTime 0.045 (0.033)\tLoss 2.5814 (2.6204)\tPrec@1 35.156 (33.563)\n",
      "Test: [60/79]\tTime 0.060 (0.034)\tLoss 2.8125 (2.6247)\tPrec@1 29.688 (33.504)\n",
      "Test: [70/79]\tTime 0.038 (0.035)\tLoss 2.4157 (2.6187)\tPrec@1 35.938 (33.605)\n",
      " * Prec@1 33.640\n",
      "\n",
      "===> epoch: 44/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.128 (0.128)\tData 0.034 (0.034)\tLoss 0.7648 (0.7648)\tPrec@1 39.062 (39.062)\n",
      "[10/391]\tTime 0.099 (0.123)\tData 0.047 (0.045)\tLoss 0.6580 (0.7436)\tPrec@1 52.344 (42.045)\n",
      "[20/391]\tTime 0.108 (0.114)\tData 0.054 (0.041)\tLoss 0.6034 (0.7321)\tPrec@1 56.250 (42.932)\n",
      "[30/391]\tTime 0.119 (0.116)\tData 0.040 (0.042)\tLoss 0.6893 (0.7261)\tPrec@1 47.656 (43.422)\n",
      "[40/391]\tTime 0.081 (0.117)\tData 0.039 (0.041)\tLoss 0.7341 (0.7216)\tPrec@1 48.438 (43.731)\n",
      "[50/391]\tTime 0.111 (0.112)\tData 0.033 (0.040)\tLoss 0.7289 (0.7202)\tPrec@1 41.406 (43.658)\n",
      "[60/391]\tTime 0.112 (0.111)\tData 0.035 (0.038)\tLoss 0.7077 (0.7228)\tPrec@1 42.969 (43.238)\n",
      "[70/391]\tTime 0.086 (0.112)\tData 0.029 (0.038)\tLoss 0.7474 (0.7221)\tPrec@1 38.281 (43.145)\n",
      "[80/391]\tTime 0.135 (0.112)\tData 0.049 (0.038)\tLoss 0.7437 (0.7249)\tPrec@1 38.281 (42.949)\n",
      "[90/391]\tTime 0.119 (0.114)\tData 0.053 (0.039)\tLoss 0.6747 (0.7237)\tPrec@1 50.000 (43.055)\n",
      "[100/391]\tTime 0.115 (0.114)\tData 0.030 (0.039)\tLoss 0.7387 (0.7245)\tPrec@1 48.438 (43.023)\n",
      "[110/391]\tTime 0.125 (0.115)\tData 0.039 (0.039)\tLoss 0.6601 (0.7248)\tPrec@1 46.094 (42.962)\n",
      "[120/391]\tTime 0.112 (0.114)\tData 0.050 (0.039)\tLoss 0.8061 (0.7243)\tPrec@1 35.938 (42.956)\n",
      "[130/391]\tTime 0.102 (0.114)\tData 0.045 (0.039)\tLoss 0.6970 (0.7226)\tPrec@1 43.750 (43.136)\n",
      "[140/391]\tTime 0.071 (0.114)\tData 0.027 (0.039)\tLoss 0.8024 (0.7250)\tPrec@1 36.719 (43.019)\n",
      "[150/391]\tTime 0.144 (0.116)\tData 0.043 (0.039)\tLoss 0.7784 (0.7271)\tPrec@1 39.062 (42.860)\n",
      "[160/391]\tTime 0.127 (0.115)\tData 0.043 (0.039)\tLoss 0.6600 (0.7254)\tPrec@1 50.000 (43.085)\n",
      "[170/391]\tTime 0.111 (0.116)\tData 0.028 (0.039)\tLoss 0.6491 (0.7251)\tPrec@1 50.000 (43.152)\n",
      "[180/391]\tTime 0.111 (0.116)\tData 0.044 (0.039)\tLoss 0.7749 (0.7257)\tPrec@1 36.719 (43.077)\n",
      "[190/391]\tTime 0.091 (0.116)\tData 0.040 (0.039)\tLoss 0.7861 (0.7258)\tPrec@1 39.062 (43.100)\n",
      "[200/391]\tTime 0.095 (0.116)\tData 0.033 (0.040)\tLoss 0.7006 (0.7260)\tPrec@1 45.312 (43.116)\n",
      "[210/391]\tTime 0.121 (0.116)\tData 0.027 (0.040)\tLoss 0.6448 (0.7261)\tPrec@1 42.188 (43.002)\n",
      "[220/391]\tTime 0.131 (0.116)\tData 0.039 (0.039)\tLoss 0.7678 (0.7267)\tPrec@1 46.094 (42.986)\n",
      "[230/391]\tTime 0.137 (0.117)\tData 0.038 (0.039)\tLoss 0.7034 (0.7265)\tPrec@1 40.625 (43.043)\n",
      "[240/391]\tTime 0.114 (0.117)\tData 0.034 (0.040)\tLoss 0.6636 (0.7253)\tPrec@1 43.750 (43.072)\n",
      "[250/391]\tTime 0.122 (0.117)\tData 0.028 (0.039)\tLoss 0.7224 (0.7263)\tPrec@1 46.094 (42.969)\n",
      "[260/391]\tTime 0.130 (0.117)\tData 0.040 (0.039)\tLoss 0.7797 (0.7255)\tPrec@1 42.188 (42.996)\n",
      "[270/391]\tTime 0.125 (0.117)\tData 0.034 (0.039)\tLoss 0.7657 (0.7262)\tPrec@1 37.500 (42.943)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[280/391]\tTime 0.108 (0.117)\tData 0.036 (0.039)\tLoss 0.7488 (0.7253)\tPrec@1 39.062 (43.005)\n",
      "[290/391]\tTime 0.181 (0.117)\tData 0.083 (0.039)\tLoss 0.7679 (0.7257)\tPrec@1 43.750 (42.996)\n",
      "[300/391]\tTime 0.157 (0.117)\tData 0.067 (0.039)\tLoss 0.6817 (0.7250)\tPrec@1 50.000 (43.036)\n",
      "[310/391]\tTime 0.130 (0.117)\tData 0.037 (0.039)\tLoss 0.6832 (0.7248)\tPrec@1 50.781 (43.062)\n",
      "[320/391]\tTime 0.098 (0.117)\tData 0.031 (0.039)\tLoss 0.6465 (0.7251)\tPrec@1 46.094 (43.030)\n",
      "[330/391]\tTime 0.134 (0.117)\tData 0.027 (0.039)\tLoss 0.7727 (0.7253)\tPrec@1 37.500 (43.009)\n",
      "[340/391]\tTime 0.079 (0.117)\tData 0.035 (0.039)\tLoss 0.7133 (0.7254)\tPrec@1 41.406 (42.925)\n",
      "[350/391]\tTime 0.090 (0.117)\tData 0.041 (0.039)\tLoss 0.7632 (0.7251)\tPrec@1 41.406 (42.940)\n",
      "[360/391]\tTime 0.116 (0.117)\tData 0.027 (0.039)\tLoss 0.7942 (0.7254)\tPrec@1 43.750 (42.904)\n",
      "[370/391]\tTime 0.105 (0.117)\tData 0.046 (0.039)\tLoss 0.7429 (0.7252)\tPrec@1 49.219 (42.969)\n",
      "[380/391]\tTime 0.127 (0.117)\tData 0.031 (0.039)\tLoss 0.7434 (0.7253)\tPrec@1 44.531 (42.997)\n",
      "[390/391]\tTime 0.085 (0.117)\tData 0.025 (0.039)\tLoss 0.7540 (0.7256)\tPrec@1 45.000 (42.990)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.037 (0.037)\tLoss 2.8267 (2.8267)\tPrec@1 32.031 (32.031)\n",
      "Test: [10/79]\tTime 0.025 (0.033)\tLoss 2.8047 (2.8101)\tPrec@1 32.031 (29.972)\n",
      "Test: [20/79]\tTime 0.028 (0.033)\tLoss 3.1543 (2.8738)\tPrec@1 23.438 (28.534)\n",
      "Test: [30/79]\tTime 0.030 (0.034)\tLoss 2.8651 (2.8615)\tPrec@1 27.344 (28.730)\n",
      "Test: [40/79]\tTime 0.028 (0.034)\tLoss 2.5712 (2.8659)\tPrec@1 35.938 (28.601)\n",
      "Test: [50/79]\tTime 0.044 (0.033)\tLoss 2.7979 (2.8652)\tPrec@1 28.125 (28.615)\n",
      "Test: [60/79]\tTime 0.031 (0.034)\tLoss 3.0036 (2.8790)\tPrec@1 28.906 (28.304)\n",
      "Test: [70/79]\tTime 0.039 (0.034)\tLoss 2.9309 (2.8706)\tPrec@1 33.594 (28.708)\n",
      " * Prec@1 28.870\n",
      "\n",
      "===> epoch: 45/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.133 (0.133)\tData 0.068 (0.068)\tLoss 0.7210 (0.7210)\tPrec@1 40.625 (40.625)\n",
      "[10/391]\tTime 0.117 (0.119)\tData 0.032 (0.039)\tLoss 0.7386 (0.7229)\tPrec@1 42.969 (40.838)\n",
      "[20/391]\tTime 0.093 (0.126)\tData 0.032 (0.046)\tLoss 0.7142 (0.7171)\tPrec@1 43.750 (42.374)\n",
      "[30/391]\tTime 0.105 (0.118)\tData 0.036 (0.042)\tLoss 0.6897 (0.7170)\tPrec@1 42.188 (42.364)\n",
      "[40/391]\tTime 0.130 (0.120)\tData 0.038 (0.041)\tLoss 0.6394 (0.7175)\tPrec@1 47.656 (42.778)\n",
      "[50/391]\tTime 0.144 (0.123)\tData 0.058 (0.041)\tLoss 0.7109 (0.7156)\tPrec@1 50.000 (43.030)\n",
      "[60/391]\tTime 0.123 (0.123)\tData 0.029 (0.041)\tLoss 0.7278 (0.7171)\tPrec@1 45.312 (43.263)\n",
      "[70/391]\tTime 0.081 (0.119)\tData 0.034 (0.041)\tLoss 0.6730 (0.7145)\tPrec@1 42.188 (43.398)\n",
      "[80/391]\tTime 0.112 (0.120)\tData 0.035 (0.040)\tLoss 0.6543 (0.7148)\tPrec@1 46.094 (43.383)\n",
      "[90/391]\tTime 0.098 (0.117)\tData 0.041 (0.040)\tLoss 0.7659 (0.7169)\tPrec@1 35.938 (43.089)\n",
      "[100/391]\tTime 0.087 (0.116)\tData 0.027 (0.039)\tLoss 0.7959 (0.7164)\tPrec@1 36.719 (43.255)\n",
      "[110/391]\tTime 0.090 (0.116)\tData 0.035 (0.039)\tLoss 0.7665 (0.7184)\tPrec@1 38.281 (43.046)\n",
      "[120/391]\tTime 0.132 (0.118)\tData 0.047 (0.040)\tLoss 0.6982 (0.7180)\tPrec@1 45.312 (43.046)\n",
      "[130/391]\tTime 0.135 (0.119)\tData 0.035 (0.040)\tLoss 0.6891 (0.7168)\tPrec@1 45.312 (43.207)\n",
      "[140/391]\tTime 0.074 (0.118)\tData 0.031 (0.040)\tLoss 0.6582 (0.7184)\tPrec@1 50.781 (43.218)\n",
      "[150/391]\tTime 0.099 (0.118)\tData 0.032 (0.039)\tLoss 0.7294 (0.7193)\tPrec@1 38.281 (43.253)\n",
      "[160/391]\tTime 0.130 (0.119)\tData 0.036 (0.039)\tLoss 0.6618 (0.7179)\tPrec@1 44.531 (43.357)\n",
      "[170/391]\tTime 0.113 (0.119)\tData 0.028 (0.039)\tLoss 0.8123 (0.7176)\tPrec@1 37.500 (43.302)\n",
      "[180/391]\tTime 0.119 (0.118)\tData 0.030 (0.039)\tLoss 0.7295 (0.7187)\tPrec@1 46.094 (43.241)\n",
      "[190/391]\tTime 0.175 (0.118)\tData 0.080 (0.039)\tLoss 0.6395 (0.7186)\tPrec@1 53.906 (43.280)\n",
      "[200/391]\tTime 0.132 (0.119)\tData 0.041 (0.039)\tLoss 0.7045 (0.7194)\tPrec@1 42.188 (43.171)\n",
      "[210/391]\tTime 0.136 (0.119)\tData 0.037 (0.039)\tLoss 0.6363 (0.7201)\tPrec@1 48.438 (43.058)\n",
      "[220/391]\tTime 0.079 (0.118)\tData 0.032 (0.039)\tLoss 0.7394 (0.7210)\tPrec@1 37.500 (42.909)\n",
      "[230/391]\tTime 0.089 (0.118)\tData 0.034 (0.039)\tLoss 0.7297 (0.7210)\tPrec@1 39.062 (42.864)\n",
      "[240/391]\tTime 0.108 (0.117)\tData 0.033 (0.039)\tLoss 0.7153 (0.7217)\tPrec@1 42.969 (42.816)\n",
      "[250/391]\tTime 0.115 (0.117)\tData 0.030 (0.039)\tLoss 0.7236 (0.7216)\tPrec@1 48.438 (42.944)\n",
      "[260/391]\tTime 0.121 (0.117)\tData 0.032 (0.039)\tLoss 0.7546 (0.7215)\tPrec@1 39.844 (43.041)\n",
      "[270/391]\tTime 0.131 (0.118)\tData 0.038 (0.039)\tLoss 0.6933 (0.7214)\tPrec@1 46.875 (42.995)\n",
      "[280/391]\tTime 0.101 (0.118)\tData 0.036 (0.039)\tLoss 0.7341 (0.7219)\tPrec@1 43.750 (42.983)\n",
      "[290/391]\tTime 0.105 (0.118)\tData 0.029 (0.039)\tLoss 0.7438 (0.7223)\tPrec@1 39.844 (42.937)\n",
      "[300/391]\tTime 0.090 (0.118)\tData 0.032 (0.039)\tLoss 0.7514 (0.7224)\tPrec@1 42.969 (42.951)\n",
      "[310/391]\tTime 0.114 (0.118)\tData 0.033 (0.039)\tLoss 0.7433 (0.7229)\tPrec@1 42.188 (42.883)\n",
      "[320/391]\tTime 0.097 (0.117)\tData 0.028 (0.038)\tLoss 0.8404 (0.7236)\tPrec@1 35.938 (42.864)\n",
      "[330/391]\tTime 0.103 (0.118)\tData 0.031 (0.039)\tLoss 0.7409 (0.7236)\tPrec@1 39.062 (42.844)\n",
      "[340/391]\tTime 0.130 (0.118)\tData 0.040 (0.039)\tLoss 0.7252 (0.7242)\tPrec@1 47.656 (42.806)\n",
      "[350/391]\tTime 0.087 (0.118)\tData 0.034 (0.039)\tLoss 0.7428 (0.7244)\tPrec@1 39.062 (42.780)\n",
      "[360/391]\tTime 0.125 (0.118)\tData 0.038 (0.039)\tLoss 0.7456 (0.7243)\tPrec@1 39.062 (42.826)\n",
      "[370/391]\tTime 0.080 (0.118)\tData 0.033 (0.039)\tLoss 0.7000 (0.7244)\tPrec@1 46.094 (42.838)\n",
      "[380/391]\tTime 0.141 (0.118)\tData 0.045 (0.039)\tLoss 0.7274 (0.7241)\tPrec@1 37.500 (42.856)\n",
      "[390/391]\tTime 0.090 (0.118)\tData 0.022 (0.039)\tLoss 0.7453 (0.7245)\tPrec@1 43.750 (42.816)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.035 (0.035)\tLoss 2.4837 (2.4837)\tPrec@1 36.719 (36.719)\n",
      "Test: [10/79]\tTime 0.030 (0.035)\tLoss 2.2745 (2.4471)\tPrec@1 42.188 (37.287)\n",
      "Test: [20/79]\tTime 0.059 (0.034)\tLoss 2.6416 (2.4719)\tPrec@1 40.625 (36.719)\n",
      "Test: [30/79]\tTime 0.031 (0.034)\tLoss 2.3333 (2.4418)\tPrec@1 37.500 (36.694)\n",
      "Test: [40/79]\tTime 0.028 (0.033)\tLoss 2.3674 (2.4436)\tPrec@1 35.938 (36.757)\n",
      "Test: [50/79]\tTime 0.020 (0.032)\tLoss 2.5482 (2.4433)\tPrec@1 36.719 (36.504)\n",
      "Test: [60/79]\tTime 0.028 (0.033)\tLoss 2.6460 (2.4491)\tPrec@1 35.938 (36.117)\n",
      "Test: [70/79]\tTime 0.032 (0.033)\tLoss 2.3284 (2.4516)\tPrec@1 37.500 (36.202)\n",
      " * Prec@1 36.140\n",
      "\n",
      "===> epoch: 46/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.114 (0.114)\tData 0.038 (0.038)\tLoss 0.7656 (0.7656)\tPrec@1 41.406 (41.406)\n",
      "[10/391]\tTime 0.133 (0.118)\tData 0.050 (0.036)\tLoss 0.7471 (0.7182)\tPrec@1 39.844 (44.673)\n",
      "[20/391]\tTime 0.116 (0.113)\tData 0.026 (0.038)\tLoss 0.7011 (0.6993)\tPrec@1 48.438 (45.387)\n",
      "[30/391]\tTime 0.129 (0.118)\tData 0.035 (0.038)\tLoss 0.7020 (0.7032)\tPrec@1 43.750 (44.556)\n",
      "[40/391]\tTime 0.089 (0.117)\tData 0.036 (0.038)\tLoss 0.7082 (0.7044)\tPrec@1 46.875 (44.341)\n",
      "[50/391]\tTime 0.140 (0.118)\tData 0.043 (0.038)\tLoss 0.6995 (0.7064)\tPrec@1 47.656 (43.995)\n",
      "[60/391]\tTime 0.117 (0.118)\tData 0.031 (0.038)\tLoss 0.7309 (0.7079)\tPrec@1 40.625 (43.904)\n",
      "[70/391]\tTime 0.147 (0.119)\tData 0.057 (0.039)\tLoss 0.6933 (0.7039)\tPrec@1 46.875 (44.300)\n",
      "[80/391]\tTime 0.114 (0.120)\tData 0.041 (0.039)\tLoss 0.7441 (0.7052)\tPrec@1 42.188 (44.348)\n",
      "[90/391]\tTime 0.129 (0.120)\tData 0.037 (0.040)\tLoss 0.7408 (0.7054)\tPrec@1 42.188 (44.463)\n",
      "[100/391]\tTime 0.079 (0.118)\tData 0.025 (0.039)\tLoss 0.7261 (0.7052)\tPrec@1 41.406 (44.377)\n",
      "[110/391]\tTime 0.087 (0.117)\tData 0.033 (0.039)\tLoss 0.7361 (0.7054)\tPrec@1 46.094 (44.398)\n",
      "[120/391]\tTime 0.110 (0.116)\tData 0.034 (0.039)\tLoss 0.6760 (0.7080)\tPrec@1 46.094 (44.183)\n",
      "[130/391]\tTime 0.130 (0.117)\tData 0.053 (0.039)\tLoss 0.6081 (0.7080)\tPrec@1 50.781 (44.239)\n",
      "[140/391]\tTime 0.125 (0.117)\tData 0.027 (0.039)\tLoss 0.6865 (0.7092)\tPrec@1 51.562 (44.182)\n",
      "[150/391]\tTime 0.149 (0.117)\tData 0.082 (0.039)\tLoss 0.7631 (0.7100)\tPrec@1 40.625 (44.210)\n",
      "[160/391]\tTime 0.090 (0.117)\tData 0.032 (0.039)\tLoss 0.6841 (0.7115)\tPrec@1 42.188 (44.114)\n",
      "[170/391]\tTime 0.089 (0.118)\tData 0.028 (0.039)\tLoss 0.7841 (0.7131)\tPrec@1 32.031 (43.983)\n",
      "[180/391]\tTime 0.105 (0.118)\tData 0.028 (0.039)\tLoss 0.7923 (0.7133)\tPrec@1 36.719 (43.905)\n",
      "[190/391]\tTime 0.126 (0.119)\tData 0.059 (0.040)\tLoss 0.6780 (0.7139)\tPrec@1 42.188 (43.848)\n",
      "[200/391]\tTime 0.082 (0.118)\tData 0.037 (0.040)\tLoss 0.6880 (0.7144)\tPrec@1 46.875 (43.886)\n",
      "[210/391]\tTime 0.117 (0.119)\tData 0.028 (0.039)\tLoss 0.7606 (0.7151)\tPrec@1 38.281 (43.780)\n",
      "[220/391]\tTime 0.084 (0.118)\tData 0.036 (0.039)\tLoss 0.7492 (0.7152)\tPrec@1 37.500 (43.792)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[230/391]\tTime 0.123 (0.119)\tData 0.033 (0.039)\tLoss 0.7706 (0.7168)\tPrec@1 44.531 (43.649)\n",
      "[240/391]\tTime 0.117 (0.119)\tData 0.030 (0.039)\tLoss 0.7105 (0.7173)\tPrec@1 49.219 (43.672)\n",
      "[250/391]\tTime 0.088 (0.119)\tData 0.031 (0.039)\tLoss 0.6606 (0.7178)\tPrec@1 47.656 (43.607)\n",
      "[260/391]\tTime 0.101 (0.118)\tData 0.037 (0.039)\tLoss 0.7869 (0.7180)\tPrec@1 42.188 (43.669)\n",
      "[270/391]\tTime 0.096 (0.117)\tData 0.036 (0.039)\tLoss 0.7326 (0.7174)\tPrec@1 39.062 (43.666)\n",
      "[280/391]\tTime 0.115 (0.117)\tData 0.032 (0.039)\tLoss 0.7567 (0.7192)\tPrec@1 33.594 (43.453)\n",
      "[290/391]\tTime 0.120 (0.117)\tData 0.028 (0.039)\tLoss 0.7518 (0.7196)\tPrec@1 38.281 (43.455)\n",
      "[300/391]\tTime 0.139 (0.117)\tData 0.047 (0.039)\tLoss 0.7152 (0.7203)\tPrec@1 45.312 (43.379)\n",
      "[310/391]\tTime 0.125 (0.117)\tData 0.034 (0.039)\tLoss 0.7680 (0.7216)\tPrec@1 39.062 (43.258)\n",
      "[320/391]\tTime 0.125 (0.117)\tData 0.039 (0.039)\tLoss 0.6800 (0.7216)\tPrec@1 46.094 (43.200)\n",
      "[330/391]\tTime 0.149 (0.118)\tData 0.061 (0.039)\tLoss 0.7057 (0.7220)\tPrec@1 46.094 (43.181)\n",
      "[340/391]\tTime 0.102 (0.118)\tData 0.036 (0.039)\tLoss 0.6807 (0.7218)\tPrec@1 50.000 (43.278)\n",
      "[350/391]\tTime 0.092 (0.117)\tData 0.038 (0.039)\tLoss 0.7532 (0.7220)\tPrec@1 34.375 (43.240)\n",
      "[360/391]\tTime 0.134 (0.117)\tData 0.029 (0.039)\tLoss 0.7160 (0.7227)\tPrec@1 40.625 (43.122)\n",
      "[370/391]\tTime 0.138 (0.117)\tData 0.034 (0.038)\tLoss 0.6729 (0.7225)\tPrec@1 48.438 (43.162)\n",
      "[380/391]\tTime 0.135 (0.118)\tData 0.041 (0.039)\tLoss 0.7194 (0.7221)\tPrec@1 48.438 (43.178)\n",
      "[390/391]\tTime 0.095 (0.118)\tData 0.022 (0.039)\tLoss 0.8526 (0.7229)\tPrec@1 36.250 (43.170)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.033 (0.033)\tLoss 2.8878 (2.8878)\tPrec@1 28.906 (28.906)\n",
      "Test: [10/79]\tTime 0.036 (0.034)\tLoss 2.9134 (2.8316)\tPrec@1 27.344 (32.670)\n",
      "Test: [20/79]\tTime 0.027 (0.034)\tLoss 2.9638 (2.8269)\tPrec@1 27.344 (32.292)\n",
      "Test: [30/79]\tTime 0.034 (0.034)\tLoss 2.9248 (2.8511)\tPrec@1 28.125 (31.779)\n",
      "Test: [40/79]\tTime 0.027 (0.034)\tLoss 2.7177 (2.8809)\tPrec@1 37.500 (31.745)\n",
      "Test: [50/79]\tTime 0.021 (0.031)\tLoss 2.9616 (2.8793)\tPrec@1 32.812 (32.001)\n",
      "Test: [60/79]\tTime 0.026 (0.031)\tLoss 3.2033 (2.8899)\tPrec@1 27.344 (31.519)\n",
      "Test: [70/79]\tTime 0.023 (0.031)\tLoss 2.7433 (2.8855)\tPrec@1 32.812 (31.580)\n",
      " * Prec@1 31.530\n",
      "\n",
      "===> epoch: 47/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.123 (0.123)\tData 0.027 (0.027)\tLoss 0.7742 (0.7742)\tPrec@1 36.719 (36.719)\n",
      "[10/391]\tTime 0.118 (0.122)\tData 0.020 (0.026)\tLoss 0.8070 (0.7416)\tPrec@1 39.844 (40.767)\n",
      "[20/391]\tTime 0.122 (0.117)\tData 0.024 (0.023)\tLoss 0.7444 (0.7278)\tPrec@1 42.969 (43.229)\n",
      "[30/391]\tTime 0.145 (0.116)\tData 0.051 (0.024)\tLoss 0.6915 (0.7309)\tPrec@1 37.500 (42.641)\n",
      "[40/391]\tTime 0.107 (0.118)\tData 0.046 (0.027)\tLoss 0.7527 (0.7231)\tPrec@1 37.500 (42.969)\n",
      "[50/391]\tTime 0.084 (0.116)\tData 0.022 (0.027)\tLoss 0.7188 (0.7171)\tPrec@1 45.312 (43.673)\n",
      "[60/391]\tTime 0.076 (0.115)\tData 0.020 (0.026)\tLoss 0.7240 (0.7157)\tPrec@1 42.969 (43.571)\n",
      "[70/391]\tTime 0.110 (0.115)\tData 0.025 (0.026)\tLoss 0.7142 (0.7141)\tPrec@1 42.188 (43.596)\n",
      "[80/391]\tTime 0.123 (0.115)\tData 0.032 (0.026)\tLoss 0.7253 (0.7148)\tPrec@1 42.188 (43.470)\n",
      "[90/391]\tTime 0.118 (0.115)\tData 0.029 (0.027)\tLoss 0.6888 (0.7165)\tPrec@1 45.312 (43.389)\n",
      "[100/391]\tTime 0.112 (0.116)\tData 0.020 (0.028)\tLoss 0.7279 (0.7172)\tPrec@1 41.406 (43.386)\n",
      "[110/391]\tTime 0.111 (0.116)\tData 0.020 (0.028)\tLoss 0.7006 (0.7149)\tPrec@1 45.312 (43.560)\n",
      "[120/391]\tTime 0.078 (0.115)\tData 0.019 (0.027)\tLoss 0.7883 (0.7174)\tPrec@1 37.500 (43.447)\n",
      "[130/391]\tTime 0.096 (0.114)\tData 0.019 (0.027)\tLoss 0.8324 (0.7207)\tPrec@1 35.938 (43.183)\n",
      "[140/391]\tTime 0.092 (0.114)\tData 0.019 (0.028)\tLoss 0.5987 (0.7193)\tPrec@1 56.250 (43.395)\n",
      "[150/391]\tTime 0.092 (0.113)\tData 0.020 (0.027)\tLoss 0.7407 (0.7195)\tPrec@1 44.531 (43.569)\n",
      "[160/391]\tTime 0.109 (0.112)\tData 0.020 (0.027)\tLoss 0.7901 (0.7192)\tPrec@1 34.375 (43.507)\n",
      "[170/391]\tTime 0.091 (0.111)\tData 0.019 (0.027)\tLoss 0.7213 (0.7196)\tPrec@1 42.969 (43.458)\n",
      "[180/391]\tTime 0.119 (0.111)\tData 0.021 (0.026)\tLoss 0.6957 (0.7197)\tPrec@1 41.406 (43.431)\n",
      "[190/391]\tTime 0.110 (0.111)\tData 0.021 (0.026)\tLoss 0.6943 (0.7195)\tPrec@1 45.312 (43.411)\n",
      "[200/391]\tTime 0.083 (0.111)\tData 0.025 (0.026)\tLoss 0.7331 (0.7194)\tPrec@1 42.188 (43.439)\n",
      "[210/391]\tTime 0.125 (0.111)\tData 0.029 (0.026)\tLoss 0.7680 (0.7206)\tPrec@1 43.750 (43.380)\n",
      "[220/391]\tTime 0.094 (0.110)\tData 0.019 (0.025)\tLoss 0.7187 (0.7213)\tPrec@1 46.875 (43.308)\n",
      "[230/391]\tTime 0.115 (0.110)\tData 0.019 (0.025)\tLoss 0.6960 (0.7218)\tPrec@1 46.094 (43.283)\n",
      "[240/391]\tTime 0.113 (0.110)\tData 0.020 (0.025)\tLoss 0.6126 (0.7228)\tPrec@1 52.344 (43.176)\n",
      "[250/391]\tTime 0.116 (0.110)\tData 0.020 (0.025)\tLoss 0.6870 (0.7226)\tPrec@1 46.094 (43.233)\n",
      "[260/391]\tTime 0.120 (0.110)\tData 0.020 (0.025)\tLoss 0.6439 (0.7235)\tPrec@1 47.656 (43.148)\n",
      "[270/391]\tTime 0.111 (0.110)\tData 0.020 (0.025)\tLoss 0.7197 (0.7233)\tPrec@1 43.750 (43.142)\n",
      "[280/391]\tTime 0.083 (0.110)\tData 0.021 (0.025)\tLoss 0.7188 (0.7237)\tPrec@1 39.844 (43.127)\n",
      "[290/391]\tTime 0.120 (0.110)\tData 0.024 (0.025)\tLoss 0.7444 (0.7244)\tPrec@1 40.625 (43.047)\n",
      "[300/391]\tTime 0.115 (0.109)\tData 0.021 (0.025)\tLoss 0.6931 (0.7242)\tPrec@1 42.969 (43.106)\n",
      "[310/391]\tTime 0.091 (0.109)\tData 0.019 (0.024)\tLoss 0.7194 (0.7246)\tPrec@1 39.062 (43.057)\n",
      "[320/391]\tTime 0.091 (0.108)\tData 0.026 (0.024)\tLoss 0.7481 (0.7240)\tPrec@1 37.500 (43.127)\n",
      "[330/391]\tTime 0.095 (0.108)\tData 0.019 (0.024)\tLoss 0.6612 (0.7244)\tPrec@1 42.969 (43.075)\n",
      "[340/391]\tTime 0.091 (0.109)\tData 0.019 (0.025)\tLoss 0.7243 (0.7242)\tPrec@1 38.281 (43.056)\n",
      "[350/391]\tTime 0.117 (0.109)\tData 0.029 (0.025)\tLoss 0.7273 (0.7241)\tPrec@1 36.719 (43.018)\n",
      "[360/391]\tTime 0.115 (0.109)\tData 0.020 (0.025)\tLoss 0.6919 (0.7232)\tPrec@1 48.438 (43.101)\n",
      "[370/391]\tTime 0.121 (0.109)\tData 0.043 (0.025)\tLoss 0.7309 (0.7232)\tPrec@1 35.938 (43.047)\n",
      "[380/391]\tTime 0.096 (0.109)\tData 0.025 (0.025)\tLoss 0.7996 (0.7233)\tPrec@1 35.156 (42.987)\n",
      "[390/391]\tTime 0.069 (0.108)\tData 0.012 (0.025)\tLoss 0.6491 (0.7234)\tPrec@1 51.250 (43.016)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.021 (0.021)\tLoss 2.9877 (2.9877)\tPrec@1 29.688 (29.688)\n",
      "Test: [10/79]\tTime 0.022 (0.020)\tLoss 3.0906 (2.9680)\tPrec@1 26.562 (27.699)\n",
      "Test: [20/79]\tTime 0.021 (0.020)\tLoss 3.0425 (2.9962)\tPrec@1 24.219 (26.935)\n",
      "Test: [30/79]\tTime 0.022 (0.020)\tLoss 3.0679 (2.9850)\tPrec@1 25.000 (27.016)\n",
      "Test: [40/79]\tTime 0.021 (0.020)\tLoss 2.6318 (2.9769)\tPrec@1 31.250 (27.534)\n",
      "Test: [50/79]\tTime 0.023 (0.020)\tLoss 3.2126 (2.9694)\tPrec@1 25.781 (27.650)\n",
      "Test: [60/79]\tTime 0.022 (0.021)\tLoss 3.0890 (2.9752)\tPrec@1 30.469 (27.690)\n",
      "Test: [70/79]\tTime 0.022 (0.021)\tLoss 2.9992 (2.9702)\tPrec@1 25.000 (27.729)\n",
      " * Prec@1 27.760\n",
      "\n",
      "===> epoch: 48/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.065 (0.065)\tData 0.021 (0.021)\tLoss 0.6480 (0.6480)\tPrec@1 49.219 (49.219)\n",
      "[10/391]\tTime 0.092 (0.089)\tData 0.020 (0.021)\tLoss 0.7006 (0.6868)\tPrec@1 44.531 (44.389)\n",
      "[20/391]\tTime 0.092 (0.090)\tData 0.019 (0.020)\tLoss 0.7054 (0.6934)\tPrec@1 42.969 (44.457)\n",
      "[30/391]\tTime 0.093 (0.092)\tData 0.019 (0.020)\tLoss 0.7680 (0.6943)\tPrec@1 38.281 (44.178)\n",
      "[40/391]\tTime 0.092 (0.092)\tData 0.020 (0.020)\tLoss 0.7591 (0.6967)\tPrec@1 38.281 (44.360)\n",
      "[50/391]\tTime 0.092 (0.092)\tData 0.020 (0.020)\tLoss 0.7053 (0.7049)\tPrec@1 50.000 (44.072)\n",
      "[60/391]\tTime 0.093 (0.092)\tData 0.019 (0.020)\tLoss 0.5968 (0.7029)\tPrec@1 53.125 (43.968)\n",
      "[70/391]\tTime 0.107 (0.092)\tData 0.032 (0.020)\tLoss 0.7039 (0.7033)\tPrec@1 43.750 (43.937)\n",
      "[80/391]\tTime 0.093 (0.092)\tData 0.020 (0.020)\tLoss 0.6579 (0.7067)\tPrec@1 50.781 (43.953)\n",
      "[90/391]\tTime 0.111 (0.095)\tData 0.020 (0.020)\tLoss 0.8281 (0.7110)\tPrec@1 36.719 (43.698)\n",
      "[100/391]\tTime 0.113 (0.096)\tData 0.020 (0.020)\tLoss 0.7388 (0.7120)\tPrec@1 42.969 (43.634)\n",
      "[110/391]\tTime 0.116 (0.097)\tData 0.020 (0.020)\tLoss 0.7424 (0.7144)\tPrec@1 39.844 (43.419)\n",
      "[120/391]\tTime 0.118 (0.098)\tData 0.023 (0.020)\tLoss 0.7198 (0.7152)\tPrec@1 47.656 (43.440)\n",
      "[130/391]\tTime 0.115 (0.099)\tData 0.020 (0.021)\tLoss 0.6207 (0.7167)\tPrec@1 49.219 (43.261)\n",
      "[140/391]\tTime 0.120 (0.100)\tData 0.020 (0.021)\tLoss 0.7139 (0.7158)\tPrec@1 41.406 (43.251)\n",
      "[150/391]\tTime 0.117 (0.101)\tData 0.020 (0.021)\tLoss 0.7728 (0.7163)\tPrec@1 33.594 (43.222)\n",
      "[160/391]\tTime 0.119 (0.102)\tData 0.020 (0.021)\tLoss 0.7830 (0.7161)\tPrec@1 42.188 (43.294)\n",
      "[170/391]\tTime 0.088 (0.102)\tData 0.020 (0.021)\tLoss 0.7072 (0.7177)\tPrec@1 46.094 (43.170)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[180/391]\tTime 0.118 (0.103)\tData 0.025 (0.021)\tLoss 0.7217 (0.7184)\tPrec@1 42.969 (43.137)\n",
      "[190/391]\tTime 0.092 (0.103)\tData 0.020 (0.021)\tLoss 0.7265 (0.7184)\tPrec@1 47.656 (43.198)\n",
      "[200/391]\tTime 0.120 (0.103)\tData 0.020 (0.021)\tLoss 0.7376 (0.7188)\tPrec@1 42.188 (43.163)\n",
      "[210/391]\tTime 0.130 (0.104)\tData 0.034 (0.021)\tLoss 0.6137 (0.7179)\tPrec@1 50.000 (43.187)\n",
      "[220/391]\tTime 0.076 (0.104)\tData 0.019 (0.021)\tLoss 0.6834 (0.7176)\tPrec@1 45.312 (43.312)\n",
      "[230/391]\tTime 0.125 (0.105)\tData 0.024 (0.021)\tLoss 0.7623 (0.7189)\tPrec@1 39.062 (43.189)\n",
      "[240/391]\tTime 0.099 (0.105)\tData 0.024 (0.021)\tLoss 0.6967 (0.7191)\tPrec@1 44.531 (43.166)\n",
      "[250/391]\tTime 0.121 (0.105)\tData 0.029 (0.022)\tLoss 0.6907 (0.7187)\tPrec@1 48.438 (43.190)\n",
      "[260/391]\tTime 0.116 (0.106)\tData 0.020 (0.022)\tLoss 0.7099 (0.7185)\tPrec@1 47.656 (43.238)\n",
      "[270/391]\tTime 0.117 (0.106)\tData 0.020 (0.022)\tLoss 0.7149 (0.7180)\tPrec@1 41.406 (43.260)\n",
      "[280/391]\tTime 0.071 (0.106)\tData 0.020 (0.022)\tLoss 0.7087 (0.7191)\tPrec@1 41.406 (43.124)\n",
      "[290/391]\tTime 0.132 (0.106)\tData 0.036 (0.022)\tLoss 0.7013 (0.7198)\tPrec@1 39.062 (43.073)\n",
      "[300/391]\tTime 0.116 (0.106)\tData 0.020 (0.022)\tLoss 0.7848 (0.7197)\tPrec@1 37.500 (43.096)\n",
      "[310/391]\tTime 0.117 (0.107)\tData 0.019 (0.022)\tLoss 0.7006 (0.7207)\tPrec@1 49.219 (43.049)\n",
      "[320/391]\tTime 0.100 (0.107)\tData 0.025 (0.022)\tLoss 0.7692 (0.7213)\tPrec@1 43.750 (42.991)\n",
      "[330/391]\tTime 0.119 (0.107)\tData 0.022 (0.022)\tLoss 0.7005 (0.7219)\tPrec@1 43.750 (42.966)\n",
      "[340/391]\tTime 0.120 (0.107)\tData 0.021 (0.022)\tLoss 0.6823 (0.7219)\tPrec@1 42.969 (42.992)\n",
      "[350/391]\tTime 0.110 (0.107)\tData 0.020 (0.022)\tLoss 0.6813 (0.7217)\tPrec@1 42.969 (43.027)\n",
      "[360/391]\tTime 0.130 (0.108)\tData 0.020 (0.022)\tLoss 0.6639 (0.7219)\tPrec@1 45.312 (42.964)\n",
      "[370/391]\tTime 0.126 (0.108)\tData 0.034 (0.022)\tLoss 0.7217 (0.7216)\tPrec@1 42.188 (43.002)\n",
      "[380/391]\tTime 0.118 (0.108)\tData 0.026 (0.022)\tLoss 0.6608 (0.7215)\tPrec@1 46.875 (42.993)\n",
      "[390/391]\tTime 0.080 (0.108)\tData 0.014 (0.023)\tLoss 0.7187 (0.7209)\tPrec@1 42.500 (43.064)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.026 (0.026)\tLoss 2.6127 (2.6127)\tPrec@1 34.375 (34.375)\n",
      "Test: [10/79]\tTime 0.019 (0.022)\tLoss 2.6499 (2.4553)\tPrec@1 32.031 (35.795)\n",
      "Test: [20/79]\tTime 0.034 (0.025)\tLoss 2.5986 (2.4484)\tPrec@1 32.812 (35.193)\n",
      "Test: [30/79]\tTime 0.028 (0.025)\tLoss 2.2069 (2.4557)\tPrec@1 42.969 (34.980)\n",
      "Test: [40/79]\tTime 0.024 (0.026)\tLoss 2.3402 (2.4676)\tPrec@1 34.375 (35.004)\n",
      "Test: [50/79]\tTime 0.042 (0.027)\tLoss 2.6253 (2.4698)\tPrec@1 30.469 (34.881)\n",
      "Test: [60/79]\tTime 0.022 (0.027)\tLoss 2.5985 (2.4751)\tPrec@1 39.062 (35.003)\n",
      "Test: [70/79]\tTime 0.026 (0.027)\tLoss 2.2382 (2.4666)\tPrec@1 42.188 (35.277)\n",
      " * Prec@1 35.210\n",
      "\n",
      "===> epoch: 49/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.096 (0.096)\tData 0.034 (0.034)\tLoss 0.6516 (0.6516)\tPrec@1 50.000 (50.000)\n",
      "[10/391]\tTime 0.109 (0.112)\tData 0.019 (0.023)\tLoss 0.7341 (0.6970)\tPrec@1 42.969 (43.821)\n",
      "[20/391]\tTime 0.098 (0.111)\tData 0.033 (0.026)\tLoss 0.7618 (0.7104)\tPrec@1 43.750 (44.234)\n",
      "[30/391]\tTime 0.115 (0.111)\tData 0.020 (0.025)\tLoss 0.7458 (0.7180)\tPrec@1 36.719 (43.019)\n",
      "[40/391]\tTime 0.116 (0.110)\tData 0.027 (0.024)\tLoss 0.7661 (0.7180)\tPrec@1 41.406 (43.197)\n",
      "[50/391]\tTime 0.077 (0.110)\tData 0.020 (0.023)\tLoss 0.7699 (0.7169)\tPrec@1 43.750 (43.321)\n",
      "[60/391]\tTime 0.108 (0.111)\tData 0.019 (0.024)\tLoss 0.7372 (0.7181)\tPrec@1 44.531 (43.391)\n",
      "[70/391]\tTime 0.114 (0.114)\tData 0.020 (0.027)\tLoss 0.6159 (0.7148)\tPrec@1 50.000 (43.695)\n",
      "[80/391]\tTime 0.121 (0.113)\tData 0.020 (0.026)\tLoss 0.7003 (0.7148)\tPrec@1 46.094 (43.586)\n",
      "[90/391]\tTime 0.116 (0.113)\tData 0.022 (0.026)\tLoss 0.6659 (0.7170)\tPrec@1 46.094 (43.604)\n",
      "[100/391]\tTime 0.078 (0.113)\tData 0.020 (0.025)\tLoss 0.7130 (0.7149)\tPrec@1 44.531 (43.642)\n",
      "[110/391]\tTime 0.113 (0.113)\tData 0.021 (0.025)\tLoss 0.6766 (0.7156)\tPrec@1 43.750 (43.426)\n",
      "[120/391]\tTime 0.094 (0.112)\tData 0.020 (0.025)\tLoss 0.7265 (0.7175)\tPrec@1 46.094 (43.343)\n",
      "[130/391]\tTime 0.091 (0.110)\tData 0.019 (0.024)\tLoss 0.7075 (0.7170)\tPrec@1 46.094 (43.404)\n",
      "[140/391]\tTime 0.092 (0.109)\tData 0.020 (0.024)\tLoss 0.7105 (0.7177)\tPrec@1 42.969 (43.323)\n",
      "[150/391]\tTime 0.092 (0.108)\tData 0.019 (0.024)\tLoss 0.6653 (0.7168)\tPrec@1 48.438 (43.460)\n",
      "[160/391]\tTime 0.090 (0.107)\tData 0.018 (0.023)\tLoss 0.7463 (0.7168)\tPrec@1 38.281 (43.503)\n",
      "[170/391]\tTime 0.092 (0.106)\tData 0.019 (0.023)\tLoss 0.7234 (0.7171)\tPrec@1 44.531 (43.567)\n",
      "[180/391]\tTime 0.095 (0.106)\tData 0.020 (0.023)\tLoss 0.7891 (0.7164)\tPrec@1 42.188 (43.599)\n",
      "[190/391]\tTime 0.092 (0.105)\tData 0.019 (0.023)\tLoss 0.6688 (0.7169)\tPrec@1 45.312 (43.558)\n",
      "[200/391]\tTime 0.099 (0.105)\tData 0.026 (0.023)\tLoss 0.6936 (0.7169)\tPrec@1 38.281 (43.493)\n",
      "[210/391]\tTime 0.094 (0.104)\tData 0.021 (0.023)\tLoss 0.6905 (0.7171)\tPrec@1 40.625 (43.446)\n",
      "[220/391]\tTime 0.097 (0.104)\tData 0.023 (0.023)\tLoss 0.8134 (0.7165)\tPrec@1 32.031 (43.527)\n",
      "[230/391]\tTime 0.090 (0.104)\tData 0.019 (0.023)\tLoss 0.7311 (0.7169)\tPrec@1 37.500 (43.483)\n",
      "[240/391]\tTime 0.109 (0.104)\tData 0.019 (0.023)\tLoss 0.8205 (0.7172)\tPrec@1 34.375 (43.345)\n",
      "[250/391]\tTime 0.100 (0.104)\tData 0.020 (0.023)\tLoss 0.6947 (0.7177)\tPrec@1 42.188 (43.314)\n",
      "[260/391]\tTime 0.094 (0.104)\tData 0.020 (0.023)\tLoss 0.6937 (0.7183)\tPrec@1 41.406 (43.316)\n",
      "[270/391]\tTime 0.106 (0.104)\tData 0.024 (0.023)\tLoss 0.6577 (0.7178)\tPrec@1 49.219 (43.326)\n",
      "[280/391]\tTime 0.048 (0.104)\tData 0.018 (0.025)\tLoss 0.6887 (0.7183)\tPrec@1 49.219 (43.275)\n",
      "[290/391]\tTime 0.050 (0.102)\tData 0.018 (0.024)\tLoss 0.6966 (0.7178)\tPrec@1 45.312 (43.318)\n",
      "[300/391]\tTime 0.050 (0.100)\tData 0.018 (0.024)\tLoss 0.6672 (0.7177)\tPrec@1 49.219 (43.355)\n",
      "[310/391]\tTime 0.049 (0.098)\tData 0.018 (0.024)\tLoss 0.7254 (0.7178)\tPrec@1 43.750 (43.421)\n",
      "[320/391]\tTime 0.048 (0.097)\tData 0.018 (0.024)\tLoss 0.7273 (0.7178)\tPrec@1 41.406 (43.407)\n",
      "[330/391]\tTime 0.048 (0.095)\tData 0.018 (0.024)\tLoss 0.7853 (0.7185)\tPrec@1 39.062 (43.349)\n",
      "[340/391]\tTime 0.049 (0.094)\tData 0.019 (0.023)\tLoss 0.7517 (0.7191)\tPrec@1 42.188 (43.294)\n",
      "[350/391]\tTime 0.051 (0.093)\tData 0.020 (0.023)\tLoss 0.7059 (0.7184)\tPrec@1 43.750 (43.378)\n",
      "[360/391]\tTime 0.108 (0.092)\tData 0.019 (0.023)\tLoss 0.6440 (0.7182)\tPrec@1 51.562 (43.445)\n",
      "[370/391]\tTime 0.086 (0.093)\tData 0.027 (0.024)\tLoss 0.6876 (0.7179)\tPrec@1 48.438 (43.466)\n",
      "[380/391]\tTime 0.111 (0.094)\tData 0.020 (0.024)\tLoss 0.6997 (0.7178)\tPrec@1 45.312 (43.444)\n",
      "[390/391]\tTime 0.083 (0.094)\tData 0.014 (0.024)\tLoss 0.6955 (0.7174)\tPrec@1 40.000 (43.460)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.031 (0.031)\tLoss 2.5766 (2.5766)\tPrec@1 32.812 (32.812)\n",
      "Test: [10/79]\tTime 0.027 (0.030)\tLoss 2.5751 (2.6144)\tPrec@1 38.281 (35.156)\n",
      "Test: [20/79]\tTime 0.021 (0.031)\tLoss 2.6477 (2.6151)\tPrec@1 26.562 (33.780)\n",
      "Test: [30/79]\tTime 0.066 (0.035)\tLoss 2.6163 (2.6042)\tPrec@1 31.250 (33.468)\n",
      "Test: [40/79]\tTime 0.037 (0.035)\tLoss 2.1378 (2.5959)\tPrec@1 35.938 (33.632)\n",
      "Test: [50/79]\tTime 0.034 (0.036)\tLoss 2.7430 (2.6036)\tPrec@1 31.250 (33.303)\n",
      "Test: [60/79]\tTime 0.034 (0.036)\tLoss 2.6616 (2.6162)\tPrec@1 37.500 (33.081)\n",
      "Test: [70/79]\tTime 0.037 (0.037)\tLoss 2.5176 (2.6077)\tPrec@1 33.594 (33.165)\n",
      " * Prec@1 33.160\n",
      "\n",
      "===> epoch: 50/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.132 (0.132)\tData 0.045 (0.045)\tLoss 0.7049 (0.7049)\tPrec@1 44.531 (44.531)\n",
      "[10/391]\tTime 0.104 (0.121)\tData 0.034 (0.037)\tLoss 0.7195 (0.7292)\tPrec@1 45.312 (43.608)\n",
      "[20/391]\tTime 0.111 (0.120)\tData 0.020 (0.034)\tLoss 0.7430 (0.7185)\tPrec@1 39.844 (43.973)\n",
      "[30/391]\tTime 0.147 (0.118)\tData 0.072 (0.032)\tLoss 0.7432 (0.7086)\tPrec@1 39.062 (44.103)\n",
      "[40/391]\tTime 0.124 (0.116)\tData 0.033 (0.033)\tLoss 0.7183 (0.7085)\tPrec@1 49.219 (44.169)\n",
      "[50/391]\tTime 0.172 (0.114)\tData 0.069 (0.034)\tLoss 0.7647 (0.7108)\tPrec@1 32.031 (44.179)\n",
      "[60/391]\tTime 0.122 (0.114)\tData 0.034 (0.034)\tLoss 0.8052 (0.7161)\tPrec@1 41.406 (43.724)\n",
      "[70/391]\tTime 0.109 (0.115)\tData 0.020 (0.033)\tLoss 0.7950 (0.7177)\tPrec@1 42.969 (43.409)\n",
      "[80/391]\tTime 0.132 (0.114)\tData 0.036 (0.033)\tLoss 0.6729 (0.7192)\tPrec@1 43.750 (43.432)\n",
      "[90/391]\tTime 0.125 (0.115)\tData 0.035 (0.034)\tLoss 0.7926 (0.7191)\tPrec@1 38.281 (43.501)\n",
      "[100/391]\tTime 0.108 (0.115)\tData 0.035 (0.034)\tLoss 0.6760 (0.7164)\tPrec@1 50.000 (43.758)\n",
      "[110/391]\tTime 0.118 (0.115)\tData 0.040 (0.034)\tLoss 0.7115 (0.7167)\tPrec@1 39.844 (43.623)\n",
      "[120/391]\tTime 0.126 (0.115)\tData 0.034 (0.034)\tLoss 0.7185 (0.7165)\tPrec@1 41.406 (43.563)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[130/391]\tTime 0.088 (0.116)\tData 0.033 (0.035)\tLoss 0.7307 (0.7161)\tPrec@1 46.094 (43.434)\n",
      "[140/391]\tTime 0.115 (0.116)\tData 0.020 (0.034)\tLoss 0.7191 (0.7152)\tPrec@1 41.406 (43.490)\n",
      "[150/391]\tTime 0.084 (0.116)\tData 0.035 (0.034)\tLoss 0.7380 (0.7170)\tPrec@1 46.875 (43.383)\n",
      "[160/391]\tTime 0.123 (0.116)\tData 0.031 (0.034)\tLoss 0.6815 (0.7167)\tPrec@1 49.219 (43.376)\n",
      "[170/391]\tTime 0.121 (0.116)\tData 0.027 (0.034)\tLoss 0.7355 (0.7168)\tPrec@1 44.531 (43.366)\n",
      "[180/391]\tTime 0.090 (0.116)\tData 0.031 (0.034)\tLoss 0.6952 (0.7165)\tPrec@1 37.500 (43.387)\n",
      "[190/391]\tTime 0.100 (0.116)\tData 0.024 (0.034)\tLoss 0.6933 (0.7166)\tPrec@1 43.750 (43.394)\n",
      "[200/391]\tTime 0.069 (0.116)\tData 0.030 (0.034)\tLoss 0.7593 (0.7166)\tPrec@1 46.875 (43.455)\n",
      "[210/391]\tTime 0.113 (0.116)\tData 0.021 (0.034)\tLoss 0.7143 (0.7167)\tPrec@1 42.969 (43.424)\n",
      "[220/391]\tTime 0.096 (0.115)\tData 0.026 (0.033)\tLoss 0.6208 (0.7171)\tPrec@1 54.688 (43.400)\n",
      "[230/391]\tTime 0.130 (0.116)\tData 0.044 (0.034)\tLoss 0.7165 (0.7174)\tPrec@1 42.188 (43.317)\n",
      "[240/391]\tTime 0.091 (0.116)\tData 0.040 (0.034)\tLoss 0.7062 (0.7183)\tPrec@1 42.969 (43.218)\n",
      "[250/391]\tTime 0.154 (0.116)\tData 0.068 (0.035)\tLoss 0.7154 (0.7183)\tPrec@1 43.750 (43.240)\n",
      "[260/391]\tTime 0.115 (0.116)\tData 0.022 (0.035)\tLoss 0.7057 (0.7193)\tPrec@1 40.625 (43.145)\n",
      "[270/391]\tTime 0.143 (0.116)\tData 0.050 (0.035)\tLoss 0.7375 (0.7191)\tPrec@1 36.719 (43.153)\n",
      "[280/391]\tTime 0.116 (0.116)\tData 0.021 (0.035)\tLoss 0.6375 (0.7191)\tPrec@1 52.344 (43.161)\n",
      "[290/391]\tTime 0.111 (0.116)\tData 0.020 (0.035)\tLoss 0.7402 (0.7193)\tPrec@1 38.281 (43.116)\n",
      "[300/391]\tTime 0.112 (0.116)\tData 0.020 (0.035)\tLoss 0.8017 (0.7189)\tPrec@1 37.500 (43.135)\n",
      "[310/391]\tTime 0.116 (0.116)\tData 0.032 (0.035)\tLoss 0.6750 (0.7181)\tPrec@1 50.000 (43.207)\n",
      "[320/391]\tTime 0.120 (0.116)\tData 0.030 (0.035)\tLoss 0.7075 (0.7179)\tPrec@1 41.406 (43.254)\n",
      "[330/391]\tTime 0.113 (0.116)\tData 0.024 (0.035)\tLoss 0.7272 (0.7183)\tPrec@1 40.625 (43.200)\n",
      "[340/391]\tTime 0.073 (0.116)\tData 0.034 (0.035)\tLoss 0.7681 (0.7185)\tPrec@1 37.500 (43.163)\n",
      "[350/391]\tTime 0.112 (0.116)\tData 0.032 (0.035)\tLoss 0.7215 (0.7181)\tPrec@1 47.656 (43.205)\n",
      "[360/391]\tTime 0.145 (0.116)\tData 0.048 (0.035)\tLoss 0.6924 (0.7183)\tPrec@1 45.312 (43.179)\n",
      "[370/391]\tTime 0.102 (0.116)\tData 0.054 (0.035)\tLoss 0.6759 (0.7186)\tPrec@1 49.219 (43.175)\n",
      "[380/391]\tTime 0.099 (0.116)\tData 0.020 (0.035)\tLoss 0.7077 (0.7184)\tPrec@1 42.969 (43.225)\n",
      "[390/391]\tTime 0.077 (0.116)\tData 0.024 (0.035)\tLoss 0.8181 (0.7190)\tPrec@1 37.500 (43.144)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.045 (0.045)\tLoss 2.4559 (2.4559)\tPrec@1 35.938 (35.938)\n",
      "Test: [10/79]\tTime 0.040 (0.037)\tLoss 2.5823 (2.5329)\tPrec@1 37.500 (37.003)\n",
      "Test: [20/79]\tTime 0.030 (0.035)\tLoss 2.5223 (2.5571)\tPrec@1 32.031 (35.342)\n",
      "Test: [30/79]\tTime 0.043 (0.035)\tLoss 2.4424 (2.5268)\tPrec@1 37.500 (35.761)\n",
      "Test: [40/79]\tTime 0.039 (0.035)\tLoss 2.1049 (2.5205)\tPrec@1 42.969 (35.404)\n",
      "Test: [50/79]\tTime 0.035 (0.035)\tLoss 2.7831 (2.5165)\tPrec@1 28.125 (35.417)\n",
      "Test: [60/79]\tTime 0.028 (0.035)\tLoss 2.7044 (2.5304)\tPrec@1 32.031 (35.131)\n",
      "Test: [70/79]\tTime 0.033 (0.034)\tLoss 2.5213 (2.5376)\tPrec@1 29.688 (34.969)\n",
      " * Prec@1 34.930\n",
      "\n",
      "===> epoch: 51/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.086 (0.086)\tData 0.035 (0.035)\tLoss 0.6598 (0.6598)\tPrec@1 48.438 (48.438)\n",
      "[10/391]\tTime 0.142 (0.118)\tData 0.050 (0.036)\tLoss 0.6867 (0.7291)\tPrec@1 42.188 (41.477)\n",
      "[20/391]\tTime 0.096 (0.111)\tData 0.020 (0.028)\tLoss 0.7573 (0.7290)\tPrec@1 40.625 (41.406)\n",
      "[30/391]\tTime 0.124 (0.111)\tData 0.032 (0.026)\tLoss 0.6662 (0.7186)\tPrec@1 52.344 (42.414)\n",
      "[40/391]\tTime 0.109 (0.110)\tData 0.020 (0.025)\tLoss 0.6610 (0.7158)\tPrec@1 45.312 (42.664)\n",
      "[50/391]\tTime 0.107 (0.112)\tData 0.021 (0.025)\tLoss 0.7411 (0.7164)\tPrec@1 37.500 (42.862)\n",
      "[60/391]\tTime 0.084 (0.111)\tData 0.019 (0.026)\tLoss 0.6849 (0.7157)\tPrec@1 47.656 (43.148)\n",
      "[70/391]\tTime 0.126 (0.110)\tData 0.032 (0.026)\tLoss 0.7472 (0.7143)\tPrec@1 43.750 (43.090)\n",
      "[80/391]\tTime 0.152 (0.110)\tData 0.064 (0.028)\tLoss 0.7434 (0.7143)\tPrec@1 47.656 (43.094)\n",
      "[90/391]\tTime 0.110 (0.110)\tData 0.034 (0.030)\tLoss 0.7272 (0.7150)\tPrec@1 42.188 (43.003)\n",
      "[100/391]\tTime 0.080 (0.109)\tData 0.037 (0.031)\tLoss 0.7600 (0.7173)\tPrec@1 36.719 (42.830)\n",
      "[110/391]\tTime 0.103 (0.110)\tData 0.019 (0.033)\tLoss 0.6798 (0.7152)\tPrec@1 47.656 (43.131)\n",
      "[120/391]\tTime 0.095 (0.109)\tData 0.019 (0.032)\tLoss 0.6796 (0.7160)\tPrec@1 46.094 (43.091)\n",
      "[130/391]\tTime 0.080 (0.109)\tData 0.038 (0.032)\tLoss 0.6408 (0.7157)\tPrec@1 47.656 (43.142)\n",
      "[140/391]\tTime 0.113 (0.109)\tData 0.033 (0.033)\tLoss 0.7125 (0.7153)\tPrec@1 49.219 (43.107)\n",
      "[150/391]\tTime 0.120 (0.110)\tData 0.030 (0.033)\tLoss 0.6722 (0.7140)\tPrec@1 46.875 (43.258)\n",
      "[160/391]\tTime 0.118 (0.110)\tData 0.021 (0.033)\tLoss 0.7583 (0.7154)\tPrec@1 40.625 (43.139)\n",
      "[170/391]\tTime 0.181 (0.111)\tData 0.054 (0.033)\tLoss 0.7317 (0.7162)\tPrec@1 42.188 (43.206)\n",
      "[180/391]\tTime 0.127 (0.111)\tData 0.033 (0.033)\tLoss 0.7829 (0.7169)\tPrec@1 41.406 (43.120)\n",
      "[190/391]\tTime 0.119 (0.112)\tData 0.039 (0.034)\tLoss 0.6986 (0.7172)\tPrec@1 44.531 (43.116)\n",
      "[200/391]\tTime 0.119 (0.112)\tData 0.036 (0.034)\tLoss 0.7592 (0.7172)\tPrec@1 39.062 (43.163)\n",
      "[210/391]\tTime 0.197 (0.113)\tData 0.127 (0.035)\tLoss 0.6647 (0.7179)\tPrec@1 50.781 (43.165)\n",
      "[220/391]\tTime 0.116 (0.113)\tData 0.036 (0.035)\tLoss 0.7441 (0.7191)\tPrec@1 41.406 (43.032)\n",
      "[230/391]\tTime 0.116 (0.113)\tData 0.022 (0.035)\tLoss 0.6841 (0.7194)\tPrec@1 41.406 (42.999)\n",
      "[240/391]\tTime 0.100 (0.113)\tData 0.037 (0.034)\tLoss 0.7577 (0.7201)\tPrec@1 39.844 (42.966)\n",
      "[250/391]\tTime 0.130 (0.113)\tData 0.033 (0.034)\tLoss 0.7874 (0.7212)\tPrec@1 35.938 (42.872)\n",
      "[260/391]\tTime 0.128 (0.113)\tData 0.037 (0.034)\tLoss 0.8237 (0.7225)\tPrec@1 32.812 (42.813)\n",
      "[270/391]\tTime 0.126 (0.114)\tData 0.034 (0.034)\tLoss 0.7283 (0.7218)\tPrec@1 45.312 (42.865)\n",
      "[280/391]\tTime 0.115 (0.114)\tData 0.029 (0.034)\tLoss 0.7785 (0.7214)\tPrec@1 37.500 (42.960)\n",
      "[290/391]\tTime 0.094 (0.113)\tData 0.022 (0.034)\tLoss 0.7664 (0.7216)\tPrec@1 38.281 (43.001)\n",
      "[300/391]\tTime 0.093 (0.114)\tData 0.038 (0.035)\tLoss 0.7211 (0.7213)\tPrec@1 45.312 (43.039)\n",
      "[310/391]\tTime 0.156 (0.114)\tData 0.049 (0.035)\tLoss 0.7225 (0.7201)\tPrec@1 44.531 (43.104)\n",
      "[320/391]\tTime 0.132 (0.114)\tData 0.038 (0.035)\tLoss 0.7629 (0.7204)\tPrec@1 46.094 (43.115)\n",
      "[330/391]\tTime 0.116 (0.115)\tData 0.037 (0.035)\tLoss 0.6858 (0.7203)\tPrec@1 44.531 (43.141)\n",
      "[340/391]\tTime 0.103 (0.115)\tData 0.021 (0.035)\tLoss 0.7350 (0.7202)\tPrec@1 40.625 (43.141)\n",
      "[350/391]\tTime 0.084 (0.115)\tData 0.034 (0.035)\tLoss 0.7124 (0.7200)\tPrec@1 42.188 (43.180)\n",
      "[360/391]\tTime 0.121 (0.115)\tData 0.032 (0.035)\tLoss 0.7112 (0.7192)\tPrec@1 46.094 (43.270)\n",
      "[370/391]\tTime 0.121 (0.115)\tData 0.029 (0.035)\tLoss 0.7140 (0.7185)\tPrec@1 36.719 (43.327)\n",
      "[380/391]\tTime 0.136 (0.116)\tData 0.040 (0.035)\tLoss 0.6947 (0.7181)\tPrec@1 42.969 (43.401)\n",
      "[390/391]\tTime 0.095 (0.116)\tData 0.017 (0.035)\tLoss 0.7766 (0.7187)\tPrec@1 40.000 (43.376)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.025 (0.025)\tLoss 2.5257 (2.5257)\tPrec@1 35.938 (35.938)\n",
      "Test: [10/79]\tTime 0.045 (0.034)\tLoss 2.5586 (2.6501)\tPrec@1 35.938 (35.724)\n",
      "Test: [20/79]\tTime 0.035 (0.035)\tLoss 2.7444 (2.6300)\tPrec@1 32.812 (34.933)\n",
      "Test: [30/79]\tTime 0.033 (0.032)\tLoss 2.4725 (2.6201)\tPrec@1 34.375 (34.249)\n",
      "Test: [40/79]\tTime 0.031 (0.034)\tLoss 2.1262 (2.6078)\tPrec@1 43.750 (34.413)\n",
      "Test: [50/79]\tTime 0.036 (0.034)\tLoss 2.6338 (2.6157)\tPrec@1 35.156 (34.206)\n",
      "Test: [60/79]\tTime 0.074 (0.035)\tLoss 2.9676 (2.6198)\tPrec@1 28.906 (33.940)\n",
      "Test: [70/79]\tTime 0.032 (0.036)\tLoss 2.5111 (2.6089)\tPrec@1 35.938 (34.155)\n",
      " * Prec@1 34.190\n",
      "\n",
      "===> epoch: 52/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.111 (0.111)\tData 0.043 (0.043)\tLoss 0.7241 (0.7241)\tPrec@1 45.312 (45.312)\n",
      "[10/391]\tTime 0.118 (0.111)\tData 0.051 (0.047)\tLoss 0.6809 (0.7093)\tPrec@1 50.000 (45.810)\n",
      "[20/391]\tTime 0.130 (0.117)\tData 0.037 (0.046)\tLoss 0.7364 (0.7159)\tPrec@1 44.531 (44.159)\n",
      "[30/391]\tTime 0.118 (0.114)\tData 0.028 (0.039)\tLoss 0.6756 (0.7199)\tPrec@1 47.656 (43.574)\n",
      "[40/391]\tTime 0.137 (0.115)\tData 0.046 (0.039)\tLoss 0.6618 (0.7120)\tPrec@1 42.969 (44.036)\n",
      "[50/391]\tTime 0.121 (0.114)\tData 0.033 (0.038)\tLoss 0.6755 (0.7107)\tPrec@1 42.188 (44.133)\n",
      "[60/391]\tTime 0.127 (0.115)\tData 0.040 (0.038)\tLoss 0.7696 (0.7104)\tPrec@1 41.406 (44.173)\n",
      "[70/391]\tTime 0.121 (0.115)\tData 0.044 (0.037)\tLoss 0.7418 (0.7090)\tPrec@1 44.531 (44.157)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[80/391]\tTime 0.122 (0.115)\tData 0.032 (0.037)\tLoss 0.6894 (0.7098)\tPrec@1 46.094 (43.962)\n",
      "[90/391]\tTime 0.136 (0.114)\tData 0.034 (0.037)\tLoss 0.7499 (0.7129)\tPrec@1 39.844 (43.819)\n",
      "[100/391]\tTime 0.128 (0.114)\tData 0.033 (0.037)\tLoss 0.6713 (0.7129)\tPrec@1 44.531 (43.773)\n",
      "[110/391]\tTime 0.121 (0.116)\tData 0.034 (0.038)\tLoss 0.7650 (0.7141)\tPrec@1 39.062 (43.490)\n",
      "[120/391]\tTime 0.112 (0.116)\tData 0.040 (0.038)\tLoss 0.7596 (0.7157)\tPrec@1 45.312 (43.395)\n",
      "[130/391]\tTime 0.107 (0.115)\tData 0.020 (0.037)\tLoss 0.6671 (0.7149)\tPrec@1 46.875 (43.500)\n",
      "[140/391]\tTime 0.135 (0.115)\tData 0.040 (0.038)\tLoss 0.7341 (0.7153)\tPrec@1 44.531 (43.512)\n",
      "[150/391]\tTime 0.113 (0.116)\tData 0.032 (0.038)\tLoss 0.7125 (0.7146)\tPrec@1 42.188 (43.579)\n",
      "[160/391]\tTime 0.116 (0.116)\tData 0.032 (0.038)\tLoss 0.7415 (0.7158)\tPrec@1 43.750 (43.619)\n",
      "[170/391]\tTime 0.080 (0.116)\tData 0.032 (0.038)\tLoss 0.7113 (0.7157)\tPrec@1 46.875 (43.704)\n",
      "[180/391]\tTime 0.127 (0.116)\tData 0.037 (0.038)\tLoss 0.6997 (0.7147)\tPrec@1 44.531 (43.776)\n",
      "[190/391]\tTime 0.071 (0.116)\tData 0.031 (0.038)\tLoss 0.6403 (0.7134)\tPrec@1 43.750 (43.860)\n",
      "[200/391]\tTime 0.173 (0.116)\tData 0.072 (0.039)\tLoss 0.6333 (0.7126)\tPrec@1 50.781 (43.902)\n",
      "[210/391]\tTime 0.130 (0.118)\tData 0.047 (0.040)\tLoss 0.7615 (0.7135)\tPrec@1 37.500 (43.835)\n",
      "[220/391]\tTime 0.102 (0.117)\tData 0.036 (0.040)\tLoss 0.6889 (0.7134)\tPrec@1 46.875 (43.821)\n",
      "[230/391]\tTime 0.120 (0.117)\tData 0.029 (0.039)\tLoss 0.7027 (0.7133)\tPrec@1 43.750 (43.845)\n",
      "[240/391]\tTime 0.125 (0.117)\tData 0.036 (0.039)\tLoss 0.7183 (0.7134)\tPrec@1 43.750 (43.889)\n",
      "[250/391]\tTime 0.140 (0.117)\tData 0.074 (0.039)\tLoss 0.6931 (0.7136)\tPrec@1 43.750 (43.859)\n",
      "[260/391]\tTime 0.128 (0.117)\tData 0.034 (0.039)\tLoss 0.6604 (0.7138)\tPrec@1 48.438 (43.834)\n",
      "[270/391]\tTime 0.106 (0.117)\tData 0.028 (0.039)\tLoss 0.7291 (0.7147)\tPrec@1 45.312 (43.733)\n",
      "[280/391]\tTime 0.103 (0.117)\tData 0.029 (0.039)\tLoss 0.6058 (0.7146)\tPrec@1 57.031 (43.736)\n",
      "[290/391]\tTime 0.110 (0.117)\tData 0.036 (0.039)\tLoss 0.6763 (0.7148)\tPrec@1 52.344 (43.739)\n",
      "[300/391]\tTime 0.153 (0.118)\tData 0.035 (0.039)\tLoss 0.7647 (0.7151)\tPrec@1 42.969 (43.729)\n",
      "[310/391]\tTime 0.131 (0.118)\tData 0.041 (0.040)\tLoss 0.6755 (0.7147)\tPrec@1 50.781 (43.805)\n",
      "[320/391]\tTime 0.152 (0.118)\tData 0.066 (0.040)\tLoss 0.6847 (0.7144)\tPrec@1 42.188 (43.799)\n",
      "[330/391]\tTime 0.111 (0.119)\tData 0.021 (0.040)\tLoss 0.8001 (0.7155)\tPrec@1 39.844 (43.684)\n",
      "[340/391]\tTime 0.147 (0.118)\tData 0.055 (0.040)\tLoss 0.7820 (0.7162)\tPrec@1 37.500 (43.647)\n",
      "[350/391]\tTime 0.086 (0.118)\tData 0.033 (0.039)\tLoss 0.7673 (0.7170)\tPrec@1 40.625 (43.612)\n",
      "[360/391]\tTime 0.113 (0.118)\tData 0.022 (0.039)\tLoss 0.7374 (0.7169)\tPrec@1 42.188 (43.618)\n",
      "[370/391]\tTime 0.123 (0.118)\tData 0.033 (0.039)\tLoss 0.7173 (0.7174)\tPrec@1 42.188 (43.603)\n",
      "[380/391]\tTime 0.099 (0.118)\tData 0.027 (0.039)\tLoss 0.8241 (0.7174)\tPrec@1 32.031 (43.586)\n",
      "[390/391]\tTime 0.098 (0.118)\tData 0.044 (0.039)\tLoss 0.6795 (0.7166)\tPrec@1 45.000 (43.608)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.035 (0.035)\tLoss 2.5294 (2.5294)\tPrec@1 36.719 (36.719)\n",
      "Test: [10/79]\tTime 0.060 (0.054)\tLoss 2.5003 (2.5971)\tPrec@1 32.812 (35.085)\n",
      "Test: [20/79]\tTime 0.041 (0.048)\tLoss 2.6053 (2.6486)\tPrec@1 38.281 (33.891)\n",
      "Test: [30/79]\tTime 0.041 (0.049)\tLoss 2.5390 (2.6505)\tPrec@1 30.469 (33.644)\n",
      "Test: [40/79]\tTime 0.031 (0.048)\tLoss 2.4318 (2.6444)\tPrec@1 41.406 (33.803)\n",
      "Test: [50/79]\tTime 0.035 (0.047)\tLoss 2.8035 (2.6540)\tPrec@1 28.125 (33.487)\n",
      "Test: [60/79]\tTime 0.035 (0.045)\tLoss 2.9283 (2.6692)\tPrec@1 36.719 (33.389)\n",
      "Test: [70/79]\tTime 0.035 (0.044)\tLoss 2.5699 (2.6665)\tPrec@1 35.156 (33.297)\n",
      " * Prec@1 33.120\n",
      "\n",
      "===> epoch: 53/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.084 (0.084)\tData 0.039 (0.039)\tLoss 0.6858 (0.6858)\tPrec@1 46.094 (46.094)\n",
      "[10/391]\tTime 0.120 (0.127)\tData 0.023 (0.039)\tLoss 0.7451 (0.7180)\tPrec@1 42.969 (41.903)\n",
      "[20/391]\tTime 0.119 (0.119)\tData 0.047 (0.037)\tLoss 0.7301 (0.7159)\tPrec@1 41.406 (42.932)\n",
      "[30/391]\tTime 0.103 (0.118)\tData 0.026 (0.038)\tLoss 0.7255 (0.7152)\tPrec@1 37.500 (43.120)\n",
      "[40/391]\tTime 0.109 (0.119)\tData 0.034 (0.038)\tLoss 0.7555 (0.7195)\tPrec@1 44.531 (42.988)\n",
      "[50/391]\tTime 0.125 (0.117)\tData 0.037 (0.037)\tLoss 0.6707 (0.7199)\tPrec@1 42.969 (42.831)\n",
      "[60/391]\tTime 0.115 (0.119)\tData 0.030 (0.039)\tLoss 0.7646 (0.7214)\tPrec@1 35.156 (42.239)\n",
      "[70/391]\tTime 0.119 (0.118)\tData 0.022 (0.038)\tLoss 0.7033 (0.7203)\tPrec@1 40.625 (42.540)\n",
      "[80/391]\tTime 0.132 (0.121)\tData 0.050 (0.038)\tLoss 0.7574 (0.7217)\tPrec@1 40.625 (42.631)\n",
      "[90/391]\tTime 0.136 (0.120)\tData 0.043 (0.038)\tLoss 0.7533 (0.7214)\tPrec@1 39.844 (42.703)\n",
      "[100/391]\tTime 0.155 (0.121)\tData 0.049 (0.040)\tLoss 0.7022 (0.7199)\tPrec@1 41.406 (42.806)\n",
      "[110/391]\tTime 0.118 (0.122)\tData 0.025 (0.040)\tLoss 0.7384 (0.7191)\tPrec@1 38.281 (42.701)\n",
      "[120/391]\tTime 0.140 (0.122)\tData 0.049 (0.040)\tLoss 0.6618 (0.7157)\tPrec@1 47.656 (42.949)\n",
      "[130/391]\tTime 0.152 (0.122)\tData 0.061 (0.040)\tLoss 0.7345 (0.7157)\tPrec@1 39.062 (43.076)\n",
      "[140/391]\tTime 0.151 (0.122)\tData 0.041 (0.040)\tLoss 0.7386 (0.7163)\tPrec@1 42.188 (43.118)\n",
      "[150/391]\tTime 0.137 (0.122)\tData 0.051 (0.039)\tLoss 0.7392 (0.7157)\tPrec@1 45.312 (43.191)\n",
      "[160/391]\tTime 0.079 (0.122)\tData 0.027 (0.039)\tLoss 0.7766 (0.7159)\tPrec@1 44.531 (43.192)\n",
      "[170/391]\tTime 0.081 (0.122)\tData 0.046 (0.040)\tLoss 0.6809 (0.7159)\tPrec@1 51.562 (43.307)\n",
      "[180/391]\tTime 0.127 (0.123)\tData 0.039 (0.041)\tLoss 0.7580 (0.7157)\tPrec@1 37.500 (43.288)\n",
      "[190/391]\tTime 0.089 (0.122)\tData 0.034 (0.041)\tLoss 0.6846 (0.7141)\tPrec@1 47.656 (43.439)\n",
      "[200/391]\tTime 0.082 (0.121)\tData 0.034 (0.041)\tLoss 0.7055 (0.7138)\tPrec@1 42.188 (43.466)\n",
      "[210/391]\tTime 0.114 (0.121)\tData 0.020 (0.040)\tLoss 0.7618 (0.7132)\tPrec@1 40.625 (43.491)\n",
      "[220/391]\tTime 0.151 (0.121)\tData 0.052 (0.041)\tLoss 0.7179 (0.7128)\tPrec@1 43.750 (43.488)\n",
      "[230/391]\tTime 0.125 (0.122)\tData 0.033 (0.041)\tLoss 0.7134 (0.7134)\tPrec@1 43.750 (43.493)\n",
      "[240/391]\tTime 0.079 (0.122)\tData 0.023 (0.040)\tLoss 0.6668 (0.7134)\tPrec@1 42.969 (43.500)\n",
      "[250/391]\tTime 0.075 (0.122)\tData 0.027 (0.040)\tLoss 0.7626 (0.7140)\tPrec@1 42.188 (43.507)\n",
      "[260/391]\tTime 0.124 (0.122)\tData 0.037 (0.040)\tLoss 0.7010 (0.7145)\tPrec@1 46.094 (43.445)\n",
      "[270/391]\tTime 0.110 (0.122)\tData 0.036 (0.040)\tLoss 0.6975 (0.7150)\tPrec@1 39.062 (43.378)\n",
      "[280/391]\tTime 0.141 (0.122)\tData 0.041 (0.040)\tLoss 0.6712 (0.7154)\tPrec@1 48.438 (43.308)\n",
      "[290/391]\tTime 0.141 (0.122)\tData 0.040 (0.040)\tLoss 0.7656 (0.7161)\tPrec@1 41.406 (43.277)\n",
      "[300/391]\tTime 0.144 (0.122)\tData 0.062 (0.040)\tLoss 0.7330 (0.7164)\tPrec@1 42.188 (43.285)\n",
      "[310/391]\tTime 0.112 (0.121)\tData 0.021 (0.040)\tLoss 0.8486 (0.7169)\tPrec@1 32.031 (43.220)\n",
      "[320/391]\tTime 0.119 (0.121)\tData 0.040 (0.040)\tLoss 0.7346 (0.7172)\tPrec@1 42.188 (43.173)\n",
      "[330/391]\tTime 0.079 (0.121)\tData 0.036 (0.040)\tLoss 0.6954 (0.7171)\tPrec@1 47.656 (43.191)\n",
      "[340/391]\tTime 0.108 (0.121)\tData 0.031 (0.040)\tLoss 0.7062 (0.7174)\tPrec@1 43.750 (43.173)\n",
      "[350/391]\tTime 0.124 (0.120)\tData 0.027 (0.039)\tLoss 0.6113 (0.7166)\tPrec@1 54.688 (43.251)\n",
      "[360/391]\tTime 0.113 (0.121)\tData 0.029 (0.039)\tLoss 0.7191 (0.7168)\tPrec@1 46.875 (43.278)\n",
      "[370/391]\tTime 0.087 (0.120)\tData 0.036 (0.039)\tLoss 0.7217 (0.7176)\tPrec@1 42.188 (43.215)\n",
      "[380/391]\tTime 0.137 (0.120)\tData 0.038 (0.039)\tLoss 0.8149 (0.7174)\tPrec@1 35.156 (43.244)\n",
      "[390/391]\tTime 0.062 (0.119)\tData 0.022 (0.039)\tLoss 0.8132 (0.7177)\tPrec@1 33.750 (43.246)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.037 (0.037)\tLoss 2.5277 (2.5277)\tPrec@1 36.719 (36.719)\n",
      "Test: [10/79]\tTime 0.035 (0.040)\tLoss 2.5419 (2.5200)\tPrec@1 32.031 (36.577)\n",
      "Test: [20/79]\tTime 0.033 (0.043)\tLoss 2.5541 (2.5134)\tPrec@1 32.812 (36.049)\n",
      "Test: [30/79]\tTime 0.048 (0.042)\tLoss 2.4574 (2.4997)\tPrec@1 41.406 (36.341)\n",
      "Test: [40/79]\tTime 0.036 (0.041)\tLoss 2.4812 (2.5158)\tPrec@1 31.250 (35.995)\n",
      "Test: [50/79]\tTime 0.033 (0.040)\tLoss 2.5363 (2.5159)\tPrec@1 35.156 (35.600)\n",
      "Test: [60/79]\tTime 0.039 (0.041)\tLoss 2.6665 (2.5270)\tPrec@1 35.156 (35.553)\n",
      "Test: [70/79]\tTime 0.021 (0.039)\tLoss 2.4975 (2.5263)\tPrec@1 39.062 (35.552)\n",
      " * Prec@1 35.620\n",
      "\n",
      "===> epoch: 54/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.116 (0.116)\tData 0.022 (0.022)\tLoss 0.6668 (0.6668)\tPrec@1 46.094 (46.094)\n",
      "[10/391]\tTime 0.132 (0.114)\tData 0.038 (0.032)\tLoss 0.7706 (0.7090)\tPrec@1 39.062 (43.892)\n",
      "[20/391]\tTime 0.135 (0.115)\tData 0.047 (0.036)\tLoss 0.7484 (0.6956)\tPrec@1 42.188 (44.940)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[30/391]\tTime 0.101 (0.110)\tData 0.032 (0.035)\tLoss 0.7755 (0.7008)\tPrec@1 35.156 (44.506)\n",
      "[40/391]\tTime 0.115 (0.111)\tData 0.025 (0.035)\tLoss 0.7365 (0.7065)\tPrec@1 37.500 (44.150)\n",
      "[50/391]\tTime 0.077 (0.109)\tData 0.035 (0.034)\tLoss 0.7370 (0.7072)\tPrec@1 46.875 (44.194)\n",
      "[60/391]\tTime 0.109 (0.110)\tData 0.035 (0.035)\tLoss 0.6674 (0.7058)\tPrec@1 42.969 (44.211)\n",
      "[70/391]\tTime 0.098 (0.112)\tData 0.053 (0.037)\tLoss 0.6735 (0.7059)\tPrec@1 49.219 (44.300)\n",
      "[80/391]\tTime 0.119 (0.112)\tData 0.039 (0.038)\tLoss 0.6643 (0.7074)\tPrec@1 48.438 (44.367)\n",
      "[90/391]\tTime 0.093 (0.112)\tData 0.041 (0.038)\tLoss 0.6268 (0.7051)\tPrec@1 54.688 (44.411)\n",
      "[100/391]\tTime 0.156 (0.114)\tData 0.052 (0.038)\tLoss 0.8031 (0.7064)\tPrec@1 33.594 (44.261)\n",
      "[110/391]\tTime 0.104 (0.114)\tData 0.035 (0.038)\tLoss 0.6847 (0.7060)\tPrec@1 46.875 (44.130)\n",
      "[120/391]\tTime 0.148 (0.115)\tData 0.056 (0.038)\tLoss 0.6823 (0.7045)\tPrec@1 46.094 (44.208)\n",
      "[130/391]\tTime 0.078 (0.115)\tData 0.033 (0.038)\tLoss 0.7177 (0.7035)\tPrec@1 42.188 (44.191)\n",
      "[140/391]\tTime 0.118 (0.115)\tData 0.028 (0.037)\tLoss 0.7446 (0.7047)\tPrec@1 39.844 (44.033)\n",
      "[150/391]\tTime 0.095 (0.116)\tData 0.037 (0.037)\tLoss 0.6998 (0.7050)\tPrec@1 46.094 (44.014)\n",
      "[160/391]\tTime 0.105 (0.116)\tData 0.028 (0.038)\tLoss 0.7517 (0.7051)\tPrec@1 39.844 (44.027)\n",
      "[170/391]\tTime 0.139 (0.116)\tData 0.063 (0.038)\tLoss 0.7824 (0.7059)\tPrec@1 39.844 (44.020)\n",
      "[180/391]\tTime 0.105 (0.117)\tData 0.040 (0.038)\tLoss 0.7531 (0.7072)\tPrec@1 42.188 (43.979)\n",
      "[190/391]\tTime 0.115 (0.118)\tData 0.032 (0.039)\tLoss 0.7386 (0.7080)\tPrec@1 42.188 (43.901)\n",
      "[200/391]\tTime 0.112 (0.119)\tData 0.021 (0.039)\tLoss 0.6646 (0.7081)\tPrec@1 47.656 (43.886)\n",
      "[210/391]\tTime 0.083 (0.118)\tData 0.033 (0.039)\tLoss 0.7115 (0.7086)\tPrec@1 49.219 (43.961)\n",
      "[220/391]\tTime 0.097 (0.118)\tData 0.031 (0.039)\tLoss 0.6947 (0.7081)\tPrec@1 39.844 (44.036)\n",
      "[230/391]\tTime 0.086 (0.117)\tData 0.035 (0.039)\tLoss 0.7318 (0.7100)\tPrec@1 39.062 (43.922)\n",
      "[240/391]\tTime 0.108 (0.117)\tData 0.030 (0.039)\tLoss 0.8063 (0.7111)\tPrec@1 32.812 (43.782)\n",
      "[250/391]\tTime 0.106 (0.117)\tData 0.032 (0.039)\tLoss 0.6874 (0.7107)\tPrec@1 47.656 (43.856)\n",
      "[260/391]\tTime 0.143 (0.117)\tData 0.060 (0.038)\tLoss 0.6286 (0.7110)\tPrec@1 52.344 (43.810)\n",
      "[270/391]\tTime 0.146 (0.118)\tData 0.035 (0.039)\tLoss 0.7555 (0.7115)\tPrec@1 40.625 (43.796)\n",
      "[280/391]\tTime 0.112 (0.118)\tData 0.036 (0.039)\tLoss 0.7327 (0.7126)\tPrec@1 42.969 (43.683)\n",
      "[290/391]\tTime 0.133 (0.118)\tData 0.039 (0.039)\tLoss 0.7237 (0.7127)\tPrec@1 39.844 (43.653)\n",
      "[300/391]\tTime 0.123 (0.118)\tData 0.033 (0.039)\tLoss 0.6701 (0.7137)\tPrec@1 49.219 (43.579)\n",
      "[310/391]\tTime 0.092 (0.118)\tData 0.036 (0.039)\tLoss 0.6924 (0.7142)\tPrec@1 45.312 (43.521)\n",
      "[320/391]\tTime 0.117 (0.118)\tData 0.034 (0.039)\tLoss 0.7825 (0.7146)\tPrec@1 39.844 (43.477)\n",
      "[330/391]\tTime 0.130 (0.118)\tData 0.038 (0.039)\tLoss 0.6033 (0.7143)\tPrec@1 55.469 (43.500)\n",
      "[340/391]\tTime 0.115 (0.118)\tData 0.025 (0.039)\tLoss 0.6978 (0.7150)\tPrec@1 42.969 (43.441)\n",
      "[350/391]\tTime 0.112 (0.118)\tData 0.020 (0.038)\tLoss 0.7097 (0.7159)\tPrec@1 39.844 (43.372)\n",
      "[360/391]\tTime 0.120 (0.118)\tData 0.038 (0.038)\tLoss 0.6714 (0.7158)\tPrec@1 42.969 (43.350)\n",
      "[370/391]\tTime 0.159 (0.118)\tData 0.066 (0.039)\tLoss 0.6507 (0.7167)\tPrec@1 53.125 (43.280)\n",
      "[380/391]\tTime 0.177 (0.118)\tData 0.083 (0.039)\tLoss 0.7825 (0.7172)\tPrec@1 41.406 (43.233)\n",
      "[390/391]\tTime 0.103 (0.119)\tData 0.042 (0.039)\tLoss 0.7706 (0.7173)\tPrec@1 43.750 (43.228)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.059 (0.059)\tLoss 2.2018 (2.2018)\tPrec@1 37.500 (37.500)\n",
      "Test: [10/79]\tTime 0.033 (0.038)\tLoss 2.3372 (2.3735)\tPrec@1 39.062 (38.991)\n",
      "Test: [20/79]\tTime 0.068 (0.041)\tLoss 2.4211 (2.3881)\tPrec@1 39.062 (38.356)\n",
      "Test: [30/79]\tTime 0.038 (0.043)\tLoss 2.1777 (2.3787)\tPrec@1 39.062 (38.130)\n",
      "Test: [40/79]\tTime 0.019 (0.039)\tLoss 2.0920 (2.3831)\tPrec@1 40.625 (38.434)\n",
      "Test: [50/79]\tTime 0.022 (0.036)\tLoss 2.4004 (2.3797)\tPrec@1 33.594 (38.343)\n",
      "Test: [60/79]\tTime 0.023 (0.034)\tLoss 2.5163 (2.3854)\tPrec@1 39.844 (38.153)\n",
      "Test: [70/79]\tTime 0.025 (0.032)\tLoss 2.3995 (2.3858)\tPrec@1 39.844 (38.237)\n",
      " * Prec@1 38.250\n",
      "\n",
      "===> epoch: 55/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.127 (0.127)\tData 0.039 (0.039)\tLoss 0.7223 (0.7223)\tPrec@1 45.312 (45.312)\n",
      "[10/391]\tTime 0.139 (0.123)\tData 0.044 (0.038)\tLoss 0.6970 (0.7222)\tPrec@1 43.750 (42.827)\n",
      "[20/391]\tTime 0.129 (0.122)\tData 0.056 (0.040)\tLoss 0.6777 (0.7040)\tPrec@1 46.875 (44.420)\n",
      "[30/391]\tTime 0.121 (0.120)\tData 0.030 (0.038)\tLoss 0.6767 (0.7059)\tPrec@1 46.094 (44.355)\n",
      "[40/391]\tTime 0.155 (0.121)\tData 0.058 (0.038)\tLoss 0.6795 (0.7071)\tPrec@1 47.656 (44.036)\n",
      "[50/391]\tTime 0.123 (0.118)\tData 0.034 (0.037)\tLoss 0.6379 (0.7046)\tPrec@1 53.125 (44.577)\n",
      "[60/391]\tTime 0.120 (0.117)\tData 0.033 (0.038)\tLoss 0.7219 (0.7035)\tPrec@1 44.531 (44.557)\n",
      "[70/391]\tTime 0.105 (0.119)\tData 0.037 (0.040)\tLoss 0.7319 (0.7021)\tPrec@1 37.500 (44.674)\n",
      "[80/391]\tTime 0.138 (0.121)\tData 0.068 (0.041)\tLoss 0.7265 (0.7046)\tPrec@1 46.875 (44.608)\n",
      "[90/391]\tTime 0.080 (0.121)\tData 0.019 (0.041)\tLoss 0.7150 (0.7081)\tPrec@1 46.094 (44.402)\n",
      "[100/391]\tTime 0.099 (0.119)\tData 0.036 (0.039)\tLoss 0.6559 (0.7092)\tPrec@1 49.219 (44.261)\n",
      "[110/391]\tTime 0.102 (0.117)\tData 0.035 (0.039)\tLoss 0.6361 (0.7069)\tPrec@1 53.125 (44.341)\n",
      "[120/391]\tTime 0.126 (0.118)\tData 0.035 (0.039)\tLoss 0.6781 (0.7070)\tPrec@1 42.969 (44.331)\n",
      "[130/391]\tTime 0.122 (0.118)\tData 0.028 (0.038)\tLoss 0.6970 (0.7094)\tPrec@1 47.656 (44.108)\n",
      "[140/391]\tTime 0.139 (0.117)\tData 0.043 (0.038)\tLoss 0.6416 (0.7077)\tPrec@1 43.750 (44.154)\n",
      "[150/391]\tTime 0.102 (0.117)\tData 0.031 (0.038)\tLoss 0.7178 (0.7081)\tPrec@1 42.188 (44.091)\n",
      "[160/391]\tTime 0.113 (0.119)\tData 0.041 (0.039)\tLoss 0.6950 (0.7075)\tPrec@1 45.312 (44.167)\n",
      "[170/391]\tTime 0.127 (0.120)\tData 0.033 (0.039)\tLoss 0.7022 (0.7068)\tPrec@1 42.969 (44.221)\n",
      "[180/391]\tTime 0.106 (0.120)\tData 0.032 (0.040)\tLoss 0.7558 (0.7056)\tPrec@1 38.281 (44.290)\n",
      "[190/391]\tTime 0.113 (0.120)\tData 0.020 (0.040)\tLoss 0.6744 (0.7069)\tPrec@1 49.219 (44.106)\n",
      "[200/391]\tTime 0.086 (0.120)\tData 0.027 (0.039)\tLoss 0.6897 (0.7074)\tPrec@1 47.656 (44.139)\n",
      "[210/391]\tTime 0.154 (0.120)\tData 0.060 (0.039)\tLoss 0.7014 (0.7079)\tPrec@1 43.750 (44.131)\n",
      "[220/391]\tTime 0.119 (0.121)\tData 0.029 (0.040)\tLoss 0.7116 (0.7093)\tPrec@1 46.094 (44.068)\n",
      "[230/391]\tTime 0.163 (0.121)\tData 0.055 (0.039)\tLoss 0.7078 (0.7082)\tPrec@1 50.781 (44.146)\n",
      "[240/391]\tTime 0.068 (0.120)\tData 0.032 (0.039)\tLoss 0.7048 (0.7086)\tPrec@1 42.969 (44.210)\n",
      "[250/391]\tTime 0.092 (0.120)\tData 0.041 (0.039)\tLoss 0.6345 (0.7082)\tPrec@1 51.562 (44.248)\n",
      "[260/391]\tTime 0.123 (0.120)\tData 0.038 (0.039)\tLoss 0.7133 (0.7081)\tPrec@1 50.000 (44.202)\n",
      "[270/391]\tTime 0.173 (0.121)\tData 0.081 (0.039)\tLoss 0.6797 (0.7090)\tPrec@1 49.219 (44.087)\n",
      "[280/391]\tTime 0.128 (0.121)\tData 0.039 (0.039)\tLoss 0.7804 (0.7097)\tPrec@1 37.500 (44.014)\n",
      "[290/391]\tTime 0.083 (0.120)\tData 0.037 (0.039)\tLoss 0.6979 (0.7105)\tPrec@1 46.875 (43.951)\n",
      "[300/391]\tTime 0.113 (0.120)\tData 0.062 (0.039)\tLoss 0.7384 (0.7116)\tPrec@1 36.719 (43.867)\n",
      "[310/391]\tTime 0.133 (0.120)\tData 0.038 (0.039)\tLoss 0.7009 (0.7113)\tPrec@1 42.188 (43.893)\n",
      "[320/391]\tTime 0.139 (0.120)\tData 0.047 (0.039)\tLoss 0.7787 (0.7121)\tPrec@1 35.938 (43.842)\n",
      "[330/391]\tTime 0.139 (0.120)\tData 0.028 (0.039)\tLoss 0.7196 (0.7124)\tPrec@1 38.281 (43.800)\n",
      "[340/391]\tTime 0.192 (0.120)\tData 0.032 (0.038)\tLoss 0.6545 (0.7123)\tPrec@1 45.312 (43.812)\n",
      "[350/391]\tTime 0.090 (0.120)\tData 0.031 (0.038)\tLoss 0.7928 (0.7124)\tPrec@1 33.594 (43.766)\n",
      "[360/391]\tTime 0.109 (0.120)\tData 0.033 (0.038)\tLoss 0.7133 (0.7127)\tPrec@1 43.750 (43.759)\n",
      "[370/391]\tTime 0.129 (0.120)\tData 0.039 (0.039)\tLoss 0.7748 (0.7127)\tPrec@1 42.188 (43.718)\n",
      "[380/391]\tTime 0.109 (0.121)\tData 0.044 (0.039)\tLoss 0.7192 (0.7127)\tPrec@1 45.312 (43.744)\n",
      "[390/391]\tTime 0.114 (0.120)\tData 0.038 (0.039)\tLoss 0.7179 (0.7130)\tPrec@1 37.500 (43.712)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.034 (0.034)\tLoss 2.1723 (2.1723)\tPrec@1 48.438 (48.438)\n",
      "Test: [10/79]\tTime 0.020 (0.024)\tLoss 2.3183 (2.3123)\tPrec@1 39.062 (38.636)\n",
      "Test: [20/79]\tTime 0.023 (0.023)\tLoss 2.3994 (2.3357)\tPrec@1 38.281 (38.579)\n",
      "Test: [30/79]\tTime 0.021 (0.022)\tLoss 2.1983 (2.3336)\tPrec@1 36.719 (37.878)\n",
      "Test: [40/79]\tTime 0.020 (0.022)\tLoss 2.1477 (2.3389)\tPrec@1 43.750 (38.167)\n",
      "Test: [50/79]\tTime 0.021 (0.023)\tLoss 2.3676 (2.3414)\tPrec@1 35.156 (38.189)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test: [60/79]\tTime 0.022 (0.022)\tLoss 2.6443 (2.3506)\tPrec@1 35.938 (38.153)\n",
      "Test: [70/79]\tTime 0.026 (0.022)\tLoss 2.3767 (2.3451)\tPrec@1 35.156 (38.083)\n",
      " * Prec@1 37.960\n",
      "\n",
      "===> epoch: 56/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.085 (0.085)\tData 0.021 (0.021)\tLoss 0.7624 (0.7624)\tPrec@1 39.062 (39.062)\n",
      "[10/391]\tTime 0.118 (0.104)\tData 0.020 (0.020)\tLoss 0.7177 (0.6925)\tPrec@1 38.281 (45.526)\n",
      "[20/391]\tTime 0.085 (0.105)\tData 0.020 (0.020)\tLoss 0.7177 (0.6947)\tPrec@1 43.750 (44.829)\n",
      "[30/391]\tTime 0.117 (0.105)\tData 0.049 (0.023)\tLoss 0.6929 (0.6938)\tPrec@1 46.875 (45.338)\n",
      "[40/391]\tTime 0.127 (0.111)\tData 0.036 (0.027)\tLoss 0.7337 (0.6956)\tPrec@1 46.094 (45.084)\n",
      "[50/391]\tTime 0.140 (0.115)\tData 0.036 (0.029)\tLoss 0.6771 (0.6966)\tPrec@1 44.531 (44.914)\n",
      "[60/391]\tTime 0.111 (0.113)\tData 0.022 (0.030)\tLoss 0.7481 (0.7043)\tPrec@1 41.406 (44.237)\n",
      "[70/391]\tTime 0.111 (0.113)\tData 0.020 (0.028)\tLoss 0.8363 (0.7047)\tPrec@1 34.375 (44.080)\n",
      "[80/391]\tTime 0.115 (0.112)\tData 0.022 (0.027)\tLoss 0.7347 (0.7065)\tPrec@1 39.062 (44.030)\n",
      "[90/391]\tTime 0.143 (0.114)\tData 0.070 (0.029)\tLoss 0.7471 (0.7088)\tPrec@1 39.844 (43.810)\n",
      "[100/391]\tTime 0.094 (0.114)\tData 0.037 (0.030)\tLoss 0.7312 (0.7127)\tPrec@1 40.625 (43.564)\n",
      "[110/391]\tTime 0.115 (0.115)\tData 0.028 (0.030)\tLoss 0.7524 (0.7147)\tPrec@1 46.094 (43.511)\n",
      "[120/391]\tTime 0.105 (0.115)\tData 0.033 (0.031)\tLoss 0.7229 (0.7156)\tPrec@1 48.438 (43.472)\n",
      "[130/391]\tTime 0.072 (0.114)\tData 0.034 (0.031)\tLoss 0.7087 (0.7159)\tPrec@1 42.969 (43.505)\n",
      "[140/391]\tTime 0.094 (0.114)\tData 0.032 (0.032)\tLoss 0.7220 (0.7170)\tPrec@1 40.625 (43.379)\n",
      "[150/391]\tTime 0.121 (0.113)\tData 0.033 (0.032)\tLoss 0.7042 (0.7168)\tPrec@1 42.188 (43.460)\n",
      "[160/391]\tTime 0.083 (0.113)\tData 0.028 (0.033)\tLoss 0.6228 (0.7157)\tPrec@1 50.781 (43.663)\n",
      "[170/391]\tTime 0.147 (0.114)\tData 0.038 (0.033)\tLoss 0.6913 (0.7154)\tPrec@1 51.562 (43.681)\n",
      "[180/391]\tTime 0.145 (0.115)\tData 0.036 (0.034)\tLoss 0.7205 (0.7154)\tPrec@1 40.625 (43.690)\n",
      "[190/391]\tTime 0.070 (0.114)\tData 0.029 (0.034)\tLoss 0.7191 (0.7161)\tPrec@1 42.969 (43.635)\n",
      "[200/391]\tTime 0.137 (0.114)\tData 0.040 (0.033)\tLoss 0.7557 (0.7151)\tPrec@1 41.406 (43.742)\n",
      "[210/391]\tTime 0.128 (0.114)\tData 0.033 (0.033)\tLoss 0.7363 (0.7159)\tPrec@1 38.281 (43.665)\n",
      "[220/391]\tTime 0.125 (0.114)\tData 0.033 (0.034)\tLoss 0.6665 (0.7158)\tPrec@1 48.438 (43.683)\n",
      "[230/391]\tTime 0.124 (0.114)\tData 0.036 (0.034)\tLoss 0.7466 (0.7156)\tPrec@1 40.625 (43.649)\n",
      "[240/391]\tTime 0.131 (0.114)\tData 0.056 (0.034)\tLoss 0.7147 (0.7158)\tPrec@1 44.531 (43.672)\n",
      "[250/391]\tTime 0.127 (0.115)\tData 0.041 (0.034)\tLoss 0.7518 (0.7153)\tPrec@1 44.531 (43.700)\n",
      "[260/391]\tTime 0.122 (0.115)\tData 0.032 (0.034)\tLoss 0.7373 (0.7148)\tPrec@1 40.625 (43.792)\n",
      "[270/391]\tTime 0.121 (0.115)\tData 0.025 (0.034)\tLoss 0.6785 (0.7146)\tPrec@1 42.188 (43.906)\n",
      "[280/391]\tTime 0.102 (0.115)\tData 0.029 (0.034)\tLoss 0.6643 (0.7144)\tPrec@1 51.562 (43.917)\n",
      "[290/391]\tTime 0.115 (0.116)\tData 0.035 (0.035)\tLoss 0.7250 (0.7151)\tPrec@1 46.094 (43.860)\n",
      "[300/391]\tTime 0.128 (0.116)\tData 0.040 (0.035)\tLoss 0.7674 (0.7148)\tPrec@1 43.750 (43.890)\n",
      "[310/391]\tTime 0.110 (0.116)\tData 0.021 (0.035)\tLoss 0.6554 (0.7155)\tPrec@1 46.094 (43.808)\n",
      "[320/391]\tTime 0.114 (0.116)\tData 0.044 (0.035)\tLoss 0.7734 (0.7161)\tPrec@1 43.750 (43.765)\n",
      "[330/391]\tTime 0.140 (0.116)\tData 0.034 (0.035)\tLoss 0.6862 (0.7162)\tPrec@1 46.094 (43.715)\n",
      "[340/391]\tTime 0.118 (0.116)\tData 0.028 (0.035)\tLoss 0.7212 (0.7168)\tPrec@1 45.312 (43.665)\n",
      "[350/391]\tTime 0.117 (0.116)\tData 0.027 (0.035)\tLoss 0.7316 (0.7166)\tPrec@1 41.406 (43.714)\n",
      "[360/391]\tTime 0.124 (0.116)\tData 0.064 (0.035)\tLoss 0.7087 (0.7167)\tPrec@1 46.094 (43.750)\n",
      "[370/391]\tTime 0.135 (0.117)\tData 0.050 (0.036)\tLoss 0.6309 (0.7157)\tPrec@1 51.562 (43.828)\n",
      "[380/391]\tTime 0.148 (0.117)\tData 0.059 (0.036)\tLoss 0.6748 (0.7165)\tPrec@1 47.656 (43.789)\n",
      "[390/391]\tTime 0.097 (0.117)\tData 0.030 (0.036)\tLoss 0.7918 (0.7164)\tPrec@1 32.500 (43.780)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.057 (0.057)\tLoss 2.6700 (2.6700)\tPrec@1 35.156 (35.156)\n",
      "Test: [10/79]\tTime 0.039 (0.038)\tLoss 2.5962 (2.8213)\tPrec@1 37.500 (32.670)\n",
      "Test: [20/79]\tTime 0.031 (0.040)\tLoss 3.0183 (2.8468)\tPrec@1 32.812 (32.515)\n",
      "Test: [30/79]\tTime 0.033 (0.039)\tLoss 2.6584 (2.8298)\tPrec@1 29.688 (32.283)\n",
      "Test: [40/79]\tTime 0.032 (0.037)\tLoss 2.4725 (2.8468)\tPrec@1 36.719 (31.955)\n",
      "Test: [50/79]\tTime 0.042 (0.037)\tLoss 2.8187 (2.8354)\tPrec@1 27.344 (31.572)\n",
      "Test: [60/79]\tTime 0.038 (0.037)\tLoss 2.8994 (2.8474)\tPrec@1 23.438 (31.404)\n",
      "Test: [70/79]\tTime 0.035 (0.038)\tLoss 2.8010 (2.8431)\tPrec@1 31.250 (31.448)\n",
      " * Prec@1 31.410\n",
      "\n",
      "===> epoch: 57/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.093 (0.093)\tData 0.031 (0.031)\tLoss 0.7261 (0.7261)\tPrec@1 42.188 (42.188)\n",
      "[10/391]\tTime 0.099 (0.108)\tData 0.025 (0.039)\tLoss 0.6537 (0.7149)\tPrec@1 47.656 (43.324)\n",
      "[20/391]\tTime 0.104 (0.107)\tData 0.040 (0.040)\tLoss 0.7665 (0.7171)\tPrec@1 41.406 (43.155)\n",
      "[30/391]\tTime 0.132 (0.112)\tData 0.038 (0.039)\tLoss 0.7344 (0.7149)\tPrec@1 41.406 (43.145)\n",
      "[40/391]\tTime 0.123 (0.117)\tData 0.036 (0.041)\tLoss 0.7400 (0.7123)\tPrec@1 39.062 (43.426)\n",
      "[50/391]\tTime 0.086 (0.117)\tData 0.029 (0.040)\tLoss 0.7042 (0.7120)\tPrec@1 47.656 (43.536)\n",
      "[60/391]\tTime 0.120 (0.118)\tData 0.038 (0.040)\tLoss 0.7458 (0.7146)\tPrec@1 39.062 (43.481)\n",
      "[70/391]\tTime 0.100 (0.116)\tData 0.037 (0.039)\tLoss 0.7398 (0.7131)\tPrec@1 46.094 (43.365)\n",
      "[80/391]\tTime 0.074 (0.117)\tData 0.030 (0.039)\tLoss 0.6807 (0.7143)\tPrec@1 47.656 (43.355)\n",
      "[90/391]\tTime 0.136 (0.116)\tData 0.059 (0.038)\tLoss 0.7262 (0.7162)\tPrec@1 46.094 (43.209)\n",
      "[100/391]\tTime 0.139 (0.117)\tData 0.056 (0.038)\tLoss 0.6802 (0.7167)\tPrec@1 46.094 (43.147)\n",
      "[110/391]\tTime 0.131 (0.119)\tData 0.039 (0.038)\tLoss 0.7280 (0.7171)\tPrec@1 39.844 (42.990)\n",
      "[120/391]\tTime 0.131 (0.119)\tData 0.036 (0.038)\tLoss 0.6296 (0.7153)\tPrec@1 48.438 (43.059)\n",
      "[130/391]\tTime 0.100 (0.118)\tData 0.037 (0.038)\tLoss 0.6877 (0.7150)\tPrec@1 41.406 (43.040)\n",
      "[140/391]\tTime 0.108 (0.119)\tData 0.035 (0.038)\tLoss 0.6882 (0.7138)\tPrec@1 39.062 (43.113)\n",
      "[150/391]\tTime 0.115 (0.118)\tData 0.031 (0.038)\tLoss 0.7233 (0.7140)\tPrec@1 40.625 (43.222)\n",
      "[160/391]\tTime 0.115 (0.118)\tData 0.031 (0.038)\tLoss 0.7358 (0.7129)\tPrec@1 41.406 (43.255)\n",
      "[170/391]\tTime 0.130 (0.118)\tData 0.037 (0.039)\tLoss 0.7662 (0.7145)\tPrec@1 35.938 (43.161)\n",
      "[180/391]\tTime 0.097 (0.117)\tData 0.037 (0.039)\tLoss 0.7222 (0.7135)\tPrec@1 43.750 (43.254)\n",
      "[190/391]\tTime 0.120 (0.117)\tData 0.036 (0.038)\tLoss 0.6974 (0.7131)\tPrec@1 46.875 (43.386)\n",
      "[200/391]\tTime 0.117 (0.117)\tData 0.022 (0.038)\tLoss 0.7265 (0.7129)\tPrec@1 39.062 (43.424)\n",
      "[210/391]\tTime 0.098 (0.118)\tData 0.034 (0.038)\tLoss 0.7314 (0.7133)\tPrec@1 39.844 (43.439)\n",
      "[220/391]\tTime 0.122 (0.118)\tData 0.033 (0.038)\tLoss 0.7015 (0.7133)\tPrec@1 44.531 (43.563)\n",
      "[230/391]\tTime 0.098 (0.118)\tData 0.029 (0.038)\tLoss 0.6979 (0.7134)\tPrec@1 41.406 (43.520)\n",
      "[240/391]\tTime 0.115 (0.118)\tData 0.048 (0.038)\tLoss 0.7441 (0.7124)\tPrec@1 39.062 (43.627)\n",
      "[250/391]\tTime 0.112 (0.118)\tData 0.053 (0.039)\tLoss 0.6953 (0.7121)\tPrec@1 47.656 (43.625)\n",
      "[260/391]\tTime 0.135 (0.118)\tData 0.034 (0.039)\tLoss 0.7516 (0.7115)\tPrec@1 44.531 (43.699)\n",
      "[270/391]\tTime 0.132 (0.119)\tData 0.042 (0.039)\tLoss 0.6828 (0.7115)\tPrec@1 46.875 (43.678)\n",
      "[280/391]\tTime 0.126 (0.118)\tData 0.034 (0.038)\tLoss 0.6992 (0.7120)\tPrec@1 44.531 (43.694)\n",
      "[290/391]\tTime 0.115 (0.118)\tData 0.037 (0.038)\tLoss 0.6714 (0.7121)\tPrec@1 44.531 (43.661)\n",
      "[300/391]\tTime 0.108 (0.118)\tData 0.059 (0.039)\tLoss 0.6798 (0.7125)\tPrec@1 46.875 (43.693)\n",
      "[310/391]\tTime 0.102 (0.118)\tData 0.028 (0.039)\tLoss 0.6799 (0.7129)\tPrec@1 48.438 (43.650)\n",
      "[320/391]\tTime 0.143 (0.118)\tData 0.033 (0.039)\tLoss 0.7203 (0.7133)\tPrec@1 39.844 (43.609)\n",
      "[330/391]\tTime 0.120 (0.118)\tData 0.034 (0.039)\tLoss 0.6706 (0.7135)\tPrec@1 50.781 (43.632)\n",
      "[340/391]\tTime 0.125 (0.118)\tData 0.047 (0.039)\tLoss 0.7714 (0.7141)\tPrec@1 43.750 (43.583)\n",
      "[350/391]\tTime 0.121 (0.117)\tData 0.029 (0.038)\tLoss 0.7674 (0.7141)\tPrec@1 43.750 (43.625)\n",
      "[360/391]\tTime 0.154 (0.118)\tData 0.071 (0.039)\tLoss 0.6637 (0.7148)\tPrec@1 47.656 (43.555)\n",
      "[370/391]\tTime 0.106 (0.118)\tData 0.033 (0.039)\tLoss 0.7301 (0.7153)\tPrec@1 50.781 (43.550)\n",
      "[380/391]\tTime 0.147 (0.118)\tData 0.057 (0.039)\tLoss 0.7313 (0.7155)\tPrec@1 45.312 (43.547)\n",
      "[390/391]\tTime 0.094 (0.118)\tData 0.015 (0.039)\tLoss 0.6590 (0.7157)\tPrec@1 45.000 (43.544)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.028 (0.028)\tLoss 2.8334 (2.8334)\tPrec@1 30.469 (30.469)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test: [10/79]\tTime 0.051 (0.034)\tLoss 2.3153 (2.6227)\tPrec@1 39.062 (34.233)\n",
      "Test: [20/79]\tTime 0.032 (0.036)\tLoss 2.6858 (2.6087)\tPrec@1 39.062 (35.119)\n",
      "Test: [30/79]\tTime 0.032 (0.037)\tLoss 2.3753 (2.5878)\tPrec@1 35.156 (35.912)\n",
      "Test: [40/79]\tTime 0.033 (0.037)\tLoss 2.3703 (2.5821)\tPrec@1 33.594 (35.899)\n",
      "Test: [50/79]\tTime 0.034 (0.036)\tLoss 2.7778 (2.5862)\tPrec@1 28.906 (35.646)\n",
      "Test: [60/79]\tTime 0.036 (0.036)\tLoss 2.6834 (2.5932)\tPrec@1 36.719 (35.476)\n",
      "Test: [70/79]\tTime 0.032 (0.036)\tLoss 2.8138 (2.5904)\tPrec@1 32.031 (35.321)\n",
      " * Prec@1 35.410\n",
      "\n",
      "===> epoch: 58/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.123 (0.123)\tData 0.043 (0.043)\tLoss 0.7071 (0.7071)\tPrec@1 42.969 (42.969)\n",
      "[10/391]\tTime 0.083 (0.114)\tData 0.028 (0.042)\tLoss 0.7519 (0.7106)\tPrec@1 42.969 (42.330)\n",
      "[20/391]\tTime 0.111 (0.113)\tData 0.034 (0.037)\tLoss 0.7489 (0.7035)\tPrec@1 46.094 (43.601)\n",
      "[30/391]\tTime 0.132 (0.114)\tData 0.042 (0.040)\tLoss 0.7458 (0.7002)\tPrec@1 40.625 (44.330)\n",
      "[40/391]\tTime 0.122 (0.113)\tData 0.037 (0.040)\tLoss 0.7102 (0.7000)\tPrec@1 46.875 (44.550)\n",
      "[50/391]\tTime 0.116 (0.114)\tData 0.026 (0.038)\tLoss 0.7038 (0.7033)\tPrec@1 39.844 (44.409)\n",
      "[60/391]\tTime 0.118 (0.116)\tData 0.032 (0.038)\tLoss 0.7456 (0.7035)\tPrec@1 38.281 (44.352)\n",
      "[70/391]\tTime 0.119 (0.116)\tData 0.032 (0.038)\tLoss 0.7797 (0.7074)\tPrec@1 38.281 (43.761)\n",
      "[80/391]\tTime 0.077 (0.116)\tData 0.031 (0.038)\tLoss 0.6944 (0.7100)\tPrec@1 46.094 (43.596)\n",
      "[90/391]\tTime 0.092 (0.116)\tData 0.020 (0.038)\tLoss 0.7189 (0.7111)\tPrec@1 46.875 (43.475)\n",
      "[100/391]\tTime 0.129 (0.116)\tData 0.032 (0.038)\tLoss 0.6767 (0.7096)\tPrec@1 43.750 (43.642)\n",
      "[110/391]\tTime 0.123 (0.115)\tData 0.035 (0.038)\tLoss 0.7271 (0.7094)\tPrec@1 39.844 (43.574)\n",
      "[120/391]\tTime 0.124 (0.115)\tData 0.034 (0.038)\tLoss 0.7497 (0.7108)\tPrec@1 42.188 (43.621)\n",
      "[130/391]\tTime 0.114 (0.115)\tData 0.021 (0.037)\tLoss 0.7330 (0.7082)\tPrec@1 46.094 (43.828)\n",
      "[140/391]\tTime 0.082 (0.114)\tData 0.038 (0.037)\tLoss 0.7105 (0.7094)\tPrec@1 44.531 (43.800)\n",
      "[150/391]\tTime 0.121 (0.115)\tData 0.039 (0.037)\tLoss 0.7136 (0.7099)\tPrec@1 40.625 (43.688)\n",
      "[160/391]\tTime 0.086 (0.115)\tData 0.029 (0.037)\tLoss 0.7010 (0.7101)\tPrec@1 48.438 (43.721)\n",
      "[170/391]\tTime 0.126 (0.116)\tData 0.049 (0.037)\tLoss 0.6711 (0.7109)\tPrec@1 49.219 (43.727)\n",
      "[180/391]\tTime 0.123 (0.116)\tData 0.041 (0.037)\tLoss 0.6967 (0.7104)\tPrec@1 38.281 (43.733)\n",
      "[190/391]\tTime 0.124 (0.117)\tData 0.034 (0.038)\tLoss 0.7538 (0.7104)\tPrec@1 39.844 (43.824)\n",
      "[200/391]\tTime 0.098 (0.117)\tData 0.038 (0.038)\tLoss 0.6983 (0.7103)\tPrec@1 42.969 (43.894)\n",
      "[210/391]\tTime 0.124 (0.117)\tData 0.034 (0.038)\tLoss 0.7007 (0.7114)\tPrec@1 44.531 (43.809)\n",
      "[220/391]\tTime 0.147 (0.117)\tData 0.049 (0.038)\tLoss 0.7190 (0.7118)\tPrec@1 39.062 (43.863)\n",
      "[230/391]\tTime 0.125 (0.117)\tData 0.035 (0.038)\tLoss 0.7572 (0.7119)\tPrec@1 39.844 (43.868)\n",
      "[240/391]\tTime 0.103 (0.117)\tData 0.032 (0.038)\tLoss 0.6514 (0.7120)\tPrec@1 35.938 (43.786)\n",
      "[250/391]\tTime 0.123 (0.118)\tData 0.033 (0.038)\tLoss 0.6888 (0.7120)\tPrec@1 48.438 (43.800)\n",
      "[260/391]\tTime 0.190 (0.118)\tData 0.095 (0.038)\tLoss 0.6911 (0.7114)\tPrec@1 49.219 (43.846)\n",
      "[270/391]\tTime 0.085 (0.118)\tData 0.028 (0.038)\tLoss 0.6311 (0.7114)\tPrec@1 53.125 (43.900)\n",
      "[280/391]\tTime 0.104 (0.118)\tData 0.031 (0.038)\tLoss 0.7816 (0.7118)\tPrec@1 35.938 (43.853)\n",
      "[290/391]\tTime 0.131 (0.118)\tData 0.034 (0.038)\tLoss 0.7440 (0.7125)\tPrec@1 41.406 (43.831)\n",
      "[300/391]\tTime 0.123 (0.118)\tData 0.033 (0.038)\tLoss 0.6818 (0.7121)\tPrec@1 44.531 (43.846)\n",
      "[310/391]\tTime 0.090 (0.118)\tData 0.033 (0.038)\tLoss 0.7349 (0.7119)\tPrec@1 34.375 (43.810)\n",
      "[320/391]\tTime 0.085 (0.118)\tData 0.033 (0.038)\tLoss 0.7766 (0.7123)\tPrec@1 40.625 (43.821)\n",
      "[330/391]\tTime 0.128 (0.118)\tData 0.036 (0.038)\tLoss 0.6667 (0.7118)\tPrec@1 50.781 (43.868)\n",
      "[340/391]\tTime 0.084 (0.118)\tData 0.035 (0.038)\tLoss 0.6818 (0.7119)\tPrec@1 42.969 (43.874)\n",
      "[350/391]\tTime 0.117 (0.118)\tData 0.030 (0.038)\tLoss 0.6930 (0.7124)\tPrec@1 43.750 (43.828)\n",
      "[360/391]\tTime 0.129 (0.118)\tData 0.038 (0.038)\tLoss 0.8122 (0.7132)\tPrec@1 31.250 (43.726)\n",
      "[370/391]\tTime 0.127 (0.118)\tData 0.032 (0.038)\tLoss 0.7454 (0.7134)\tPrec@1 39.062 (43.731)\n",
      "[380/391]\tTime 0.131 (0.118)\tData 0.035 (0.038)\tLoss 0.6635 (0.7138)\tPrec@1 46.875 (43.758)\n",
      "[390/391]\tTime 0.095 (0.118)\tData 0.021 (0.038)\tLoss 0.7355 (0.7138)\tPrec@1 40.000 (43.766)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.040 (0.040)\tLoss 2.6131 (2.6131)\tPrec@1 35.938 (35.938)\n",
      "Test: [10/79]\tTime 0.031 (0.031)\tLoss 2.2211 (2.3889)\tPrec@1 41.406 (38.778)\n",
      "Test: [20/79]\tTime 0.038 (0.032)\tLoss 2.7462 (2.4008)\tPrec@1 32.031 (38.281)\n",
      "Test: [30/79]\tTime 0.036 (0.035)\tLoss 2.3331 (2.4292)\tPrec@1 33.594 (37.676)\n",
      "Test: [40/79]\tTime 0.030 (0.035)\tLoss 2.2819 (2.4457)\tPrec@1 35.156 (37.138)\n",
      "Test: [50/79]\tTime 0.037 (0.036)\tLoss 2.5708 (2.4571)\tPrec@1 35.156 (37.148)\n",
      "Test: [60/79]\tTime 0.034 (0.036)\tLoss 2.8140 (2.4615)\tPrec@1 35.156 (37.077)\n",
      "Test: [70/79]\tTime 0.037 (0.035)\tLoss 2.4221 (2.4633)\tPrec@1 33.594 (36.928)\n",
      " * Prec@1 37.010\n",
      "\n",
      "===> epoch: 59/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.139 (0.139)\tData 0.052 (0.052)\tLoss 0.6702 (0.6702)\tPrec@1 46.875 (46.875)\n",
      "[10/391]\tTime 0.126 (0.119)\tData 0.036 (0.042)\tLoss 0.6836 (0.6739)\tPrec@1 45.312 (45.739)\n",
      "[20/391]\tTime 0.153 (0.120)\tData 0.060 (0.043)\tLoss 0.7454 (0.6946)\tPrec@1 37.500 (45.052)\n",
      "[30/391]\tTime 0.141 (0.122)\tData 0.048 (0.045)\tLoss 0.7988 (0.6969)\tPrec@1 38.281 (45.035)\n",
      "[40/391]\tTime 0.128 (0.122)\tData 0.037 (0.044)\tLoss 0.7055 (0.7022)\tPrec@1 44.531 (44.607)\n",
      "[50/391]\tTime 0.100 (0.121)\tData 0.026 (0.042)\tLoss 0.6796 (0.7051)\tPrec@1 43.750 (44.256)\n",
      "[60/391]\tTime 0.146 (0.119)\tData 0.070 (0.043)\tLoss 0.6564 (0.7063)\tPrec@1 46.094 (44.160)\n",
      "[70/391]\tTime 0.127 (0.120)\tData 0.033 (0.043)\tLoss 0.6791 (0.7100)\tPrec@1 42.188 (43.860)\n",
      "[80/391]\tTime 0.105 (0.119)\tData 0.036 (0.043)\tLoss 0.7111 (0.7106)\tPrec@1 45.312 (43.895)\n",
      "[90/391]\tTime 0.114 (0.119)\tData 0.031 (0.042)\tLoss 0.7761 (0.7109)\tPrec@1 40.625 (44.016)\n",
      "[100/391]\tTime 0.144 (0.118)\tData 0.051 (0.041)\tLoss 0.7613 (0.7118)\tPrec@1 42.188 (43.974)\n",
      "[110/391]\tTime 0.142 (0.120)\tData 0.047 (0.041)\tLoss 0.8230 (0.7132)\tPrec@1 36.719 (43.898)\n",
      "[120/391]\tTime 0.127 (0.120)\tData 0.037 (0.041)\tLoss 0.7053 (0.7131)\tPrec@1 44.531 (43.879)\n",
      "[130/391]\tTime 0.112 (0.120)\tData 0.021 (0.041)\tLoss 0.7169 (0.7130)\tPrec@1 47.656 (43.875)\n",
      "[140/391]\tTime 0.084 (0.121)\tData 0.035 (0.041)\tLoss 0.6477 (0.7110)\tPrec@1 50.000 (43.955)\n",
      "[150/391]\tTime 0.126 (0.121)\tData 0.034 (0.041)\tLoss 0.7384 (0.7108)\tPrec@1 42.188 (43.776)\n",
      "[160/391]\tTime 0.094 (0.121)\tData 0.028 (0.040)\tLoss 0.6634 (0.7106)\tPrec@1 48.438 (43.857)\n",
      "[170/391]\tTime 0.130 (0.120)\tData 0.044 (0.040)\tLoss 0.6943 (0.7113)\tPrec@1 43.750 (43.860)\n",
      "[180/391]\tTime 0.143 (0.120)\tData 0.047 (0.040)\tLoss 0.6677 (0.7107)\tPrec@1 48.438 (43.879)\n",
      "[190/391]\tTime 0.127 (0.120)\tData 0.035 (0.040)\tLoss 0.7280 (0.7104)\tPrec@1 44.531 (43.852)\n",
      "[200/391]\tTime 0.108 (0.119)\tData 0.033 (0.039)\tLoss 0.7915 (0.7097)\tPrec@1 39.844 (43.944)\n",
      "[210/391]\tTime 0.091 (0.119)\tData 0.028 (0.039)\tLoss 0.6547 (0.7096)\tPrec@1 45.312 (43.917)\n",
      "[220/391]\tTime 0.089 (0.118)\tData 0.034 (0.039)\tLoss 0.7027 (0.7105)\tPrec@1 45.312 (43.895)\n",
      "[230/391]\tTime 0.129 (0.119)\tData 0.051 (0.039)\tLoss 0.7389 (0.7107)\tPrec@1 38.281 (43.899)\n",
      "[240/391]\tTime 0.121 (0.118)\tData 0.026 (0.039)\tLoss 0.7182 (0.7102)\tPrec@1 36.719 (43.941)\n",
      "[250/391]\tTime 0.126 (0.118)\tData 0.034 (0.039)\tLoss 0.6800 (0.7097)\tPrec@1 46.875 (44.021)\n",
      "[260/391]\tTime 0.095 (0.118)\tData 0.032 (0.039)\tLoss 0.7198 (0.7103)\tPrec@1 43.750 (43.933)\n",
      "[270/391]\tTime 0.214 (0.118)\tData 0.062 (0.039)\tLoss 0.7569 (0.7105)\tPrec@1 43.750 (43.940)\n",
      "[280/391]\tTime 0.122 (0.119)\tData 0.031 (0.039)\tLoss 0.6648 (0.7108)\tPrec@1 40.625 (43.853)\n",
      "[290/391]\tTime 0.132 (0.119)\tData 0.050 (0.039)\tLoss 0.7475 (0.7120)\tPrec@1 41.406 (43.809)\n",
      "[300/391]\tTime 0.128 (0.118)\tData 0.035 (0.039)\tLoss 0.6982 (0.7117)\tPrec@1 50.000 (43.851)\n",
      "[310/391]\tTime 0.111 (0.119)\tData 0.038 (0.039)\tLoss 0.7601 (0.7116)\tPrec@1 41.406 (43.818)\n",
      "[320/391]\tTime 0.112 (0.119)\tData 0.020 (0.039)\tLoss 0.7729 (0.7114)\tPrec@1 40.625 (43.862)\n",
      "[330/391]\tTime 0.129 (0.118)\tData 0.036 (0.039)\tLoss 0.8679 (0.7123)\tPrec@1 32.812 (43.811)\n",
      "[340/391]\tTime 0.164 (0.118)\tData 0.069 (0.039)\tLoss 0.7226 (0.7134)\tPrec@1 39.844 (43.736)\n",
      "[350/391]\tTime 0.095 (0.118)\tData 0.029 (0.039)\tLoss 0.6964 (0.7129)\tPrec@1 43.750 (43.790)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[360/391]\tTime 0.122 (0.118)\tData 0.042 (0.039)\tLoss 0.6939 (0.7129)\tPrec@1 39.844 (43.720)\n",
      "[370/391]\tTime 0.140 (0.117)\tData 0.034 (0.039)\tLoss 0.6017 (0.7125)\tPrec@1 54.688 (43.752)\n",
      "[380/391]\tTime 0.127 (0.118)\tData 0.034 (0.039)\tLoss 0.7246 (0.7124)\tPrec@1 40.625 (43.703)\n",
      "[390/391]\tTime 0.079 (0.117)\tData 0.020 (0.039)\tLoss 0.7753 (0.7127)\tPrec@1 37.500 (43.662)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.050 (0.050)\tLoss 3.5891 (3.5891)\tPrec@1 24.219 (24.219)\n",
      "Test: [10/79]\tTime 0.053 (0.040)\tLoss 3.5249 (3.6196)\tPrec@1 24.219 (22.940)\n",
      "Test: [20/79]\tTime 0.031 (0.038)\tLoss 3.7012 (3.6059)\tPrec@1 21.875 (23.549)\n",
      "Test: [30/79]\tTime 0.032 (0.035)\tLoss 3.7184 (3.6612)\tPrec@1 21.875 (22.782)\n",
      "Test: [40/79]\tTime 0.028 (0.033)\tLoss 3.4687 (3.6850)\tPrec@1 26.562 (22.771)\n",
      "Test: [50/79]\tTime 0.036 (0.034)\tLoss 3.9280 (3.7005)\tPrec@1 23.438 (22.779)\n",
      "Test: [60/79]\tTime 0.041 (0.035)\tLoss 4.4873 (3.7137)\tPrec@1 18.750 (22.567)\n",
      "Test: [70/79]\tTime 0.036 (0.036)\tLoss 3.8603 (3.7159)\tPrec@1 21.875 (22.557)\n",
      " * Prec@1 22.550\n",
      "\n",
      "===> epoch: 60/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.136 (0.136)\tData 0.044 (0.044)\tLoss 0.6865 (0.6865)\tPrec@1 46.875 (46.875)\n",
      "[10/391]\tTime 0.114 (0.135)\tData 0.060 (0.050)\tLoss 0.7633 (0.7256)\tPrec@1 36.719 (43.111)\n",
      "[20/391]\tTime 0.124 (0.130)\tData 0.033 (0.046)\tLoss 0.7283 (0.7218)\tPrec@1 41.406 (43.415)\n",
      "[30/391]\tTime 0.128 (0.130)\tData 0.040 (0.044)\tLoss 0.7242 (0.7203)\tPrec@1 44.531 (43.347)\n",
      "[40/391]\tTime 0.133 (0.127)\tData 0.040 (0.042)\tLoss 0.7966 (0.7173)\tPrec@1 36.719 (43.464)\n",
      "[50/391]\tTime 0.129 (0.126)\tData 0.039 (0.042)\tLoss 0.6889 (0.7125)\tPrec@1 42.188 (43.627)\n",
      "[60/391]\tTime 0.069 (0.127)\tData 0.027 (0.042)\tLoss 0.6236 (0.7099)\tPrec@1 50.781 (44.147)\n",
      "[70/391]\tTime 0.073 (0.124)\tData 0.033 (0.041)\tLoss 0.7117 (0.7096)\tPrec@1 46.094 (44.124)\n",
      "[80/391]\tTime 0.092 (0.123)\tData 0.038 (0.041)\tLoss 0.6806 (0.7082)\tPrec@1 50.781 (44.261)\n",
      "[90/391]\tTime 0.084 (0.121)\tData 0.027 (0.041)\tLoss 0.6815 (0.7057)\tPrec@1 46.875 (44.548)\n",
      "[100/391]\tTime 0.106 (0.120)\tData 0.044 (0.040)\tLoss 0.7303 (0.7062)\tPrec@1 42.188 (44.663)\n",
      "[110/391]\tTime 0.121 (0.120)\tData 0.033 (0.040)\tLoss 0.7284 (0.7068)\tPrec@1 46.094 (44.545)\n",
      "[120/391]\tTime 0.111 (0.119)\tData 0.034 (0.040)\tLoss 0.7033 (0.7068)\tPrec@1 41.406 (44.467)\n",
      "[130/391]\tTime 0.113 (0.119)\tData 0.028 (0.040)\tLoss 0.6895 (0.7070)\tPrec@1 38.281 (44.340)\n",
      "[140/391]\tTime 0.072 (0.118)\tData 0.027 (0.040)\tLoss 0.7054 (0.7073)\tPrec@1 41.406 (44.326)\n",
      "[150/391]\tTime 0.085 (0.118)\tData 0.031 (0.039)\tLoss 0.6654 (0.7084)\tPrec@1 49.219 (44.226)\n",
      "[160/391]\tTime 0.110 (0.117)\tData 0.038 (0.039)\tLoss 0.6560 (0.7081)\tPrec@1 53.906 (44.318)\n",
      "[170/391]\tTime 0.089 (0.118)\tData 0.030 (0.039)\tLoss 0.7879 (0.7092)\tPrec@1 35.938 (44.175)\n",
      "[180/391]\tTime 0.151 (0.118)\tData 0.054 (0.039)\tLoss 0.7122 (0.7102)\tPrec@1 44.531 (44.087)\n",
      "[190/391]\tTime 0.092 (0.118)\tData 0.030 (0.039)\tLoss 0.7087 (0.7107)\tPrec@1 48.438 (44.020)\n",
      "[200/391]\tTime 0.139 (0.117)\tData 0.050 (0.039)\tLoss 0.7317 (0.7124)\tPrec@1 42.969 (43.975)\n",
      "[210/391]\tTime 0.106 (0.117)\tData 0.025 (0.039)\tLoss 0.7091 (0.7126)\tPrec@1 47.656 (43.943)\n",
      "[220/391]\tTime 0.135 (0.117)\tData 0.035 (0.039)\tLoss 0.7221 (0.7127)\tPrec@1 43.750 (43.951)\n",
      "[230/391]\tTime 0.075 (0.117)\tData 0.033 (0.039)\tLoss 0.6584 (0.7130)\tPrec@1 50.781 (43.926)\n",
      "[240/391]\tTime 0.090 (0.116)\tData 0.038 (0.039)\tLoss 0.7908 (0.7130)\tPrec@1 35.938 (43.919)\n",
      "[250/391]\tTime 0.121 (0.117)\tData 0.035 (0.039)\tLoss 0.7176 (0.7129)\tPrec@1 42.969 (43.887)\n",
      "[260/391]\tTime 0.128 (0.117)\tData 0.035 (0.039)\tLoss 0.6835 (0.7126)\tPrec@1 43.750 (43.906)\n",
      "[270/391]\tTime 0.124 (0.117)\tData 0.036 (0.039)\tLoss 0.7524 (0.7125)\tPrec@1 46.094 (43.923)\n",
      "[280/391]\tTime 0.088 (0.117)\tData 0.033 (0.039)\tLoss 0.7532 (0.7119)\tPrec@1 41.406 (44.047)\n",
      "[290/391]\tTime 0.111 (0.118)\tData 0.021 (0.039)\tLoss 0.7250 (0.7126)\tPrec@1 46.094 (43.984)\n",
      "[300/391]\tTime 0.117 (0.118)\tData 0.047 (0.039)\tLoss 0.7060 (0.7122)\tPrec@1 45.312 (43.952)\n",
      "[310/391]\tTime 0.129 (0.118)\tData 0.037 (0.039)\tLoss 0.6970 (0.7122)\tPrec@1 45.312 (43.956)\n",
      "[320/391]\tTime 0.101 (0.118)\tData 0.031 (0.040)\tLoss 0.6749 (0.7117)\tPrec@1 49.219 (43.989)\n",
      "[330/391]\tTime 0.125 (0.118)\tData 0.028 (0.039)\tLoss 0.6981 (0.7121)\tPrec@1 45.312 (44.014)\n",
      "[340/391]\tTime 0.126 (0.119)\tData 0.033 (0.039)\tLoss 0.7280 (0.7123)\tPrec@1 42.188 (43.997)\n",
      "[350/391]\tTime 0.098 (0.118)\tData 0.033 (0.039)\tLoss 0.6778 (0.7126)\tPrec@1 48.438 (43.988)\n",
      "[360/391]\tTime 0.085 (0.118)\tData 0.029 (0.039)\tLoss 0.7200 (0.7130)\tPrec@1 48.438 (43.977)\n",
      "[370/391]\tTime 0.064 (0.118)\tData 0.028 (0.039)\tLoss 0.6486 (0.7135)\tPrec@1 45.312 (43.942)\n",
      "[380/391]\tTime 0.097 (0.118)\tData 0.033 (0.039)\tLoss 0.6427 (0.7130)\tPrec@1 51.562 (43.974)\n",
      "[390/391]\tTime 0.119 (0.119)\tData 0.039 (0.039)\tLoss 0.8274 (0.7132)\tPrec@1 32.500 (43.924)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.054 (0.054)\tLoss 2.9457 (2.9457)\tPrec@1 28.906 (28.906)\n",
      "Test: [10/79]\tTime 0.026 (0.049)\tLoss 2.6002 (2.7910)\tPrec@1 31.250 (31.676)\n",
      "Test: [20/79]\tTime 0.028 (0.041)\tLoss 2.7692 (2.7837)\tPrec@1 30.469 (32.106)\n",
      "Test: [30/79]\tTime 0.034 (0.038)\tLoss 2.5975 (2.7861)\tPrec@1 29.688 (31.653)\n",
      "Test: [40/79]\tTime 0.028 (0.036)\tLoss 2.7875 (2.8210)\tPrec@1 35.938 (31.574)\n",
      "Test: [50/79]\tTime 0.047 (0.037)\tLoss 2.8845 (2.8305)\tPrec@1 26.562 (31.204)\n",
      "Test: [60/79]\tTime 0.035 (0.038)\tLoss 3.1752 (2.8423)\tPrec@1 33.594 (31.045)\n",
      "Test: [70/79]\tTime 0.035 (0.037)\tLoss 2.9348 (2.8336)\tPrec@1 30.469 (31.129)\n",
      " * Prec@1 31.030\n",
      "\n",
      "===> epoch: 61/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.096 (0.096)\tData 0.040 (0.040)\tLoss 0.6545 (0.6545)\tPrec@1 50.781 (50.781)\n",
      "[10/391]\tTime 0.126 (0.119)\tData 0.036 (0.037)\tLoss 0.7104 (0.6893)\tPrec@1 42.188 (46.591)\n",
      "[20/391]\tTime 0.119 (0.116)\tData 0.025 (0.036)\tLoss 0.6987 (0.6944)\tPrec@1 42.188 (44.829)\n",
      "[30/391]\tTime 0.144 (0.117)\tData 0.033 (0.035)\tLoss 0.7390 (0.6922)\tPrec@1 42.969 (45.060)\n",
      "[40/391]\tTime 0.143 (0.123)\tData 0.056 (0.039)\tLoss 0.6851 (0.6939)\tPrec@1 46.875 (45.008)\n",
      "[50/391]\tTime 0.121 (0.123)\tData 0.033 (0.038)\tLoss 0.7010 (0.6975)\tPrec@1 46.094 (44.531)\n",
      "[60/391]\tTime 0.114 (0.122)\tData 0.020 (0.037)\tLoss 0.7328 (0.6962)\tPrec@1 42.969 (44.749)\n",
      "[70/391]\tTime 0.127 (0.122)\tData 0.038 (0.038)\tLoss 0.7286 (0.6968)\tPrec@1 42.188 (44.883)\n",
      "[80/391]\tTime 0.094 (0.124)\tData 0.042 (0.039)\tLoss 0.7811 (0.7015)\tPrec@1 39.844 (44.406)\n",
      "[90/391]\tTime 0.118 (0.124)\tData 0.039 (0.039)\tLoss 0.6894 (0.7029)\tPrec@1 42.188 (44.274)\n",
      "[100/391]\tTime 0.147 (0.122)\tData 0.069 (0.039)\tLoss 0.6727 (0.6996)\tPrec@1 44.531 (44.462)\n",
      "[110/391]\tTime 0.104 (0.121)\tData 0.031 (0.039)\tLoss 0.6767 (0.7005)\tPrec@1 45.312 (44.398)\n",
      "[120/391]\tTime 0.132 (0.121)\tData 0.033 (0.039)\tLoss 0.7393 (0.7014)\tPrec@1 42.969 (44.325)\n",
      "[130/391]\tTime 0.122 (0.121)\tData 0.035 (0.039)\tLoss 0.6938 (0.7029)\tPrec@1 47.656 (44.197)\n",
      "[140/391]\tTime 0.139 (0.120)\tData 0.040 (0.038)\tLoss 0.6652 (0.7038)\tPrec@1 49.219 (44.132)\n",
      "[150/391]\tTime 0.118 (0.121)\tData 0.034 (0.038)\tLoss 0.6854 (0.7055)\tPrec@1 43.750 (44.029)\n",
      "[160/391]\tTime 0.132 (0.121)\tData 0.037 (0.038)\tLoss 0.7493 (0.7066)\tPrec@1 40.625 (43.959)\n",
      "[170/391]\tTime 0.097 (0.121)\tData 0.031 (0.038)\tLoss 0.6803 (0.7069)\tPrec@1 50.000 (43.983)\n",
      "[180/391]\tTime 0.133 (0.121)\tData 0.031 (0.038)\tLoss 0.7724 (0.7062)\tPrec@1 32.812 (43.949)\n",
      "[190/391]\tTime 0.125 (0.121)\tData 0.033 (0.038)\tLoss 0.6450 (0.7047)\tPrec@1 49.219 (44.036)\n",
      "[200/391]\tTime 0.134 (0.121)\tData 0.034 (0.038)\tLoss 0.7059 (0.7037)\tPrec@1 39.062 (44.135)\n",
      "[210/391]\tTime 0.134 (0.121)\tData 0.073 (0.038)\tLoss 0.7092 (0.7046)\tPrec@1 50.781 (44.076)\n",
      "[220/391]\tTime 0.091 (0.121)\tData 0.036 (0.038)\tLoss 0.6591 (0.7053)\tPrec@1 46.875 (44.036)\n",
      "[230/391]\tTime 0.130 (0.121)\tData 0.038 (0.038)\tLoss 0.7435 (0.7053)\tPrec@1 42.969 (44.017)\n",
      "[240/391]\tTime 0.110 (0.120)\tData 0.033 (0.038)\tLoss 0.7511 (0.7063)\tPrec@1 46.875 (43.954)\n",
      "[250/391]\tTime 0.146 (0.120)\tData 0.046 (0.038)\tLoss 0.6942 (0.7064)\tPrec@1 50.781 (44.027)\n",
      "[260/391]\tTime 0.126 (0.120)\tData 0.038 (0.038)\tLoss 0.6035 (0.7069)\tPrec@1 57.812 (43.974)\n",
      "[270/391]\tTime 0.129 (0.120)\tData 0.037 (0.038)\tLoss 0.6627 (0.7067)\tPrec@1 56.250 (44.033)\n",
      "[280/391]\tTime 0.091 (0.120)\tData 0.033 (0.038)\tLoss 0.7184 (0.7070)\tPrec@1 41.406 (43.956)\n",
      "[290/391]\tTime 0.110 (0.120)\tData 0.031 (0.038)\tLoss 0.7419 (0.7084)\tPrec@1 42.188 (43.868)\n",
      "[300/391]\tTime 0.108 (0.120)\tData 0.034 (0.038)\tLoss 0.6991 (0.7086)\tPrec@1 43.750 (43.841)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[310/391]\tTime 0.152 (0.120)\tData 0.054 (0.038)\tLoss 0.6964 (0.7087)\tPrec@1 49.219 (43.823)\n",
      "[320/391]\tTime 0.128 (0.120)\tData 0.035 (0.038)\tLoss 0.7518 (0.7087)\tPrec@1 35.938 (43.828)\n",
      "[330/391]\tTime 0.137 (0.120)\tData 0.048 (0.038)\tLoss 0.7570 (0.7092)\tPrec@1 39.844 (43.830)\n",
      "[340/391]\tTime 0.117 (0.121)\tData 0.033 (0.038)\tLoss 0.7479 (0.7100)\tPrec@1 44.531 (43.777)\n",
      "[350/391]\tTime 0.110 (0.121)\tData 0.043 (0.038)\tLoss 0.6948 (0.7100)\tPrec@1 42.188 (43.786)\n",
      "[360/391]\tTime 0.155 (0.121)\tData 0.070 (0.038)\tLoss 0.6974 (0.7098)\tPrec@1 44.531 (43.772)\n",
      "[370/391]\tTime 0.127 (0.120)\tData 0.035 (0.038)\tLoss 0.6820 (0.7098)\tPrec@1 50.000 (43.809)\n",
      "[380/391]\tTime 0.127 (0.120)\tData 0.045 (0.038)\tLoss 0.7103 (0.7095)\tPrec@1 51.562 (43.859)\n",
      "[390/391]\tTime 0.062 (0.120)\tData 0.024 (0.038)\tLoss 0.7817 (0.7099)\tPrec@1 43.750 (43.824)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.030 (0.030)\tLoss 2.3284 (2.3284)\tPrec@1 39.844 (39.844)\n",
      "Test: [10/79]\tTime 0.033 (0.037)\tLoss 2.1052 (2.2770)\tPrec@1 44.531 (39.915)\n",
      "Test: [20/79]\tTime 0.030 (0.036)\tLoss 2.3107 (2.3121)\tPrec@1 41.406 (39.249)\n",
      "Test: [30/79]\tTime 0.030 (0.033)\tLoss 2.2160 (2.2936)\tPrec@1 39.844 (39.264)\n",
      "Test: [40/79]\tTime 0.029 (0.033)\tLoss 1.8975 (2.2793)\tPrec@1 40.625 (39.748)\n",
      "Test: [50/79]\tTime 0.031 (0.034)\tLoss 2.3320 (2.2724)\tPrec@1 42.188 (39.660)\n",
      "Test: [60/79]\tTime 0.055 (0.036)\tLoss 2.4802 (2.2881)\tPrec@1 38.281 (39.485)\n",
      "Test: [70/79]\tTime 0.032 (0.036)\tLoss 2.3501 (2.2819)\tPrec@1 40.625 (39.646)\n",
      " * Prec@1 39.500\n",
      "\n",
      "===> epoch: 62/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.092 (0.092)\tData 0.036 (0.036)\tLoss 0.6044 (0.6044)\tPrec@1 57.812 (57.812)\n",
      "[10/391]\tTime 0.072 (0.121)\tData 0.028 (0.036)\tLoss 0.7316 (0.6956)\tPrec@1 43.750 (45.241)\n",
      "[20/391]\tTime 0.102 (0.117)\tData 0.033 (0.038)\tLoss 0.6799 (0.6882)\tPrec@1 43.750 (45.015)\n",
      "[30/391]\tTime 0.126 (0.120)\tData 0.033 (0.039)\tLoss 0.6982 (0.6958)\tPrec@1 45.312 (44.204)\n",
      "[40/391]\tTime 0.123 (0.119)\tData 0.034 (0.038)\tLoss 0.6872 (0.6982)\tPrec@1 48.438 (44.169)\n",
      "[50/391]\tTime 0.113 (0.117)\tData 0.027 (0.038)\tLoss 0.7108 (0.7015)\tPrec@1 49.219 (43.949)\n",
      "[60/391]\tTime 0.121 (0.116)\tData 0.027 (0.037)\tLoss 0.6870 (0.7014)\tPrec@1 42.969 (44.096)\n",
      "[70/391]\tTime 0.137 (0.118)\tData 0.039 (0.037)\tLoss 0.7792 (0.7059)\tPrec@1 30.469 (43.794)\n",
      "[80/391]\tTime 0.108 (0.118)\tData 0.034 (0.038)\tLoss 0.6394 (0.7060)\tPrec@1 45.312 (43.711)\n",
      "[90/391]\tTime 0.123 (0.118)\tData 0.035 (0.038)\tLoss 0.7143 (0.7064)\tPrec@1 45.312 (43.767)\n",
      "[100/391]\tTime 0.133 (0.119)\tData 0.040 (0.038)\tLoss 0.6808 (0.7055)\tPrec@1 47.656 (43.912)\n",
      "[110/391]\tTime 0.129 (0.120)\tData 0.037 (0.038)\tLoss 0.5935 (0.7052)\tPrec@1 57.031 (43.989)\n",
      "[120/391]\tTime 0.112 (0.119)\tData 0.037 (0.038)\tLoss 0.8101 (0.7065)\tPrec@1 38.281 (43.950)\n",
      "[130/391]\tTime 0.096 (0.118)\tData 0.048 (0.038)\tLoss 0.6943 (0.7052)\tPrec@1 42.969 (44.012)\n",
      "[140/391]\tTime 0.105 (0.117)\tData 0.036 (0.038)\tLoss 0.7296 (0.7054)\tPrec@1 38.281 (43.977)\n",
      "[150/391]\tTime 0.130 (0.118)\tData 0.038 (0.038)\tLoss 0.6903 (0.7042)\tPrec@1 49.219 (44.159)\n",
      "[160/391]\tTime 0.116 (0.119)\tData 0.031 (0.038)\tLoss 0.7216 (0.7040)\tPrec@1 45.312 (44.245)\n",
      "[170/391]\tTime 0.086 (0.118)\tData 0.026 (0.038)\tLoss 0.7401 (0.7038)\tPrec@1 45.312 (44.193)\n",
      "[180/391]\tTime 0.132 (0.118)\tData 0.038 (0.038)\tLoss 0.6618 (0.7046)\tPrec@1 46.875 (44.147)\n",
      "[190/391]\tTime 0.131 (0.118)\tData 0.039 (0.038)\tLoss 0.6944 (0.7046)\tPrec@1 43.750 (44.163)\n",
      "[200/391]\tTime 0.082 (0.118)\tData 0.028 (0.038)\tLoss 0.6410 (0.7059)\tPrec@1 48.438 (44.045)\n",
      "[210/391]\tTime 0.132 (0.117)\tData 0.042 (0.037)\tLoss 0.6636 (0.7066)\tPrec@1 46.875 (43.980)\n",
      "[220/391]\tTime 0.133 (0.117)\tData 0.039 (0.037)\tLoss 0.7426 (0.7070)\tPrec@1 42.188 (43.962)\n",
      "[230/391]\tTime 0.103 (0.117)\tData 0.039 (0.037)\tLoss 0.8334 (0.7083)\tPrec@1 36.719 (43.990)\n",
      "[240/391]\tTime 0.117 (0.117)\tData 0.028 (0.037)\tLoss 0.7187 (0.7088)\tPrec@1 48.438 (43.967)\n",
      "[250/391]\tTime 0.114 (0.117)\tData 0.027 (0.037)\tLoss 0.7282 (0.7093)\tPrec@1 45.312 (43.993)\n",
      "[260/391]\tTime 0.109 (0.117)\tData 0.036 (0.037)\tLoss 0.7138 (0.7100)\tPrec@1 49.219 (43.972)\n",
      "[270/391]\tTime 0.130 (0.117)\tData 0.035 (0.037)\tLoss 0.6978 (0.7096)\tPrec@1 47.656 (43.978)\n",
      "[280/391]\tTime 0.085 (0.117)\tData 0.029 (0.037)\tLoss 0.6527 (0.7100)\tPrec@1 53.906 (44.014)\n",
      "[290/391]\tTime 0.080 (0.116)\tData 0.029 (0.037)\tLoss 0.6834 (0.7110)\tPrec@1 46.094 (43.984)\n",
      "[300/391]\tTime 0.133 (0.116)\tData 0.040 (0.037)\tLoss 0.7029 (0.7109)\tPrec@1 45.312 (44.048)\n",
      "[310/391]\tTime 0.092 (0.116)\tData 0.043 (0.037)\tLoss 0.7089 (0.7103)\tPrec@1 39.062 (44.049)\n",
      "[320/391]\tTime 0.100 (0.116)\tData 0.034 (0.037)\tLoss 0.6314 (0.7099)\tPrec@1 49.219 (44.059)\n",
      "[330/391]\tTime 0.128 (0.116)\tData 0.036 (0.037)\tLoss 0.6799 (0.7094)\tPrec@1 47.656 (44.057)\n",
      "[340/391]\tTime 0.109 (0.116)\tData 0.034 (0.037)\tLoss 0.6473 (0.7098)\tPrec@1 50.000 (43.986)\n",
      "[350/391]\tTime 0.147 (0.116)\tData 0.033 (0.037)\tLoss 0.7982 (0.7101)\tPrec@1 32.812 (44.033)\n",
      "[360/391]\tTime 0.084 (0.117)\tData 0.029 (0.037)\tLoss 0.7556 (0.7100)\tPrec@1 42.969 (44.029)\n",
      "[370/391]\tTime 0.096 (0.117)\tData 0.027 (0.037)\tLoss 0.7300 (0.7099)\tPrec@1 42.188 (44.043)\n",
      "[380/391]\tTime 0.129 (0.116)\tData 0.039 (0.037)\tLoss 0.6644 (0.7101)\tPrec@1 41.406 (43.969)\n",
      "[390/391]\tTime 0.095 (0.116)\tData 0.038 (0.037)\tLoss 0.7429 (0.7105)\tPrec@1 45.000 (43.960)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.057 (0.057)\tLoss 2.5695 (2.5695)\tPrec@1 39.844 (39.844)\n",
      "Test: [10/79]\tTime 0.052 (0.045)\tLoss 2.4191 (2.4843)\tPrec@1 39.062 (38.565)\n",
      "Test: [20/79]\tTime 0.031 (0.040)\tLoss 2.7623 (2.4887)\tPrec@1 34.375 (37.686)\n",
      "Test: [30/79]\tTime 0.029 (0.039)\tLoss 2.3679 (2.4690)\tPrec@1 35.938 (37.198)\n",
      "Test: [40/79]\tTime 0.030 (0.037)\tLoss 2.3629 (2.4739)\tPrec@1 40.625 (37.195)\n",
      "Test: [50/79]\tTime 0.043 (0.037)\tLoss 2.5626 (2.4700)\tPrec@1 36.719 (37.132)\n",
      "Test: [60/79]\tTime 0.026 (0.036)\tLoss 2.5518 (2.4781)\tPrec@1 34.375 (36.719)\n",
      "Test: [70/79]\tTime 0.023 (0.035)\tLoss 2.4118 (2.4808)\tPrec@1 41.406 (36.609)\n",
      " * Prec@1 36.660\n",
      "\n",
      "===> epoch: 63/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.128 (0.128)\tData 0.037 (0.037)\tLoss 0.6939 (0.6939)\tPrec@1 47.656 (47.656)\n",
      "[10/391]\tTime 0.128 (0.118)\tData 0.035 (0.041)\tLoss 0.7832 (0.7332)\tPrec@1 39.844 (42.685)\n",
      "[20/391]\tTime 0.091 (0.116)\tData 0.037 (0.042)\tLoss 0.6583 (0.7164)\tPrec@1 50.781 (44.085)\n",
      "[30/391]\tTime 0.072 (0.111)\tData 0.026 (0.038)\tLoss 0.7165 (0.7122)\tPrec@1 39.844 (44.229)\n",
      "[40/391]\tTime 0.130 (0.114)\tData 0.038 (0.038)\tLoss 0.7278 (0.7092)\tPrec@1 42.969 (44.131)\n",
      "[50/391]\tTime 0.131 (0.117)\tData 0.051 (0.039)\tLoss 0.7012 (0.7082)\tPrec@1 42.969 (44.164)\n",
      "[60/391]\tTime 0.088 (0.117)\tData 0.029 (0.039)\tLoss 0.7557 (0.7114)\tPrec@1 42.188 (44.045)\n",
      "[70/391]\tTime 0.121 (0.119)\tData 0.024 (0.038)\tLoss 0.7447 (0.7115)\tPrec@1 44.531 (44.080)\n",
      "[80/391]\tTime 0.102 (0.119)\tData 0.039 (0.038)\tLoss 0.7026 (0.7128)\tPrec@1 36.719 (43.644)\n",
      "[90/391]\tTime 0.108 (0.119)\tData 0.056 (0.039)\tLoss 0.6945 (0.7099)\tPrec@1 43.750 (43.870)\n",
      "[100/391]\tTime 0.067 (0.119)\tData 0.031 (0.038)\tLoss 0.7986 (0.7080)\tPrec@1 32.812 (44.059)\n",
      "[110/391]\tTime 0.094 (0.117)\tData 0.027 (0.038)\tLoss 0.7003 (0.7068)\tPrec@1 41.406 (44.116)\n",
      "[120/391]\tTime 0.122 (0.116)\tData 0.037 (0.037)\tLoss 0.7252 (0.7096)\tPrec@1 42.188 (43.886)\n",
      "[130/391]\tTime 0.125 (0.117)\tData 0.034 (0.038)\tLoss 0.7818 (0.7114)\tPrec@1 37.500 (43.756)\n",
      "[140/391]\tTime 0.116 (0.116)\tData 0.028 (0.037)\tLoss 0.7001 (0.7120)\tPrec@1 42.969 (43.711)\n",
      "[150/391]\tTime 0.142 (0.116)\tData 0.048 (0.037)\tLoss 0.7412 (0.7145)\tPrec@1 44.531 (43.600)\n",
      "[160/391]\tTime 0.126 (0.117)\tData 0.033 (0.037)\tLoss 0.6830 (0.7137)\tPrec@1 50.781 (43.706)\n",
      "[170/391]\tTime 0.109 (0.117)\tData 0.033 (0.037)\tLoss 0.6418 (0.7130)\tPrec@1 45.312 (43.736)\n",
      "[180/391]\tTime 0.127 (0.117)\tData 0.030 (0.038)\tLoss 0.6952 (0.7127)\tPrec@1 46.875 (43.806)\n",
      "[190/391]\tTime 0.111 (0.117)\tData 0.036 (0.038)\tLoss 0.6722 (0.7141)\tPrec@1 51.562 (43.775)\n",
      "[200/391]\tTime 0.088 (0.117)\tData 0.032 (0.038)\tLoss 0.7472 (0.7147)\tPrec@1 36.719 (43.762)\n",
      "[210/391]\tTime 0.167 (0.117)\tData 0.062 (0.038)\tLoss 0.7495 (0.7150)\tPrec@1 42.188 (43.776)\n",
      "[220/391]\tTime 0.116 (0.117)\tData 0.030 (0.037)\tLoss 0.7667 (0.7143)\tPrec@1 36.719 (43.824)\n",
      "[230/391]\tTime 0.160 (0.117)\tData 0.062 (0.037)\tLoss 0.6911 (0.7134)\tPrec@1 44.531 (43.872)\n",
      "[240/391]\tTime 0.132 (0.118)\tData 0.039 (0.038)\tLoss 0.7018 (0.7125)\tPrec@1 41.406 (43.867)\n",
      "[250/391]\tTime 0.101 (0.117)\tData 0.034 (0.038)\tLoss 0.8034 (0.7128)\tPrec@1 37.500 (43.850)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[260/391]\tTime 0.097 (0.117)\tData 0.028 (0.037)\tLoss 0.6685 (0.7135)\tPrec@1 47.656 (43.777)\n",
      "[270/391]\tTime 0.123 (0.117)\tData 0.033 (0.037)\tLoss 0.6812 (0.7130)\tPrec@1 48.438 (43.813)\n",
      "[280/391]\tTime 0.141 (0.118)\tData 0.051 (0.037)\tLoss 0.7299 (0.7133)\tPrec@1 49.219 (43.825)\n",
      "[290/391]\tTime 0.105 (0.118)\tData 0.031 (0.037)\tLoss 0.7795 (0.7133)\tPrec@1 39.844 (43.822)\n",
      "[300/391]\tTime 0.120 (0.117)\tData 0.027 (0.037)\tLoss 0.6870 (0.7127)\tPrec@1 42.188 (43.843)\n",
      "[310/391]\tTime 0.248 (0.118)\tData 0.121 (0.038)\tLoss 0.7125 (0.7120)\tPrec@1 42.969 (43.903)\n",
      "[320/391]\tTime 0.172 (0.118)\tData 0.068 (0.038)\tLoss 0.6816 (0.7115)\tPrec@1 48.438 (43.913)\n",
      "[330/391]\tTime 0.116 (0.118)\tData 0.025 (0.038)\tLoss 0.7163 (0.7115)\tPrec@1 36.719 (43.910)\n",
      "[340/391]\tTime 0.072 (0.118)\tData 0.028 (0.038)\tLoss 0.6214 (0.7111)\tPrec@1 50.781 (43.956)\n",
      "[350/391]\tTime 0.128 (0.118)\tData 0.038 (0.038)\tLoss 0.6706 (0.7111)\tPrec@1 48.438 (43.986)\n",
      "[360/391]\tTime 0.105 (0.117)\tData 0.035 (0.038)\tLoss 0.7050 (0.7113)\tPrec@1 42.188 (44.025)\n",
      "[370/391]\tTime 0.116 (0.117)\tData 0.028 (0.038)\tLoss 0.7211 (0.7115)\tPrec@1 46.094 (43.992)\n",
      "[380/391]\tTime 0.097 (0.117)\tData 0.030 (0.038)\tLoss 0.7099 (0.7123)\tPrec@1 46.094 (43.976)\n",
      "[390/391]\tTime 0.072 (0.117)\tData 0.021 (0.038)\tLoss 0.6557 (0.7124)\tPrec@1 48.750 (43.984)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.093 (0.093)\tLoss 2.8128 (2.8128)\tPrec@1 36.719 (36.719)\n",
      "Test: [10/79]\tTime 0.033 (0.049)\tLoss 3.0310 (2.9297)\tPrec@1 29.688 (31.534)\n",
      "Test: [20/79]\tTime 0.046 (0.047)\tLoss 3.1129 (2.9876)\tPrec@1 31.250 (30.506)\n",
      "Test: [30/79]\tTime 0.032 (0.044)\tLoss 2.8097 (2.9553)\tPrec@1 27.344 (30.318)\n",
      "Test: [40/79]\tTime 0.032 (0.042)\tLoss 2.7316 (2.9608)\tPrec@1 36.719 (30.297)\n",
      "Test: [50/79]\tTime 0.031 (0.040)\tLoss 2.8340 (2.9379)\tPrec@1 30.469 (30.453)\n",
      "Test: [60/79]\tTime 0.031 (0.039)\tLoss 2.8397 (2.9291)\tPrec@1 28.906 (30.610)\n",
      "Test: [70/79]\tTime 0.032 (0.038)\tLoss 2.9155 (2.9319)\tPrec@1 32.812 (30.491)\n",
      " * Prec@1 30.550\n",
      "\n",
      "===> epoch: 64/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.104 (0.104)\tData 0.022 (0.022)\tLoss 0.7380 (0.7380)\tPrec@1 39.062 (39.062)\n",
      "[10/391]\tTime 0.128 (0.131)\tData 0.035 (0.038)\tLoss 0.6407 (0.6963)\tPrec@1 44.531 (43.537)\n",
      "[20/391]\tTime 0.108 (0.130)\tData 0.032 (0.040)\tLoss 0.7109 (0.6966)\tPrec@1 38.281 (44.271)\n",
      "[30/391]\tTime 0.138 (0.123)\tData 0.049 (0.040)\tLoss 0.7952 (0.7080)\tPrec@1 37.500 (43.725)\n",
      "[40/391]\tTime 0.097 (0.121)\tData 0.027 (0.039)\tLoss 0.6146 (0.7031)\tPrec@1 44.531 (43.579)\n",
      "[50/391]\tTime 0.130 (0.122)\tData 0.040 (0.040)\tLoss 0.6602 (0.7032)\tPrec@1 45.312 (43.765)\n",
      "[60/391]\tTime 0.121 (0.122)\tData 0.033 (0.039)\tLoss 0.7274 (0.7071)\tPrec@1 42.969 (43.532)\n",
      "[70/391]\tTime 0.103 (0.121)\tData 0.029 (0.038)\tLoss 0.7429 (0.7065)\tPrec@1 44.531 (43.618)\n",
      "[80/391]\tTime 0.095 (0.119)\tData 0.040 (0.038)\tLoss 0.6791 (0.7034)\tPrec@1 44.531 (43.953)\n",
      "[90/391]\tTime 0.110 (0.119)\tData 0.043 (0.038)\tLoss 0.7188 (0.7041)\tPrec@1 41.406 (43.939)\n",
      "[100/391]\tTime 0.104 (0.118)\tData 0.038 (0.038)\tLoss 0.7054 (0.7030)\tPrec@1 50.781 (44.191)\n",
      "[110/391]\tTime 0.103 (0.117)\tData 0.029 (0.038)\tLoss 0.7111 (0.7025)\tPrec@1 42.969 (44.215)\n",
      "[120/391]\tTime 0.141 (0.117)\tData 0.055 (0.038)\tLoss 0.6496 (0.7015)\tPrec@1 39.062 (44.144)\n",
      "[130/391]\tTime 0.130 (0.117)\tData 0.035 (0.038)\tLoss 0.7368 (0.7024)\tPrec@1 46.875 (44.156)\n",
      "[140/391]\tTime 0.084 (0.117)\tData 0.033 (0.038)\tLoss 0.6850 (0.7031)\tPrec@1 43.750 (44.049)\n",
      "[150/391]\tTime 0.129 (0.117)\tData 0.037 (0.038)\tLoss 0.6582 (0.7034)\tPrec@1 47.656 (44.117)\n",
      "[160/391]\tTime 0.099 (0.116)\tData 0.034 (0.038)\tLoss 0.7376 (0.7036)\tPrec@1 43.750 (44.177)\n",
      "[170/391]\tTime 0.124 (0.117)\tData 0.035 (0.038)\tLoss 0.7740 (0.7047)\tPrec@1 40.625 (44.097)\n",
      "[180/391]\tTime 0.085 (0.116)\tData 0.038 (0.038)\tLoss 0.7570 (0.7054)\tPrec@1 43.750 (44.147)\n",
      "[190/391]\tTime 0.114 (0.116)\tData 0.053 (0.038)\tLoss 0.6989 (0.7056)\tPrec@1 49.219 (44.163)\n",
      "[200/391]\tTime 0.106 (0.116)\tData 0.032 (0.038)\tLoss 0.6603 (0.7059)\tPrec@1 50.000 (44.139)\n",
      "[210/391]\tTime 0.095 (0.116)\tData 0.035 (0.038)\tLoss 0.7305 (0.7056)\tPrec@1 42.188 (44.154)\n",
      "[220/391]\tTime 0.126 (0.116)\tData 0.036 (0.038)\tLoss 0.6800 (0.7061)\tPrec@1 44.531 (44.100)\n",
      "[230/391]\tTime 0.139 (0.117)\tData 0.045 (0.038)\tLoss 0.7623 (0.7072)\tPrec@1 39.062 (44.010)\n",
      "[240/391]\tTime 0.147 (0.117)\tData 0.043 (0.038)\tLoss 0.7286 (0.7074)\tPrec@1 45.312 (43.987)\n",
      "[250/391]\tTime 0.130 (0.118)\tData 0.031 (0.038)\tLoss 0.7179 (0.7077)\tPrec@1 41.406 (43.959)\n",
      "[260/391]\tTime 0.139 (0.118)\tData 0.037 (0.038)\tLoss 0.6505 (0.7071)\tPrec@1 49.219 (44.019)\n",
      "[270/391]\tTime 0.092 (0.117)\tData 0.032 (0.038)\tLoss 0.7294 (0.7074)\tPrec@1 45.312 (44.073)\n",
      "[280/391]\tTime 0.113 (0.117)\tData 0.034 (0.038)\tLoss 0.7289 (0.7067)\tPrec@1 35.938 (44.086)\n",
      "[290/391]\tTime 0.140 (0.117)\tData 0.035 (0.038)\tLoss 0.7861 (0.7067)\tPrec@1 35.938 (44.016)\n",
      "[300/391]\tTime 0.100 (0.117)\tData 0.043 (0.038)\tLoss 0.7614 (0.7075)\tPrec@1 39.062 (44.004)\n",
      "[310/391]\tTime 0.123 (0.117)\tData 0.057 (0.038)\tLoss 0.7528 (0.7080)\tPrec@1 36.719 (43.943)\n",
      "[320/391]\tTime 0.103 (0.117)\tData 0.047 (0.038)\tLoss 0.6468 (0.7079)\tPrec@1 54.688 (43.969)\n",
      "[330/391]\tTime 0.087 (0.117)\tData 0.040 (0.038)\tLoss 0.7103 (0.7082)\tPrec@1 42.969 (43.932)\n",
      "[340/391]\tTime 0.098 (0.117)\tData 0.026 (0.038)\tLoss 0.7601 (0.7083)\tPrec@1 38.281 (43.936)\n",
      "[350/391]\tTime 0.150 (0.117)\tData 0.044 (0.038)\tLoss 0.7373 (0.7089)\tPrec@1 37.500 (43.899)\n",
      "[360/391]\tTime 0.153 (0.117)\tData 0.069 (0.038)\tLoss 0.7381 (0.7091)\tPrec@1 39.844 (43.860)\n",
      "[370/391]\tTime 0.129 (0.117)\tData 0.038 (0.038)\tLoss 0.6464 (0.7091)\tPrec@1 50.781 (43.872)\n",
      "[380/391]\tTime 0.129 (0.117)\tData 0.028 (0.038)\tLoss 0.7016 (0.7095)\tPrec@1 42.188 (43.830)\n",
      "[390/391]\tTime 0.095 (0.117)\tData 0.026 (0.038)\tLoss 0.8454 (0.7092)\tPrec@1 36.250 (43.856)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.040 (0.040)\tLoss 3.0193 (3.0193)\tPrec@1 28.906 (28.906)\n",
      "Test: [10/79]\tTime 0.041 (0.041)\tLoss 3.3874 (2.9622)\tPrec@1 24.219 (30.966)\n",
      "Test: [20/79]\tTime 0.072 (0.044)\tLoss 3.1238 (3.0207)\tPrec@1 25.781 (28.683)\n",
      "Test: [30/79]\tTime 0.036 (0.042)\tLoss 3.0484 (3.0178)\tPrec@1 28.906 (28.553)\n",
      "Test: [40/79]\tTime 0.035 (0.042)\tLoss 2.9106 (3.0320)\tPrec@1 28.906 (28.201)\n",
      "Test: [50/79]\tTime 0.034 (0.041)\tLoss 3.2757 (3.0354)\tPrec@1 21.875 (27.911)\n",
      "Test: [60/79]\tTime 0.045 (0.042)\tLoss 3.0368 (3.0413)\tPrec@1 28.125 (27.702)\n",
      "Test: [70/79]\tTime 0.028 (0.042)\tLoss 2.8578 (3.0418)\tPrec@1 32.031 (27.685)\n",
      " * Prec@1 27.780\n",
      "\n",
      "===> epoch: 65/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.131 (0.131)\tData 0.066 (0.066)\tLoss 0.6960 (0.6960)\tPrec@1 43.750 (43.750)\n",
      "[10/391]\tTime 0.117 (0.117)\tData 0.041 (0.039)\tLoss 0.6809 (0.7159)\tPrec@1 44.531 (44.318)\n",
      "[20/391]\tTime 0.136 (0.117)\tData 0.042 (0.039)\tLoss 0.6689 (0.7100)\tPrec@1 43.750 (44.494)\n",
      "[30/391]\tTime 0.142 (0.116)\tData 0.060 (0.039)\tLoss 0.7112 (0.7085)\tPrec@1 45.312 (44.682)\n",
      "[40/391]\tTime 0.091 (0.116)\tData 0.026 (0.038)\tLoss 0.6890 (0.7073)\tPrec@1 46.094 (44.931)\n",
      "[50/391]\tTime 0.142 (0.115)\tData 0.045 (0.038)\tLoss 0.7107 (0.7051)\tPrec@1 42.969 (44.761)\n",
      "[60/391]\tTime 0.115 (0.117)\tData 0.033 (0.040)\tLoss 0.6724 (0.7026)\tPrec@1 48.438 (45.184)\n",
      "[70/391]\tTime 0.088 (0.116)\tData 0.039 (0.039)\tLoss 0.7096 (0.7031)\tPrec@1 48.438 (44.982)\n",
      "[80/391]\tTime 0.092 (0.115)\tData 0.033 (0.040)\tLoss 0.6379 (0.6999)\tPrec@1 47.656 (45.110)\n",
      "[90/391]\tTime 0.130 (0.115)\tData 0.039 (0.039)\tLoss 0.7893 (0.7012)\tPrec@1 35.938 (44.926)\n",
      "[100/391]\tTime 0.086 (0.114)\tData 0.034 (0.039)\tLoss 0.7199 (0.7010)\tPrec@1 37.500 (44.895)\n",
      "[110/391]\tTime 0.103 (0.115)\tData 0.035 (0.039)\tLoss 0.6218 (0.6995)\tPrec@1 46.875 (44.954)\n",
      "[120/391]\tTime 0.113 (0.116)\tData 0.027 (0.039)\tLoss 0.7946 (0.6995)\tPrec@1 34.375 (44.718)\n",
      "[130/391]\tTime 0.159 (0.117)\tData 0.088 (0.039)\tLoss 0.6527 (0.6991)\tPrec@1 47.656 (44.907)\n",
      "[140/391]\tTime 0.155 (0.117)\tData 0.066 (0.040)\tLoss 0.6825 (0.6993)\tPrec@1 51.562 (44.936)\n",
      "[150/391]\tTime 0.150 (0.117)\tData 0.070 (0.040)\tLoss 0.6912 (0.6993)\tPrec@1 45.312 (44.935)\n",
      "[160/391]\tTime 0.118 (0.118)\tData 0.030 (0.040)\tLoss 0.7981 (0.6997)\tPrec@1 40.625 (44.934)\n",
      "[170/391]\tTime 0.142 (0.118)\tData 0.053 (0.041)\tLoss 0.6864 (0.7015)\tPrec@1 46.875 (44.737)\n",
      "[180/391]\tTime 0.108 (0.118)\tData 0.033 (0.041)\tLoss 0.6770 (0.7020)\tPrec@1 50.000 (44.773)\n",
      "[190/391]\tTime 0.113 (0.119)\tData 0.026 (0.040)\tLoss 0.7681 (0.7032)\tPrec@1 35.938 (44.638)\n",
      "[200/391]\tTime 0.133 (0.119)\tData 0.035 (0.041)\tLoss 0.6605 (0.7030)\tPrec@1 50.781 (44.625)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[210/391]\tTime 0.124 (0.119)\tData 0.035 (0.041)\tLoss 0.7837 (0.7037)\tPrec@1 35.156 (44.531)\n",
      "[220/391]\tTime 0.135 (0.120)\tData 0.044 (0.041)\tLoss 0.7603 (0.7044)\tPrec@1 39.062 (44.450)\n",
      "[230/391]\tTime 0.097 (0.119)\tData 0.029 (0.040)\tLoss 0.7540 (0.7037)\tPrec@1 42.969 (44.497)\n",
      "[240/391]\tTime 0.113 (0.119)\tData 0.037 (0.040)\tLoss 0.6117 (0.7033)\tPrec@1 45.312 (44.473)\n",
      "[250/391]\tTime 0.145 (0.119)\tData 0.048 (0.040)\tLoss 0.7189 (0.7046)\tPrec@1 40.625 (44.369)\n",
      "[260/391]\tTime 0.145 (0.119)\tData 0.044 (0.040)\tLoss 0.7980 (0.7057)\tPrec@1 36.719 (44.331)\n",
      "[270/391]\tTime 0.126 (0.119)\tData 0.036 (0.040)\tLoss 0.7042 (0.7061)\tPrec@1 46.094 (44.332)\n",
      "[280/391]\tTime 0.135 (0.119)\tData 0.039 (0.040)\tLoss 0.7883 (0.7073)\tPrec@1 36.719 (44.248)\n",
      "[290/391]\tTime 0.135 (0.120)\tData 0.034 (0.041)\tLoss 0.7894 (0.7073)\tPrec@1 36.719 (44.252)\n",
      "[300/391]\tTime 0.125 (0.120)\tData 0.036 (0.040)\tLoss 0.6742 (0.7071)\tPrec@1 46.875 (44.290)\n",
      "[310/391]\tTime 0.139 (0.121)\tData 0.054 (0.041)\tLoss 0.7323 (0.7072)\tPrec@1 44.531 (44.260)\n",
      "[320/391]\tTime 0.107 (0.121)\tData 0.034 (0.041)\tLoss 0.6930 (0.7078)\tPrec@1 49.219 (44.239)\n",
      "[330/391]\tTime 0.087 (0.121)\tData 0.033 (0.041)\tLoss 0.6792 (0.7080)\tPrec@1 42.969 (44.187)\n",
      "[340/391]\tTime 0.153 (0.121)\tData 0.054 (0.041)\tLoss 0.6668 (0.7073)\tPrec@1 52.344 (44.249)\n",
      "[350/391]\tTime 0.138 (0.120)\tData 0.035 (0.041)\tLoss 0.6860 (0.7075)\tPrec@1 43.750 (44.195)\n",
      "[360/391]\tTime 0.131 (0.121)\tData 0.039 (0.041)\tLoss 0.6922 (0.7077)\tPrec@1 39.844 (44.153)\n",
      "[370/391]\tTime 0.126 (0.121)\tData 0.032 (0.040)\tLoss 0.7043 (0.7080)\tPrec@1 46.094 (44.127)\n",
      "[380/391]\tTime 0.111 (0.120)\tData 0.024 (0.040)\tLoss 0.6971 (0.7080)\tPrec@1 45.312 (44.101)\n",
      "[390/391]\tTime 0.062 (0.120)\tData 0.023 (0.040)\tLoss 0.6144 (0.7080)\tPrec@1 52.500 (44.102)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.057 (0.057)\tLoss 2.1147 (2.1147)\tPrec@1 40.625 (40.625)\n",
      "Test: [10/79]\tTime 0.060 (0.049)\tLoss 2.1319 (2.0942)\tPrec@1 40.625 (43.111)\n",
      "Test: [20/79]\tTime 0.053 (0.045)\tLoss 2.1640 (2.1093)\tPrec@1 43.750 (42.299)\n",
      "Test: [30/79]\tTime 0.073 (0.046)\tLoss 2.1004 (2.1249)\tPrec@1 36.719 (42.087)\n",
      "Test: [40/79]\tTime 0.035 (0.044)\tLoss 1.9697 (2.1335)\tPrec@1 45.312 (42.130)\n",
      "Test: [50/79]\tTime 0.044 (0.044)\tLoss 2.0521 (2.1268)\tPrec@1 47.656 (42.203)\n",
      "Test: [60/79]\tTime 0.036 (0.043)\tLoss 2.3372 (2.1384)\tPrec@1 35.938 (41.931)\n",
      "Test: [70/79]\tTime 0.029 (0.042)\tLoss 2.2244 (2.1415)\tPrec@1 39.062 (41.868)\n",
      " * Prec@1 41.760\n",
      "\n",
      "===> epoch: 66/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.117 (0.117)\tData 0.028 (0.028)\tLoss 0.6778 (0.6778)\tPrec@1 42.969 (42.969)\n",
      "[10/391]\tTime 0.129 (0.128)\tData 0.034 (0.035)\tLoss 0.7359 (0.6933)\tPrec@1 39.062 (44.886)\n",
      "[20/391]\tTime 0.130 (0.122)\tData 0.032 (0.035)\tLoss 0.6461 (0.6943)\tPrec@1 49.219 (45.833)\n",
      "[30/391]\tTime 0.124 (0.121)\tData 0.035 (0.035)\tLoss 0.6808 (0.6917)\tPrec@1 44.531 (45.539)\n",
      "[40/391]\tTime 0.100 (0.117)\tData 0.031 (0.034)\tLoss 0.7048 (0.6911)\tPrec@1 45.312 (45.903)\n",
      "[50/391]\tTime 0.132 (0.119)\tData 0.035 (0.036)\tLoss 0.6601 (0.6922)\tPrec@1 47.656 (45.818)\n",
      "[60/391]\tTime 0.117 (0.117)\tData 0.034 (0.036)\tLoss 0.7436 (0.6954)\tPrec@1 45.312 (45.556)\n",
      "[70/391]\tTime 0.107 (0.117)\tData 0.031 (0.037)\tLoss 0.6831 (0.6993)\tPrec@1 48.438 (45.257)\n",
      "[80/391]\tTime 0.075 (0.116)\tData 0.027 (0.036)\tLoss 0.6931 (0.7053)\tPrec@1 46.094 (44.637)\n",
      "[90/391]\tTime 0.100 (0.115)\tData 0.033 (0.037)\tLoss 0.7224 (0.7073)\tPrec@1 42.969 (44.497)\n",
      "[100/391]\tTime 0.149 (0.117)\tData 0.039 (0.037)\tLoss 0.6335 (0.7066)\tPrec@1 49.219 (44.547)\n",
      "[110/391]\tTime 0.126 (0.117)\tData 0.031 (0.037)\tLoss 0.6914 (0.7060)\tPrec@1 44.531 (44.538)\n",
      "[120/391]\tTime 0.094 (0.117)\tData 0.029 (0.037)\tLoss 0.7049 (0.7062)\tPrec@1 40.625 (44.493)\n",
      "[130/391]\tTime 0.144 (0.116)\tData 0.050 (0.037)\tLoss 0.6435 (0.7056)\tPrec@1 50.000 (44.579)\n",
      "[140/391]\tTime 0.122 (0.116)\tData 0.032 (0.037)\tLoss 0.6997 (0.7056)\tPrec@1 37.500 (44.697)\n",
      "[150/391]\tTime 0.129 (0.117)\tData 0.035 (0.037)\tLoss 0.7379 (0.7058)\tPrec@1 44.531 (44.655)\n",
      "[160/391]\tTime 0.129 (0.117)\tData 0.040 (0.037)\tLoss 0.7093 (0.7048)\tPrec@1 37.500 (44.589)\n",
      "[170/391]\tTime 0.126 (0.118)\tData 0.049 (0.037)\tLoss 0.6931 (0.7043)\tPrec@1 46.094 (44.618)\n",
      "[180/391]\tTime 0.130 (0.118)\tData 0.037 (0.038)\tLoss 0.6649 (0.7039)\tPrec@1 44.531 (44.613)\n",
      "[190/391]\tTime 0.090 (0.118)\tData 0.034 (0.037)\tLoss 0.7246 (0.7047)\tPrec@1 42.188 (44.621)\n",
      "[200/391]\tTime 0.126 (0.118)\tData 0.039 (0.037)\tLoss 0.6799 (0.7038)\tPrec@1 46.875 (44.625)\n",
      "[210/391]\tTime 0.130 (0.118)\tData 0.053 (0.038)\tLoss 0.7098 (0.7035)\tPrec@1 47.656 (44.690)\n",
      "[220/391]\tTime 0.110 (0.118)\tData 0.033 (0.038)\tLoss 0.6828 (0.7030)\tPrec@1 48.438 (44.715)\n",
      "[230/391]\tTime 0.096 (0.118)\tData 0.030 (0.038)\tLoss 0.7748 (0.7037)\tPrec@1 38.281 (44.612)\n",
      "[240/391]\tTime 0.146 (0.118)\tData 0.056 (0.038)\tLoss 0.6794 (0.7058)\tPrec@1 46.094 (44.453)\n",
      "[250/391]\tTime 0.188 (0.118)\tData 0.071 (0.038)\tLoss 0.6799 (0.7057)\tPrec@1 39.844 (44.382)\n",
      "[260/391]\tTime 0.107 (0.118)\tData 0.034 (0.038)\tLoss 0.6689 (0.7061)\tPrec@1 52.344 (44.355)\n",
      "[270/391]\tTime 0.126 (0.119)\tData 0.032 (0.038)\tLoss 0.6792 (0.7061)\tPrec@1 50.781 (44.462)\n",
      "[280/391]\tTime 0.081 (0.119)\tData 0.036 (0.038)\tLoss 0.7390 (0.7065)\tPrec@1 42.969 (44.387)\n",
      "[290/391]\tTime 0.129 (0.119)\tData 0.033 (0.038)\tLoss 0.6531 (0.7059)\tPrec@1 42.969 (44.456)\n",
      "[300/391]\tTime 0.121 (0.118)\tData 0.032 (0.038)\tLoss 0.7446 (0.7062)\tPrec@1 46.094 (44.381)\n",
      "[310/391]\tTime 0.085 (0.118)\tData 0.029 (0.038)\tLoss 0.7227 (0.7058)\tPrec@1 45.312 (44.451)\n",
      "[320/391]\tTime 0.121 (0.118)\tData 0.054 (0.038)\tLoss 0.6317 (0.7050)\tPrec@1 48.438 (44.463)\n",
      "[330/391]\tTime 0.125 (0.118)\tData 0.037 (0.038)\tLoss 0.6782 (0.7052)\tPrec@1 47.656 (44.411)\n",
      "[340/391]\tTime 0.105 (0.118)\tData 0.029 (0.038)\tLoss 0.6541 (0.7057)\tPrec@1 48.438 (44.426)\n",
      "[350/391]\tTime 0.100 (0.118)\tData 0.034 (0.038)\tLoss 0.7426 (0.7062)\tPrec@1 42.969 (44.373)\n",
      "[360/391]\tTime 0.152 (0.118)\tData 0.080 (0.038)\tLoss 0.7016 (0.7059)\tPrec@1 42.188 (44.401)\n",
      "[370/391]\tTime 0.145 (0.118)\tData 0.035 (0.038)\tLoss 0.7420 (0.7061)\tPrec@1 38.281 (44.350)\n",
      "[380/391]\tTime 0.093 (0.117)\tData 0.030 (0.038)\tLoss 0.7441 (0.7071)\tPrec@1 39.062 (44.248)\n",
      "[390/391]\tTime 0.079 (0.118)\tData 0.018 (0.038)\tLoss 0.7916 (0.7073)\tPrec@1 33.750 (44.220)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.045 (0.045)\tLoss 2.7247 (2.7247)\tPrec@1 35.938 (35.938)\n",
      "Test: [10/79]\tTime 0.037 (0.038)\tLoss 2.4719 (2.5157)\tPrec@1 38.281 (37.784)\n",
      "Test: [20/79]\tTime 0.031 (0.039)\tLoss 2.6494 (2.5429)\tPrec@1 32.812 (36.682)\n",
      "Test: [30/79]\tTime 0.055 (0.040)\tLoss 2.3418 (2.5459)\tPrec@1 38.281 (36.064)\n",
      "Test: [40/79]\tTime 0.031 (0.039)\tLoss 2.1350 (2.5478)\tPrec@1 40.625 (36.338)\n",
      "Test: [50/79]\tTime 0.031 (0.038)\tLoss 2.5214 (2.5424)\tPrec@1 34.375 (36.213)\n",
      "Test: [60/79]\tTime 0.032 (0.039)\tLoss 2.9724 (2.5427)\tPrec@1 32.812 (36.053)\n",
      "Test: [70/79]\tTime 0.031 (0.038)\tLoss 2.5158 (2.5305)\tPrec@1 35.156 (36.389)\n",
      " * Prec@1 36.620\n",
      "\n",
      "===> epoch: 67/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.131 (0.131)\tData 0.030 (0.030)\tLoss 0.6494 (0.6494)\tPrec@1 55.469 (55.469)\n",
      "[10/391]\tTime 0.076 (0.105)\tData 0.027 (0.032)\tLoss 0.7098 (0.7113)\tPrec@1 42.188 (45.597)\n",
      "[20/391]\tTime 0.092 (0.110)\tData 0.032 (0.036)\tLoss 0.7583 (0.7040)\tPrec@1 42.188 (45.647)\n",
      "[30/391]\tTime 0.131 (0.112)\tData 0.037 (0.037)\tLoss 0.6348 (0.7022)\tPrec@1 46.875 (45.439)\n",
      "[40/391]\tTime 0.086 (0.112)\tData 0.028 (0.037)\tLoss 0.7378 (0.6998)\tPrec@1 44.531 (45.255)\n",
      "[50/391]\tTime 0.119 (0.114)\tData 0.030 (0.036)\tLoss 0.7158 (0.6988)\tPrec@1 46.875 (44.914)\n",
      "[60/391]\tTime 0.121 (0.115)\tData 0.035 (0.036)\tLoss 0.7016 (0.7002)\tPrec@1 45.312 (44.928)\n",
      "[70/391]\tTime 0.124 (0.116)\tData 0.037 (0.037)\tLoss 0.7464 (0.7015)\tPrec@1 42.188 (44.927)\n",
      "[80/391]\tTime 0.129 (0.117)\tData 0.045 (0.038)\tLoss 0.7368 (0.6993)\tPrec@1 40.625 (45.023)\n",
      "[90/391]\tTime 0.124 (0.115)\tData 0.035 (0.037)\tLoss 0.7827 (0.6986)\tPrec@1 35.156 (45.038)\n",
      "[100/391]\tTime 0.075 (0.116)\tData 0.035 (0.037)\tLoss 0.6994 (0.6978)\tPrec@1 41.406 (45.019)\n",
      "[110/391]\tTime 0.128 (0.117)\tData 0.034 (0.038)\tLoss 0.7315 (0.7012)\tPrec@1 40.625 (44.785)\n",
      "[120/391]\tTime 0.148 (0.117)\tData 0.061 (0.038)\tLoss 0.7691 (0.7025)\tPrec@1 35.938 (44.699)\n",
      "[130/391]\tTime 0.118 (0.117)\tData 0.032 (0.038)\tLoss 0.6650 (0.7018)\tPrec@1 44.531 (44.800)\n",
      "[140/391]\tTime 0.123 (0.118)\tData 0.032 (0.038)\tLoss 0.6413 (0.7006)\tPrec@1 50.000 (44.902)\n",
      "[150/391]\tTime 0.104 (0.118)\tData 0.028 (0.038)\tLoss 0.5944 (0.6999)\tPrec@1 50.000 (44.987)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[160/391]\tTime 0.112 (0.118)\tData 0.019 (0.037)\tLoss 0.7708 (0.6990)\tPrec@1 37.500 (45.046)\n",
      "[170/391]\tTime 0.120 (0.118)\tData 0.040 (0.037)\tLoss 0.7038 (0.6993)\tPrec@1 45.312 (45.066)\n",
      "[180/391]\tTime 0.117 (0.118)\tData 0.032 (0.037)\tLoss 0.6922 (0.6995)\tPrec@1 40.625 (45.006)\n",
      "[190/391]\tTime 0.128 (0.117)\tData 0.051 (0.037)\tLoss 0.6629 (0.6995)\tPrec@1 46.094 (44.953)\n",
      "[200/391]\tTime 0.120 (0.117)\tData 0.029 (0.037)\tLoss 0.7502 (0.7007)\tPrec@1 37.500 (44.784)\n",
      "[210/391]\tTime 0.143 (0.117)\tData 0.057 (0.038)\tLoss 0.6720 (0.7009)\tPrec@1 48.438 (44.683)\n",
      "[220/391]\tTime 0.120 (0.117)\tData 0.033 (0.037)\tLoss 0.6745 (0.7006)\tPrec@1 46.094 (44.719)\n",
      "[230/391]\tTime 0.126 (0.117)\tData 0.036 (0.037)\tLoss 0.7145 (0.7009)\tPrec@1 43.750 (44.683)\n",
      "[240/391]\tTime 0.135 (0.116)\tData 0.044 (0.037)\tLoss 0.7759 (0.7016)\tPrec@1 40.625 (44.573)\n",
      "[250/391]\tTime 0.119 (0.115)\tData 0.033 (0.037)\tLoss 0.7434 (0.7024)\tPrec@1 46.094 (44.534)\n",
      "[260/391]\tTime 0.129 (0.117)\tData 0.036 (0.038)\tLoss 0.7357 (0.7029)\tPrec@1 43.750 (44.525)\n",
      "[270/391]\tTime 0.134 (0.116)\tData 0.036 (0.037)\tLoss 0.7564 (0.7039)\tPrec@1 41.406 (44.419)\n",
      "[280/391]\tTime 0.079 (0.116)\tData 0.031 (0.037)\tLoss 0.8482 (0.7038)\tPrec@1 35.156 (44.406)\n",
      "[290/391]\tTime 0.125 (0.117)\tData 0.034 (0.037)\tLoss 0.6688 (0.7045)\tPrec@1 50.000 (44.343)\n",
      "[300/391]\tTime 0.106 (0.117)\tData 0.040 (0.038)\tLoss 0.6943 (0.7059)\tPrec@1 42.188 (44.183)\n",
      "[310/391]\tTime 0.128 (0.117)\tData 0.040 (0.038)\tLoss 0.6606 (0.7069)\tPrec@1 52.344 (44.177)\n",
      "[320/391]\tTime 0.118 (0.117)\tData 0.028 (0.038)\tLoss 0.7830 (0.7080)\tPrec@1 39.062 (44.108)\n",
      "[330/391]\tTime 0.114 (0.117)\tData 0.036 (0.038)\tLoss 0.7059 (0.7083)\tPrec@1 48.438 (44.111)\n",
      "[340/391]\tTime 0.148 (0.118)\tData 0.035 (0.038)\tLoss 0.7315 (0.7086)\tPrec@1 44.531 (44.103)\n",
      "[350/391]\tTime 0.133 (0.118)\tData 0.042 (0.038)\tLoss 0.7177 (0.7088)\tPrec@1 42.188 (44.053)\n",
      "[360/391]\tTime 0.136 (0.118)\tData 0.034 (0.038)\tLoss 0.7823 (0.7090)\tPrec@1 41.406 (44.040)\n",
      "[370/391]\tTime 0.129 (0.118)\tData 0.038 (0.037)\tLoss 0.6263 (0.7085)\tPrec@1 53.125 (44.068)\n",
      "[380/391]\tTime 0.116 (0.118)\tData 0.039 (0.038)\tLoss 0.6670 (0.7085)\tPrec@1 47.656 (44.049)\n",
      "[390/391]\tTime 0.044 (0.118)\tData 0.018 (0.038)\tLoss 0.6620 (0.7086)\tPrec@1 45.000 (44.054)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.032 (0.032)\tLoss 2.5663 (2.5663)\tPrec@1 31.250 (31.250)\n",
      "Test: [10/79]\tTime 0.040 (0.042)\tLoss 2.2417 (2.4986)\tPrec@1 37.500 (37.003)\n",
      "Test: [20/79]\tTime 0.035 (0.039)\tLoss 2.5797 (2.4967)\tPrec@1 33.594 (36.533)\n",
      "Test: [30/79]\tTime 0.036 (0.039)\tLoss 2.3630 (2.4966)\tPrec@1 34.375 (36.240)\n",
      "Test: [40/79]\tTime 0.041 (0.041)\tLoss 2.1149 (2.4802)\tPrec@1 41.406 (36.014)\n",
      "Test: [50/79]\tTime 0.036 (0.043)\tLoss 2.6205 (2.4796)\tPrec@1 35.156 (36.183)\n",
      "Test: [60/79]\tTime 0.042 (0.042)\tLoss 2.7278 (2.4883)\tPrec@1 36.719 (36.142)\n",
      "Test: [70/79]\tTime 0.033 (0.041)\tLoss 2.5549 (2.4876)\tPrec@1 38.281 (36.257)\n",
      " * Prec@1 36.160\n",
      "\n",
      "===> epoch: 68/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.147 (0.147)\tData 0.049 (0.049)\tLoss 0.7138 (0.7138)\tPrec@1 44.531 (44.531)\n",
      "[10/391]\tTime 0.121 (0.115)\tData 0.027 (0.032)\tLoss 0.7948 (0.7026)\tPrec@1 32.031 (43.040)\n",
      "[20/391]\tTime 0.139 (0.113)\tData 0.040 (0.032)\tLoss 0.7364 (0.7085)\tPrec@1 42.969 (43.118)\n",
      "[30/391]\tTime 0.105 (0.112)\tData 0.033 (0.033)\tLoss 0.7589 (0.7023)\tPrec@1 43.750 (44.733)\n",
      "[40/391]\tTime 0.124 (0.116)\tData 0.028 (0.036)\tLoss 0.6796 (0.7036)\tPrec@1 44.531 (44.341)\n",
      "[50/391]\tTime 0.108 (0.117)\tData 0.024 (0.036)\tLoss 0.7116 (0.7060)\tPrec@1 41.406 (44.271)\n",
      "[60/391]\tTime 0.106 (0.117)\tData 0.034 (0.036)\tLoss 0.6405 (0.7078)\tPrec@1 49.219 (44.070)\n",
      "[70/391]\tTime 0.128 (0.118)\tData 0.034 (0.036)\tLoss 0.7747 (0.7070)\tPrec@1 38.281 (44.102)\n",
      "[80/391]\tTime 0.121 (0.117)\tData 0.033 (0.036)\tLoss 0.6889 (0.7099)\tPrec@1 42.969 (43.818)\n",
      "[90/391]\tTime 0.134 (0.117)\tData 0.060 (0.037)\tLoss 0.6776 (0.7088)\tPrec@1 39.062 (43.862)\n",
      "[100/391]\tTime 0.136 (0.117)\tData 0.034 (0.037)\tLoss 0.6992 (0.7080)\tPrec@1 49.219 (44.075)\n",
      "[110/391]\tTime 0.073 (0.116)\tData 0.035 (0.037)\tLoss 0.7967 (0.7092)\tPrec@1 33.594 (43.877)\n",
      "[120/391]\tTime 0.108 (0.115)\tData 0.033 (0.036)\tLoss 0.7764 (0.7089)\tPrec@1 39.844 (43.963)\n",
      "[130/391]\tTime 0.068 (0.114)\tData 0.027 (0.036)\tLoss 0.7294 (0.7100)\tPrec@1 39.844 (43.857)\n",
      "[140/391]\tTime 0.120 (0.114)\tData 0.035 (0.036)\tLoss 0.6801 (0.7120)\tPrec@1 44.531 (43.850)\n",
      "[150/391]\tTime 0.127 (0.115)\tData 0.039 (0.037)\tLoss 0.7143 (0.7118)\tPrec@1 44.531 (43.776)\n",
      "[160/391]\tTime 0.124 (0.115)\tData 0.042 (0.037)\tLoss 0.6739 (0.7108)\tPrec@1 50.000 (43.934)\n",
      "[170/391]\tTime 0.129 (0.115)\tData 0.050 (0.037)\tLoss 0.6751 (0.7106)\tPrec@1 46.094 (43.942)\n",
      "[180/391]\tTime 0.137 (0.115)\tData 0.059 (0.037)\tLoss 0.6981 (0.7108)\tPrec@1 40.625 (44.018)\n",
      "[190/391]\tTime 0.080 (0.115)\tData 0.034 (0.037)\tLoss 0.6957 (0.7096)\tPrec@1 45.312 (44.049)\n",
      "[200/391]\tTime 0.120 (0.115)\tData 0.030 (0.037)\tLoss 0.6707 (0.7104)\tPrec@1 49.219 (44.022)\n",
      "[210/391]\tTime 0.125 (0.115)\tData 0.035 (0.037)\tLoss 0.7121 (0.7100)\tPrec@1 39.062 (44.028)\n",
      "[220/391]\tTime 0.116 (0.115)\tData 0.033 (0.037)\tLoss 0.6645 (0.7093)\tPrec@1 45.312 (44.079)\n",
      "[230/391]\tTime 0.096 (0.115)\tData 0.038 (0.037)\tLoss 0.7262 (0.7085)\tPrec@1 44.531 (44.196)\n",
      "[240/391]\tTime 0.126 (0.115)\tData 0.044 (0.037)\tLoss 0.6862 (0.7079)\tPrec@1 46.094 (44.214)\n",
      "[250/391]\tTime 0.122 (0.115)\tData 0.032 (0.037)\tLoss 0.7180 (0.7082)\tPrec@1 43.750 (44.192)\n",
      "[260/391]\tTime 0.110 (0.115)\tData 0.035 (0.037)\tLoss 0.6896 (0.7084)\tPrec@1 44.531 (44.160)\n",
      "[270/391]\tTime 0.103 (0.116)\tData 0.037 (0.037)\tLoss 0.7778 (0.7081)\tPrec@1 37.500 (44.133)\n",
      "[280/391]\tTime 0.135 (0.116)\tData 0.045 (0.037)\tLoss 0.6407 (0.7082)\tPrec@1 51.562 (44.114)\n",
      "[290/391]\tTime 0.125 (0.116)\tData 0.034 (0.037)\tLoss 0.7871 (0.7087)\tPrec@1 36.719 (44.078)\n",
      "[300/391]\tTime 0.097 (0.115)\tData 0.038 (0.037)\tLoss 0.7075 (0.7086)\tPrec@1 42.188 (44.036)\n",
      "[310/391]\tTime 0.110 (0.115)\tData 0.036 (0.037)\tLoss 0.6272 (0.7078)\tPrec@1 50.000 (44.064)\n",
      "[320/391]\tTime 0.125 (0.115)\tData 0.044 (0.037)\tLoss 0.7254 (0.7077)\tPrec@1 40.625 (44.037)\n",
      "[330/391]\tTime 0.081 (0.115)\tData 0.034 (0.037)\tLoss 0.6704 (0.7077)\tPrec@1 48.438 (44.052)\n",
      "[340/391]\tTime 0.139 (0.116)\tData 0.070 (0.038)\tLoss 0.7123 (0.7079)\tPrec@1 45.312 (44.057)\n",
      "[350/391]\tTime 0.092 (0.116)\tData 0.029 (0.038)\tLoss 0.7334 (0.7076)\tPrec@1 41.406 (44.019)\n",
      "[360/391]\tTime 0.083 (0.116)\tData 0.027 (0.037)\tLoss 0.7102 (0.7077)\tPrec@1 47.656 (44.012)\n",
      "[370/391]\tTime 0.086 (0.116)\tData 0.038 (0.038)\tLoss 0.7774 (0.7083)\tPrec@1 38.281 (43.954)\n",
      "[380/391]\tTime 0.125 (0.116)\tData 0.037 (0.037)\tLoss 0.7048 (0.7084)\tPrec@1 45.312 (43.949)\n",
      "[390/391]\tTime 0.065 (0.116)\tData 0.021 (0.037)\tLoss 0.6876 (0.7080)\tPrec@1 51.250 (44.040)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.026 (0.026)\tLoss 2.4407 (2.4407)\tPrec@1 38.281 (38.281)\n",
      "Test: [10/79]\tTime 0.027 (0.030)\tLoss 2.5637 (2.6153)\tPrec@1 35.156 (34.375)\n",
      "Test: [20/79]\tTime 0.024 (0.030)\tLoss 2.4153 (2.5773)\tPrec@1 40.625 (35.156)\n",
      "Test: [30/79]\tTime 0.034 (0.029)\tLoss 2.4396 (2.5804)\tPrec@1 35.938 (35.207)\n",
      "Test: [40/79]\tTime 0.035 (0.032)\tLoss 2.1693 (2.5813)\tPrec@1 42.188 (35.213)\n",
      "Test: [50/79]\tTime 0.037 (0.033)\tLoss 2.5726 (2.5739)\tPrec@1 39.062 (34.926)\n",
      "Test: [60/79]\tTime 0.038 (0.034)\tLoss 3.0256 (2.5848)\tPrec@1 28.125 (34.849)\n",
      "Test: [70/79]\tTime 0.044 (0.035)\tLoss 2.5560 (2.5722)\tPrec@1 36.719 (34.947)\n",
      " * Prec@1 35.040\n",
      "\n",
      "===> epoch: 69/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.115 (0.115)\tData 0.061 (0.061)\tLoss 0.7221 (0.7221)\tPrec@1 39.844 (39.844)\n",
      "[10/391]\tTime 0.123 (0.119)\tData 0.032 (0.041)\tLoss 0.6778 (0.7295)\tPrec@1 43.750 (41.122)\n",
      "[20/391]\tTime 0.071 (0.118)\tData 0.029 (0.039)\tLoss 0.6877 (0.7246)\tPrec@1 42.969 (41.853)\n",
      "[30/391]\tTime 0.096 (0.117)\tData 0.032 (0.039)\tLoss 0.7363 (0.7123)\tPrec@1 42.969 (43.347)\n",
      "[40/391]\tTime 0.103 (0.117)\tData 0.032 (0.039)\tLoss 0.6893 (0.7083)\tPrec@1 42.969 (43.540)\n",
      "[50/391]\tTime 0.114 (0.117)\tData 0.027 (0.039)\tLoss 0.6288 (0.7076)\tPrec@1 51.562 (43.536)\n",
      "[60/391]\tTime 0.116 (0.116)\tData 0.027 (0.038)\tLoss 0.6281 (0.7075)\tPrec@1 43.750 (43.302)\n",
      "[70/391]\tTime 0.135 (0.116)\tData 0.041 (0.037)\tLoss 0.6797 (0.7088)\tPrec@1 46.875 (43.222)\n",
      "[80/391]\tTime 0.120 (0.119)\tData 0.034 (0.038)\tLoss 0.7051 (0.7054)\tPrec@1 40.625 (43.750)\n",
      "[90/391]\tTime 0.158 (0.117)\tData 0.063 (0.038)\tLoss 0.7093 (0.7079)\tPrec@1 41.406 (43.578)\n",
      "[100/391]\tTime 0.152 (0.119)\tData 0.059 (0.039)\tLoss 0.7066 (0.7076)\tPrec@1 39.844 (43.765)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[110/391]\tTime 0.076 (0.119)\tData 0.034 (0.039)\tLoss 0.7347 (0.7059)\tPrec@1 46.094 (43.877)\n",
      "[120/391]\tTime 0.130 (0.118)\tData 0.035 (0.039)\tLoss 0.6574 (0.7044)\tPrec@1 47.656 (43.950)\n",
      "[130/391]\tTime 0.142 (0.119)\tData 0.055 (0.039)\tLoss 0.7001 (0.7048)\tPrec@1 46.875 (44.012)\n",
      "[140/391]\tTime 0.131 (0.117)\tData 0.060 (0.039)\tLoss 0.7709 (0.7053)\tPrec@1 40.625 (44.044)\n",
      "[150/391]\tTime 0.117 (0.117)\tData 0.037 (0.039)\tLoss 0.7030 (0.7066)\tPrec@1 42.969 (43.885)\n",
      "[160/391]\tTime 0.128 (0.117)\tData 0.033 (0.039)\tLoss 0.6107 (0.7053)\tPrec@1 48.438 (43.993)\n",
      "[170/391]\tTime 0.101 (0.116)\tData 0.024 (0.038)\tLoss 0.7442 (0.7061)\tPrec@1 42.969 (43.978)\n",
      "[180/391]\tTime 0.092 (0.117)\tData 0.033 (0.038)\tLoss 0.7181 (0.7047)\tPrec@1 39.062 (44.126)\n",
      "[190/391]\tTime 0.105 (0.117)\tData 0.040 (0.039)\tLoss 0.7533 (0.7040)\tPrec@1 42.188 (44.179)\n",
      "[200/391]\tTime 0.098 (0.117)\tData 0.032 (0.039)\tLoss 0.6664 (0.7050)\tPrec@1 43.750 (44.174)\n",
      "[210/391]\tTime 0.126 (0.117)\tData 0.036 (0.039)\tLoss 0.6508 (0.7050)\tPrec@1 50.000 (44.231)\n",
      "[220/391]\tTime 0.140 (0.117)\tData 0.051 (0.039)\tLoss 0.7313 (0.7050)\tPrec@1 39.062 (44.238)\n",
      "[230/391]\tTime 0.128 (0.118)\tData 0.034 (0.039)\tLoss 0.7175 (0.7059)\tPrec@1 42.188 (44.196)\n",
      "[240/391]\tTime 0.123 (0.118)\tData 0.029 (0.039)\tLoss 0.7010 (0.7063)\tPrec@1 46.875 (44.256)\n",
      "[250/391]\tTime 0.095 (0.118)\tData 0.028 (0.039)\tLoss 0.6931 (0.7069)\tPrec@1 45.312 (44.226)\n",
      "[260/391]\tTime 0.132 (0.118)\tData 0.048 (0.039)\tLoss 0.6846 (0.7064)\tPrec@1 49.219 (44.286)\n",
      "[270/391]\tTime 0.128 (0.117)\tData 0.039 (0.039)\tLoss 0.7003 (0.7066)\tPrec@1 46.094 (44.301)\n",
      "[280/391]\tTime 0.107 (0.118)\tData 0.035 (0.039)\tLoss 0.6393 (0.7069)\tPrec@1 50.781 (44.281)\n",
      "[290/391]\tTime 0.130 (0.118)\tData 0.042 (0.038)\tLoss 0.6995 (0.7070)\tPrec@1 41.406 (44.284)\n",
      "[300/391]\tTime 0.080 (0.117)\tData 0.036 (0.039)\tLoss 0.6618 (0.7070)\tPrec@1 51.562 (44.326)\n",
      "[310/391]\tTime 0.126 (0.117)\tData 0.032 (0.039)\tLoss 0.6929 (0.7075)\tPrec@1 37.500 (44.220)\n",
      "[320/391]\tTime 0.106 (0.117)\tData 0.029 (0.039)\tLoss 0.7353 (0.7074)\tPrec@1 40.625 (44.232)\n",
      "[330/391]\tTime 0.118 (0.117)\tData 0.028 (0.038)\tLoss 0.7784 (0.7074)\tPrec@1 37.500 (44.265)\n",
      "[340/391]\tTime 0.113 (0.117)\tData 0.038 (0.038)\tLoss 0.7166 (0.7078)\tPrec@1 41.406 (44.224)\n",
      "[350/391]\tTime 0.128 (0.118)\tData 0.038 (0.038)\tLoss 0.7143 (0.7083)\tPrec@1 46.094 (44.204)\n",
      "[360/391]\tTime 0.116 (0.118)\tData 0.032 (0.039)\tLoss 0.7960 (0.7083)\tPrec@1 35.938 (44.148)\n",
      "[370/391]\tTime 0.118 (0.118)\tData 0.033 (0.038)\tLoss 0.6545 (0.7077)\tPrec@1 46.094 (44.186)\n",
      "[380/391]\tTime 0.133 (0.118)\tData 0.039 (0.039)\tLoss 0.7398 (0.7080)\tPrec@1 44.531 (44.152)\n",
      "[390/391]\tTime 0.095 (0.118)\tData 0.019 (0.038)\tLoss 0.7226 (0.7086)\tPrec@1 38.750 (44.090)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.063 (0.063)\tLoss 2.5628 (2.5628)\tPrec@1 38.281 (38.281)\n",
      "Test: [10/79]\tTime 0.036 (0.038)\tLoss 2.4364 (2.6080)\tPrec@1 36.719 (34.872)\n",
      "Test: [20/79]\tTime 0.026 (0.036)\tLoss 2.6318 (2.6141)\tPrec@1 35.938 (34.970)\n",
      "Test: [30/79]\tTime 0.021 (0.033)\tLoss 2.4501 (2.6375)\tPrec@1 31.250 (33.997)\n",
      "Test: [40/79]\tTime 0.032 (0.033)\tLoss 2.2075 (2.6424)\tPrec@1 39.844 (33.918)\n",
      "Test: [50/79]\tTime 0.047 (0.033)\tLoss 2.6100 (2.6476)\tPrec@1 31.250 (33.732)\n",
      "Test: [60/79]\tTime 0.036 (0.034)\tLoss 3.0683 (2.6452)\tPrec@1 29.688 (33.658)\n",
      "Test: [70/79]\tTime 0.030 (0.034)\tLoss 2.6058 (2.6388)\tPrec@1 32.812 (33.715)\n",
      " * Prec@1 33.610\n",
      "\n",
      "===> epoch: 70/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.127 (0.127)\tData 0.038 (0.038)\tLoss 0.7238 (0.7238)\tPrec@1 35.938 (35.938)\n",
      "[10/391]\tTime 0.146 (0.116)\tData 0.076 (0.038)\tLoss 0.6749 (0.6751)\tPrec@1 44.531 (44.176)\n",
      "[20/391]\tTime 0.153 (0.121)\tData 0.037 (0.038)\tLoss 0.7164 (0.6915)\tPrec@1 44.531 (44.271)\n",
      "[30/391]\tTime 0.116 (0.120)\tData 0.040 (0.038)\tLoss 0.7084 (0.6967)\tPrec@1 42.188 (43.977)\n",
      "[40/391]\tTime 0.085 (0.118)\tData 0.041 (0.039)\tLoss 0.6363 (0.6989)\tPrec@1 52.344 (43.921)\n",
      "[50/391]\tTime 0.123 (0.117)\tData 0.039 (0.039)\tLoss 0.6421 (0.6953)\tPrec@1 44.531 (44.286)\n",
      "[60/391]\tTime 0.112 (0.118)\tData 0.026 (0.038)\tLoss 0.7974 (0.6998)\tPrec@1 39.844 (43.712)\n",
      "[70/391]\tTime 0.136 (0.118)\tData 0.041 (0.038)\tLoss 0.6538 (0.6996)\tPrec@1 44.531 (43.838)\n",
      "[80/391]\tTime 0.127 (0.120)\tData 0.039 (0.038)\tLoss 0.6823 (0.6994)\tPrec@1 50.000 (43.904)\n",
      "[90/391]\tTime 0.080 (0.119)\tData 0.029 (0.038)\tLoss 0.6625 (0.6992)\tPrec@1 52.344 (44.050)\n",
      "[100/391]\tTime 0.066 (0.119)\tData 0.026 (0.038)\tLoss 0.6452 (0.6986)\tPrec@1 43.750 (44.075)\n",
      "[110/391]\tTime 0.122 (0.119)\tData 0.032 (0.038)\tLoss 0.7256 (0.7002)\tPrec@1 42.969 (44.024)\n",
      "[120/391]\tTime 0.103 (0.119)\tData 0.035 (0.038)\tLoss 0.6625 (0.7013)\tPrec@1 47.656 (44.028)\n",
      "[130/391]\tTime 0.093 (0.119)\tData 0.031 (0.038)\tLoss 0.7748 (0.7013)\tPrec@1 44.531 (44.144)\n",
      "[140/391]\tTime 0.145 (0.119)\tData 0.039 (0.038)\tLoss 0.6365 (0.7009)\tPrec@1 51.562 (44.249)\n",
      "[150/391]\tTime 0.110 (0.119)\tData 0.033 (0.037)\tLoss 0.6829 (0.7011)\tPrec@1 50.000 (44.329)\n",
      "[160/391]\tTime 0.105 (0.118)\tData 0.033 (0.037)\tLoss 0.6946 (0.7007)\tPrec@1 42.188 (44.337)\n",
      "[170/391]\tTime 0.103 (0.118)\tData 0.028 (0.037)\tLoss 0.6651 (0.7002)\tPrec@1 47.656 (44.371)\n",
      "[180/391]\tTime 0.066 (0.118)\tData 0.028 (0.038)\tLoss 0.7771 (0.7000)\tPrec@1 39.062 (44.389)\n",
      "[190/391]\tTime 0.126 (0.118)\tData 0.033 (0.037)\tLoss 0.6877 (0.7008)\tPrec@1 47.656 (44.364)\n",
      "[200/391]\tTime 0.137 (0.117)\tData 0.047 (0.037)\tLoss 0.7557 (0.7011)\tPrec@1 45.312 (44.360)\n",
      "[210/391]\tTime 0.109 (0.118)\tData 0.028 (0.038)\tLoss 0.6922 (0.7015)\tPrec@1 46.094 (44.305)\n",
      "[220/391]\tTime 0.122 (0.118)\tData 0.033 (0.037)\tLoss 0.7166 (0.7019)\tPrec@1 50.781 (44.330)\n",
      "[230/391]\tTime 0.142 (0.118)\tData 0.049 (0.037)\tLoss 0.7233 (0.7014)\tPrec@1 42.969 (44.369)\n",
      "[240/391]\tTime 0.125 (0.118)\tData 0.034 (0.037)\tLoss 0.7225 (0.7017)\tPrec@1 42.188 (44.395)\n",
      "[250/391]\tTime 0.122 (0.119)\tData 0.029 (0.037)\tLoss 0.7272 (0.7028)\tPrec@1 42.969 (44.310)\n",
      "[260/391]\tTime 0.109 (0.119)\tData 0.032 (0.037)\tLoss 0.7202 (0.7027)\tPrec@1 48.438 (44.409)\n",
      "[270/391]\tTime 0.113 (0.119)\tData 0.037 (0.037)\tLoss 0.7452 (0.7036)\tPrec@1 39.844 (44.332)\n",
      "[280/391]\tTime 0.132 (0.119)\tData 0.050 (0.037)\tLoss 0.7294 (0.7031)\tPrec@1 33.594 (44.314)\n",
      "[290/391]\tTime 0.125 (0.119)\tData 0.033 (0.037)\tLoss 0.6906 (0.7026)\tPrec@1 45.312 (44.341)\n",
      "[300/391]\tTime 0.124 (0.119)\tData 0.033 (0.037)\tLoss 0.6915 (0.7031)\tPrec@1 44.531 (44.321)\n",
      "[310/391]\tTime 0.128 (0.119)\tData 0.037 (0.037)\tLoss 0.7614 (0.7035)\tPrec@1 42.969 (44.325)\n",
      "[320/391]\tTime 0.120 (0.119)\tData 0.049 (0.037)\tLoss 0.7724 (0.7038)\tPrec@1 39.062 (44.307)\n",
      "[330/391]\tTime 0.130 (0.119)\tData 0.048 (0.037)\tLoss 0.7017 (0.7041)\tPrec@1 46.875 (44.338)\n",
      "[340/391]\tTime 0.127 (0.119)\tData 0.035 (0.037)\tLoss 0.6440 (0.7047)\tPrec@1 50.000 (44.286)\n",
      "[350/391]\tTime 0.129 (0.119)\tData 0.033 (0.037)\tLoss 0.7278 (0.7048)\tPrec@1 38.281 (44.302)\n",
      "[360/391]\tTime 0.147 (0.119)\tData 0.054 (0.037)\tLoss 0.6943 (0.7045)\tPrec@1 49.219 (44.356)\n",
      "[370/391]\tTime 0.126 (0.120)\tData 0.038 (0.037)\tLoss 0.7015 (0.7055)\tPrec@1 42.188 (44.257)\n",
      "[380/391]\tTime 0.129 (0.120)\tData 0.039 (0.038)\tLoss 0.7006 (0.7058)\tPrec@1 45.312 (44.189)\n",
      "[390/391]\tTime 0.080 (0.120)\tData 0.021 (0.038)\tLoss 0.6872 (0.7062)\tPrec@1 45.000 (44.160)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.049 (0.049)\tLoss 2.3415 (2.3415)\tPrec@1 40.625 (40.625)\n",
      "Test: [10/79]\tTime 0.031 (0.033)\tLoss 2.7386 (2.5418)\tPrec@1 35.156 (35.866)\n",
      "Test: [20/79]\tTime 0.029 (0.036)\tLoss 2.5562 (2.5516)\tPrec@1 39.844 (34.747)\n",
      "Test: [30/79]\tTime 0.030 (0.034)\tLoss 2.5256 (2.5415)\tPrec@1 32.031 (35.030)\n",
      "Test: [40/79]\tTime 0.035 (0.034)\tLoss 2.2017 (2.5495)\tPrec@1 39.062 (35.156)\n",
      "Test: [50/79]\tTime 0.037 (0.036)\tLoss 2.4646 (2.5347)\tPrec@1 37.500 (35.417)\n",
      "Test: [60/79]\tTime 0.033 (0.036)\tLoss 2.7154 (2.5430)\tPrec@1 34.375 (35.336)\n",
      "Test: [70/79]\tTime 0.039 (0.038)\tLoss 2.4925 (2.5382)\tPrec@1 39.062 (35.387)\n",
      " * Prec@1 35.170\n",
      "\n",
      "===> epoch: 71/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.113 (0.113)\tData 0.038 (0.038)\tLoss 0.7191 (0.7191)\tPrec@1 45.312 (45.312)\n",
      "[10/391]\tTime 0.088 (0.123)\tData 0.033 (0.038)\tLoss 0.7345 (0.6970)\tPrec@1 37.500 (45.668)\n",
      "[20/391]\tTime 0.115 (0.123)\tData 0.024 (0.036)\tLoss 0.6572 (0.6991)\tPrec@1 46.094 (44.680)\n",
      "[30/391]\tTime 0.091 (0.124)\tData 0.036 (0.039)\tLoss 0.7240 (0.7025)\tPrec@1 44.531 (44.204)\n",
      "[40/391]\tTime 0.143 (0.121)\tData 0.052 (0.038)\tLoss 0.7097 (0.7036)\tPrec@1 45.312 (44.188)\n",
      "[50/391]\tTime 0.105 (0.118)\tData 0.030 (0.037)\tLoss 0.7665 (0.7069)\tPrec@1 39.062 (44.026)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[60/391]\tTime 0.094 (0.115)\tData 0.019 (0.037)\tLoss 0.7416 (0.7073)\tPrec@1 41.406 (43.763)\n",
      "[70/391]\tTime 0.114 (0.112)\tData 0.039 (0.037)\tLoss 0.7488 (0.7096)\tPrec@1 39.062 (43.299)\n",
      "[80/391]\tTime 0.114 (0.111)\tData 0.035 (0.037)\tLoss 0.6629 (0.7085)\tPrec@1 49.219 (43.644)\n",
      "[90/391]\tTime 0.122 (0.110)\tData 0.041 (0.037)\tLoss 0.7346 (0.7074)\tPrec@1 47.656 (43.947)\n",
      "[100/391]\tTime 0.092 (0.109)\tData 0.019 (0.036)\tLoss 0.6366 (0.7050)\tPrec@1 49.219 (43.974)\n",
      "[110/391]\tTime 0.112 (0.109)\tData 0.035 (0.036)\tLoss 0.6835 (0.7036)\tPrec@1 49.219 (44.186)\n",
      "[120/391]\tTime 0.098 (0.109)\tData 0.035 (0.036)\tLoss 0.7300 (0.7030)\tPrec@1 45.312 (44.325)\n",
      "[130/391]\tTime 0.098 (0.108)\tData 0.025 (0.036)\tLoss 0.7060 (0.7034)\tPrec@1 42.969 (44.305)\n",
      "[140/391]\tTime 0.071 (0.107)\tData 0.027 (0.035)\tLoss 0.6842 (0.7035)\tPrec@1 42.969 (44.182)\n",
      "[150/391]\tTime 0.114 (0.107)\tData 0.037 (0.036)\tLoss 0.7231 (0.7034)\tPrec@1 48.438 (44.205)\n",
      "[160/391]\tTime 0.109 (0.107)\tData 0.038 (0.036)\tLoss 0.7338 (0.7046)\tPrec@1 42.188 (44.274)\n",
      "[170/391]\tTime 0.103 (0.107)\tData 0.027 (0.036)\tLoss 0.7237 (0.7047)\tPrec@1 38.281 (44.317)\n",
      "[180/391]\tTime 0.121 (0.107)\tData 0.040 (0.036)\tLoss 0.7123 (0.7030)\tPrec@1 43.750 (44.514)\n",
      "[190/391]\tTime 0.113 (0.107)\tData 0.034 (0.036)\tLoss 0.6963 (0.7027)\tPrec@1 46.094 (44.576)\n",
      "[200/391]\tTime 0.113 (0.106)\tData 0.034 (0.036)\tLoss 0.7382 (0.7016)\tPrec@1 41.406 (44.726)\n",
      "[210/391]\tTime 0.119 (0.106)\tData 0.045 (0.036)\tLoss 0.6628 (0.7015)\tPrec@1 44.531 (44.790)\n",
      "[220/391]\tTime 0.109 (0.106)\tData 0.035 (0.036)\tLoss 0.7260 (0.7019)\tPrec@1 44.531 (44.704)\n",
      "[230/391]\tTime 0.081 (0.106)\tData 0.036 (0.036)\tLoss 0.6763 (0.7032)\tPrec@1 40.625 (44.555)\n",
      "[240/391]\tTime 0.114 (0.106)\tData 0.037 (0.036)\tLoss 0.6801 (0.7038)\tPrec@1 45.312 (44.479)\n",
      "[250/391]\tTime 0.119 (0.106)\tData 0.043 (0.036)\tLoss 0.6935 (0.7035)\tPrec@1 45.312 (44.500)\n",
      "[260/391]\tTime 0.088 (0.106)\tData 0.035 (0.036)\tLoss 0.6784 (0.7029)\tPrec@1 41.406 (44.513)\n",
      "[270/391]\tTime 0.117 (0.106)\tData 0.036 (0.036)\tLoss 0.7380 (0.7036)\tPrec@1 36.719 (44.448)\n",
      "[280/391]\tTime 0.102 (0.106)\tData 0.041 (0.036)\tLoss 0.7458 (0.7036)\tPrec@1 43.750 (44.440)\n",
      "[290/391]\tTime 0.096 (0.106)\tData 0.040 (0.036)\tLoss 0.7756 (0.7042)\tPrec@1 40.625 (44.397)\n",
      "[300/391]\tTime 0.111 (0.106)\tData 0.033 (0.036)\tLoss 0.7294 (0.7044)\tPrec@1 42.969 (44.368)\n",
      "[310/391]\tTime 0.098 (0.106)\tData 0.035 (0.036)\tLoss 0.6980 (0.7053)\tPrec@1 47.656 (44.308)\n",
      "[320/391]\tTime 0.109 (0.106)\tData 0.028 (0.036)\tLoss 0.6815 (0.7053)\tPrec@1 47.656 (44.349)\n",
      "[330/391]\tTime 0.124 (0.106)\tData 0.046 (0.036)\tLoss 0.6913 (0.7048)\tPrec@1 46.094 (44.368)\n",
      "[340/391]\tTime 0.070 (0.106)\tData 0.033 (0.036)\tLoss 0.6747 (0.7051)\tPrec@1 44.531 (44.350)\n",
      "[350/391]\tTime 0.066 (0.106)\tData 0.027 (0.036)\tLoss 0.6961 (0.7047)\tPrec@1 53.125 (44.373)\n",
      "[360/391]\tTime 0.097 (0.106)\tData 0.024 (0.036)\tLoss 0.7518 (0.7053)\tPrec@1 40.625 (44.343)\n",
      "[370/391]\tTime 0.084 (0.106)\tData 0.032 (0.036)\tLoss 0.7160 (0.7055)\tPrec@1 42.188 (44.287)\n",
      "[380/391]\tTime 0.109 (0.106)\tData 0.034 (0.036)\tLoss 0.7808 (0.7057)\tPrec@1 39.844 (44.293)\n",
      "[390/391]\tTime 0.069 (0.106)\tData 0.022 (0.036)\tLoss 0.7038 (0.7057)\tPrec@1 42.500 (44.274)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.032 (0.032)\tLoss 2.5389 (2.5389)\tPrec@1 32.031 (32.031)\n",
      "Test: [10/79]\tTime 0.033 (0.034)\tLoss 2.4153 (2.4263)\tPrec@1 39.062 (37.074)\n",
      "Test: [20/79]\tTime 0.025 (0.031)\tLoss 2.6640 (2.4808)\tPrec@1 33.594 (36.347)\n",
      "Test: [30/79]\tTime 0.040 (0.032)\tLoss 2.2982 (2.4664)\tPrec@1 38.281 (36.064)\n",
      "Test: [40/79]\tTime 0.052 (0.033)\tLoss 2.1147 (2.4757)\tPrec@1 42.188 (36.128)\n",
      "Test: [50/79]\tTime 0.035 (0.034)\tLoss 2.6062 (2.4767)\tPrec@1 28.906 (36.183)\n",
      "Test: [60/79]\tTime 0.031 (0.034)\tLoss 2.7034 (2.4846)\tPrec@1 33.594 (36.117)\n",
      "Test: [70/79]\tTime 0.034 (0.034)\tLoss 2.4479 (2.4797)\tPrec@1 38.281 (36.191)\n",
      " * Prec@1 36.270\n",
      "\n",
      "===> epoch: 72/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.096 (0.096)\tData 0.034 (0.034)\tLoss 0.6715 (0.6715)\tPrec@1 50.000 (50.000)\n",
      "[10/391]\tTime 0.129 (0.111)\tData 0.067 (0.039)\tLoss 0.6209 (0.6992)\tPrec@1 50.781 (45.526)\n",
      "[20/391]\tTime 0.099 (0.104)\tData 0.030 (0.035)\tLoss 0.6274 (0.6969)\tPrec@1 54.688 (45.833)\n",
      "[30/391]\tTime 0.109 (0.102)\tData 0.032 (0.035)\tLoss 0.7136 (0.6984)\tPrec@1 48.438 (45.464)\n",
      "[40/391]\tTime 0.116 (0.103)\tData 0.040 (0.036)\tLoss 0.7368 (0.7031)\tPrec@1 48.438 (45.293)\n",
      "[50/391]\tTime 0.078 (0.101)\tData 0.035 (0.035)\tLoss 0.6942 (0.7012)\tPrec@1 44.531 (45.129)\n",
      "[60/391]\tTime 0.092 (0.101)\tData 0.037 (0.035)\tLoss 0.6684 (0.7020)\tPrec@1 46.875 (44.813)\n",
      "[70/391]\tTime 0.112 (0.103)\tData 0.034 (0.035)\tLoss 0.6790 (0.6998)\tPrec@1 47.656 (45.092)\n",
      "[80/391]\tTime 0.119 (0.104)\tData 0.038 (0.035)\tLoss 0.6548 (0.6983)\tPrec@1 46.875 (45.091)\n",
      "[90/391]\tTime 0.093 (0.102)\tData 0.035 (0.035)\tLoss 0.7038 (0.6989)\tPrec@1 46.875 (45.124)\n",
      "[100/391]\tTime 0.079 (0.101)\tData 0.033 (0.035)\tLoss 0.6826 (0.6981)\tPrec@1 52.344 (45.351)\n",
      "[110/391]\tTime 0.114 (0.101)\tData 0.034 (0.035)\tLoss 0.6662 (0.6985)\tPrec@1 43.750 (45.221)\n",
      "[120/391]\tTime 0.113 (0.102)\tData 0.036 (0.035)\tLoss 0.7471 (0.6991)\tPrec@1 38.281 (45.106)\n",
      "[130/391]\tTime 0.120 (0.102)\tData 0.028 (0.035)\tLoss 0.7602 (0.7017)\tPrec@1 45.312 (44.889)\n",
      "[140/391]\tTime 0.112 (0.102)\tData 0.033 (0.035)\tLoss 0.7133 (0.7009)\tPrec@1 44.531 (44.980)\n",
      "[150/391]\tTime 0.086 (0.102)\tData 0.034 (0.035)\tLoss 0.7173 (0.7013)\tPrec@1 46.875 (44.878)\n",
      "[160/391]\tTime 0.107 (0.102)\tData 0.034 (0.035)\tLoss 0.6023 (0.7005)\tPrec@1 52.344 (44.939)\n",
      "[170/391]\tTime 0.100 (0.102)\tData 0.023 (0.035)\tLoss 0.6472 (0.7020)\tPrec@1 45.312 (44.801)\n",
      "[180/391]\tTime 0.109 (0.102)\tData 0.038 (0.035)\tLoss 0.6042 (0.7007)\tPrec@1 53.125 (44.872)\n",
      "[190/391]\tTime 0.087 (0.102)\tData 0.036 (0.035)\tLoss 0.6929 (0.7005)\tPrec@1 45.312 (44.813)\n",
      "[200/391]\tTime 0.102 (0.102)\tData 0.034 (0.035)\tLoss 0.7143 (0.7006)\tPrec@1 42.969 (44.819)\n",
      "[210/391]\tTime 0.067 (0.102)\tData 0.028 (0.035)\tLoss 0.6900 (0.7008)\tPrec@1 48.438 (44.802)\n",
      "[220/391]\tTime 0.109 (0.102)\tData 0.035 (0.035)\tLoss 0.7205 (0.7001)\tPrec@1 42.969 (44.825)\n",
      "[230/391]\tTime 0.114 (0.102)\tData 0.035 (0.035)\tLoss 0.6457 (0.7006)\tPrec@1 51.562 (44.805)\n",
      "[240/391]\tTime 0.109 (0.102)\tData 0.032 (0.035)\tLoss 0.7013 (0.6998)\tPrec@1 46.094 (44.833)\n",
      "[250/391]\tTime 0.078 (0.102)\tData 0.029 (0.035)\tLoss 0.6594 (0.6993)\tPrec@1 41.406 (44.836)\n",
      "[260/391]\tTime 0.107 (0.103)\tData 0.031 (0.035)\tLoss 0.6559 (0.6992)\tPrec@1 48.438 (44.837)\n",
      "[270/391]\tTime 0.088 (0.103)\tData 0.035 (0.035)\tLoss 0.7094 (0.6988)\tPrec@1 42.188 (44.854)\n",
      "[280/391]\tTime 0.104 (0.102)\tData 0.030 (0.035)\tLoss 0.7884 (0.6996)\tPrec@1 40.625 (44.745)\n",
      "[290/391]\tTime 0.112 (0.102)\tData 0.036 (0.035)\tLoss 0.6361 (0.6991)\tPrec@1 51.562 (44.773)\n",
      "[300/391]\tTime 0.075 (0.102)\tData 0.033 (0.035)\tLoss 0.6722 (0.7003)\tPrec@1 44.531 (44.708)\n",
      "[310/391]\tTime 0.133 (0.102)\tData 0.033 (0.035)\tLoss 0.7451 (0.7002)\tPrec@1 41.406 (44.730)\n",
      "[320/391]\tTime 0.107 (0.102)\tData 0.024 (0.035)\tLoss 0.6811 (0.7008)\tPrec@1 46.094 (44.668)\n",
      "[330/391]\tTime 0.116 (0.103)\tData 0.038 (0.035)\tLoss 0.6964 (0.7018)\tPrec@1 45.312 (44.633)\n",
      "[340/391]\tTime 0.111 (0.103)\tData 0.034 (0.035)\tLoss 0.6730 (0.7029)\tPrec@1 46.875 (44.559)\n",
      "[350/391]\tTime 0.104 (0.103)\tData 0.029 (0.035)\tLoss 0.7061 (0.7028)\tPrec@1 42.969 (44.576)\n",
      "[360/391]\tTime 0.076 (0.103)\tData 0.027 (0.035)\tLoss 0.7368 (0.7029)\tPrec@1 39.062 (44.549)\n",
      "[370/391]\tTime 0.081 (0.103)\tData 0.040 (0.035)\tLoss 0.7249 (0.7033)\tPrec@1 46.875 (44.575)\n",
      "[380/391]\tTime 0.112 (0.103)\tData 0.035 (0.036)\tLoss 0.6780 (0.7033)\tPrec@1 45.312 (44.507)\n",
      "[390/391]\tTime 0.058 (0.103)\tData 0.022 (0.036)\tLoss 0.7052 (0.7035)\tPrec@1 43.750 (44.486)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.034 (0.034)\tLoss 2.3722 (2.3722)\tPrec@1 44.531 (44.531)\n",
      "Test: [10/79]\tTime 0.029 (0.030)\tLoss 2.2071 (2.2931)\tPrec@1 44.531 (39.560)\n",
      "Test: [20/79]\tTime 0.028 (0.030)\tLoss 2.0691 (2.2743)\tPrec@1 42.969 (39.249)\n",
      "Test: [30/79]\tTime 0.027 (0.028)\tLoss 2.3284 (2.2753)\tPrec@1 35.938 (38.810)\n",
      "Test: [40/79]\tTime 0.035 (0.031)\tLoss 2.1439 (2.2851)\tPrec@1 44.531 (38.643)\n",
      "Test: [50/79]\tTime 0.037 (0.032)\tLoss 2.2522 (2.2722)\tPrec@1 39.062 (38.695)\n",
      "Test: [60/79]\tTime 0.040 (0.034)\tLoss 2.5945 (2.2811)\tPrec@1 35.156 (38.781)\n",
      "Test: [70/79]\tTime 0.034 (0.034)\tLoss 2.2092 (2.2827)\tPrec@1 39.062 (38.963)\n",
      " * Prec@1 38.900\n",
      "\n",
      "===> epoch: 73/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.128 (0.128)\tData 0.064 (0.064)\tLoss 0.6019 (0.6019)\tPrec@1 53.906 (53.906)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[10/391]\tTime 0.127 (0.115)\tData 0.051 (0.043)\tLoss 0.6629 (0.6957)\tPrec@1 47.656 (46.520)\n",
      "[20/391]\tTime 0.066 (0.100)\tData 0.027 (0.036)\tLoss 0.7324 (0.6895)\tPrec@1 39.844 (45.610)\n",
      "[30/391]\tTime 0.110 (0.101)\tData 0.035 (0.036)\tLoss 0.7032 (0.6941)\tPrec@1 46.094 (45.086)\n",
      "[40/391]\tTime 0.120 (0.101)\tData 0.048 (0.037)\tLoss 0.8007 (0.6995)\tPrec@1 33.594 (44.474)\n",
      "[50/391]\tTime 0.064 (0.101)\tData 0.030 (0.036)\tLoss 0.6728 (0.7014)\tPrec@1 48.438 (44.301)\n",
      "[60/391]\tTime 0.103 (0.102)\tData 0.028 (0.036)\tLoss 0.7122 (0.7042)\tPrec@1 45.312 (44.275)\n",
      "[70/391]\tTime 0.092 (0.101)\tData 0.038 (0.036)\tLoss 0.6730 (0.7039)\tPrec@1 42.969 (44.366)\n",
      "[80/391]\tTime 0.109 (0.103)\tData 0.035 (0.037)\tLoss 0.6821 (0.7046)\tPrec@1 46.875 (44.444)\n",
      "[90/391]\tTime 0.103 (0.103)\tData 0.030 (0.036)\tLoss 0.7050 (0.7061)\tPrec@1 43.750 (44.497)\n",
      "[100/391]\tTime 0.084 (0.104)\tData 0.034 (0.037)\tLoss 0.6846 (0.7039)\tPrec@1 43.750 (44.678)\n",
      "[110/391]\tTime 0.122 (0.105)\tData 0.040 (0.037)\tLoss 0.6798 (0.7026)\tPrec@1 46.094 (44.728)\n",
      "[120/391]\tTime 0.063 (0.105)\tData 0.030 (0.037)\tLoss 0.7748 (0.7044)\tPrec@1 37.500 (44.628)\n",
      "[130/391]\tTime 0.110 (0.104)\tData 0.033 (0.036)\tLoss 0.6535 (0.7052)\tPrec@1 47.656 (44.597)\n",
      "[140/391]\tTime 0.111 (0.104)\tData 0.033 (0.036)\tLoss 0.7171 (0.7032)\tPrec@1 42.969 (44.714)\n",
      "[150/391]\tTime 0.127 (0.104)\tData 0.049 (0.036)\tLoss 0.7327 (0.7028)\tPrec@1 44.531 (44.795)\n",
      "[160/391]\tTime 0.113 (0.105)\tData 0.062 (0.036)\tLoss 0.7775 (0.7038)\tPrec@1 41.406 (44.716)\n",
      "[170/391]\tTime 0.102 (0.104)\tData 0.027 (0.036)\tLoss 0.6406 (0.7039)\tPrec@1 47.656 (44.719)\n",
      "[180/391]\tTime 0.116 (0.103)\tData 0.035 (0.036)\tLoss 0.7048 (0.7034)\tPrec@1 45.312 (44.795)\n",
      "[190/391]\tTime 0.115 (0.103)\tData 0.034 (0.036)\tLoss 0.7026 (0.7033)\tPrec@1 44.531 (44.842)\n",
      "[200/391]\tTime 0.106 (0.104)\tData 0.029 (0.037)\tLoss 0.6590 (0.7040)\tPrec@1 47.656 (44.788)\n",
      "[210/391]\tTime 0.106 (0.103)\tData 0.030 (0.036)\tLoss 0.6645 (0.7040)\tPrec@1 45.312 (44.750)\n",
      "[220/391]\tTime 0.110 (0.104)\tData 0.034 (0.036)\tLoss 0.6814 (0.7037)\tPrec@1 46.094 (44.754)\n",
      "[230/391]\tTime 0.113 (0.104)\tData 0.035 (0.036)\tLoss 0.7458 (0.7032)\tPrec@1 38.281 (44.751)\n",
      "[240/391]\tTime 0.104 (0.104)\tData 0.025 (0.036)\tLoss 0.6552 (0.7025)\tPrec@1 45.312 (44.758)\n",
      "[250/391]\tTime 0.080 (0.103)\tData 0.034 (0.036)\tLoss 0.6595 (0.7024)\tPrec@1 50.781 (44.790)\n",
      "[260/391]\tTime 0.107 (0.103)\tData 0.033 (0.036)\tLoss 0.7088 (0.7025)\tPrec@1 42.969 (44.816)\n",
      "[270/391]\tTime 0.119 (0.104)\tData 0.039 (0.036)\tLoss 0.7182 (0.7027)\tPrec@1 37.500 (44.701)\n",
      "[280/391]\tTime 0.111 (0.104)\tData 0.034 (0.036)\tLoss 0.7358 (0.7031)\tPrec@1 42.188 (44.665)\n",
      "[290/391]\tTime 0.112 (0.103)\tData 0.036 (0.036)\tLoss 0.7862 (0.7035)\tPrec@1 39.062 (44.639)\n",
      "[300/391]\tTime 0.112 (0.104)\tData 0.036 (0.036)\tLoss 0.6766 (0.7036)\tPrec@1 48.438 (44.570)\n",
      "[310/391]\tTime 0.099 (0.104)\tData 0.025 (0.036)\tLoss 0.6921 (0.7039)\tPrec@1 47.656 (44.514)\n",
      "[320/391]\tTime 0.065 (0.103)\tData 0.027 (0.036)\tLoss 0.6707 (0.7041)\tPrec@1 46.094 (44.500)\n",
      "[330/391]\tTime 0.090 (0.104)\tData 0.032 (0.036)\tLoss 0.7086 (0.7043)\tPrec@1 37.500 (44.477)\n",
      "[340/391]\tTime 0.082 (0.104)\tData 0.035 (0.036)\tLoss 0.7653 (0.7058)\tPrec@1 39.844 (44.380)\n",
      "[350/391]\tTime 0.103 (0.104)\tData 0.031 (0.036)\tLoss 0.8183 (0.7061)\tPrec@1 32.812 (44.384)\n",
      "[360/391]\tTime 0.094 (0.103)\tData 0.039 (0.036)\tLoss 0.6617 (0.7062)\tPrec@1 45.312 (44.354)\n",
      "[370/391]\tTime 0.124 (0.104)\tData 0.039 (0.036)\tLoss 0.8076 (0.7068)\tPrec@1 39.844 (44.260)\n",
      "[380/391]\tTime 0.104 (0.104)\tData 0.028 (0.036)\tLoss 0.7506 (0.7072)\tPrec@1 42.188 (44.213)\n",
      "[390/391]\tTime 0.089 (0.104)\tData 0.022 (0.036)\tLoss 0.7394 (0.7075)\tPrec@1 36.250 (44.174)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.024 (0.024)\tLoss 2.3188 (2.3188)\tPrec@1 40.625 (40.625)\n",
      "Test: [10/79]\tTime 0.031 (0.027)\tLoss 2.4489 (2.5932)\tPrec@1 36.719 (37.429)\n",
      "Test: [20/79]\tTime 0.036 (0.030)\tLoss 2.4827 (2.5753)\tPrec@1 39.844 (37.463)\n",
      "Test: [30/79]\tTime 0.033 (0.031)\tLoss 2.5170 (2.5942)\tPrec@1 35.156 (36.416)\n",
      "Test: [40/79]\tTime 0.035 (0.032)\tLoss 2.0584 (2.5708)\tPrec@1 47.656 (36.643)\n",
      "Test: [50/79]\tTime 0.033 (0.033)\tLoss 2.9527 (2.5742)\tPrec@1 34.375 (36.903)\n",
      "Test: [60/79]\tTime 0.035 (0.033)\tLoss 2.9671 (2.5762)\tPrec@1 30.469 (36.757)\n",
      "Test: [70/79]\tTime 0.030 (0.033)\tLoss 2.6287 (2.5789)\tPrec@1 32.812 (36.752)\n",
      " * Prec@1 36.820\n",
      "\n",
      "===> epoch: 74/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.104 (0.104)\tData 0.038 (0.038)\tLoss 0.7351 (0.7351)\tPrec@1 46.875 (46.875)\n",
      "[10/391]\tTime 0.120 (0.101)\tData 0.045 (0.035)\tLoss 0.7063 (0.6779)\tPrec@1 41.406 (46.236)\n",
      "[20/391]\tTime 0.122 (0.098)\tData 0.041 (0.034)\tLoss 0.6664 (0.6751)\tPrec@1 46.875 (46.391)\n",
      "[30/391]\tTime 0.110 (0.097)\tData 0.033 (0.036)\tLoss 0.7159 (0.6812)\tPrec@1 45.312 (45.943)\n",
      "[40/391]\tTime 0.115 (0.097)\tData 0.064 (0.037)\tLoss 0.6973 (0.6905)\tPrec@1 40.625 (45.274)\n",
      "[50/391]\tTime 0.101 (0.096)\tData 0.030 (0.035)\tLoss 0.7302 (0.6959)\tPrec@1 39.062 (44.715)\n",
      "[60/391]\tTime 0.114 (0.098)\tData 0.034 (0.036)\tLoss 0.7040 (0.6974)\tPrec@1 45.312 (44.967)\n",
      "[70/391]\tTime 0.122 (0.098)\tData 0.042 (0.036)\tLoss 0.7868 (0.6935)\tPrec@1 31.250 (45.324)\n",
      "[80/391]\tTime 0.104 (0.099)\tData 0.030 (0.036)\tLoss 0.7539 (0.6967)\tPrec@1 42.969 (45.110)\n",
      "[90/391]\tTime 0.093 (0.099)\tData 0.020 (0.036)\tLoss 0.7049 (0.6972)\tPrec@1 42.188 (45.012)\n",
      "[100/391]\tTime 0.107 (0.101)\tData 0.033 (0.036)\tLoss 0.7393 (0.7000)\tPrec@1 39.062 (44.717)\n",
      "[110/391]\tTime 0.082 (0.101)\tData 0.033 (0.036)\tLoss 0.6625 (0.6994)\tPrec@1 48.438 (44.721)\n",
      "[120/391]\tTime 0.108 (0.102)\tData 0.033 (0.036)\tLoss 0.6945 (0.6982)\tPrec@1 41.406 (44.770)\n",
      "[130/391]\tTime 0.101 (0.102)\tData 0.032 (0.036)\tLoss 0.7498 (0.6984)\tPrec@1 37.500 (44.680)\n",
      "[140/391]\tTime 0.111 (0.102)\tData 0.037 (0.036)\tLoss 0.6404 (0.6991)\tPrec@1 55.469 (44.703)\n",
      "[150/391]\tTime 0.111 (0.102)\tData 0.034 (0.036)\tLoss 0.6934 (0.6987)\tPrec@1 45.312 (44.707)\n",
      "[160/391]\tTime 0.081 (0.102)\tData 0.034 (0.036)\tLoss 0.6921 (0.6987)\tPrec@1 51.562 (44.793)\n",
      "[170/391]\tTime 0.121 (0.102)\tData 0.034 (0.036)\tLoss 0.7323 (0.6984)\tPrec@1 35.156 (44.741)\n",
      "[180/391]\tTime 0.110 (0.103)\tData 0.034 (0.036)\tLoss 0.7799 (0.6986)\tPrec@1 39.844 (44.708)\n",
      "[190/391]\tTime 0.101 (0.103)\tData 0.028 (0.036)\tLoss 0.7319 (0.6980)\tPrec@1 46.875 (44.781)\n",
      "[200/391]\tTime 0.098 (0.103)\tData 0.021 (0.036)\tLoss 0.6813 (0.6988)\tPrec@1 44.531 (44.768)\n",
      "[210/391]\tTime 0.128 (0.103)\tData 0.051 (0.036)\tLoss 0.7129 (0.6986)\tPrec@1 39.062 (44.724)\n",
      "[220/391]\tTime 0.109 (0.104)\tData 0.034 (0.036)\tLoss 0.6227 (0.6985)\tPrec@1 57.031 (44.761)\n",
      "[230/391]\tTime 0.101 (0.104)\tData 0.029 (0.036)\tLoss 0.6802 (0.6989)\tPrec@1 41.406 (44.683)\n",
      "[240/391]\tTime 0.117 (0.104)\tData 0.037 (0.036)\tLoss 0.7034 (0.6985)\tPrec@1 42.969 (44.787)\n",
      "[250/391]\tTime 0.084 (0.104)\tData 0.033 (0.036)\tLoss 0.6867 (0.6986)\tPrec@1 46.094 (44.768)\n",
      "[260/391]\tTime 0.110 (0.104)\tData 0.033 (0.036)\tLoss 0.6762 (0.6985)\tPrec@1 48.438 (44.768)\n",
      "[270/391]\tTime 0.087 (0.104)\tData 0.026 (0.036)\tLoss 0.7500 (0.6994)\tPrec@1 44.531 (44.684)\n",
      "[280/391]\tTime 0.111 (0.103)\tData 0.034 (0.036)\tLoss 0.7310 (0.6996)\tPrec@1 46.094 (44.715)\n",
      "[290/391]\tTime 0.123 (0.103)\tData 0.043 (0.036)\tLoss 0.7081 (0.6998)\tPrec@1 46.094 (44.711)\n",
      "[300/391]\tTime 0.103 (0.103)\tData 0.029 (0.036)\tLoss 0.7372 (0.7004)\tPrec@1 37.500 (44.651)\n",
      "[310/391]\tTime 0.103 (0.103)\tData 0.030 (0.036)\tLoss 0.6795 (0.7007)\tPrec@1 42.188 (44.672)\n",
      "[320/391]\tTime 0.101 (0.103)\tData 0.048 (0.036)\tLoss 0.6985 (0.7016)\tPrec@1 44.531 (44.575)\n",
      "[330/391]\tTime 0.113 (0.103)\tData 0.035 (0.036)\tLoss 0.7732 (0.7024)\tPrec@1 39.844 (44.505)\n",
      "[340/391]\tTime 0.079 (0.103)\tData 0.027 (0.036)\tLoss 0.7556 (0.7033)\tPrec@1 37.500 (44.424)\n",
      "[350/391]\tTime 0.092 (0.103)\tData 0.020 (0.036)\tLoss 0.6835 (0.7035)\tPrec@1 47.656 (44.380)\n",
      "[360/391]\tTime 0.113 (0.103)\tData 0.034 (0.036)\tLoss 0.6903 (0.7037)\tPrec@1 48.438 (44.391)\n",
      "[370/391]\tTime 0.080 (0.103)\tData 0.035 (0.036)\tLoss 0.6742 (0.7032)\tPrec@1 48.438 (44.407)\n",
      "[380/391]\tTime 0.102 (0.103)\tData 0.031 (0.036)\tLoss 0.6791 (0.7033)\tPrec@1 50.000 (44.355)\n",
      "[390/391]\tTime 0.054 (0.103)\tData 0.021 (0.036)\tLoss 0.7697 (0.7035)\tPrec@1 38.750 (44.344)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.029 (0.029)\tLoss 2.4007 (2.4007)\tPrec@1 35.938 (35.938)\n",
      "Test: [10/79]\tTime 0.033 (0.036)\tLoss 2.4484 (2.4040)\tPrec@1 37.500 (37.642)\n",
      "Test: [20/79]\tTime 0.036 (0.035)\tLoss 2.5635 (2.4339)\tPrec@1 35.938 (36.756)\n",
      "Test: [30/79]\tTime 0.040 (0.038)\tLoss 2.5963 (2.4304)\tPrec@1 33.594 (36.920)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test: [40/79]\tTime 0.034 (0.038)\tLoss 2.1632 (2.4407)\tPrec@1 41.406 (36.871)\n",
      "Test: [50/79]\tTime 0.036 (0.038)\tLoss 2.3949 (2.4367)\tPrec@1 41.406 (36.811)\n",
      "Test: [60/79]\tTime 0.033 (0.037)\tLoss 2.8377 (2.4544)\tPrec@1 30.469 (36.219)\n",
      "Test: [70/79]\tTime 0.026 (0.037)\tLoss 2.4432 (2.4556)\tPrec@1 36.719 (36.246)\n",
      " * Prec@1 36.240\n",
      "\n",
      "===> epoch: 75/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.122 (0.122)\tData 0.046 (0.046)\tLoss 0.7449 (0.7449)\tPrec@1 43.750 (43.750)\n",
      "[10/391]\tTime 0.105 (0.102)\tData 0.026 (0.030)\tLoss 0.7507 (0.6996)\tPrec@1 43.750 (44.815)\n",
      "[20/391]\tTime 0.111 (0.102)\tData 0.035 (0.033)\tLoss 0.7108 (0.7027)\tPrec@1 46.875 (45.387)\n",
      "[30/391]\tTime 0.107 (0.102)\tData 0.030 (0.034)\tLoss 0.7062 (0.7045)\tPrec@1 48.438 (44.985)\n",
      "[40/391]\tTime 0.101 (0.102)\tData 0.029 (0.033)\tLoss 0.6602 (0.7025)\tPrec@1 48.438 (45.293)\n",
      "[50/391]\tTime 0.116 (0.100)\tData 0.037 (0.032)\tLoss 0.6909 (0.7047)\tPrec@1 42.969 (45.190)\n",
      "[60/391]\tTime 0.078 (0.101)\tData 0.034 (0.033)\tLoss 0.6824 (0.7026)\tPrec@1 46.094 (45.210)\n",
      "[70/391]\tTime 0.113 (0.103)\tData 0.039 (0.034)\tLoss 0.7329 (0.7022)\tPrec@1 46.094 (45.379)\n",
      "[80/391]\tTime 0.102 (0.103)\tData 0.028 (0.034)\tLoss 0.7273 (0.7002)\tPrec@1 42.188 (45.573)\n",
      "[90/391]\tTime 0.144 (0.102)\tData 0.075 (0.035)\tLoss 0.7461 (0.7003)\tPrec@1 42.188 (45.510)\n",
      "[100/391]\tTime 0.105 (0.103)\tData 0.033 (0.035)\tLoss 0.6716 (0.6987)\tPrec@1 48.438 (45.328)\n",
      "[110/391]\tTime 0.102 (0.103)\tData 0.028 (0.035)\tLoss 0.6263 (0.6986)\tPrec@1 49.219 (45.172)\n",
      "[120/391]\tTime 0.074 (0.102)\tData 0.035 (0.035)\tLoss 0.6803 (0.6994)\tPrec@1 49.219 (45.041)\n",
      "[130/391]\tTime 0.111 (0.103)\tData 0.035 (0.035)\tLoss 0.6662 (0.7001)\tPrec@1 43.750 (45.092)\n",
      "[140/391]\tTime 0.076 (0.103)\tData 0.035 (0.035)\tLoss 0.7675 (0.7008)\tPrec@1 40.625 (45.041)\n",
      "[150/391]\tTime 0.103 (0.103)\tData 0.030 (0.035)\tLoss 0.6708 (0.7014)\tPrec@1 49.219 (44.950)\n",
      "[160/391]\tTime 0.109 (0.103)\tData 0.034 (0.035)\tLoss 0.6708 (0.7024)\tPrec@1 52.344 (44.885)\n",
      "[170/391]\tTime 0.085 (0.103)\tData 0.033 (0.035)\tLoss 0.7254 (0.7025)\tPrec@1 41.406 (44.810)\n",
      "[180/391]\tTime 0.107 (0.103)\tData 0.033 (0.035)\tLoss 0.7090 (0.7032)\tPrec@1 45.312 (44.725)\n",
      "[190/391]\tTime 0.116 (0.103)\tData 0.042 (0.035)\tLoss 0.7547 (0.7050)\tPrec@1 44.531 (44.601)\n",
      "[200/391]\tTime 0.108 (0.103)\tData 0.034 (0.035)\tLoss 0.6768 (0.7047)\tPrec@1 42.188 (44.710)\n",
      "[210/391]\tTime 0.121 (0.103)\tData 0.039 (0.035)\tLoss 0.7133 (0.7053)\tPrec@1 45.312 (44.628)\n",
      "[220/391]\tTime 0.100 (0.103)\tData 0.027 (0.035)\tLoss 0.7967 (0.7064)\tPrec@1 39.062 (44.581)\n",
      "[230/391]\tTime 0.102 (0.104)\tData 0.020 (0.035)\tLoss 0.6677 (0.7064)\tPrec@1 42.969 (44.504)\n",
      "[240/391]\tTime 0.112 (0.103)\tData 0.034 (0.035)\tLoss 0.6707 (0.7065)\tPrec@1 46.094 (44.518)\n",
      "[250/391]\tTime 0.109 (0.104)\tData 0.033 (0.035)\tLoss 0.7082 (0.7068)\tPrec@1 42.188 (44.478)\n",
      "[260/391]\tTime 0.106 (0.104)\tData 0.032 (0.035)\tLoss 0.6332 (0.7060)\tPrec@1 51.562 (44.492)\n",
      "[270/391]\tTime 0.103 (0.104)\tData 0.028 (0.035)\tLoss 0.6466 (0.7060)\tPrec@1 48.438 (44.508)\n",
      "[280/391]\tTime 0.110 (0.104)\tData 0.036 (0.035)\tLoss 0.7083 (0.7054)\tPrec@1 45.312 (44.553)\n",
      "[290/391]\tTime 0.130 (0.104)\tData 0.060 (0.035)\tLoss 0.7063 (0.7055)\tPrec@1 41.406 (44.526)\n",
      "[300/391]\tTime 0.115 (0.104)\tData 0.062 (0.035)\tLoss 0.7291 (0.7053)\tPrec@1 39.062 (44.500)\n",
      "[310/391]\tTime 0.125 (0.104)\tData 0.047 (0.035)\tLoss 0.7151 (0.7057)\tPrec@1 42.969 (44.484)\n",
      "[320/391]\tTime 0.071 (0.104)\tData 0.032 (0.035)\tLoss 0.6614 (0.7053)\tPrec@1 49.219 (44.582)\n",
      "[330/391]\tTime 0.108 (0.104)\tData 0.035 (0.035)\tLoss 0.6954 (0.7057)\tPrec@1 45.312 (44.545)\n",
      "[340/391]\tTime 0.112 (0.104)\tData 0.049 (0.035)\tLoss 0.6803 (0.7060)\tPrec@1 50.781 (44.550)\n",
      "[350/391]\tTime 0.119 (0.104)\tData 0.039 (0.036)\tLoss 0.7696 (0.7061)\tPrec@1 44.531 (44.580)\n",
      "[360/391]\tTime 0.116 (0.104)\tData 0.035 (0.035)\tLoss 0.6506 (0.7058)\tPrec@1 50.000 (44.568)\n",
      "[370/391]\tTime 0.104 (0.104)\tData 0.027 (0.036)\tLoss 0.6732 (0.7062)\tPrec@1 48.438 (44.525)\n",
      "[380/391]\tTime 0.098 (0.104)\tData 0.025 (0.035)\tLoss 0.6961 (0.7061)\tPrec@1 46.094 (44.525)\n",
      "[390/391]\tTime 0.065 (0.104)\tData 0.026 (0.036)\tLoss 0.6548 (0.7063)\tPrec@1 48.750 (44.500)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.045 (0.045)\tLoss 2.6859 (2.6859)\tPrec@1 36.719 (36.719)\n",
      "Test: [10/79]\tTime 0.038 (0.037)\tLoss 2.7951 (2.6802)\tPrec@1 29.688 (35.582)\n",
      "Test: [20/79]\tTime 0.034 (0.037)\tLoss 2.7930 (2.6942)\tPrec@1 34.375 (35.454)\n",
      "Test: [30/79]\tTime 0.050 (0.037)\tLoss 2.7134 (2.7041)\tPrec@1 32.031 (34.753)\n",
      "Test: [40/79]\tTime 0.033 (0.036)\tLoss 2.3594 (2.7216)\tPrec@1 38.281 (34.356)\n",
      "Test: [50/79]\tTime 0.029 (0.035)\tLoss 2.8727 (2.7315)\tPrec@1 27.344 (33.992)\n",
      "Test: [60/79]\tTime 0.032 (0.035)\tLoss 3.2406 (2.7269)\tPrec@1 30.469 (34.285)\n",
      "Test: [70/79]\tTime 0.029 (0.035)\tLoss 2.6848 (2.7173)\tPrec@1 32.812 (34.188)\n",
      " * Prec@1 34.030\n",
      "\n",
      "===> epoch: 76/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.084 (0.084)\tData 0.032 (0.032)\tLoss 0.6983 (0.6983)\tPrec@1 42.969 (42.969)\n",
      "[10/391]\tTime 0.126 (0.107)\tData 0.040 (0.035)\tLoss 0.7217 (0.7032)\tPrec@1 46.094 (44.602)\n",
      "[20/391]\tTime 0.087 (0.122)\tData 0.034 (0.041)\tLoss 0.7019 (0.7058)\tPrec@1 49.219 (44.792)\n",
      "[30/391]\tTime 0.122 (0.123)\tData 0.033 (0.041)\tLoss 0.6974 (0.7079)\tPrec@1 43.750 (44.506)\n",
      "[40/391]\tTime 0.141 (0.121)\tData 0.042 (0.039)\tLoss 0.7069 (0.7060)\tPrec@1 46.094 (44.303)\n",
      "[50/391]\tTime 0.124 (0.121)\tData 0.033 (0.038)\tLoss 0.6852 (0.7045)\tPrec@1 48.438 (44.792)\n",
      "[60/391]\tTime 0.143 (0.122)\tData 0.034 (0.038)\tLoss 0.7131 (0.7046)\tPrec@1 44.531 (44.659)\n",
      "[70/391]\tTime 0.110 (0.122)\tData 0.045 (0.037)\tLoss 0.7469 (0.7037)\tPrec@1 41.406 (44.707)\n",
      "[80/391]\tTime 0.123 (0.121)\tData 0.034 (0.038)\tLoss 0.7541 (0.7033)\tPrec@1 40.625 (44.782)\n",
      "[90/391]\tTime 0.116 (0.121)\tData 0.035 (0.037)\tLoss 0.7087 (0.7027)\tPrec@1 42.969 (44.789)\n",
      "[100/391]\tTime 0.126 (0.122)\tData 0.028 (0.038)\tLoss 0.7753 (0.7030)\tPrec@1 42.969 (44.601)\n",
      "[110/391]\tTime 0.080 (0.122)\tData 0.027 (0.037)\tLoss 0.6519 (0.7036)\tPrec@1 44.531 (44.588)\n",
      "[120/391]\tTime 0.092 (0.121)\tData 0.039 (0.038)\tLoss 0.7307 (0.7026)\tPrec@1 45.312 (44.628)\n",
      "[130/391]\tTime 0.107 (0.122)\tData 0.040 (0.038)\tLoss 0.6856 (0.7016)\tPrec@1 42.969 (44.680)\n",
      "[140/391]\tTime 0.133 (0.122)\tData 0.039 (0.038)\tLoss 0.7294 (0.7000)\tPrec@1 44.531 (44.725)\n",
      "[150/391]\tTime 0.125 (0.122)\tData 0.033 (0.038)\tLoss 0.7421 (0.6988)\tPrec@1 40.625 (44.738)\n",
      "[160/391]\tTime 0.151 (0.122)\tData 0.047 (0.038)\tLoss 0.7139 (0.6982)\tPrec@1 44.531 (44.706)\n",
      "[170/391]\tTime 0.124 (0.122)\tData 0.036 (0.039)\tLoss 0.7169 (0.6985)\tPrec@1 40.625 (44.659)\n",
      "[180/391]\tTime 0.124 (0.122)\tData 0.032 (0.038)\tLoss 0.7063 (0.6991)\tPrec@1 48.438 (44.639)\n",
      "[190/391]\tTime 0.072 (0.122)\tData 0.034 (0.038)\tLoss 0.6703 (0.6993)\tPrec@1 44.531 (44.552)\n",
      "[200/391]\tTime 0.127 (0.122)\tData 0.035 (0.038)\tLoss 0.7444 (0.6996)\tPrec@1 42.969 (44.508)\n",
      "[210/391]\tTime 0.105 (0.121)\tData 0.030 (0.038)\tLoss 0.7057 (0.6987)\tPrec@1 46.875 (44.546)\n",
      "[220/391]\tTime 0.124 (0.121)\tData 0.032 (0.038)\tLoss 0.7406 (0.6998)\tPrec@1 47.656 (44.542)\n",
      "[230/391]\tTime 0.081 (0.121)\tData 0.032 (0.038)\tLoss 0.7005 (0.6996)\tPrec@1 46.094 (44.538)\n",
      "[240/391]\tTime 0.142 (0.121)\tData 0.035 (0.038)\tLoss 0.7609 (0.6993)\tPrec@1 43.750 (44.619)\n",
      "[250/391]\tTime 0.098 (0.121)\tData 0.031 (0.038)\tLoss 0.7003 (0.6985)\tPrec@1 50.781 (44.721)\n",
      "[260/391]\tTime 0.107 (0.121)\tData 0.036 (0.038)\tLoss 0.7344 (0.7000)\tPrec@1 41.406 (44.606)\n",
      "[270/391]\tTime 0.109 (0.121)\tData 0.040 (0.038)\tLoss 0.6607 (0.7007)\tPrec@1 43.750 (44.520)\n",
      "[280/391]\tTime 0.089 (0.121)\tData 0.036 (0.038)\tLoss 0.7643 (0.7017)\tPrec@1 43.750 (44.490)\n",
      "[290/391]\tTime 0.122 (0.121)\tData 0.029 (0.038)\tLoss 0.7455 (0.7023)\tPrec@1 40.625 (44.486)\n",
      "[300/391]\tTime 0.127 (0.121)\tData 0.034 (0.038)\tLoss 0.7348 (0.7023)\tPrec@1 40.625 (44.510)\n",
      "[310/391]\tTime 0.107 (0.120)\tData 0.040 (0.038)\tLoss 0.7101 (0.7030)\tPrec@1 47.656 (44.536)\n",
      "[320/391]\tTime 0.115 (0.120)\tData 0.028 (0.038)\tLoss 0.7483 (0.7033)\tPrec@1 42.188 (44.524)\n",
      "[330/391]\tTime 0.119 (0.120)\tData 0.027 (0.038)\tLoss 0.6893 (0.7036)\tPrec@1 43.750 (44.512)\n",
      "[340/391]\tTime 0.157 (0.120)\tData 0.063 (0.038)\tLoss 0.6637 (0.7035)\tPrec@1 46.094 (44.554)\n",
      "[350/391]\tTime 0.119 (0.120)\tData 0.033 (0.037)\tLoss 0.7228 (0.7040)\tPrec@1 42.188 (44.516)\n",
      "[360/391]\tTime 0.129 (0.120)\tData 0.037 (0.037)\tLoss 0.6600 (0.7037)\tPrec@1 46.875 (44.542)\n",
      "[370/391]\tTime 0.145 (0.120)\tData 0.078 (0.038)\tLoss 0.6946 (0.7036)\tPrec@1 44.531 (44.514)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[380/391]\tTime 0.136 (0.121)\tData 0.036 (0.038)\tLoss 0.7581 (0.7035)\tPrec@1 46.875 (44.488)\n",
      "[390/391]\tTime 0.108 (0.120)\tData 0.024 (0.037)\tLoss 0.6259 (0.7037)\tPrec@1 47.500 (44.456)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.035 (0.035)\tLoss 2.6341 (2.6341)\tPrec@1 34.375 (34.375)\n",
      "Test: [10/79]\tTime 0.034 (0.036)\tLoss 2.3548 (2.5601)\tPrec@1 40.625 (36.648)\n",
      "Test: [20/79]\tTime 0.035 (0.037)\tLoss 2.6945 (2.5919)\tPrec@1 36.719 (35.454)\n",
      "Test: [30/79]\tTime 0.036 (0.036)\tLoss 2.2960 (2.5959)\tPrec@1 39.844 (35.484)\n",
      "Test: [40/79]\tTime 0.033 (0.038)\tLoss 2.1511 (2.5928)\tPrec@1 43.750 (35.290)\n",
      "Test: [50/79]\tTime 0.035 (0.038)\tLoss 2.5350 (2.5858)\tPrec@1 33.594 (35.172)\n",
      "Test: [60/79]\tTime 0.032 (0.039)\tLoss 2.9050 (2.5956)\tPrec@1 29.688 (34.939)\n",
      "Test: [70/79]\tTime 0.050 (0.038)\tLoss 2.6132 (2.5965)\tPrec@1 37.500 (34.881)\n",
      " * Prec@1 34.920\n",
      "\n",
      "===> epoch: 77/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.108 (0.108)\tData 0.028 (0.028)\tLoss 0.6692 (0.6692)\tPrec@1 48.438 (48.438)\n",
      "[10/391]\tTime 0.127 (0.110)\tData 0.034 (0.032)\tLoss 0.6609 (0.6886)\tPrec@1 44.531 (46.236)\n",
      "[20/391]\tTime 0.103 (0.115)\tData 0.035 (0.035)\tLoss 0.6764 (0.6845)\tPrec@1 46.094 (45.722)\n",
      "[30/391]\tTime 0.138 (0.119)\tData 0.057 (0.037)\tLoss 0.6810 (0.6847)\tPrec@1 45.312 (45.817)\n",
      "[40/391]\tTime 0.114 (0.117)\tData 0.021 (0.035)\tLoss 0.7035 (0.6898)\tPrec@1 40.625 (45.370)\n",
      "[50/391]\tTime 0.116 (0.117)\tData 0.035 (0.036)\tLoss 0.7378 (0.6914)\tPrec@1 42.969 (45.175)\n",
      "[60/391]\tTime 0.096 (0.117)\tData 0.034 (0.037)\tLoss 0.6820 (0.6939)\tPrec@1 46.875 (44.928)\n",
      "[70/391]\tTime 0.125 (0.119)\tData 0.030 (0.037)\tLoss 0.7007 (0.6964)\tPrec@1 46.875 (44.795)\n",
      "[80/391]\tTime 0.115 (0.118)\tData 0.044 (0.037)\tLoss 0.6292 (0.6956)\tPrec@1 49.219 (44.840)\n",
      "[90/391]\tTime 0.098 (0.119)\tData 0.038 (0.036)\tLoss 0.5904 (0.6957)\tPrec@1 52.344 (44.823)\n",
      "[100/391]\tTime 0.106 (0.117)\tData 0.032 (0.037)\tLoss 0.6969 (0.6963)\tPrec@1 46.094 (44.763)\n",
      "[110/391]\tTime 0.129 (0.118)\tData 0.063 (0.037)\tLoss 0.7403 (0.6980)\tPrec@1 42.188 (44.749)\n",
      "[120/391]\tTime 0.121 (0.118)\tData 0.033 (0.037)\tLoss 0.6462 (0.6989)\tPrec@1 47.656 (44.757)\n",
      "[130/391]\tTime 0.124 (0.118)\tData 0.034 (0.037)\tLoss 0.7252 (0.6997)\tPrec@1 38.281 (44.555)\n",
      "[140/391]\tTime 0.097 (0.117)\tData 0.032 (0.037)\tLoss 0.7370 (0.7002)\tPrec@1 44.531 (44.515)\n",
      "[150/391]\tTime 0.123 (0.117)\tData 0.034 (0.037)\tLoss 0.6898 (0.6990)\tPrec@1 42.969 (44.500)\n",
      "[160/391]\tTime 0.128 (0.116)\tData 0.038 (0.036)\tLoss 0.7084 (0.6982)\tPrec@1 44.531 (44.541)\n",
      "[170/391]\tTime 0.109 (0.117)\tData 0.034 (0.037)\tLoss 0.7190 (0.6997)\tPrec@1 42.188 (44.431)\n",
      "[180/391]\tTime 0.126 (0.117)\tData 0.031 (0.038)\tLoss 0.7314 (0.7009)\tPrec@1 45.312 (44.475)\n",
      "[190/391]\tTime 0.131 (0.117)\tData 0.036 (0.037)\tLoss 0.6753 (0.7019)\tPrec@1 42.969 (44.458)\n",
      "[200/391]\tTime 0.063 (0.117)\tData 0.027 (0.037)\tLoss 0.6727 (0.7019)\tPrec@1 48.438 (44.407)\n",
      "[210/391]\tTime 0.107 (0.117)\tData 0.032 (0.037)\tLoss 0.7066 (0.7030)\tPrec@1 45.312 (44.361)\n",
      "[220/391]\tTime 0.125 (0.118)\tData 0.031 (0.038)\tLoss 0.7345 (0.7037)\tPrec@1 46.875 (44.347)\n",
      "[230/391]\tTime 0.118 (0.117)\tData 0.028 (0.038)\tLoss 0.6540 (0.7037)\tPrec@1 46.094 (44.379)\n",
      "[240/391]\tTime 0.133 (0.118)\tData 0.048 (0.038)\tLoss 0.6808 (0.7045)\tPrec@1 46.094 (44.334)\n",
      "[250/391]\tTime 0.093 (0.117)\tData 0.032 (0.038)\tLoss 0.7902 (0.7046)\tPrec@1 40.625 (44.251)\n",
      "[260/391]\tTime 0.082 (0.118)\tData 0.030 (0.038)\tLoss 0.7148 (0.7042)\tPrec@1 42.969 (44.232)\n",
      "[270/391]\tTime 0.125 (0.118)\tData 0.031 (0.038)\tLoss 0.7087 (0.7042)\tPrec@1 39.844 (44.154)\n",
      "[280/391]\tTime 0.126 (0.118)\tData 0.042 (0.038)\tLoss 0.7147 (0.7043)\tPrec@1 46.094 (44.187)\n",
      "[290/391]\tTime 0.131 (0.118)\tData 0.036 (0.038)\tLoss 0.6772 (0.7051)\tPrec@1 50.781 (44.096)\n",
      "[300/391]\tTime 0.153 (0.118)\tData 0.044 (0.038)\tLoss 0.6458 (0.7052)\tPrec@1 45.312 (44.064)\n",
      "[310/391]\tTime 0.158 (0.118)\tData 0.079 (0.038)\tLoss 0.6662 (0.7045)\tPrec@1 44.531 (44.107)\n",
      "[320/391]\tTime 0.137 (0.119)\tData 0.048 (0.038)\tLoss 0.6856 (0.7045)\tPrec@1 43.750 (44.139)\n",
      "[330/391]\tTime 0.131 (0.119)\tData 0.057 (0.038)\tLoss 0.6922 (0.7042)\tPrec@1 42.969 (44.142)\n",
      "[340/391]\tTime 0.100 (0.119)\tData 0.034 (0.038)\tLoss 0.6672 (0.7043)\tPrec@1 44.531 (44.146)\n",
      "[350/391]\tTime 0.123 (0.119)\tData 0.033 (0.038)\tLoss 0.6963 (0.7043)\tPrec@1 48.438 (44.099)\n",
      "[360/391]\tTime 0.102 (0.119)\tData 0.028 (0.038)\tLoss 0.6591 (0.7038)\tPrec@1 43.750 (44.103)\n",
      "[370/391]\tTime 0.120 (0.119)\tData 0.032 (0.038)\tLoss 0.7098 (0.7040)\tPrec@1 45.312 (44.083)\n",
      "[380/391]\tTime 0.084 (0.118)\tData 0.032 (0.038)\tLoss 0.7259 (0.7040)\tPrec@1 39.844 (44.084)\n",
      "[390/391]\tTime 0.096 (0.118)\tData 0.022 (0.038)\tLoss 0.7559 (0.7044)\tPrec@1 45.000 (44.074)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.041 (0.041)\tLoss 2.5419 (2.5419)\tPrec@1 39.062 (39.062)\n",
      "Test: [10/79]\tTime 0.038 (0.039)\tLoss 2.4829 (2.4438)\tPrec@1 42.188 (38.068)\n",
      "Test: [20/79]\tTime 0.028 (0.038)\tLoss 2.4369 (2.4316)\tPrec@1 36.719 (37.128)\n",
      "Test: [30/79]\tTime 0.026 (0.038)\tLoss 2.3139 (2.4507)\tPrec@1 36.719 (37.172)\n",
      "Test: [40/79]\tTime 0.033 (0.037)\tLoss 2.1001 (2.4589)\tPrec@1 40.625 (37.386)\n",
      "Test: [50/79]\tTime 0.025 (0.036)\tLoss 2.6590 (2.4694)\tPrec@1 30.469 (36.994)\n",
      "Test: [60/79]\tTime 0.034 (0.036)\tLoss 3.0502 (2.4845)\tPrec@1 25.000 (36.770)\n",
      "Test: [70/79]\tTime 0.028 (0.034)\tLoss 2.4589 (2.4836)\tPrec@1 42.188 (36.741)\n",
      " * Prec@1 36.780\n",
      "\n",
      "===> epoch: 78/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.153 (0.153)\tData 0.048 (0.048)\tLoss 0.6975 (0.6975)\tPrec@1 42.188 (42.188)\n",
      "[10/391]\tTime 0.085 (0.121)\tData 0.036 (0.042)\tLoss 0.8350 (0.7144)\tPrec@1 35.938 (42.188)\n",
      "[20/391]\tTime 0.135 (0.122)\tData 0.034 (0.042)\tLoss 0.7428 (0.7110)\tPrec@1 44.531 (43.080)\n",
      "[30/391]\tTime 0.131 (0.123)\tData 0.042 (0.040)\tLoss 0.6782 (0.7105)\tPrec@1 49.219 (43.725)\n",
      "[40/391]\tTime 0.128 (0.122)\tData 0.038 (0.039)\tLoss 0.6789 (0.7073)\tPrec@1 46.094 (44.188)\n",
      "[50/391]\tTime 0.100 (0.124)\tData 0.032 (0.040)\tLoss 0.6732 (0.7035)\tPrec@1 45.312 (44.669)\n",
      "[60/391]\tTime 0.146 (0.125)\tData 0.037 (0.040)\tLoss 0.6629 (0.7038)\tPrec@1 42.969 (44.416)\n",
      "[70/391]\tTime 0.116 (0.124)\tData 0.042 (0.039)\tLoss 0.6916 (0.7008)\tPrec@1 43.750 (44.751)\n",
      "[80/391]\tTime 0.124 (0.124)\tData 0.033 (0.039)\tLoss 0.6462 (0.6982)\tPrec@1 47.656 (44.917)\n",
      "[90/391]\tTime 0.152 (0.124)\tData 0.033 (0.038)\tLoss 0.7056 (0.7014)\tPrec@1 47.656 (44.857)\n",
      "[100/391]\tTime 0.118 (0.123)\tData 0.027 (0.038)\tLoss 0.6843 (0.7018)\tPrec@1 50.000 (44.810)\n",
      "[110/391]\tTime 0.125 (0.122)\tData 0.033 (0.038)\tLoss 0.7443 (0.7042)\tPrec@1 38.281 (44.559)\n",
      "[120/391]\tTime 0.106 (0.122)\tData 0.036 (0.038)\tLoss 0.6979 (0.7044)\tPrec@1 42.188 (44.564)\n",
      "[130/391]\tTime 0.118 (0.122)\tData 0.028 (0.038)\tLoss 0.7124 (0.7035)\tPrec@1 45.312 (44.591)\n",
      "[140/391]\tTime 0.128 (0.122)\tData 0.041 (0.038)\tLoss 0.6408 (0.7021)\tPrec@1 49.219 (44.692)\n",
      "[150/391]\tTime 0.117 (0.122)\tData 0.058 (0.039)\tLoss 0.6987 (0.7008)\tPrec@1 38.281 (44.723)\n",
      "[160/391]\tTime 0.127 (0.122)\tData 0.033 (0.039)\tLoss 0.6604 (0.6994)\tPrec@1 46.094 (44.822)\n",
      "[170/391]\tTime 0.081 (0.121)\tData 0.030 (0.038)\tLoss 0.7432 (0.6996)\tPrec@1 41.406 (44.801)\n",
      "[180/391]\tTime 0.113 (0.121)\tData 0.033 (0.038)\tLoss 0.7067 (0.7002)\tPrec@1 42.969 (44.700)\n",
      "[190/391]\tTime 0.134 (0.121)\tData 0.036 (0.039)\tLoss 0.6734 (0.7005)\tPrec@1 46.875 (44.773)\n",
      "[200/391]\tTime 0.089 (0.120)\tData 0.044 (0.039)\tLoss 0.6103 (0.6994)\tPrec@1 51.562 (44.788)\n",
      "[210/391]\tTime 0.142 (0.121)\tData 0.034 (0.039)\tLoss 0.6532 (0.6996)\tPrec@1 52.344 (44.813)\n",
      "[220/391]\tTime 0.091 (0.121)\tData 0.038 (0.039)\tLoss 0.7015 (0.7009)\tPrec@1 39.844 (44.676)\n",
      "[230/391]\tTime 0.135 (0.121)\tData 0.042 (0.039)\tLoss 0.7113 (0.7011)\tPrec@1 40.625 (44.626)\n",
      "[240/391]\tTime 0.121 (0.121)\tData 0.032 (0.039)\tLoss 0.7457 (0.7024)\tPrec@1 43.750 (44.522)\n",
      "[250/391]\tTime 0.122 (0.121)\tData 0.035 (0.039)\tLoss 0.6981 (0.7019)\tPrec@1 46.094 (44.569)\n",
      "[260/391]\tTime 0.128 (0.121)\tData 0.038 (0.040)\tLoss 0.6327 (0.7017)\tPrec@1 45.312 (44.618)\n",
      "[270/391]\tTime 0.108 (0.121)\tData 0.033 (0.040)\tLoss 0.6741 (0.7019)\tPrec@1 46.875 (44.621)\n",
      "[280/391]\tTime 0.127 (0.121)\tData 0.044 (0.040)\tLoss 0.6732 (0.7028)\tPrec@1 48.438 (44.595)\n",
      "[290/391]\tTime 0.121 (0.121)\tData 0.028 (0.039)\tLoss 0.6754 (0.7029)\tPrec@1 43.750 (44.620)\n",
      "[300/391]\tTime 0.143 (0.121)\tData 0.040 (0.039)\tLoss 0.7259 (0.7038)\tPrec@1 45.312 (44.570)\n",
      "[310/391]\tTime 0.127 (0.121)\tData 0.035 (0.039)\tLoss 0.7615 (0.7034)\tPrec@1 44.531 (44.644)\n",
      "[320/391]\tTime 0.123 (0.121)\tData 0.026 (0.039)\tLoss 0.7722 (0.7042)\tPrec@1 42.188 (44.553)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[330/391]\tTime 0.141 (0.121)\tData 0.051 (0.039)\tLoss 0.6617 (0.7036)\tPrec@1 43.750 (44.614)\n",
      "[340/391]\tTime 0.125 (0.121)\tData 0.037 (0.039)\tLoss 0.7580 (0.7031)\tPrec@1 43.750 (44.655)\n",
      "[350/391]\tTime 0.124 (0.121)\tData 0.036 (0.039)\tLoss 0.7542 (0.7036)\tPrec@1 43.750 (44.567)\n",
      "[360/391]\tTime 0.119 (0.121)\tData 0.027 (0.039)\tLoss 0.6700 (0.7040)\tPrec@1 47.656 (44.492)\n",
      "[370/391]\tTime 0.126 (0.121)\tData 0.036 (0.039)\tLoss 0.6773 (0.7042)\tPrec@1 43.750 (44.439)\n",
      "[380/391]\tTime 0.128 (0.121)\tData 0.036 (0.039)\tLoss 0.7564 (0.7042)\tPrec@1 36.719 (44.453)\n",
      "[390/391]\tTime 0.093 (0.121)\tData 0.020 (0.039)\tLoss 0.6885 (0.7041)\tPrec@1 45.000 (44.468)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.026 (0.026)\tLoss 3.7356 (3.7356)\tPrec@1 22.656 (22.656)\n",
      "Test: [10/79]\tTime 0.040 (0.036)\tLoss 3.5795 (3.4556)\tPrec@1 25.000 (25.142)\n",
      "Test: [20/79]\tTime 0.027 (0.037)\tLoss 3.5342 (3.5136)\tPrec@1 26.562 (24.777)\n",
      "Test: [30/79]\tTime 0.031 (0.034)\tLoss 3.4189 (3.5093)\tPrec@1 19.531 (23.639)\n",
      "Test: [40/79]\tTime 0.037 (0.035)\tLoss 3.4083 (3.5325)\tPrec@1 24.219 (23.666)\n",
      "Test: [50/79]\tTime 0.044 (0.036)\tLoss 3.3430 (3.5191)\tPrec@1 25.781 (23.820)\n",
      "Test: [60/79]\tTime 0.033 (0.037)\tLoss 3.4702 (3.5181)\tPrec@1 31.250 (23.770)\n",
      "Test: [70/79]\tTime 0.032 (0.037)\tLoss 3.4110 (3.5158)\tPrec@1 25.781 (23.691)\n",
      " * Prec@1 23.670\n",
      "\n",
      "===> epoch: 79/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.089 (0.089)\tData 0.034 (0.034)\tLoss 0.6803 (0.6803)\tPrec@1 44.531 (44.531)\n",
      "[10/391]\tTime 0.129 (0.107)\tData 0.040 (0.035)\tLoss 0.6539 (0.6940)\tPrec@1 50.000 (43.750)\n",
      "[20/391]\tTime 0.120 (0.108)\tData 0.023 (0.033)\tLoss 0.7056 (0.6928)\tPrec@1 43.750 (44.606)\n",
      "[30/391]\tTime 0.112 (0.118)\tData 0.046 (0.037)\tLoss 0.7147 (0.6964)\tPrec@1 41.406 (43.977)\n",
      "[40/391]\tTime 0.145 (0.118)\tData 0.050 (0.037)\tLoss 0.7084 (0.6988)\tPrec@1 44.531 (43.712)\n",
      "[50/391]\tTime 0.134 (0.119)\tData 0.038 (0.038)\tLoss 0.6288 (0.7013)\tPrec@1 51.562 (43.566)\n",
      "[60/391]\tTime 0.127 (0.120)\tData 0.034 (0.037)\tLoss 0.7180 (0.7033)\tPrec@1 41.406 (43.712)\n",
      "[70/391]\tTime 0.102 (0.120)\tData 0.037 (0.037)\tLoss 0.6679 (0.7037)\tPrec@1 40.625 (43.629)\n",
      "[80/391]\tTime 0.125 (0.122)\tData 0.028 (0.038)\tLoss 0.6904 (0.7008)\tPrec@1 45.312 (44.039)\n",
      "[90/391]\tTime 0.116 (0.121)\tData 0.045 (0.037)\tLoss 0.6590 (0.7008)\tPrec@1 50.781 (44.145)\n",
      "[100/391]\tTime 0.120 (0.120)\tData 0.034 (0.037)\tLoss 0.7154 (0.6994)\tPrec@1 42.969 (44.384)\n",
      "[110/391]\tTime 0.092 (0.119)\tData 0.033 (0.037)\tLoss 0.6738 (0.6996)\tPrec@1 46.875 (44.489)\n",
      "[120/391]\tTime 0.081 (0.120)\tData 0.030 (0.037)\tLoss 0.6810 (0.7004)\tPrec@1 46.875 (44.544)\n",
      "[130/391]\tTime 0.075 (0.119)\tData 0.027 (0.037)\tLoss 0.6093 (0.7007)\tPrec@1 50.000 (44.555)\n",
      "[140/391]\tTime 0.147 (0.119)\tData 0.062 (0.037)\tLoss 0.7520 (0.7019)\tPrec@1 40.625 (44.404)\n",
      "[150/391]\tTime 0.096 (0.120)\tData 0.034 (0.038)\tLoss 0.7683 (0.7028)\tPrec@1 42.188 (44.319)\n",
      "[160/391]\tTime 0.101 (0.120)\tData 0.026 (0.037)\tLoss 0.7156 (0.7046)\tPrec@1 46.875 (44.177)\n",
      "[170/391]\tTime 0.115 (0.119)\tData 0.043 (0.037)\tLoss 0.6944 (0.7044)\tPrec@1 39.844 (44.303)\n",
      "[180/391]\tTime 0.128 (0.118)\tData 0.034 (0.037)\tLoss 0.6776 (0.7051)\tPrec@1 42.188 (44.246)\n",
      "[190/391]\tTime 0.085 (0.118)\tData 0.034 (0.037)\tLoss 0.6806 (0.7056)\tPrec@1 47.656 (44.233)\n",
      "[200/391]\tTime 0.089 (0.118)\tData 0.026 (0.037)\tLoss 0.6429 (0.7043)\tPrec@1 57.812 (44.403)\n",
      "[210/391]\tTime 0.101 (0.118)\tData 0.032 (0.037)\tLoss 0.6571 (0.7026)\tPrec@1 51.562 (44.598)\n",
      "[220/391]\tTime 0.104 (0.118)\tData 0.039 (0.037)\tLoss 0.6728 (0.7013)\tPrec@1 42.188 (44.644)\n",
      "[230/391]\tTime 0.121 (0.118)\tData 0.029 (0.037)\tLoss 0.7382 (0.7025)\tPrec@1 37.500 (44.535)\n",
      "[240/391]\tTime 0.120 (0.118)\tData 0.024 (0.037)\tLoss 0.6965 (0.7012)\tPrec@1 42.969 (44.658)\n",
      "[250/391]\tTime 0.130 (0.118)\tData 0.036 (0.037)\tLoss 0.6938 (0.7009)\tPrec@1 42.188 (44.665)\n",
      "[260/391]\tTime 0.126 (0.118)\tData 0.033 (0.037)\tLoss 0.6861 (0.7013)\tPrec@1 51.562 (44.660)\n",
      "[270/391]\tTime 0.115 (0.119)\tData 0.026 (0.038)\tLoss 0.6897 (0.7016)\tPrec@1 46.875 (44.600)\n",
      "[280/391]\tTime 0.088 (0.118)\tData 0.028 (0.037)\tLoss 0.7197 (0.7009)\tPrec@1 43.750 (44.637)\n",
      "[290/391]\tTime 0.128 (0.118)\tData 0.039 (0.037)\tLoss 0.6373 (0.7015)\tPrec@1 47.656 (44.550)\n",
      "[300/391]\tTime 0.125 (0.119)\tData 0.033 (0.037)\tLoss 0.6529 (0.7012)\tPrec@1 46.875 (44.510)\n",
      "[310/391]\tTime 0.104 (0.119)\tData 0.026 (0.037)\tLoss 0.6647 (0.7014)\tPrec@1 42.188 (44.448)\n",
      "[320/391]\tTime 0.095 (0.119)\tData 0.031 (0.037)\tLoss 0.6739 (0.7010)\tPrec@1 43.750 (44.480)\n",
      "[330/391]\tTime 0.119 (0.119)\tData 0.034 (0.037)\tLoss 0.6828 (0.7000)\tPrec@1 50.781 (44.562)\n",
      "[340/391]\tTime 0.135 (0.119)\tData 0.032 (0.037)\tLoss 0.7403 (0.7005)\tPrec@1 46.875 (44.561)\n",
      "[350/391]\tTime 0.151 (0.119)\tData 0.049 (0.037)\tLoss 0.6854 (0.7004)\tPrec@1 43.750 (44.562)\n",
      "[360/391]\tTime 0.127 (0.120)\tData 0.045 (0.037)\tLoss 0.6495 (0.7000)\tPrec@1 50.000 (44.596)\n",
      "[370/391]\tTime 0.083 (0.120)\tData 0.035 (0.037)\tLoss 0.7253 (0.7002)\tPrec@1 39.844 (44.563)\n",
      "[380/391]\tTime 0.096 (0.120)\tData 0.027 (0.037)\tLoss 0.7300 (0.7010)\tPrec@1 42.969 (44.533)\n",
      "[390/391]\tTime 0.082 (0.119)\tData 0.025 (0.037)\tLoss 0.6624 (0.7010)\tPrec@1 51.250 (44.508)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.048 (0.048)\tLoss 3.0511 (3.0511)\tPrec@1 26.562 (26.562)\n",
      "Test: [10/79]\tTime 0.042 (0.041)\tLoss 2.8854 (2.8823)\tPrec@1 28.125 (30.469)\n",
      "Test: [20/79]\tTime 0.046 (0.038)\tLoss 3.1929 (2.8889)\tPrec@1 29.688 (30.915)\n",
      "Test: [30/79]\tTime 0.033 (0.037)\tLoss 2.8991 (2.9165)\tPrec@1 30.469 (30.116)\n",
      "Test: [40/79]\tTime 0.032 (0.037)\tLoss 2.8521 (2.9368)\tPrec@1 31.250 (30.030)\n",
      "Test: [50/79]\tTime 0.035 (0.038)\tLoss 3.0703 (2.9383)\tPrec@1 25.000 (30.178)\n",
      "Test: [60/79]\tTime 0.036 (0.038)\tLoss 3.0845 (2.9462)\tPrec@1 29.688 (30.161)\n",
      "Test: [70/79]\tTime 0.027 (0.038)\tLoss 2.9319 (2.9415)\tPrec@1 33.594 (30.172)\n",
      " * Prec@1 30.250\n",
      "\n",
      "===> epoch: 80/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.125 (0.125)\tData 0.038 (0.038)\tLoss 0.6923 (0.6923)\tPrec@1 41.406 (41.406)\n",
      "[10/391]\tTime 0.077 (0.115)\tData 0.031 (0.038)\tLoss 0.7369 (0.6884)\tPrec@1 40.625 (45.241)\n",
      "[20/391]\tTime 0.171 (0.117)\tData 0.082 (0.039)\tLoss 0.7246 (0.6925)\tPrec@1 37.500 (44.866)\n",
      "[30/391]\tTime 0.099 (0.117)\tData 0.032 (0.038)\tLoss 0.6649 (0.6902)\tPrec@1 44.531 (45.136)\n",
      "[40/391]\tTime 0.119 (0.118)\tData 0.028 (0.037)\tLoss 0.6299 (0.6888)\tPrec@1 52.344 (45.027)\n",
      "[50/391]\tTime 0.090 (0.119)\tData 0.034 (0.036)\tLoss 0.6327 (0.6897)\tPrec@1 52.344 (45.006)\n",
      "[60/391]\tTime 0.135 (0.121)\tData 0.042 (0.037)\tLoss 0.7017 (0.6906)\tPrec@1 42.188 (45.197)\n",
      "[70/391]\tTime 0.099 (0.122)\tData 0.042 (0.037)\tLoss 0.6714 (0.6908)\tPrec@1 46.094 (45.434)\n",
      "[80/391]\tTime 0.114 (0.120)\tData 0.022 (0.036)\tLoss 0.6899 (0.6925)\tPrec@1 46.094 (45.264)\n",
      "[90/391]\tTime 0.158 (0.122)\tData 0.062 (0.037)\tLoss 0.7049 (0.6958)\tPrec@1 42.969 (44.952)\n",
      "[100/391]\tTime 0.120 (0.121)\tData 0.049 (0.037)\tLoss 0.7635 (0.6997)\tPrec@1 39.844 (44.462)\n",
      "[110/391]\tTime 0.133 (0.122)\tData 0.043 (0.038)\tLoss 0.7468 (0.7025)\tPrec@1 45.312 (44.390)\n",
      "[120/391]\tTime 0.133 (0.121)\tData 0.037 (0.038)\tLoss 0.7902 (0.7045)\tPrec@1 36.719 (44.312)\n",
      "[130/391]\tTime 0.123 (0.121)\tData 0.037 (0.038)\tLoss 0.7245 (0.7040)\tPrec@1 41.406 (44.311)\n",
      "[140/391]\tTime 0.126 (0.122)\tData 0.039 (0.038)\tLoss 0.7209 (0.7033)\tPrec@1 42.188 (44.343)\n",
      "[150/391]\tTime 0.087 (0.122)\tData 0.039 (0.038)\tLoss 0.7845 (0.7025)\tPrec@1 38.281 (44.500)\n",
      "[160/391]\tTime 0.130 (0.123)\tData 0.033 (0.038)\tLoss 0.6068 (0.7040)\tPrec@1 50.000 (44.376)\n",
      "[170/391]\tTime 0.121 (0.122)\tData 0.034 (0.038)\tLoss 0.7872 (0.7035)\tPrec@1 39.844 (44.454)\n",
      "[180/391]\tTime 0.093 (0.122)\tData 0.028 (0.038)\tLoss 0.7030 (0.7041)\tPrec@1 43.750 (44.359)\n",
      "[190/391]\tTime 0.128 (0.121)\tData 0.028 (0.038)\tLoss 0.6643 (0.7048)\tPrec@1 50.781 (44.323)\n",
      "[200/391]\tTime 0.112 (0.122)\tData 0.031 (0.038)\tLoss 0.7263 (0.7049)\tPrec@1 44.531 (44.259)\n",
      "[210/391]\tTime 0.126 (0.122)\tData 0.037 (0.038)\tLoss 0.6868 (0.7047)\tPrec@1 39.062 (44.250)\n",
      "[220/391]\tTime 0.137 (0.122)\tData 0.048 (0.038)\tLoss 0.7153 (0.7051)\tPrec@1 44.531 (44.206)\n",
      "[230/391]\tTime 0.125 (0.121)\tData 0.037 (0.038)\tLoss 0.7621 (0.7057)\tPrec@1 39.844 (44.142)\n",
      "[240/391]\tTime 0.089 (0.121)\tData 0.033 (0.038)\tLoss 0.6876 (0.7053)\tPrec@1 47.656 (44.178)\n",
      "[250/391]\tTime 0.113 (0.121)\tData 0.060 (0.038)\tLoss 0.6591 (0.7047)\tPrec@1 42.188 (44.245)\n",
      "[260/391]\tTime 0.122 (0.121)\tData 0.029 (0.038)\tLoss 0.6584 (0.7037)\tPrec@1 40.625 (44.316)\n",
      "[270/391]\tTime 0.103 (0.121)\tData 0.042 (0.038)\tLoss 0.7217 (0.7038)\tPrec@1 44.531 (44.361)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[280/391]\tTime 0.122 (0.121)\tData 0.032 (0.038)\tLoss 0.7045 (0.7034)\tPrec@1 41.406 (44.309)\n",
      "[290/391]\tTime 0.121 (0.121)\tData 0.039 (0.038)\tLoss 0.6893 (0.7023)\tPrec@1 43.750 (44.416)\n",
      "[300/391]\tTime 0.144 (0.121)\tData 0.061 (0.038)\tLoss 0.6942 (0.7021)\tPrec@1 45.312 (44.453)\n",
      "[310/391]\tTime 0.123 (0.121)\tData 0.033 (0.038)\tLoss 0.7158 (0.7027)\tPrec@1 43.750 (44.416)\n",
      "[320/391]\tTime 0.124 (0.121)\tData 0.036 (0.038)\tLoss 0.6741 (0.7024)\tPrec@1 46.094 (44.485)\n",
      "[330/391]\tTime 0.117 (0.121)\tData 0.025 (0.038)\tLoss 0.7786 (0.7029)\tPrec@1 32.812 (44.359)\n",
      "[340/391]\tTime 0.074 (0.120)\tData 0.032 (0.038)\tLoss 0.7094 (0.7034)\tPrec@1 43.750 (44.325)\n",
      "[350/391]\tTime 0.088 (0.120)\tData 0.034 (0.038)\tLoss 0.7045 (0.7036)\tPrec@1 44.531 (44.333)\n",
      "[360/391]\tTime 0.137 (0.120)\tData 0.045 (0.038)\tLoss 0.7134 (0.7038)\tPrec@1 42.969 (44.323)\n",
      "[370/391]\tTime 0.057 (0.120)\tData 0.025 (0.038)\tLoss 0.6839 (0.7030)\tPrec@1 42.969 (44.396)\n",
      "[380/391]\tTime 0.114 (0.120)\tData 0.042 (0.038)\tLoss 0.6580 (0.7025)\tPrec@1 46.875 (44.441)\n",
      "[390/391]\tTime 0.115 (0.120)\tData 0.025 (0.038)\tLoss 0.6749 (0.7023)\tPrec@1 42.500 (44.420)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.062 (0.062)\tLoss 3.0345 (3.0345)\tPrec@1 29.688 (29.688)\n",
      "Test: [10/79]\tTime 0.038 (0.045)\tLoss 3.3445 (3.0491)\tPrec@1 28.906 (30.043)\n",
      "Test: [20/79]\tTime 0.033 (0.041)\tLoss 3.3219 (3.0487)\tPrec@1 25.781 (29.911)\n",
      "Test: [30/79]\tTime 0.031 (0.038)\tLoss 2.9745 (3.0292)\tPrec@1 27.344 (29.461)\n",
      "Test: [40/79]\tTime 0.027 (0.037)\tLoss 3.0527 (3.0467)\tPrec@1 25.781 (29.325)\n",
      "Test: [50/79]\tTime 0.034 (0.036)\tLoss 3.0346 (3.0371)\tPrec@1 24.219 (29.289)\n",
      "Test: [60/79]\tTime 0.024 (0.034)\tLoss 3.1301 (3.0468)\tPrec@1 22.656 (28.804)\n",
      "Test: [70/79]\tTime 0.034 (0.033)\tLoss 3.1392 (3.0491)\tPrec@1 31.250 (28.928)\n",
      " * Prec@1 28.670\n",
      "\n",
      "===> epoch: 81/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.139 (0.139)\tData 0.046 (0.046)\tLoss 0.6771 (0.6771)\tPrec@1 42.969 (42.969)\n",
      "[10/391]\tTime 0.115 (0.122)\tData 0.035 (0.039)\tLoss 0.6513 (0.6993)\tPrec@1 42.969 (43.963)\n",
      "[20/391]\tTime 0.093 (0.123)\tData 0.034 (0.041)\tLoss 0.7063 (0.6876)\tPrec@1 47.656 (45.350)\n",
      "[30/391]\tTime 0.123 (0.121)\tData 0.035 (0.039)\tLoss 0.6510 (0.6812)\tPrec@1 48.438 (45.892)\n",
      "[40/391]\tTime 0.084 (0.120)\tData 0.034 (0.039)\tLoss 0.7412 (0.6836)\tPrec@1 41.406 (45.751)\n",
      "[50/391]\tTime 0.128 (0.119)\tData 0.032 (0.038)\tLoss 0.7463 (0.6833)\tPrec@1 42.969 (45.803)\n",
      "[60/391]\tTime 0.096 (0.118)\tData 0.028 (0.037)\tLoss 0.7181 (0.6855)\tPrec@1 45.312 (45.927)\n",
      "[70/391]\tTime 0.116 (0.117)\tData 0.020 (0.037)\tLoss 0.5984 (0.6852)\tPrec@1 47.656 (45.907)\n",
      "[80/391]\tTime 0.148 (0.119)\tData 0.036 (0.037)\tLoss 0.7044 (0.6858)\tPrec@1 40.625 (45.631)\n",
      "[90/391]\tTime 0.127 (0.120)\tData 0.043 (0.037)\tLoss 0.7211 (0.6883)\tPrec@1 42.969 (45.433)\n",
      "[100/391]\tTime 0.125 (0.119)\tData 0.044 (0.038)\tLoss 0.6408 (0.6916)\tPrec@1 49.219 (45.212)\n",
      "[110/391]\tTime 0.161 (0.119)\tData 0.061 (0.038)\tLoss 0.7563 (0.6924)\tPrec@1 39.062 (45.193)\n",
      "[120/391]\tTime 0.124 (0.119)\tData 0.032 (0.038)\tLoss 0.7314 (0.6932)\tPrec@1 35.156 (45.074)\n",
      "[130/391]\tTime 0.103 (0.119)\tData 0.033 (0.038)\tLoss 0.7467 (0.6958)\tPrec@1 40.625 (44.823)\n",
      "[140/391]\tTime 0.120 (0.119)\tData 0.033 (0.037)\tLoss 0.7396 (0.6955)\tPrec@1 40.625 (44.853)\n",
      "[150/391]\tTime 0.130 (0.118)\tData 0.034 (0.037)\tLoss 0.6735 (0.6954)\tPrec@1 46.875 (44.873)\n",
      "[160/391]\tTime 0.095 (0.119)\tData 0.035 (0.038)\tLoss 0.6528 (0.6951)\tPrec@1 48.438 (44.818)\n",
      "[170/391]\tTime 0.140 (0.119)\tData 0.030 (0.038)\tLoss 0.6376 (0.6948)\tPrec@1 46.094 (44.833)\n",
      "[180/391]\tTime 0.103 (0.119)\tData 0.030 (0.038)\tLoss 0.7043 (0.6951)\tPrec@1 42.969 (44.833)\n",
      "[190/391]\tTime 0.102 (0.120)\tData 0.047 (0.038)\tLoss 0.7610 (0.6951)\tPrec@1 39.062 (44.854)\n",
      "[200/391]\tTime 0.124 (0.120)\tData 0.037 (0.039)\tLoss 0.7711 (0.6958)\tPrec@1 39.844 (44.850)\n",
      "[210/391]\tTime 0.124 (0.121)\tData 0.028 (0.039)\tLoss 0.7240 (0.6970)\tPrec@1 45.312 (44.761)\n",
      "[220/391]\tTime 0.110 (0.120)\tData 0.035 (0.038)\tLoss 0.6803 (0.6971)\tPrec@1 41.406 (44.673)\n",
      "[230/391]\tTime 0.097 (0.120)\tData 0.036 (0.039)\tLoss 0.6803 (0.6969)\tPrec@1 42.969 (44.663)\n",
      "[240/391]\tTime 0.143 (0.121)\tData 0.048 (0.039)\tLoss 0.6646 (0.6970)\tPrec@1 43.750 (44.658)\n",
      "[250/391]\tTime 0.101 (0.120)\tData 0.035 (0.039)\tLoss 0.7967 (0.6969)\tPrec@1 40.625 (44.724)\n",
      "[260/391]\tTime 0.129 (0.120)\tData 0.037 (0.038)\tLoss 0.6569 (0.6968)\tPrec@1 49.219 (44.738)\n",
      "[270/391]\tTime 0.100 (0.121)\tData 0.034 (0.038)\tLoss 0.7010 (0.6972)\tPrec@1 38.281 (44.707)\n",
      "[280/391]\tTime 0.126 (0.121)\tData 0.048 (0.039)\tLoss 0.7211 (0.6976)\tPrec@1 45.312 (44.656)\n",
      "[290/391]\tTime 0.097 (0.121)\tData 0.026 (0.039)\tLoss 0.8112 (0.6994)\tPrec@1 35.156 (44.545)\n",
      "[300/391]\tTime 0.129 (0.121)\tData 0.039 (0.039)\tLoss 0.6745 (0.6995)\tPrec@1 41.406 (44.557)\n",
      "[310/391]\tTime 0.098 (0.122)\tData 0.035 (0.039)\tLoss 0.6819 (0.6986)\tPrec@1 44.531 (44.634)\n",
      "[320/391]\tTime 0.095 (0.121)\tData 0.027 (0.039)\tLoss 0.7835 (0.6986)\tPrec@1 38.281 (44.658)\n",
      "[330/391]\tTime 0.133 (0.121)\tData 0.043 (0.038)\tLoss 0.6959 (0.6995)\tPrec@1 42.969 (44.560)\n",
      "[340/391]\tTime 0.154 (0.121)\tData 0.049 (0.038)\tLoss 0.6522 (0.6992)\tPrec@1 52.344 (44.602)\n",
      "[350/391]\tTime 0.129 (0.121)\tData 0.034 (0.038)\tLoss 0.6628 (0.6998)\tPrec@1 51.562 (44.571)\n",
      "[360/391]\tTime 0.095 (0.121)\tData 0.021 (0.038)\tLoss 0.7241 (0.7000)\tPrec@1 43.750 (44.585)\n",
      "[370/391]\tTime 0.125 (0.120)\tData 0.033 (0.038)\tLoss 0.6477 (0.6997)\tPrec@1 44.531 (44.586)\n",
      "[380/391]\tTime 0.085 (0.120)\tData 0.033 (0.038)\tLoss 0.7034 (0.7003)\tPrec@1 43.750 (44.542)\n",
      "[390/391]\tTime 0.052 (0.120)\tData 0.018 (0.038)\tLoss 0.7221 (0.7002)\tPrec@1 40.000 (44.552)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.041 (0.041)\tLoss 2.7201 (2.7201)\tPrec@1 32.812 (32.812)\n",
      "Test: [10/79]\tTime 0.028 (0.033)\tLoss 2.8832 (2.8432)\tPrec@1 32.812 (30.540)\n",
      "Test: [20/79]\tTime 0.025 (0.033)\tLoss 2.8647 (2.8545)\tPrec@1 28.125 (30.246)\n",
      "Test: [30/79]\tTime 0.027 (0.033)\tLoss 2.9087 (2.8723)\tPrec@1 28.125 (29.713)\n",
      "Test: [40/79]\tTime 0.047 (0.036)\tLoss 2.8230 (2.8986)\tPrec@1 28.906 (29.573)\n",
      "Test: [50/79]\tTime 0.036 (0.037)\tLoss 2.6857 (2.8943)\tPrec@1 33.594 (29.841)\n",
      "Test: [60/79]\tTime 0.031 (0.037)\tLoss 3.0414 (2.9051)\tPrec@1 33.594 (29.623)\n",
      "Test: [70/79]\tTime 0.031 (0.036)\tLoss 2.9928 (2.9084)\tPrec@1 29.688 (29.688)\n",
      " * Prec@1 29.620\n",
      "\n",
      "===> epoch: 82/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.138 (0.138)\tData 0.044 (0.044)\tLoss 0.7280 (0.7280)\tPrec@1 46.094 (46.094)\n",
      "[10/391]\tTime 0.121 (0.123)\tData 0.037 (0.039)\tLoss 0.7059 (0.7050)\tPrec@1 46.875 (46.165)\n",
      "[20/391]\tTime 0.127 (0.124)\tData 0.035 (0.037)\tLoss 0.6974 (0.6979)\tPrec@1 45.312 (46.094)\n",
      "[30/391]\tTime 0.091 (0.120)\tData 0.035 (0.038)\tLoss 0.7300 (0.6903)\tPrec@1 42.188 (46.573)\n",
      "[40/391]\tTime 0.147 (0.122)\tData 0.065 (0.039)\tLoss 0.6986 (0.6936)\tPrec@1 49.219 (46.113)\n",
      "[50/391]\tTime 0.102 (0.120)\tData 0.045 (0.038)\tLoss 0.7063 (0.6918)\tPrec@1 43.750 (46.094)\n",
      "[60/391]\tTime 0.109 (0.121)\tData 0.037 (0.038)\tLoss 0.7534 (0.6918)\tPrec@1 40.625 (45.953)\n",
      "[70/391]\tTime 0.091 (0.120)\tData 0.037 (0.038)\tLoss 0.6859 (0.6932)\tPrec@1 39.844 (45.643)\n",
      "[80/391]\tTime 0.131 (0.120)\tData 0.034 (0.038)\tLoss 0.6692 (0.6940)\tPrec@1 42.188 (45.554)\n",
      "[90/391]\tTime 0.119 (0.121)\tData 0.029 (0.038)\tLoss 0.7247 (0.6932)\tPrec@1 46.875 (45.604)\n",
      "[100/391]\tTime 0.135 (0.122)\tData 0.037 (0.038)\tLoss 0.7268 (0.6959)\tPrec@1 41.406 (45.312)\n",
      "[110/391]\tTime 0.139 (0.123)\tData 0.048 (0.039)\tLoss 0.7186 (0.6969)\tPrec@1 46.094 (45.115)\n",
      "[120/391]\tTime 0.144 (0.123)\tData 0.048 (0.039)\tLoss 0.7090 (0.6978)\tPrec@1 42.188 (45.067)\n",
      "[130/391]\tTime 0.109 (0.122)\tData 0.029 (0.038)\tLoss 0.7252 (0.6975)\tPrec@1 47.656 (44.961)\n",
      "[140/391]\tTime 0.112 (0.122)\tData 0.039 (0.038)\tLoss 0.7867 (0.6988)\tPrec@1 39.844 (44.819)\n",
      "[150/391]\tTime 0.114 (0.122)\tData 0.033 (0.039)\tLoss 0.6464 (0.6962)\tPrec@1 46.094 (44.935)\n",
      "[160/391]\tTime 0.086 (0.123)\tData 0.024 (0.039)\tLoss 0.6943 (0.6962)\tPrec@1 47.656 (44.924)\n",
      "[170/391]\tTime 0.118 (0.122)\tData 0.039 (0.039)\tLoss 0.7798 (0.6967)\tPrec@1 40.625 (44.792)\n",
      "[180/391]\tTime 0.126 (0.122)\tData 0.034 (0.039)\tLoss 0.7645 (0.6976)\tPrec@1 37.500 (44.738)\n",
      "[190/391]\tTime 0.111 (0.122)\tData 0.034 (0.039)\tLoss 0.7752 (0.6973)\tPrec@1 35.938 (44.756)\n",
      "[200/391]\tTime 0.122 (0.121)\tData 0.031 (0.038)\tLoss 0.7008 (0.6981)\tPrec@1 45.312 (44.698)\n",
      "[210/391]\tTime 0.129 (0.121)\tData 0.033 (0.038)\tLoss 0.7463 (0.6987)\tPrec@1 40.625 (44.672)\n",
      "[220/391]\tTime 0.122 (0.120)\tData 0.034 (0.038)\tLoss 0.6437 (0.6990)\tPrec@1 47.656 (44.704)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[230/391]\tTime 0.098 (0.120)\tData 0.035 (0.038)\tLoss 0.6794 (0.6989)\tPrec@1 42.188 (44.754)\n",
      "[240/391]\tTime 0.142 (0.120)\tData 0.058 (0.038)\tLoss 0.6582 (0.6991)\tPrec@1 52.344 (44.742)\n",
      "[250/391]\tTime 0.132 (0.120)\tData 0.036 (0.038)\tLoss 0.6677 (0.6996)\tPrec@1 39.062 (44.631)\n",
      "[260/391]\tTime 0.140 (0.120)\tData 0.044 (0.038)\tLoss 0.6913 (0.6999)\tPrec@1 44.531 (44.621)\n",
      "[270/391]\tTime 0.118 (0.120)\tData 0.029 (0.038)\tLoss 0.7684 (0.7011)\tPrec@1 43.750 (44.551)\n",
      "[280/391]\tTime 0.141 (0.121)\tData 0.036 (0.038)\tLoss 0.7577 (0.7017)\tPrec@1 38.281 (44.537)\n",
      "[290/391]\tTime 0.123 (0.121)\tData 0.032 (0.038)\tLoss 0.7150 (0.7019)\tPrec@1 46.875 (44.563)\n",
      "[300/391]\tTime 0.145 (0.120)\tData 0.046 (0.038)\tLoss 0.6922 (0.7018)\tPrec@1 47.656 (44.607)\n",
      "[310/391]\tTime 0.081 (0.120)\tData 0.038 (0.038)\tLoss 0.6728 (0.7026)\tPrec@1 44.531 (44.519)\n",
      "[320/391]\tTime 0.147 (0.120)\tData 0.052 (0.038)\tLoss 0.6875 (0.7026)\tPrec@1 46.875 (44.502)\n",
      "[330/391]\tTime 0.126 (0.120)\tData 0.036 (0.038)\tLoss 0.7643 (0.7027)\tPrec@1 39.062 (44.524)\n",
      "[340/391]\tTime 0.130 (0.121)\tData 0.038 (0.038)\tLoss 0.7823 (0.7035)\tPrec@1 38.281 (44.449)\n",
      "[350/391]\tTime 0.117 (0.120)\tData 0.028 (0.038)\tLoss 0.6549 (0.7035)\tPrec@1 50.781 (44.436)\n",
      "[360/391]\tTime 0.119 (0.119)\tData 0.039 (0.038)\tLoss 0.6092 (0.7035)\tPrec@1 57.031 (44.458)\n",
      "[370/391]\tTime 0.106 (0.119)\tData 0.037 (0.038)\tLoss 0.7478 (0.7030)\tPrec@1 36.719 (44.453)\n",
      "[380/391]\tTime 0.095 (0.120)\tData 0.036 (0.038)\tLoss 0.7260 (0.7027)\tPrec@1 42.969 (44.449)\n",
      "[390/391]\tTime 0.104 (0.120)\tData 0.022 (0.038)\tLoss 0.7286 (0.7030)\tPrec@1 42.500 (44.452)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.023 (0.023)\tLoss 3.2215 (3.2215)\tPrec@1 28.125 (28.125)\n",
      "Test: [10/79]\tTime 0.029 (0.028)\tLoss 3.0149 (3.1699)\tPrec@1 30.469 (27.131)\n",
      "Test: [20/79]\tTime 0.034 (0.032)\tLoss 3.1265 (3.1829)\tPrec@1 25.781 (27.455)\n",
      "Test: [30/79]\tTime 0.054 (0.035)\tLoss 3.0519 (3.2096)\tPrec@1 25.781 (26.890)\n",
      "Test: [40/79]\tTime 0.035 (0.038)\tLoss 2.9581 (3.2464)\tPrec@1 31.250 (26.772)\n",
      "Test: [50/79]\tTime 0.055 (0.038)\tLoss 3.3235 (3.2484)\tPrec@1 23.438 (26.517)\n",
      "Test: [60/79]\tTime 0.039 (0.039)\tLoss 3.7479 (3.2715)\tPrec@1 21.094 (26.268)\n",
      "Test: [70/79]\tTime 0.037 (0.039)\tLoss 3.1410 (3.2612)\tPrec@1 34.375 (26.607)\n",
      " * Prec@1 26.510\n",
      "\n",
      "===> epoch: 83/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.102 (0.102)\tData 0.036 (0.036)\tLoss 0.6685 (0.6685)\tPrec@1 49.219 (49.219)\n",
      "[10/391]\tTime 0.114 (0.127)\tData 0.020 (0.039)\tLoss 0.6906 (0.6987)\tPrec@1 42.969 (45.170)\n",
      "[20/391]\tTime 0.078 (0.120)\tData 0.039 (0.039)\tLoss 0.6960 (0.6998)\tPrec@1 50.781 (44.866)\n",
      "[30/391]\tTime 0.119 (0.121)\tData 0.034 (0.040)\tLoss 0.7211 (0.7012)\tPrec@1 40.625 (44.506)\n",
      "[40/391]\tTime 0.123 (0.122)\tData 0.031 (0.040)\tLoss 0.6526 (0.7050)\tPrec@1 51.562 (44.207)\n",
      "[50/391]\tTime 0.108 (0.122)\tData 0.034 (0.039)\tLoss 0.7477 (0.7076)\tPrec@1 43.750 (44.393)\n",
      "[60/391]\tTime 0.114 (0.125)\tData 0.032 (0.041)\tLoss 0.6537 (0.7022)\tPrec@1 49.219 (44.698)\n",
      "[70/391]\tTime 0.135 (0.124)\tData 0.033 (0.042)\tLoss 0.6709 (0.6982)\tPrec@1 49.219 (45.048)\n",
      "[80/391]\tTime 0.121 (0.125)\tData 0.030 (0.042)\tLoss 0.6611 (0.6968)\tPrec@1 43.750 (45.062)\n",
      "[90/391]\tTime 0.092 (0.124)\tData 0.034 (0.041)\tLoss 0.7115 (0.6968)\tPrec@1 50.000 (45.201)\n",
      "[100/391]\tTime 0.137 (0.123)\tData 0.059 (0.041)\tLoss 0.6810 (0.6971)\tPrec@1 48.438 (45.104)\n",
      "[110/391]\tTime 0.140 (0.123)\tData 0.047 (0.041)\tLoss 0.7304 (0.6976)\tPrec@1 39.844 (44.925)\n",
      "[120/391]\tTime 0.124 (0.123)\tData 0.035 (0.041)\tLoss 0.6796 (0.6986)\tPrec@1 43.750 (44.725)\n",
      "[130/391]\tTime 0.112 (0.122)\tData 0.034 (0.040)\tLoss 0.7198 (0.6986)\tPrec@1 40.625 (44.758)\n",
      "[140/391]\tTime 0.139 (0.121)\tData 0.047 (0.040)\tLoss 0.6832 (0.6991)\tPrec@1 47.656 (44.747)\n",
      "[150/391]\tTime 0.105 (0.120)\tData 0.029 (0.040)\tLoss 0.6463 (0.6985)\tPrec@1 50.781 (44.816)\n",
      "[160/391]\tTime 0.086 (0.120)\tData 0.027 (0.040)\tLoss 0.6922 (0.6990)\tPrec@1 48.438 (44.852)\n",
      "[170/391]\tTime 0.124 (0.120)\tData 0.033 (0.040)\tLoss 0.6828 (0.6999)\tPrec@1 49.219 (44.842)\n",
      "[180/391]\tTime 0.075 (0.120)\tData 0.032 (0.039)\tLoss 0.7152 (0.6998)\tPrec@1 50.000 (44.812)\n",
      "[190/391]\tTime 0.114 (0.120)\tData 0.026 (0.040)\tLoss 0.6694 (0.7011)\tPrec@1 44.531 (44.687)\n",
      "[200/391]\tTime 0.115 (0.120)\tData 0.037 (0.039)\tLoss 0.7259 (0.7019)\tPrec@1 42.969 (44.652)\n",
      "[210/391]\tTime 0.099 (0.120)\tData 0.034 (0.039)\tLoss 0.6114 (0.7015)\tPrec@1 54.688 (44.683)\n",
      "[220/391]\tTime 0.125 (0.120)\tData 0.030 (0.039)\tLoss 0.7067 (0.7026)\tPrec@1 45.312 (44.598)\n",
      "[230/391]\tTime 0.090 (0.120)\tData 0.032 (0.039)\tLoss 0.6754 (0.7027)\tPrec@1 46.094 (44.518)\n",
      "[240/391]\tTime 0.123 (0.120)\tData 0.036 (0.039)\tLoss 0.7057 (0.7023)\tPrec@1 40.625 (44.538)\n",
      "[250/391]\tTime 0.098 (0.120)\tData 0.033 (0.039)\tLoss 0.7170 (0.7028)\tPrec@1 45.312 (44.584)\n",
      "[260/391]\tTime 0.091 (0.120)\tData 0.034 (0.039)\tLoss 0.6923 (0.7024)\tPrec@1 47.656 (44.645)\n",
      "[270/391]\tTime 0.116 (0.120)\tData 0.035 (0.039)\tLoss 0.5915 (0.7022)\tPrec@1 56.250 (44.632)\n",
      "[280/391]\tTime 0.088 (0.120)\tData 0.037 (0.039)\tLoss 0.6977 (0.7023)\tPrec@1 43.750 (44.598)\n",
      "[290/391]\tTime 0.135 (0.120)\tData 0.040 (0.038)\tLoss 0.6654 (0.7021)\tPrec@1 44.531 (44.588)\n",
      "[300/391]\tTime 0.116 (0.120)\tData 0.025 (0.038)\tLoss 0.6288 (0.7021)\tPrec@1 46.094 (44.568)\n",
      "[310/391]\tTime 0.126 (0.120)\tData 0.032 (0.038)\tLoss 0.6425 (0.7022)\tPrec@1 50.781 (44.571)\n",
      "[320/391]\tTime 0.134 (0.120)\tData 0.041 (0.038)\tLoss 0.6879 (0.7016)\tPrec@1 45.312 (44.646)\n",
      "[330/391]\tTime 0.115 (0.120)\tData 0.034 (0.038)\tLoss 0.6250 (0.7011)\tPrec@1 48.438 (44.692)\n",
      "[340/391]\tTime 0.060 (0.119)\tData 0.028 (0.038)\tLoss 0.6879 (0.7011)\tPrec@1 50.000 (44.710)\n",
      "[350/391]\tTime 0.122 (0.119)\tData 0.037 (0.038)\tLoss 0.7135 (0.7009)\tPrec@1 45.312 (44.698)\n",
      "[360/391]\tTime 0.119 (0.119)\tData 0.036 (0.038)\tLoss 0.7088 (0.7009)\tPrec@1 42.969 (44.670)\n",
      "[370/391]\tTime 0.119 (0.120)\tData 0.027 (0.038)\tLoss 0.6797 (0.7021)\tPrec@1 46.094 (44.525)\n",
      "[380/391]\tTime 0.134 (0.119)\tData 0.039 (0.038)\tLoss 0.7222 (0.7021)\tPrec@1 43.750 (44.558)\n",
      "[390/391]\tTime 0.103 (0.119)\tData 0.020 (0.038)\tLoss 0.7166 (0.7024)\tPrec@1 48.750 (44.572)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.032 (0.032)\tLoss 2.6029 (2.6029)\tPrec@1 41.406 (41.406)\n",
      "Test: [10/79]\tTime 0.045 (0.039)\tLoss 3.0358 (2.9065)\tPrec@1 32.812 (34.020)\n",
      "Test: [20/79]\tTime 0.043 (0.039)\tLoss 2.8093 (2.8898)\tPrec@1 33.594 (33.445)\n",
      "Test: [30/79]\tTime 0.031 (0.039)\tLoss 3.0537 (2.8714)\tPrec@1 31.250 (33.317)\n",
      "Test: [40/79]\tTime 0.029 (0.038)\tLoss 2.8668 (2.8883)\tPrec@1 34.375 (33.136)\n",
      "Test: [50/79]\tTime 0.028 (0.036)\tLoss 3.0924 (2.8922)\tPrec@1 25.000 (32.797)\n",
      "Test: [60/79]\tTime 0.030 (0.036)\tLoss 3.3537 (2.9050)\tPrec@1 28.906 (32.684)\n",
      "Test: [70/79]\tTime 0.028 (0.036)\tLoss 3.1635 (2.9183)\tPrec@1 30.469 (32.361)\n",
      " * Prec@1 32.330\n",
      "\n",
      "===> epoch: 84/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.094 (0.094)\tData 0.033 (0.033)\tLoss 0.6738 (0.6738)\tPrec@1 47.656 (47.656)\n",
      "[10/391]\tTime 0.091 (0.103)\tData 0.034 (0.031)\tLoss 0.7650 (0.7095)\tPrec@1 43.750 (45.384)\n",
      "[20/391]\tTime 0.130 (0.110)\tData 0.033 (0.032)\tLoss 0.7232 (0.7075)\tPrec@1 48.438 (45.350)\n",
      "[30/391]\tTime 0.117 (0.112)\tData 0.026 (0.034)\tLoss 0.6188 (0.6971)\tPrec@1 47.656 (45.640)\n",
      "[40/391]\tTime 0.087 (0.109)\tData 0.035 (0.034)\tLoss 0.7014 (0.6937)\tPrec@1 43.750 (45.675)\n",
      "[50/391]\tTime 0.100 (0.112)\tData 0.036 (0.035)\tLoss 0.7286 (0.6922)\tPrec@1 42.188 (45.803)\n",
      "[60/391]\tTime 0.135 (0.115)\tData 0.040 (0.036)\tLoss 0.6710 (0.6916)\tPrec@1 51.562 (45.645)\n",
      "[70/391]\tTime 0.133 (0.116)\tData 0.037 (0.036)\tLoss 0.6884 (0.6922)\tPrec@1 43.750 (45.544)\n",
      "[80/391]\tTime 0.112 (0.115)\tData 0.033 (0.035)\tLoss 0.6661 (0.6937)\tPrec@1 44.531 (45.139)\n",
      "[90/391]\tTime 0.129 (0.116)\tData 0.034 (0.036)\tLoss 0.6563 (0.6948)\tPrec@1 46.875 (45.064)\n",
      "[100/391]\tTime 0.090 (0.117)\tData 0.028 (0.036)\tLoss 0.7188 (0.6942)\tPrec@1 37.500 (45.111)\n",
      "[110/391]\tTime 0.120 (0.118)\tData 0.029 (0.036)\tLoss 0.7101 (0.6936)\tPrec@1 41.406 (45.066)\n",
      "[120/391]\tTime 0.166 (0.119)\tData 0.060 (0.036)\tLoss 0.7515 (0.6963)\tPrec@1 33.594 (44.886)\n",
      "[130/391]\tTime 0.105 (0.120)\tData 0.033 (0.036)\tLoss 0.6643 (0.6963)\tPrec@1 46.875 (44.889)\n",
      "[140/391]\tTime 0.128 (0.119)\tData 0.035 (0.036)\tLoss 0.6801 (0.6982)\tPrec@1 47.656 (44.808)\n",
      "[150/391]\tTime 0.096 (0.119)\tData 0.034 (0.036)\tLoss 0.7116 (0.7003)\tPrec@1 46.875 (44.728)\n",
      "[160/391]\tTime 0.126 (0.119)\tData 0.032 (0.036)\tLoss 0.6899 (0.7001)\tPrec@1 45.312 (44.667)\n",
      "[170/391]\tTime 0.091 (0.119)\tData 0.037 (0.037)\tLoss 0.6357 (0.6991)\tPrec@1 51.562 (44.705)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[180/391]\tTime 0.152 (0.119)\tData 0.044 (0.037)\tLoss 0.7440 (0.6997)\tPrec@1 39.844 (44.674)\n",
      "[190/391]\tTime 0.086 (0.119)\tData 0.032 (0.037)\tLoss 0.6660 (0.6991)\tPrec@1 46.094 (44.732)\n",
      "[200/391]\tTime 0.096 (0.118)\tData 0.037 (0.037)\tLoss 0.7000 (0.6996)\tPrec@1 48.438 (44.745)\n",
      "[210/391]\tTime 0.147 (0.119)\tData 0.047 (0.037)\tLoss 0.6619 (0.6992)\tPrec@1 46.875 (44.705)\n",
      "[220/391]\tTime 0.108 (0.118)\tData 0.031 (0.037)\tLoss 0.6512 (0.6989)\tPrec@1 48.438 (44.666)\n",
      "[230/391]\tTime 0.096 (0.118)\tData 0.034 (0.037)\tLoss 0.7663 (0.6998)\tPrec@1 38.281 (44.528)\n",
      "[240/391]\tTime 0.092 (0.118)\tData 0.035 (0.037)\tLoss 0.6861 (0.6992)\tPrec@1 42.969 (44.580)\n",
      "[250/391]\tTime 0.090 (0.118)\tData 0.036 (0.037)\tLoss 0.6663 (0.6994)\tPrec@1 47.656 (44.544)\n",
      "[260/391]\tTime 0.098 (0.118)\tData 0.033 (0.037)\tLoss 0.7404 (0.7004)\tPrec@1 43.750 (44.537)\n",
      "[270/391]\tTime 0.128 (0.118)\tData 0.037 (0.036)\tLoss 0.6275 (0.7005)\tPrec@1 51.562 (44.543)\n",
      "[280/391]\tTime 0.104 (0.118)\tData 0.031 (0.036)\tLoss 0.7247 (0.7006)\tPrec@1 42.969 (44.562)\n",
      "[290/391]\tTime 0.123 (0.118)\tData 0.035 (0.036)\tLoss 0.7607 (0.7009)\tPrec@1 34.375 (44.515)\n",
      "[300/391]\tTime 0.119 (0.118)\tData 0.032 (0.036)\tLoss 0.7332 (0.7009)\tPrec@1 40.625 (44.539)\n",
      "[310/391]\tTime 0.123 (0.118)\tData 0.033 (0.036)\tLoss 0.7541 (0.7015)\tPrec@1 39.844 (44.478)\n",
      "[320/391]\tTime 0.110 (0.118)\tData 0.047 (0.036)\tLoss 0.7083 (0.7020)\tPrec@1 46.875 (44.468)\n",
      "[330/391]\tTime 0.087 (0.118)\tData 0.030 (0.036)\tLoss 0.7625 (0.7019)\tPrec@1 46.875 (44.458)\n",
      "[340/391]\tTime 0.172 (0.118)\tData 0.076 (0.036)\tLoss 0.7507 (0.7017)\tPrec@1 39.062 (44.485)\n",
      "[350/391]\tTime 0.137 (0.118)\tData 0.034 (0.037)\tLoss 0.7522 (0.7011)\tPrec@1 38.281 (44.527)\n",
      "[360/391]\tTime 0.109 (0.118)\tData 0.036 (0.037)\tLoss 0.6953 (0.7011)\tPrec@1 44.531 (44.562)\n",
      "[370/391]\tTime 0.127 (0.118)\tData 0.035 (0.037)\tLoss 0.7270 (0.7009)\tPrec@1 42.969 (44.565)\n",
      "[380/391]\tTime 0.095 (0.118)\tData 0.033 (0.037)\tLoss 0.6371 (0.7009)\tPrec@1 48.438 (44.572)\n",
      "[390/391]\tTime 0.104 (0.118)\tData 0.022 (0.037)\tLoss 0.6674 (0.7013)\tPrec@1 45.000 (44.540)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.035 (0.035)\tLoss 2.6269 (2.6269)\tPrec@1 36.719 (36.719)\n",
      "Test: [10/79]\tTime 0.036 (0.042)\tLoss 2.1146 (2.3672)\tPrec@1 44.531 (41.548)\n",
      "Test: [20/79]\tTime 0.030 (0.042)\tLoss 2.4717 (2.3588)\tPrec@1 34.375 (40.662)\n",
      "Test: [30/79]\tTime 0.030 (0.039)\tLoss 2.2735 (2.3837)\tPrec@1 39.844 (39.315)\n",
      "Test: [40/79]\tTime 0.026 (0.039)\tLoss 2.2955 (2.4165)\tPrec@1 39.062 (38.739)\n",
      "Test: [50/79]\tTime 0.028 (0.037)\tLoss 2.3994 (2.4265)\tPrec@1 39.062 (38.526)\n",
      "Test: [60/79]\tTime 0.030 (0.035)\tLoss 2.9011 (2.4403)\tPrec@1 35.156 (38.243)\n",
      "Test: [70/79]\tTime 0.056 (0.036)\tLoss 2.4507 (2.4418)\tPrec@1 32.031 (38.237)\n",
      " * Prec@1 38.170\n",
      "\n",
      "===> epoch: 85/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.114 (0.114)\tData 0.037 (0.037)\tLoss 0.7878 (0.7878)\tPrec@1 44.531 (44.531)\n",
      "[10/391]\tTime 0.082 (0.134)\tData 0.035 (0.045)\tLoss 0.7140 (0.7110)\tPrec@1 44.531 (44.886)\n",
      "[20/391]\tTime 0.119 (0.121)\tData 0.030 (0.040)\tLoss 0.6936 (0.6913)\tPrec@1 46.875 (46.243)\n",
      "[30/391]\tTime 0.091 (0.118)\tData 0.028 (0.038)\tLoss 0.6918 (0.6880)\tPrec@1 47.656 (46.043)\n",
      "[40/391]\tTime 0.123 (0.117)\tData 0.032 (0.038)\tLoss 0.6500 (0.6850)\tPrec@1 52.344 (46.056)\n",
      "[50/391]\tTime 0.143 (0.120)\tData 0.045 (0.038)\tLoss 0.7295 (0.6874)\tPrec@1 39.062 (45.925)\n",
      "[60/391]\tTime 0.118 (0.122)\tData 0.031 (0.039)\tLoss 0.6660 (0.6870)\tPrec@1 42.969 (45.825)\n",
      "[70/391]\tTime 0.080 (0.123)\tData 0.036 (0.039)\tLoss 0.6821 (0.6853)\tPrec@1 44.531 (45.753)\n",
      "[80/391]\tTime 0.125 (0.122)\tData 0.034 (0.039)\tLoss 0.7247 (0.6892)\tPrec@1 38.281 (45.534)\n",
      "[90/391]\tTime 0.119 (0.122)\tData 0.029 (0.039)\tLoss 0.6091 (0.6885)\tPrec@1 50.000 (45.742)\n",
      "[100/391]\tTime 0.136 (0.122)\tData 0.030 (0.038)\tLoss 0.7077 (0.6887)\tPrec@1 42.969 (45.606)\n",
      "[110/391]\tTime 0.115 (0.121)\tData 0.034 (0.038)\tLoss 0.7491 (0.6912)\tPrec@1 39.062 (45.397)\n",
      "[120/391]\tTime 0.132 (0.122)\tData 0.036 (0.038)\tLoss 0.7181 (0.6929)\tPrec@1 42.969 (45.312)\n",
      "[130/391]\tTime 0.108 (0.122)\tData 0.032 (0.038)\tLoss 0.7167 (0.6929)\tPrec@1 41.406 (45.235)\n",
      "[140/391]\tTime 0.130 (0.121)\tData 0.040 (0.038)\tLoss 0.7272 (0.6921)\tPrec@1 41.406 (45.440)\n",
      "[150/391]\tTime 0.086 (0.120)\tData 0.032 (0.038)\tLoss 0.6717 (0.6932)\tPrec@1 44.531 (45.194)\n",
      "[160/391]\tTime 0.096 (0.120)\tData 0.033 (0.038)\tLoss 0.6809 (0.6945)\tPrec@1 40.625 (45.162)\n",
      "[170/391]\tTime 0.116 (0.120)\tData 0.029 (0.038)\tLoss 0.6696 (0.6957)\tPrec@1 50.000 (45.171)\n",
      "[180/391]\tTime 0.123 (0.120)\tData 0.034 (0.037)\tLoss 0.7517 (0.6971)\tPrec@1 38.281 (44.976)\n",
      "[190/391]\tTime 0.156 (0.120)\tData 0.090 (0.038)\tLoss 0.6274 (0.6963)\tPrec@1 39.844 (45.051)\n",
      "[200/391]\tTime 0.140 (0.121)\tData 0.048 (0.038)\tLoss 0.6831 (0.6966)\tPrec@1 43.750 (44.947)\n",
      "[210/391]\tTime 0.122 (0.121)\tData 0.020 (0.038)\tLoss 0.7060 (0.6958)\tPrec@1 39.844 (44.979)\n",
      "[220/391]\tTime 0.118 (0.121)\tData 0.031 (0.038)\tLoss 0.6508 (0.6955)\tPrec@1 49.219 (45.093)\n",
      "[230/391]\tTime 0.129 (0.120)\tData 0.042 (0.038)\tLoss 0.6472 (0.6954)\tPrec@1 56.250 (45.147)\n",
      "[240/391]\tTime 0.119 (0.120)\tData 0.028 (0.037)\tLoss 0.6923 (0.6949)\tPrec@1 45.312 (45.183)\n",
      "[250/391]\tTime 0.122 (0.120)\tData 0.030 (0.037)\tLoss 0.7951 (0.6950)\tPrec@1 34.375 (45.219)\n",
      "[260/391]\tTime 0.113 (0.119)\tData 0.035 (0.037)\tLoss 0.7425 (0.6963)\tPrec@1 39.844 (45.118)\n",
      "[270/391]\tTime 0.133 (0.119)\tData 0.045 (0.037)\tLoss 0.7365 (0.6969)\tPrec@1 35.938 (45.042)\n",
      "[280/391]\tTime 0.118 (0.119)\tData 0.028 (0.037)\tLoss 0.6405 (0.6974)\tPrec@1 53.125 (45.023)\n",
      "[290/391]\tTime 0.129 (0.119)\tData 0.038 (0.037)\tLoss 0.7334 (0.6975)\tPrec@1 39.844 (44.996)\n",
      "[300/391]\tTime 0.150 (0.119)\tData 0.059 (0.037)\tLoss 0.6847 (0.6975)\tPrec@1 42.969 (44.978)\n",
      "[310/391]\tTime 0.130 (0.120)\tData 0.053 (0.037)\tLoss 0.6310 (0.6975)\tPrec@1 49.219 (44.973)\n",
      "[320/391]\tTime 0.117 (0.120)\tData 0.032 (0.037)\tLoss 0.7294 (0.6981)\tPrec@1 39.844 (44.906)\n",
      "[330/391]\tTime 0.105 (0.120)\tData 0.034 (0.037)\tLoss 0.7361 (0.6983)\tPrec@1 40.625 (44.852)\n",
      "[340/391]\tTime 0.110 (0.120)\tData 0.032 (0.037)\tLoss 0.7469 (0.6985)\tPrec@1 41.406 (44.843)\n",
      "[350/391]\tTime 0.098 (0.120)\tData 0.043 (0.037)\tLoss 0.7249 (0.6986)\tPrec@1 41.406 (44.803)\n",
      "[360/391]\tTime 0.100 (0.120)\tData 0.030 (0.037)\tLoss 0.7629 (0.6993)\tPrec@1 38.281 (44.782)\n",
      "[370/391]\tTime 0.081 (0.120)\tData 0.034 (0.037)\tLoss 0.7491 (0.6997)\tPrec@1 39.062 (44.704)\n",
      "[380/391]\tTime 0.084 (0.120)\tData 0.035 (0.037)\tLoss 0.6498 (0.6998)\tPrec@1 52.344 (44.706)\n",
      "[390/391]\tTime 0.101 (0.120)\tData 0.026 (0.037)\tLoss 0.7847 (0.7004)\tPrec@1 36.250 (44.662)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.053 (0.053)\tLoss 2.6740 (2.6740)\tPrec@1 35.938 (35.938)\n",
      "Test: [10/79]\tTime 0.028 (0.035)\tLoss 2.3957 (2.4812)\tPrec@1 36.719 (35.085)\n",
      "Test: [20/79]\tTime 0.029 (0.033)\tLoss 2.3716 (2.4585)\tPrec@1 39.062 (35.900)\n",
      "Test: [30/79]\tTime 0.051 (0.034)\tLoss 2.5062 (2.4706)\tPrec@1 33.594 (36.139)\n",
      "Test: [40/79]\tTime 0.030 (0.034)\tLoss 2.4915 (2.4786)\tPrec@1 28.125 (36.071)\n",
      "Test: [50/79]\tTime 0.035 (0.035)\tLoss 2.5643 (2.4805)\tPrec@1 34.375 (36.137)\n",
      "Test: [60/79]\tTime 0.034 (0.035)\tLoss 2.9337 (2.4864)\tPrec@1 32.812 (36.053)\n",
      "Test: [70/79]\tTime 0.033 (0.035)\tLoss 2.4382 (2.4862)\tPrec@1 37.500 (36.235)\n",
      " * Prec@1 36.220\n",
      "\n",
      "===> epoch: 86/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.130 (0.130)\tData 0.055 (0.055)\tLoss 0.6864 (0.6864)\tPrec@1 44.531 (44.531)\n",
      "[10/391]\tTime 0.098 (0.124)\tData 0.030 (0.037)\tLoss 0.6926 (0.6822)\tPrec@1 48.438 (46.165)\n",
      "[20/391]\tTime 0.087 (0.117)\tData 0.027 (0.034)\tLoss 0.6684 (0.6936)\tPrec@1 45.312 (45.722)\n",
      "[30/391]\tTime 0.078 (0.118)\tData 0.031 (0.035)\tLoss 0.6983 (0.6848)\tPrec@1 44.531 (45.514)\n",
      "[40/391]\tTime 0.124 (0.120)\tData 0.032 (0.036)\tLoss 0.6970 (0.6844)\tPrec@1 44.531 (45.484)\n",
      "[50/391]\tTime 0.113 (0.120)\tData 0.029 (0.036)\tLoss 0.6614 (0.6840)\tPrec@1 48.438 (45.588)\n",
      "[60/391]\tTime 0.125 (0.120)\tData 0.032 (0.035)\tLoss 0.7037 (0.6884)\tPrec@1 45.312 (45.120)\n",
      "[70/391]\tTime 0.090 (0.119)\tData 0.036 (0.036)\tLoss 0.6600 (0.6884)\tPrec@1 43.750 (45.180)\n",
      "[80/391]\tTime 0.124 (0.119)\tData 0.032 (0.036)\tLoss 0.7392 (0.6908)\tPrec@1 34.375 (45.187)\n",
      "[90/391]\tTime 0.080 (0.120)\tData 0.023 (0.036)\tLoss 0.7169 (0.6919)\tPrec@1 50.000 (45.192)\n",
      "[100/391]\tTime 0.139 (0.122)\tData 0.034 (0.037)\tLoss 0.6902 (0.6919)\tPrec@1 43.750 (45.119)\n",
      "[110/391]\tTime 0.104 (0.122)\tData 0.038 (0.037)\tLoss 0.6693 (0.6930)\tPrec@1 48.438 (45.137)\n",
      "[120/391]\tTime 0.129 (0.122)\tData 0.039 (0.036)\tLoss 0.6860 (0.6932)\tPrec@1 44.531 (45.067)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[130/391]\tTime 0.119 (0.121)\tData 0.051 (0.036)\tLoss 0.7055 (0.6938)\tPrec@1 44.531 (45.116)\n",
      "[140/391]\tTime 0.127 (0.122)\tData 0.032 (0.037)\tLoss 0.7402 (0.6937)\tPrec@1 45.312 (45.113)\n",
      "[150/391]\tTime 0.090 (0.121)\tData 0.028 (0.037)\tLoss 0.8368 (0.6953)\tPrec@1 31.250 (44.971)\n",
      "[160/391]\tTime 0.132 (0.121)\tData 0.036 (0.037)\tLoss 0.6644 (0.6957)\tPrec@1 50.781 (45.021)\n",
      "[170/391]\tTime 0.139 (0.121)\tData 0.043 (0.037)\tLoss 0.7538 (0.6958)\tPrec@1 42.188 (45.006)\n",
      "[180/391]\tTime 0.143 (0.121)\tData 0.050 (0.037)\tLoss 0.6927 (0.6956)\tPrec@1 49.219 (45.114)\n",
      "[190/391]\tTime 0.119 (0.121)\tData 0.029 (0.037)\tLoss 0.6517 (0.6946)\tPrec@1 48.438 (45.239)\n",
      "[200/391]\tTime 0.137 (0.121)\tData 0.049 (0.037)\tLoss 0.7493 (0.6953)\tPrec@1 36.719 (45.176)\n",
      "[210/391]\tTime 0.138 (0.121)\tData 0.047 (0.037)\tLoss 0.7247 (0.6958)\tPrec@1 42.188 (45.131)\n",
      "[220/391]\tTime 0.087 (0.121)\tData 0.033 (0.037)\tLoss 0.7315 (0.6961)\tPrec@1 43.750 (45.210)\n",
      "[230/391]\tTime 0.130 (0.121)\tData 0.056 (0.037)\tLoss 0.6680 (0.6966)\tPrec@1 46.875 (45.187)\n",
      "[240/391]\tTime 0.135 (0.121)\tData 0.038 (0.037)\tLoss 0.7056 (0.6967)\tPrec@1 46.094 (45.180)\n",
      "[250/391]\tTime 0.086 (0.121)\tData 0.034 (0.037)\tLoss 0.6998 (0.6967)\tPrec@1 50.000 (45.194)\n",
      "[260/391]\tTime 0.096 (0.122)\tData 0.034 (0.037)\tLoss 0.7162 (0.6971)\tPrec@1 50.000 (45.223)\n",
      "[270/391]\tTime 0.130 (0.121)\tData 0.040 (0.037)\tLoss 0.7145 (0.6977)\tPrec@1 40.625 (45.160)\n",
      "[280/391]\tTime 0.103 (0.121)\tData 0.039 (0.037)\tLoss 0.8261 (0.6979)\tPrec@1 33.594 (45.135)\n",
      "[290/391]\tTime 0.145 (0.122)\tData 0.066 (0.038)\tLoss 0.6647 (0.6987)\tPrec@1 45.312 (45.014)\n",
      "[300/391]\tTime 0.137 (0.122)\tData 0.048 (0.038)\tLoss 0.6788 (0.6986)\tPrec@1 45.312 (45.053)\n",
      "[310/391]\tTime 0.121 (0.122)\tData 0.033 (0.038)\tLoss 0.7611 (0.6989)\tPrec@1 37.500 (45.001)\n",
      "[320/391]\tTime 0.096 (0.122)\tData 0.036 (0.038)\tLoss 0.7592 (0.6991)\tPrec@1 39.062 (44.984)\n",
      "[330/391]\tTime 0.092 (0.122)\tData 0.038 (0.038)\tLoss 0.6924 (0.6990)\tPrec@1 44.531 (44.977)\n",
      "[340/391]\tTime 0.100 (0.122)\tData 0.028 (0.038)\tLoss 0.7238 (0.6994)\tPrec@1 38.281 (44.937)\n",
      "[350/391]\tTime 0.141 (0.122)\tData 0.050 (0.038)\tLoss 0.6963 (0.6990)\tPrec@1 43.750 (44.914)\n",
      "[360/391]\tTime 0.146 (0.122)\tData 0.059 (0.038)\tLoss 0.6982 (0.6991)\tPrec@1 46.094 (44.929)\n",
      "[370/391]\tTime 0.106 (0.122)\tData 0.032 (0.038)\tLoss 0.6555 (0.6990)\tPrec@1 52.344 (44.931)\n",
      "[380/391]\tTime 0.114 (0.122)\tData 0.052 (0.038)\tLoss 0.7050 (0.6989)\tPrec@1 43.750 (44.984)\n",
      "[390/391]\tTime 0.094 (0.122)\tData 0.024 (0.038)\tLoss 0.7931 (0.6993)\tPrec@1 38.750 (44.950)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.032 (0.032)\tLoss 2.5667 (2.5667)\tPrec@1 34.375 (34.375)\n",
      "Test: [10/79]\tTime 0.037 (0.037)\tLoss 2.5037 (2.4955)\tPrec@1 35.938 (35.085)\n",
      "Test: [20/79]\tTime 0.037 (0.039)\tLoss 2.5693 (2.5086)\tPrec@1 33.594 (34.970)\n",
      "Test: [30/79]\tTime 0.036 (0.038)\tLoss 2.4255 (2.5118)\tPrec@1 31.250 (34.350)\n",
      "Test: [40/79]\tTime 0.050 (0.039)\tLoss 2.5120 (2.5337)\tPrec@1 35.938 (34.356)\n",
      "Test: [50/79]\tTime 0.035 (0.038)\tLoss 2.7391 (2.5427)\tPrec@1 35.938 (34.084)\n",
      "Test: [60/79]\tTime 0.031 (0.038)\tLoss 2.8522 (2.5518)\tPrec@1 28.125 (33.683)\n",
      "Test: [70/79]\tTime 0.028 (0.038)\tLoss 2.2714 (2.5504)\tPrec@1 44.531 (33.660)\n",
      " * Prec@1 33.690\n",
      "\n",
      "===> epoch: 87/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.130 (0.130)\tData 0.031 (0.031)\tLoss 0.6176 (0.6176)\tPrec@1 50.781 (50.781)\n",
      "[10/391]\tTime 0.092 (0.120)\tData 0.033 (0.034)\tLoss 0.7279 (0.6925)\tPrec@1 47.656 (47.088)\n",
      "[20/391]\tTime 0.101 (0.118)\tData 0.038 (0.035)\tLoss 0.7231 (0.6930)\tPrec@1 45.312 (46.466)\n",
      "[30/391]\tTime 0.101 (0.120)\tData 0.042 (0.037)\tLoss 0.7762 (0.6984)\tPrec@1 39.062 (45.741)\n",
      "[40/391]\tTime 0.131 (0.122)\tData 0.039 (0.037)\tLoss 0.6365 (0.6999)\tPrec@1 48.438 (45.274)\n",
      "[50/391]\tTime 0.117 (0.121)\tData 0.033 (0.037)\tLoss 0.7118 (0.6991)\tPrec@1 39.062 (45.098)\n",
      "[60/391]\tTime 0.122 (0.123)\tData 0.034 (0.037)\tLoss 0.6918 (0.6977)\tPrec@1 45.312 (45.095)\n",
      "[70/391]\tTime 0.093 (0.123)\tData 0.029 (0.037)\tLoss 0.7024 (0.6993)\tPrec@1 42.188 (44.883)\n",
      "[80/391]\tTime 0.108 (0.123)\tData 0.039 (0.038)\tLoss 0.7219 (0.6989)\tPrec@1 33.594 (44.637)\n",
      "[90/391]\tTime 0.131 (0.123)\tData 0.040 (0.039)\tLoss 0.6924 (0.6963)\tPrec@1 43.750 (44.840)\n",
      "[100/391]\tTime 0.118 (0.124)\tData 0.028 (0.039)\tLoss 0.6527 (0.6943)\tPrec@1 49.219 (45.196)\n",
      "[110/391]\tTime 0.093 (0.123)\tData 0.032 (0.038)\tLoss 0.7123 (0.6946)\tPrec@1 42.969 (45.094)\n",
      "[120/391]\tTime 0.175 (0.123)\tData 0.082 (0.039)\tLoss 0.6932 (0.6943)\tPrec@1 46.094 (45.054)\n",
      "[130/391]\tTime 0.100 (0.122)\tData 0.033 (0.039)\tLoss 0.6735 (0.6957)\tPrec@1 46.094 (45.008)\n",
      "[140/391]\tTime 0.119 (0.122)\tData 0.032 (0.039)\tLoss 0.6567 (0.6941)\tPrec@1 49.219 (45.152)\n",
      "[150/391]\tTime 0.131 (0.122)\tData 0.037 (0.039)\tLoss 0.7119 (0.6951)\tPrec@1 46.875 (45.054)\n",
      "[160/391]\tTime 0.156 (0.121)\tData 0.064 (0.039)\tLoss 0.6098 (0.6936)\tPrec@1 51.562 (45.191)\n",
      "[170/391]\tTime 0.131 (0.122)\tData 0.044 (0.039)\tLoss 0.7952 (0.6941)\tPrec@1 42.969 (45.130)\n",
      "[180/391]\tTime 0.133 (0.122)\tData 0.043 (0.039)\tLoss 0.7509 (0.6957)\tPrec@1 41.406 (45.019)\n",
      "[190/391]\tTime 0.114 (0.122)\tData 0.033 (0.039)\tLoss 0.7378 (0.6965)\tPrec@1 42.969 (44.924)\n",
      "[200/391]\tTime 0.104 (0.122)\tData 0.034 (0.038)\tLoss 0.6796 (0.6971)\tPrec@1 42.969 (44.908)\n",
      "[210/391]\tTime 0.118 (0.122)\tData 0.029 (0.039)\tLoss 0.7523 (0.6979)\tPrec@1 44.531 (44.905)\n",
      "[220/391]\tTime 0.131 (0.122)\tData 0.038 (0.038)\tLoss 0.7364 (0.6987)\tPrec@1 41.406 (44.856)\n",
      "[230/391]\tTime 0.106 (0.122)\tData 0.034 (0.038)\tLoss 0.6872 (0.6988)\tPrec@1 46.875 (44.907)\n",
      "[240/391]\tTime 0.165 (0.122)\tData 0.061 (0.039)\tLoss 0.7248 (0.6994)\tPrec@1 42.969 (44.875)\n",
      "[250/391]\tTime 0.083 (0.122)\tData 0.027 (0.039)\tLoss 0.7109 (0.6996)\tPrec@1 42.188 (44.821)\n",
      "[260/391]\tTime 0.140 (0.122)\tData 0.033 (0.039)\tLoss 0.6419 (0.6990)\tPrec@1 48.438 (44.864)\n",
      "[270/391]\tTime 0.097 (0.122)\tData 0.035 (0.039)\tLoss 0.7096 (0.6991)\tPrec@1 41.406 (44.845)\n",
      "[280/391]\tTime 0.072 (0.122)\tData 0.028 (0.039)\tLoss 0.7179 (0.6999)\tPrec@1 39.844 (44.762)\n",
      "[290/391]\tTime 0.106 (0.122)\tData 0.038 (0.039)\tLoss 0.6732 (0.7000)\tPrec@1 41.406 (44.765)\n",
      "[300/391]\tTime 0.128 (0.122)\tData 0.034 (0.039)\tLoss 0.6960 (0.6992)\tPrec@1 47.656 (44.871)\n",
      "[310/391]\tTime 0.138 (0.122)\tData 0.032 (0.039)\tLoss 0.7304 (0.7000)\tPrec@1 44.531 (44.863)\n",
      "[320/391]\tTime 0.083 (0.121)\tData 0.027 (0.039)\tLoss 0.6526 (0.6995)\tPrec@1 46.875 (44.884)\n",
      "[330/391]\tTime 0.119 (0.122)\tData 0.038 (0.039)\tLoss 0.7434 (0.6997)\tPrec@1 40.625 (44.845)\n",
      "[340/391]\tTime 0.132 (0.122)\tData 0.037 (0.039)\tLoss 0.7138 (0.6999)\tPrec@1 44.531 (44.818)\n",
      "[350/391]\tTime 0.127 (0.122)\tData 0.034 (0.039)\tLoss 0.6404 (0.7003)\tPrec@1 45.312 (44.776)\n",
      "[360/391]\tTime 0.085 (0.122)\tData 0.027 (0.039)\tLoss 0.7498 (0.7007)\tPrec@1 46.094 (44.750)\n",
      "[370/391]\tTime 0.150 (0.122)\tData 0.054 (0.039)\tLoss 0.7638 (0.7011)\tPrec@1 41.406 (44.712)\n",
      "[380/391]\tTime 0.121 (0.122)\tData 0.034 (0.039)\tLoss 0.7192 (0.7015)\tPrec@1 46.094 (44.693)\n",
      "[390/391]\tTime 0.102 (0.122)\tData 0.025 (0.039)\tLoss 0.6886 (0.7023)\tPrec@1 43.750 (44.610)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.025 (0.025)\tLoss 2.6278 (2.6278)\tPrec@1 32.031 (32.031)\n",
      "Test: [10/79]\tTime 0.033 (0.029)\tLoss 2.8476 (2.7717)\tPrec@1 28.125 (31.321)\n",
      "Test: [20/79]\tTime 0.028 (0.028)\tLoss 3.0020 (2.8043)\tPrec@1 28.125 (31.324)\n",
      "Test: [30/79]\tTime 0.036 (0.030)\tLoss 2.7709 (2.8219)\tPrec@1 32.031 (30.973)\n",
      "Test: [40/79]\tTime 0.036 (0.031)\tLoss 2.6878 (2.8182)\tPrec@1 37.500 (31.250)\n",
      "Test: [50/79]\tTime 0.042 (0.032)\tLoss 2.9603 (2.8212)\tPrec@1 26.562 (31.036)\n",
      "Test: [60/79]\tTime 0.033 (0.033)\tLoss 3.0487 (2.8341)\tPrec@1 28.125 (30.725)\n",
      "Test: [70/79]\tTime 0.044 (0.034)\tLoss 2.6598 (2.8257)\tPrec@1 34.375 (30.821)\n",
      " * Prec@1 30.720\n",
      "\n",
      "===> epoch: 88/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.119 (0.119)\tData 0.042 (0.042)\tLoss 0.6489 (0.6489)\tPrec@1 48.438 (48.438)\n",
      "[10/391]\tTime 0.101 (0.119)\tData 0.032 (0.035)\tLoss 0.7000 (0.6883)\tPrec@1 38.281 (45.597)\n",
      "[20/391]\tTime 0.140 (0.115)\tData 0.049 (0.035)\tLoss 0.6974 (0.6862)\tPrec@1 44.531 (45.052)\n",
      "[30/391]\tTime 0.131 (0.115)\tData 0.034 (0.035)\tLoss 0.6788 (0.6940)\tPrec@1 42.188 (44.531)\n",
      "[40/391]\tTime 0.124 (0.118)\tData 0.031 (0.037)\tLoss 0.6504 (0.6906)\tPrec@1 51.562 (45.198)\n",
      "[50/391]\tTime 0.102 (0.115)\tData 0.029 (0.035)\tLoss 0.6881 (0.6899)\tPrec@1 46.094 (45.006)\n",
      "[60/391]\tTime 0.130 (0.115)\tData 0.033 (0.034)\tLoss 0.6476 (0.6906)\tPrec@1 45.312 (45.018)\n",
      "[70/391]\tTime 0.081 (0.115)\tData 0.035 (0.034)\tLoss 0.7295 (0.6948)\tPrec@1 42.188 (44.773)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[80/391]\tTime 0.125 (0.116)\tData 0.034 (0.034)\tLoss 0.7302 (0.6930)\tPrec@1 39.844 (44.917)\n",
      "[90/391]\tTime 0.132 (0.117)\tData 0.039 (0.035)\tLoss 0.7138 (0.6915)\tPrec@1 48.438 (45.244)\n",
      "[100/391]\tTime 0.138 (0.116)\tData 0.048 (0.034)\tLoss 0.6818 (0.6919)\tPrec@1 46.094 (45.274)\n",
      "[110/391]\tTime 0.115 (0.117)\tData 0.035 (0.035)\tLoss 0.6370 (0.6936)\tPrec@1 56.250 (45.228)\n",
      "[120/391]\tTime 0.166 (0.118)\tData 0.033 (0.035)\tLoss 0.7034 (0.6927)\tPrec@1 42.188 (45.216)\n",
      "[130/391]\tTime 0.096 (0.118)\tData 0.028 (0.035)\tLoss 0.6544 (0.6915)\tPrec@1 49.219 (45.318)\n",
      "[140/391]\tTime 0.127 (0.118)\tData 0.035 (0.036)\tLoss 0.6174 (0.6933)\tPrec@1 48.438 (45.113)\n",
      "[150/391]\tTime 0.087 (0.118)\tData 0.038 (0.036)\tLoss 0.7355 (0.6942)\tPrec@1 46.094 (45.043)\n",
      "[160/391]\tTime 0.140 (0.118)\tData 0.051 (0.036)\tLoss 0.6991 (0.6941)\tPrec@1 43.750 (45.152)\n",
      "[170/391]\tTime 0.096 (0.118)\tData 0.035 (0.036)\tLoss 0.6799 (0.6959)\tPrec@1 46.094 (45.107)\n",
      "[180/391]\tTime 0.124 (0.118)\tData 0.033 (0.036)\tLoss 0.6625 (0.6964)\tPrec@1 45.312 (45.075)\n",
      "[190/391]\tTime 0.122 (0.119)\tData 0.035 (0.036)\tLoss 0.6664 (0.6973)\tPrec@1 46.094 (44.989)\n",
      "[200/391]\tTime 0.135 (0.118)\tData 0.041 (0.036)\tLoss 0.7977 (0.6984)\tPrec@1 35.938 (44.873)\n",
      "[210/391]\tTime 0.137 (0.119)\tData 0.034 (0.036)\tLoss 0.6945 (0.6979)\tPrec@1 43.750 (44.864)\n",
      "[220/391]\tTime 0.122 (0.119)\tData 0.036 (0.036)\tLoss 0.6862 (0.6987)\tPrec@1 46.094 (44.835)\n",
      "[230/391]\tTime 0.098 (0.119)\tData 0.026 (0.036)\tLoss 0.7342 (0.6988)\tPrec@1 41.406 (44.738)\n",
      "[240/391]\tTime 0.129 (0.119)\tData 0.044 (0.036)\tLoss 0.6932 (0.6989)\tPrec@1 43.750 (44.723)\n",
      "[250/391]\tTime 0.133 (0.119)\tData 0.039 (0.037)\tLoss 0.7778 (0.6995)\tPrec@1 44.531 (44.671)\n",
      "[260/391]\tTime 0.112 (0.120)\tData 0.042 (0.037)\tLoss 0.6817 (0.6989)\tPrec@1 50.000 (44.705)\n",
      "[270/391]\tTime 0.152 (0.120)\tData 0.058 (0.037)\tLoss 0.6536 (0.6993)\tPrec@1 47.656 (44.753)\n",
      "[280/391]\tTime 0.139 (0.120)\tData 0.050 (0.037)\tLoss 0.6861 (0.6989)\tPrec@1 50.000 (44.806)\n",
      "[290/391]\tTime 0.099 (0.120)\tData 0.039 (0.037)\tLoss 0.6488 (0.6992)\tPrec@1 49.219 (44.770)\n",
      "[300/391]\tTime 0.154 (0.120)\tData 0.034 (0.037)\tLoss 0.7028 (0.6994)\tPrec@1 44.531 (44.762)\n",
      "[310/391]\tTime 0.105 (0.120)\tData 0.034 (0.037)\tLoss 0.7536 (0.6997)\tPrec@1 40.625 (44.737)\n",
      "[320/391]\tTime 0.100 (0.120)\tData 0.035 (0.037)\tLoss 0.7860 (0.7003)\tPrec@1 37.500 (44.711)\n",
      "[330/391]\tTime 0.086 (0.120)\tData 0.032 (0.037)\tLoss 0.6774 (0.7004)\tPrec@1 42.969 (44.656)\n",
      "[340/391]\tTime 0.153 (0.121)\tData 0.076 (0.038)\tLoss 0.7247 (0.7009)\tPrec@1 42.188 (44.641)\n",
      "[350/391]\tTime 0.115 (0.121)\tData 0.033 (0.037)\tLoss 0.7610 (0.7014)\tPrec@1 42.188 (44.589)\n",
      "[360/391]\tTime 0.124 (0.121)\tData 0.032 (0.037)\tLoss 0.7546 (0.7025)\tPrec@1 40.625 (44.525)\n",
      "[370/391]\tTime 0.096 (0.121)\tData 0.040 (0.037)\tLoss 0.7689 (0.7028)\tPrec@1 36.719 (44.453)\n",
      "[380/391]\tTime 0.124 (0.121)\tData 0.030 (0.037)\tLoss 0.7162 (0.7033)\tPrec@1 38.281 (44.408)\n",
      "[390/391]\tTime 0.091 (0.120)\tData 0.024 (0.037)\tLoss 0.6903 (0.7030)\tPrec@1 48.750 (44.430)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.042 (0.042)\tLoss 3.1523 (3.1523)\tPrec@1 29.688 (29.688)\n",
      "Test: [10/79]\tTime 0.037 (0.036)\tLoss 2.9462 (3.1448)\tPrec@1 27.344 (27.841)\n",
      "Test: [20/79]\tTime 0.036 (0.039)\tLoss 3.1520 (3.1712)\tPrec@1 32.031 (28.199)\n",
      "Test: [30/79]\tTime 0.052 (0.038)\tLoss 3.0193 (3.1949)\tPrec@1 32.031 (27.974)\n",
      "Test: [40/79]\tTime 0.037 (0.039)\tLoss 2.7962 (3.2275)\tPrec@1 29.688 (27.725)\n",
      "Test: [50/79]\tTime 0.026 (0.039)\tLoss 3.2177 (3.2415)\tPrec@1 30.469 (27.558)\n",
      "Test: [60/79]\tTime 0.030 (0.038)\tLoss 3.4692 (3.2505)\tPrec@1 28.906 (27.613)\n",
      "Test: [70/79]\tTime 0.029 (0.038)\tLoss 3.3671 (3.2479)\tPrec@1 25.781 (27.432)\n",
      " * Prec@1 27.610\n",
      "\n",
      "===> epoch: 89/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.088 (0.088)\tData 0.038 (0.038)\tLoss 0.7138 (0.7138)\tPrec@1 42.969 (42.969)\n",
      "[10/391]\tTime 0.133 (0.107)\tData 0.046 (0.032)\tLoss 0.6973 (0.7031)\tPrec@1 50.000 (43.892)\n",
      "[20/391]\tTime 0.089 (0.110)\tData 0.034 (0.034)\tLoss 0.6343 (0.6988)\tPrec@1 53.125 (44.159)\n",
      "[30/391]\tTime 0.146 (0.113)\tData 0.053 (0.035)\tLoss 0.6685 (0.6903)\tPrec@1 47.656 (44.985)\n",
      "[40/391]\tTime 0.110 (0.113)\tData 0.032 (0.035)\tLoss 0.7210 (0.6863)\tPrec@1 43.750 (45.255)\n",
      "[50/391]\tTime 0.100 (0.111)\tData 0.032 (0.035)\tLoss 0.7381 (0.6865)\tPrec@1 41.406 (45.450)\n",
      "[60/391]\tTime 0.111 (0.113)\tData 0.036 (0.035)\tLoss 0.7407 (0.6890)\tPrec@1 42.969 (45.594)\n",
      "[70/391]\tTime 0.121 (0.113)\tData 0.029 (0.035)\tLoss 0.6820 (0.6897)\tPrec@1 50.000 (45.577)\n",
      "[80/391]\tTime 0.061 (0.112)\tData 0.029 (0.035)\tLoss 0.7293 (0.6877)\tPrec@1 46.094 (45.525)\n",
      "[90/391]\tTime 0.109 (0.112)\tData 0.040 (0.035)\tLoss 0.6997 (0.6874)\tPrec@1 46.875 (45.570)\n",
      "[100/391]\tTime 0.094 (0.112)\tData 0.037 (0.036)\tLoss 0.7128 (0.6888)\tPrec@1 43.750 (45.382)\n",
      "[110/391]\tTime 0.114 (0.113)\tData 0.037 (0.036)\tLoss 0.6409 (0.6898)\tPrec@1 52.344 (45.270)\n",
      "[120/391]\tTime 0.133 (0.114)\tData 0.057 (0.037)\tLoss 0.7484 (0.6896)\tPrec@1 42.969 (45.261)\n",
      "[130/391]\tTime 0.129 (0.115)\tData 0.038 (0.037)\tLoss 0.6890 (0.6904)\tPrec@1 42.969 (45.181)\n",
      "[140/391]\tTime 0.125 (0.116)\tData 0.033 (0.037)\tLoss 0.7725 (0.6904)\tPrec@1 35.938 (45.130)\n",
      "[150/391]\tTime 0.116 (0.116)\tData 0.026 (0.038)\tLoss 0.6884 (0.6920)\tPrec@1 42.188 (44.935)\n",
      "[160/391]\tTime 0.105 (0.116)\tData 0.033 (0.037)\tLoss 0.7031 (0.6916)\tPrec@1 42.188 (44.987)\n",
      "[170/391]\tTime 0.138 (0.117)\tData 0.041 (0.037)\tLoss 0.6573 (0.6917)\tPrec@1 44.531 (45.038)\n",
      "[180/391]\tTime 0.128 (0.118)\tData 0.036 (0.037)\tLoss 0.7607 (0.6923)\tPrec@1 37.500 (45.045)\n",
      "[190/391]\tTime 0.107 (0.118)\tData 0.027 (0.037)\tLoss 0.6776 (0.6929)\tPrec@1 53.125 (44.924)\n",
      "[200/391]\tTime 0.124 (0.119)\tData 0.033 (0.037)\tLoss 0.6843 (0.6928)\tPrec@1 46.875 (44.959)\n",
      "[210/391]\tTime 0.153 (0.119)\tData 0.064 (0.038)\tLoss 0.6631 (0.6922)\tPrec@1 50.781 (45.035)\n",
      "[220/391]\tTime 0.133 (0.119)\tData 0.053 (0.037)\tLoss 0.7146 (0.6929)\tPrec@1 44.531 (45.001)\n",
      "[230/391]\tTime 0.101 (0.119)\tData 0.036 (0.037)\tLoss 0.7259 (0.6940)\tPrec@1 39.062 (44.947)\n",
      "[240/391]\tTime 0.119 (0.119)\tData 0.035 (0.037)\tLoss 0.7137 (0.6939)\tPrec@1 46.094 (44.943)\n",
      "[250/391]\tTime 0.103 (0.119)\tData 0.039 (0.038)\tLoss 0.7910 (0.6942)\tPrec@1 37.500 (44.917)\n",
      "[260/391]\tTime 0.125 (0.119)\tData 0.029 (0.038)\tLoss 0.6903 (0.6946)\tPrec@1 45.312 (44.902)\n",
      "[270/391]\tTime 0.115 (0.119)\tData 0.048 (0.038)\tLoss 0.6482 (0.6949)\tPrec@1 46.875 (44.903)\n",
      "[280/391]\tTime 0.092 (0.119)\tData 0.043 (0.038)\tLoss 0.7215 (0.6958)\tPrec@1 41.406 (44.798)\n",
      "[290/391]\tTime 0.122 (0.119)\tData 0.035 (0.038)\tLoss 0.7125 (0.6957)\tPrec@1 47.656 (44.827)\n",
      "[300/391]\tTime 0.105 (0.119)\tData 0.024 (0.038)\tLoss 0.6905 (0.6966)\tPrec@1 47.656 (44.827)\n",
      "[310/391]\tTime 0.158 (0.119)\tData 0.067 (0.038)\tLoss 0.7199 (0.6968)\tPrec@1 46.094 (44.865)\n",
      "[320/391]\tTime 0.140 (0.119)\tData 0.046 (0.038)\tLoss 0.7136 (0.6968)\tPrec@1 44.531 (44.891)\n",
      "[330/391]\tTime 0.140 (0.120)\tData 0.048 (0.038)\tLoss 0.7229 (0.6968)\tPrec@1 34.375 (44.857)\n",
      "[340/391]\tTime 0.094 (0.119)\tData 0.027 (0.038)\tLoss 0.6673 (0.6968)\tPrec@1 43.750 (44.863)\n",
      "[350/391]\tTime 0.105 (0.120)\tData 0.040 (0.038)\tLoss 0.7475 (0.6974)\tPrec@1 38.281 (44.825)\n",
      "[360/391]\tTime 0.092 (0.120)\tData 0.032 (0.038)\tLoss 0.7586 (0.6973)\tPrec@1 37.500 (44.787)\n",
      "[370/391]\tTime 0.100 (0.119)\tData 0.042 (0.038)\tLoss 0.7119 (0.6978)\tPrec@1 47.656 (44.834)\n",
      "[380/391]\tTime 0.127 (0.119)\tData 0.033 (0.038)\tLoss 0.7045 (0.6977)\tPrec@1 38.281 (44.814)\n",
      "[390/391]\tTime 0.102 (0.119)\tData 0.027 (0.038)\tLoss 0.7102 (0.6982)\tPrec@1 47.500 (44.804)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.047 (0.047)\tLoss 2.7343 (2.7343)\tPrec@1 36.719 (36.719)\n",
      "Test: [10/79]\tTime 0.039 (0.042)\tLoss 2.7062 (2.5788)\tPrec@1 26.562 (35.227)\n",
      "Test: [20/79]\tTime 0.049 (0.041)\tLoss 2.9796 (2.6383)\tPrec@1 32.812 (34.784)\n",
      "Test: [30/79]\tTime 0.073 (0.042)\tLoss 2.6569 (2.6511)\tPrec@1 35.938 (35.106)\n",
      "Test: [40/79]\tTime 0.028 (0.040)\tLoss 2.3701 (2.6796)\tPrec@1 39.844 (34.813)\n",
      "Test: [50/79]\tTime 0.033 (0.039)\tLoss 2.9314 (2.6978)\tPrec@1 34.375 (34.559)\n",
      "Test: [60/79]\tTime 0.030 (0.039)\tLoss 2.9736 (2.6994)\tPrec@1 32.812 (34.426)\n",
      "Test: [70/79]\tTime 0.029 (0.037)\tLoss 2.5656 (2.7041)\tPrec@1 35.156 (34.320)\n",
      " * Prec@1 34.220\n",
      "\n",
      "===> epoch: 90/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.091 (0.091)\tData 0.036 (0.036)\tLoss 0.7157 (0.7157)\tPrec@1 46.094 (46.094)\n",
      "[10/391]\tTime 0.122 (0.125)\tData 0.032 (0.039)\tLoss 0.6953 (0.6907)\tPrec@1 37.500 (45.028)\n",
      "[20/391]\tTime 0.127 (0.124)\tData 0.037 (0.037)\tLoss 0.6344 (0.6949)\tPrec@1 47.656 (44.978)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[30/391]\tTime 0.144 (0.124)\tData 0.046 (0.037)\tLoss 0.6964 (0.7100)\tPrec@1 45.312 (43.800)\n",
      "[40/391]\tTime 0.148 (0.125)\tData 0.054 (0.038)\tLoss 0.7446 (0.7136)\tPrec@1 41.406 (43.731)\n",
      "[50/391]\tTime 0.089 (0.122)\tData 0.034 (0.038)\tLoss 0.6902 (0.7106)\tPrec@1 45.312 (43.658)\n",
      "[60/391]\tTime 0.129 (0.123)\tData 0.033 (0.038)\tLoss 0.6263 (0.7076)\tPrec@1 46.094 (44.096)\n",
      "[70/391]\tTime 0.119 (0.121)\tData 0.049 (0.037)\tLoss 0.7003 (0.7034)\tPrec@1 47.656 (44.443)\n",
      "[80/391]\tTime 0.127 (0.120)\tData 0.045 (0.037)\tLoss 0.7383 (0.7029)\tPrec@1 42.969 (44.454)\n",
      "[90/391]\tTime 0.124 (0.120)\tData 0.037 (0.037)\tLoss 0.7061 (0.7026)\tPrec@1 40.625 (44.505)\n",
      "[100/391]\tTime 0.128 (0.121)\tData 0.040 (0.038)\tLoss 0.7358 (0.7017)\tPrec@1 44.531 (44.694)\n",
      "[110/391]\tTime 0.105 (0.121)\tData 0.032 (0.038)\tLoss 0.7091 (0.7026)\tPrec@1 42.969 (44.651)\n",
      "[120/391]\tTime 0.141 (0.121)\tData 0.069 (0.038)\tLoss 0.7515 (0.7029)\tPrec@1 39.844 (44.564)\n",
      "[130/391]\tTime 0.119 (0.121)\tData 0.029 (0.038)\tLoss 0.6230 (0.7032)\tPrec@1 49.219 (44.454)\n",
      "[140/391]\tTime 0.115 (0.122)\tData 0.027 (0.038)\tLoss 0.7042 (0.7029)\tPrec@1 46.875 (44.564)\n",
      "[150/391]\tTime 0.109 (0.121)\tData 0.034 (0.038)\tLoss 0.6844 (0.7016)\tPrec@1 50.000 (44.702)\n",
      "[160/391]\tTime 0.097 (0.121)\tData 0.036 (0.038)\tLoss 0.6567 (0.7016)\tPrec@1 46.094 (44.725)\n",
      "[170/391]\tTime 0.091 (0.121)\tData 0.033 (0.038)\tLoss 0.7890 (0.7017)\tPrec@1 35.156 (44.837)\n",
      "[180/391]\tTime 0.123 (0.121)\tData 0.027 (0.038)\tLoss 0.7483 (0.7032)\tPrec@1 39.062 (44.747)\n",
      "[190/391]\tTime 0.103 (0.121)\tData 0.038 (0.038)\tLoss 0.7041 (0.7030)\tPrec@1 42.188 (44.719)\n",
      "[200/391]\tTime 0.090 (0.121)\tData 0.035 (0.038)\tLoss 0.7254 (0.7030)\tPrec@1 48.438 (44.683)\n",
      "[210/391]\tTime 0.081 (0.120)\tData 0.037 (0.038)\tLoss 0.7351 (0.7032)\tPrec@1 46.094 (44.642)\n",
      "[220/391]\tTime 0.086 (0.120)\tData 0.035 (0.038)\tLoss 0.6514 (0.7025)\tPrec@1 50.781 (44.694)\n",
      "[230/391]\tTime 0.126 (0.120)\tData 0.034 (0.038)\tLoss 0.6385 (0.7011)\tPrec@1 50.000 (44.785)\n",
      "[240/391]\tTime 0.132 (0.120)\tData 0.038 (0.038)\tLoss 0.7027 (0.7006)\tPrec@1 40.625 (44.784)\n",
      "[250/391]\tTime 0.109 (0.119)\tData 0.042 (0.038)\tLoss 0.7453 (0.7014)\tPrec@1 36.719 (44.687)\n",
      "[260/391]\tTime 0.126 (0.119)\tData 0.034 (0.038)\tLoss 0.7204 (0.6997)\tPrec@1 45.312 (44.822)\n",
      "[270/391]\tTime 0.105 (0.119)\tData 0.032 (0.038)\tLoss 0.6590 (0.6994)\tPrec@1 48.438 (44.785)\n",
      "[280/391]\tTime 0.068 (0.118)\tData 0.030 (0.038)\tLoss 0.6043 (0.6990)\tPrec@1 50.000 (44.776)\n",
      "[290/391]\tTime 0.144 (0.118)\tData 0.028 (0.038)\tLoss 0.6900 (0.6989)\tPrec@1 48.438 (44.784)\n",
      "[300/391]\tTime 0.128 (0.118)\tData 0.039 (0.038)\tLoss 0.7385 (0.6995)\tPrec@1 44.531 (44.723)\n",
      "[310/391]\tTime 0.128 (0.119)\tData 0.034 (0.038)\tLoss 0.6274 (0.7002)\tPrec@1 43.750 (44.707)\n",
      "[320/391]\tTime 0.130 (0.119)\tData 0.035 (0.038)\tLoss 0.6791 (0.7003)\tPrec@1 46.094 (44.687)\n",
      "[330/391]\tTime 0.110 (0.119)\tData 0.044 (0.038)\tLoss 0.7566 (0.7005)\tPrec@1 35.938 (44.649)\n",
      "[340/391]\tTime 0.128 (0.119)\tData 0.036 (0.038)\tLoss 0.6891 (0.7000)\tPrec@1 42.969 (44.680)\n",
      "[350/391]\tTime 0.087 (0.119)\tData 0.033 (0.038)\tLoss 0.6781 (0.7003)\tPrec@1 50.000 (44.700)\n",
      "[360/391]\tTime 0.117 (0.119)\tData 0.033 (0.038)\tLoss 0.6865 (0.7003)\tPrec@1 43.750 (44.672)\n",
      "[370/391]\tTime 0.123 (0.119)\tData 0.037 (0.038)\tLoss 0.7229 (0.7008)\tPrec@1 44.531 (44.674)\n",
      "[380/391]\tTime 0.123 (0.118)\tData 0.035 (0.038)\tLoss 0.7044 (0.7005)\tPrec@1 42.969 (44.708)\n",
      "[390/391]\tTime 0.095 (0.118)\tData 0.024 (0.038)\tLoss 0.7809 (0.7005)\tPrec@1 38.750 (44.700)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.055 (0.055)\tLoss 2.2386 (2.2386)\tPrec@1 39.844 (39.844)\n",
      "Test: [10/79]\tTime 0.031 (0.039)\tLoss 2.2079 (2.2251)\tPrec@1 38.281 (40.625)\n",
      "Test: [20/79]\tTime 0.026 (0.034)\tLoss 2.4400 (2.2313)\tPrec@1 39.844 (40.476)\n",
      "Test: [30/79]\tTime 0.026 (0.036)\tLoss 2.1360 (2.2497)\tPrec@1 39.844 (39.970)\n",
      "Test: [40/79]\tTime 0.026 (0.034)\tLoss 2.1988 (2.2627)\tPrec@1 42.188 (39.882)\n",
      "Test: [50/79]\tTime 0.029 (0.034)\tLoss 2.3982 (2.2637)\tPrec@1 37.500 (39.828)\n",
      "Test: [60/79]\tTime 0.034 (0.036)\tLoss 2.7500 (2.2693)\tPrec@1 34.375 (39.972)\n",
      "Test: [70/79]\tTime 0.028 (0.036)\tLoss 2.1123 (2.2638)\tPrec@1 44.531 (39.932)\n",
      " * Prec@1 39.810\n",
      "\n",
      "===> epoch: 91/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.131 (0.131)\tData 0.041 (0.041)\tLoss 0.6898 (0.6898)\tPrec@1 47.656 (47.656)\n",
      "[10/391]\tTime 0.131 (0.116)\tData 0.035 (0.043)\tLoss 0.6895 (0.6866)\tPrec@1 46.094 (46.023)\n",
      "[20/391]\tTime 0.105 (0.112)\tData 0.028 (0.038)\tLoss 0.7357 (0.6864)\tPrec@1 41.406 (45.722)\n",
      "[30/391]\tTime 0.110 (0.112)\tData 0.040 (0.037)\tLoss 0.6880 (0.6836)\tPrec@1 50.781 (45.791)\n",
      "[40/391]\tTime 0.121 (0.113)\tData 0.033 (0.038)\tLoss 0.6689 (0.6842)\tPrec@1 45.312 (45.522)\n",
      "[50/391]\tTime 0.130 (0.116)\tData 0.041 (0.039)\tLoss 0.6989 (0.6862)\tPrec@1 45.312 (45.650)\n",
      "[60/391]\tTime 0.116 (0.116)\tData 0.027 (0.037)\tLoss 0.6696 (0.6909)\tPrec@1 45.312 (45.402)\n",
      "[70/391]\tTime 0.097 (0.114)\tData 0.033 (0.037)\tLoss 0.7166 (0.6934)\tPrec@1 49.219 (45.301)\n",
      "[80/391]\tTime 0.072 (0.114)\tData 0.031 (0.037)\tLoss 0.6376 (0.6935)\tPrec@1 51.562 (45.332)\n",
      "[90/391]\tTime 0.125 (0.113)\tData 0.033 (0.037)\tLoss 0.6838 (0.6912)\tPrec@1 44.531 (45.630)\n",
      "[100/391]\tTime 0.120 (0.115)\tData 0.027 (0.037)\tLoss 0.7727 (0.6928)\tPrec@1 41.406 (45.521)\n",
      "[110/391]\tTime 0.127 (0.115)\tData 0.033 (0.037)\tLoss 0.7362 (0.6945)\tPrec@1 42.188 (45.263)\n",
      "[120/391]\tTime 0.101 (0.116)\tData 0.034 (0.037)\tLoss 0.6213 (0.6940)\tPrec@1 53.906 (45.332)\n",
      "[130/391]\tTime 0.083 (0.116)\tData 0.027 (0.037)\tLoss 0.6992 (0.6923)\tPrec@1 40.625 (45.456)\n",
      "[140/391]\tTime 0.180 (0.117)\tData 0.043 (0.037)\tLoss 0.6610 (0.6937)\tPrec@1 52.344 (45.290)\n",
      "[150/391]\tTime 0.122 (0.117)\tData 0.032 (0.037)\tLoss 0.6935 (0.6917)\tPrec@1 48.438 (45.478)\n",
      "[160/391]\tTime 0.085 (0.117)\tData 0.033 (0.037)\tLoss 0.6871 (0.6906)\tPrec@1 47.656 (45.502)\n",
      "[170/391]\tTime 0.120 (0.117)\tData 0.028 (0.037)\tLoss 0.7217 (0.6908)\tPrec@1 42.969 (45.427)\n",
      "[180/391]\tTime 0.121 (0.117)\tData 0.038 (0.037)\tLoss 0.7061 (0.6918)\tPrec@1 43.750 (45.338)\n",
      "[190/391]\tTime 0.127 (0.118)\tData 0.032 (0.037)\tLoss 0.7315 (0.6913)\tPrec@1 43.750 (45.325)\n",
      "[200/391]\tTime 0.107 (0.118)\tData 0.038 (0.037)\tLoss 0.7437 (0.6921)\tPrec@1 38.281 (45.309)\n",
      "[210/391]\tTime 0.116 (0.118)\tData 0.022 (0.037)\tLoss 0.7300 (0.6929)\tPrec@1 41.406 (45.213)\n",
      "[220/391]\tTime 0.098 (0.118)\tData 0.033 (0.037)\tLoss 0.6526 (0.6935)\tPrec@1 46.875 (45.175)\n",
      "[230/391]\tTime 0.111 (0.118)\tData 0.032 (0.037)\tLoss 0.7287 (0.6940)\tPrec@1 43.750 (45.086)\n",
      "[240/391]\tTime 0.123 (0.118)\tData 0.028 (0.037)\tLoss 0.7495 (0.6950)\tPrec@1 39.062 (45.053)\n",
      "[250/391]\tTime 0.103 (0.118)\tData 0.038 (0.037)\tLoss 0.7286 (0.6961)\tPrec@1 36.719 (44.970)\n",
      "[260/391]\tTime 0.121 (0.119)\tData 0.044 (0.037)\tLoss 0.7203 (0.6966)\tPrec@1 41.406 (44.944)\n",
      "[270/391]\tTime 0.123 (0.118)\tData 0.033 (0.038)\tLoss 0.7287 (0.6973)\tPrec@1 41.406 (44.926)\n",
      "[280/391]\tTime 0.100 (0.118)\tData 0.027 (0.038)\tLoss 0.7664 (0.6975)\tPrec@1 39.062 (44.901)\n",
      "[290/391]\tTime 0.128 (0.118)\tData 0.037 (0.038)\tLoss 0.6686 (0.6977)\tPrec@1 44.531 (44.861)\n",
      "[300/391]\tTime 0.094 (0.118)\tData 0.041 (0.038)\tLoss 0.6820 (0.6982)\tPrec@1 47.656 (44.799)\n",
      "[310/391]\tTime 0.131 (0.118)\tData 0.034 (0.038)\tLoss 0.7823 (0.6983)\tPrec@1 39.062 (44.762)\n",
      "[320/391]\tTime 0.121 (0.118)\tData 0.043 (0.038)\tLoss 0.7348 (0.6988)\tPrec@1 40.625 (44.697)\n",
      "[330/391]\tTime 0.093 (0.117)\tData 0.034 (0.038)\tLoss 0.7102 (0.6989)\tPrec@1 46.875 (44.675)\n",
      "[340/391]\tTime 0.113 (0.117)\tData 0.032 (0.038)\tLoss 0.6528 (0.6988)\tPrec@1 47.656 (44.673)\n",
      "[350/391]\tTime 0.124 (0.118)\tData 0.029 (0.038)\tLoss 0.6983 (0.6983)\tPrec@1 46.875 (44.732)\n",
      "[360/391]\tTime 0.117 (0.118)\tData 0.023 (0.038)\tLoss 0.7218 (0.6989)\tPrec@1 41.406 (44.661)\n",
      "[370/391]\tTime 0.128 (0.118)\tData 0.032 (0.038)\tLoss 0.7048 (0.6993)\tPrec@1 41.406 (44.620)\n",
      "[380/391]\tTime 0.121 (0.118)\tData 0.036 (0.038)\tLoss 0.7907 (0.7001)\tPrec@1 32.812 (44.542)\n",
      "[390/391]\tTime 0.120 (0.118)\tData 0.036 (0.038)\tLoss 0.6999 (0.7004)\tPrec@1 48.750 (44.546)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.039 (0.039)\tLoss 2.2446 (2.2446)\tPrec@1 43.750 (43.750)\n",
      "Test: [10/79]\tTime 0.025 (0.031)\tLoss 2.1623 (2.2970)\tPrec@1 42.188 (40.909)\n",
      "Test: [20/79]\tTime 0.026 (0.029)\tLoss 2.3473 (2.2833)\tPrec@1 40.625 (40.327)\n",
      "Test: [30/79]\tTime 0.032 (0.031)\tLoss 2.2670 (2.2836)\tPrec@1 36.719 (39.793)\n",
      "Test: [40/79]\tTime 0.034 (0.033)\tLoss 2.1978 (2.2966)\tPrec@1 39.062 (39.482)\n",
      "Test: [50/79]\tTime 0.033 (0.034)\tLoss 2.4566 (2.2924)\tPrec@1 36.719 (39.645)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test: [60/79]\tTime 0.037 (0.034)\tLoss 2.4915 (2.2978)\tPrec@1 33.594 (39.549)\n",
      "Test: [70/79]\tTime 0.036 (0.034)\tLoss 2.2631 (2.3031)\tPrec@1 39.844 (39.261)\n",
      " * Prec@1 39.110\n",
      "\n",
      "===> epoch: 92/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.121 (0.121)\tData 0.041 (0.041)\tLoss 0.6710 (0.6710)\tPrec@1 46.875 (46.875)\n",
      "[10/391]\tTime 0.123 (0.121)\tData 0.051 (0.038)\tLoss 0.7468 (0.7104)\tPrec@1 33.594 (43.182)\n",
      "[20/391]\tTime 0.115 (0.115)\tData 0.053 (0.037)\tLoss 0.6588 (0.6860)\tPrec@1 46.094 (45.610)\n",
      "[30/391]\tTime 0.149 (0.115)\tData 0.060 (0.036)\tLoss 0.6485 (0.6827)\tPrec@1 50.781 (46.295)\n",
      "[40/391]\tTime 0.127 (0.116)\tData 0.034 (0.037)\tLoss 0.6918 (0.6877)\tPrec@1 43.750 (46.284)\n",
      "[50/391]\tTime 0.140 (0.115)\tData 0.050 (0.037)\tLoss 0.6518 (0.6878)\tPrec@1 50.781 (46.339)\n",
      "[60/391]\tTime 0.144 (0.115)\tData 0.041 (0.036)\tLoss 0.7045 (0.6918)\tPrec@1 43.750 (45.825)\n",
      "[70/391]\tTime 0.133 (0.117)\tData 0.046 (0.038)\tLoss 0.6503 (0.6917)\tPrec@1 50.000 (45.676)\n",
      "[80/391]\tTime 0.105 (0.118)\tData 0.036 (0.038)\tLoss 0.6708 (0.6947)\tPrec@1 43.750 (45.534)\n",
      "[90/391]\tTime 0.066 (0.116)\tData 0.031 (0.038)\tLoss 0.6759 (0.6950)\tPrec@1 47.656 (45.476)\n",
      "[100/391]\tTime 0.104 (0.116)\tData 0.038 (0.037)\tLoss 0.6918 (0.6943)\tPrec@1 47.656 (45.475)\n",
      "[110/391]\tTime 0.142 (0.116)\tData 0.050 (0.038)\tLoss 0.7050 (0.6950)\tPrec@1 45.312 (45.327)\n",
      "[120/391]\tTime 0.123 (0.117)\tData 0.037 (0.038)\tLoss 0.7503 (0.6954)\tPrec@1 41.406 (45.293)\n",
      "[130/391]\tTime 0.112 (0.117)\tData 0.020 (0.038)\tLoss 0.7502 (0.6953)\tPrec@1 43.750 (45.402)\n",
      "[140/391]\tTime 0.182 (0.119)\tData 0.087 (0.038)\tLoss 0.6973 (0.6977)\tPrec@1 44.531 (45.135)\n",
      "[150/391]\tTime 0.145 (0.119)\tData 0.049 (0.038)\tLoss 0.7115 (0.6986)\tPrec@1 44.531 (44.992)\n",
      "[160/391]\tTime 0.088 (0.119)\tData 0.026 (0.038)\tLoss 0.6609 (0.6974)\tPrec@1 48.438 (45.075)\n",
      "[170/391]\tTime 0.124 (0.119)\tData 0.040 (0.038)\tLoss 0.6586 (0.6973)\tPrec@1 43.750 (45.043)\n",
      "[180/391]\tTime 0.093 (0.119)\tData 0.042 (0.038)\tLoss 0.6681 (0.6978)\tPrec@1 46.875 (45.049)\n",
      "[190/391]\tTime 0.087 (0.119)\tData 0.036 (0.038)\tLoss 0.7100 (0.6972)\tPrec@1 41.406 (45.116)\n",
      "[200/391]\tTime 0.133 (0.120)\tData 0.050 (0.038)\tLoss 0.6432 (0.6970)\tPrec@1 49.219 (45.138)\n",
      "[210/391]\tTime 0.125 (0.120)\tData 0.034 (0.039)\tLoss 0.6628 (0.6972)\tPrec@1 50.000 (45.098)\n",
      "[220/391]\tTime 0.131 (0.119)\tData 0.039 (0.038)\tLoss 0.7460 (0.6983)\tPrec@1 41.406 (44.963)\n",
      "[230/391]\tTime 0.099 (0.119)\tData 0.031 (0.038)\tLoss 0.7158 (0.6990)\tPrec@1 45.312 (44.876)\n",
      "[240/391]\tTime 0.102 (0.118)\tData 0.028 (0.038)\tLoss 0.6206 (0.6989)\tPrec@1 54.688 (44.881)\n",
      "[250/391]\tTime 0.108 (0.118)\tData 0.035 (0.038)\tLoss 0.6538 (0.6981)\tPrec@1 50.000 (44.967)\n",
      "[260/391]\tTime 0.112 (0.118)\tData 0.037 (0.038)\tLoss 0.6991 (0.6977)\tPrec@1 46.094 (45.061)\n",
      "[270/391]\tTime 0.109 (0.118)\tData 0.034 (0.038)\tLoss 0.7372 (0.6980)\tPrec@1 36.719 (45.016)\n",
      "[280/391]\tTime 0.120 (0.118)\tData 0.036 (0.038)\tLoss 0.6812 (0.6970)\tPrec@1 48.438 (45.126)\n",
      "[290/391]\tTime 0.140 (0.119)\tData 0.046 (0.038)\tLoss 0.6984 (0.6975)\tPrec@1 40.625 (45.060)\n",
      "[300/391]\tTime 0.122 (0.119)\tData 0.035 (0.039)\tLoss 0.6704 (0.6973)\tPrec@1 48.438 (45.053)\n",
      "[310/391]\tTime 0.118 (0.120)\tData 0.028 (0.039)\tLoss 0.7023 (0.6968)\tPrec@1 41.406 (45.086)\n",
      "[320/391]\tTime 0.118 (0.119)\tData 0.032 (0.039)\tLoss 0.6676 (0.6969)\tPrec@1 53.125 (45.130)\n",
      "[330/391]\tTime 0.125 (0.119)\tData 0.033 (0.039)\tLoss 0.7338 (0.6964)\tPrec@1 42.188 (45.145)\n",
      "[340/391]\tTime 0.126 (0.119)\tData 0.034 (0.038)\tLoss 0.7097 (0.6965)\tPrec@1 43.750 (45.115)\n",
      "[350/391]\tTime 0.128 (0.119)\tData 0.056 (0.038)\tLoss 0.7115 (0.6962)\tPrec@1 43.750 (45.166)\n",
      "[360/391]\tTime 0.155 (0.119)\tData 0.059 (0.038)\tLoss 0.7455 (0.6961)\tPrec@1 39.844 (45.144)\n",
      "[370/391]\tTime 0.101 (0.119)\tData 0.034 (0.038)\tLoss 0.6906 (0.6968)\tPrec@1 49.219 (45.146)\n",
      "[380/391]\tTime 0.126 (0.119)\tData 0.036 (0.039)\tLoss 0.7278 (0.6969)\tPrec@1 44.531 (45.142)\n",
      "[390/391]\tTime 0.079 (0.119)\tData 0.022 (0.038)\tLoss 0.7584 (0.6974)\tPrec@1 36.250 (45.106)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.038 (0.038)\tLoss 2.7748 (2.7748)\tPrec@1 35.938 (35.938)\n",
      "Test: [10/79]\tTime 0.027 (0.026)\tLoss 2.7099 (2.6704)\tPrec@1 32.031 (33.807)\n",
      "Test: [20/79]\tTime 0.037 (0.033)\tLoss 3.1013 (2.6958)\tPrec@1 29.688 (32.738)\n",
      "Test: [30/79]\tTime 0.036 (0.035)\tLoss 2.6904 (2.6896)\tPrec@1 33.594 (32.712)\n",
      "Test: [40/79]\tTime 0.049 (0.036)\tLoss 2.7557 (2.7151)\tPrec@1 28.906 (32.393)\n",
      "Test: [50/79]\tTime 0.036 (0.036)\tLoss 2.8725 (2.7159)\tPrec@1 28.906 (32.399)\n",
      "Test: [60/79]\tTime 0.040 (0.036)\tLoss 2.9476 (2.7254)\tPrec@1 25.781 (32.467)\n",
      "Test: [70/79]\tTime 0.034 (0.036)\tLoss 2.6296 (2.7239)\tPrec@1 35.938 (32.372)\n",
      " * Prec@1 32.370\n",
      "\n",
      "===> epoch: 93/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.131 (0.131)\tData 0.040 (0.040)\tLoss 0.7515 (0.7515)\tPrec@1 42.188 (42.188)\n",
      "[10/391]\tTime 0.125 (0.126)\tData 0.033 (0.040)\tLoss 0.6988 (0.6934)\tPrec@1 46.875 (44.318)\n",
      "[20/391]\tTime 0.132 (0.119)\tData 0.042 (0.037)\tLoss 0.6540 (0.6949)\tPrec@1 52.344 (45.350)\n",
      "[30/391]\tTime 0.113 (0.124)\tData 0.035 (0.041)\tLoss 0.7063 (0.6939)\tPrec@1 42.969 (45.514)\n",
      "[40/391]\tTime 0.107 (0.119)\tData 0.033 (0.040)\tLoss 0.7128 (0.6952)\tPrec@1 43.750 (45.503)\n",
      "[50/391]\tTime 0.076 (0.119)\tData 0.029 (0.040)\tLoss 0.7084 (0.6942)\tPrec@1 46.094 (45.420)\n",
      "[60/391]\tTime 0.136 (0.118)\tData 0.040 (0.039)\tLoss 0.6427 (0.6922)\tPrec@1 50.000 (45.441)\n",
      "[70/391]\tTime 0.093 (0.118)\tData 0.032 (0.039)\tLoss 0.7022 (0.6917)\tPrec@1 43.750 (45.577)\n",
      "[80/391]\tTime 0.105 (0.118)\tData 0.036 (0.038)\tLoss 0.6944 (0.6933)\tPrec@1 46.875 (45.486)\n",
      "[90/391]\tTime 0.078 (0.118)\tData 0.028 (0.039)\tLoss 0.7205 (0.6928)\tPrec@1 46.094 (45.278)\n",
      "[100/391]\tTime 0.107 (0.117)\tData 0.034 (0.038)\tLoss 0.6017 (0.6913)\tPrec@1 50.000 (45.220)\n",
      "[110/391]\tTime 0.095 (0.118)\tData 0.043 (0.039)\tLoss 0.6770 (0.6927)\tPrec@1 42.969 (45.024)\n",
      "[120/391]\tTime 0.112 (0.117)\tData 0.033 (0.038)\tLoss 0.7307 (0.6936)\tPrec@1 39.062 (44.938)\n",
      "[130/391]\tTime 0.125 (0.117)\tData 0.034 (0.038)\tLoss 0.6795 (0.6920)\tPrec@1 46.094 (45.062)\n",
      "[140/391]\tTime 0.129 (0.117)\tData 0.033 (0.038)\tLoss 0.6683 (0.6910)\tPrec@1 47.656 (45.163)\n",
      "[150/391]\tTime 0.134 (0.118)\tData 0.040 (0.039)\tLoss 0.6900 (0.6928)\tPrec@1 43.750 (45.064)\n",
      "[160/391]\tTime 0.141 (0.118)\tData 0.039 (0.039)\tLoss 0.6986 (0.6938)\tPrec@1 36.719 (44.924)\n",
      "[170/391]\tTime 0.138 (0.118)\tData 0.027 (0.038)\tLoss 0.7470 (0.6947)\tPrec@1 42.969 (44.837)\n",
      "[180/391]\tTime 0.127 (0.118)\tData 0.033 (0.038)\tLoss 0.6324 (0.6952)\tPrec@1 48.438 (44.825)\n",
      "[190/391]\tTime 0.136 (0.119)\tData 0.039 (0.038)\tLoss 0.6854 (0.6955)\tPrec@1 46.094 (44.903)\n",
      "[200/391]\tTime 0.118 (0.119)\tData 0.027 (0.038)\tLoss 0.6999 (0.6964)\tPrec@1 43.750 (44.741)\n",
      "[210/391]\tTime 0.096 (0.119)\tData 0.034 (0.038)\tLoss 0.7570 (0.6971)\tPrec@1 40.625 (44.716)\n",
      "[220/391]\tTime 0.099 (0.119)\tData 0.034 (0.038)\tLoss 0.6627 (0.6978)\tPrec@1 51.562 (44.620)\n",
      "[230/391]\tTime 0.078 (0.119)\tData 0.028 (0.038)\tLoss 0.7521 (0.6984)\tPrec@1 42.188 (44.562)\n",
      "[240/391]\tTime 0.098 (0.118)\tData 0.027 (0.038)\tLoss 0.6783 (0.6990)\tPrec@1 42.188 (44.470)\n",
      "[250/391]\tTime 0.134 (0.118)\tData 0.036 (0.038)\tLoss 0.6873 (0.6994)\tPrec@1 49.219 (44.360)\n",
      "[260/391]\tTime 0.115 (0.118)\tData 0.031 (0.038)\tLoss 0.6594 (0.6990)\tPrec@1 50.781 (44.403)\n",
      "[270/391]\tTime 0.127 (0.117)\tData 0.037 (0.038)\tLoss 0.7173 (0.6992)\tPrec@1 43.750 (44.445)\n",
      "[280/391]\tTime 0.108 (0.117)\tData 0.031 (0.038)\tLoss 0.6513 (0.6994)\tPrec@1 40.625 (44.448)\n",
      "[290/391]\tTime 0.079 (0.117)\tData 0.031 (0.038)\tLoss 0.7144 (0.6990)\tPrec@1 40.625 (44.486)\n",
      "[300/391]\tTime 0.091 (0.117)\tData 0.034 (0.038)\tLoss 0.7073 (0.6990)\tPrec@1 42.188 (44.500)\n",
      "[310/391]\tTime 0.098 (0.116)\tData 0.030 (0.038)\tLoss 0.6782 (0.6987)\tPrec@1 47.656 (44.476)\n",
      "[320/391]\tTime 0.097 (0.116)\tData 0.034 (0.038)\tLoss 0.6789 (0.6990)\tPrec@1 45.312 (44.487)\n",
      "[330/391]\tTime 0.087 (0.116)\tData 0.033 (0.037)\tLoss 0.6826 (0.6989)\tPrec@1 44.531 (44.501)\n",
      "[340/391]\tTime 0.154 (0.116)\tData 0.063 (0.037)\tLoss 0.8260 (0.6997)\tPrec@1 35.156 (44.419)\n",
      "[350/391]\tTime 0.101 (0.115)\tData 0.031 (0.037)\tLoss 0.7733 (0.7000)\tPrec@1 39.844 (44.438)\n",
      "[360/391]\tTime 0.112 (0.115)\tData 0.031 (0.037)\tLoss 0.6993 (0.7004)\tPrec@1 46.094 (44.458)\n",
      "[370/391]\tTime 0.100 (0.115)\tData 0.034 (0.037)\tLoss 0.6880 (0.7006)\tPrec@1 46.875 (44.447)\n",
      "[380/391]\tTime 0.124 (0.115)\tData 0.033 (0.037)\tLoss 0.6509 (0.7008)\tPrec@1 49.219 (44.443)\n",
      "[390/391]\tTime 0.120 (0.115)\tData 0.046 (0.037)\tLoss 0.6085 (0.7003)\tPrec@1 57.500 (44.522)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.032 (0.032)\tLoss 2.3647 (2.3647)\tPrec@1 40.625 (40.625)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test: [10/79]\tTime 0.033 (0.033)\tLoss 2.5482 (2.4141)\tPrec@1 34.375 (37.784)\n",
      "Test: [20/79]\tTime 0.032 (0.034)\tLoss 2.5197 (2.4112)\tPrec@1 37.500 (37.240)\n",
      "Test: [30/79]\tTime 0.037 (0.035)\tLoss 2.1341 (2.3791)\tPrec@1 42.969 (38.256)\n",
      "Test: [40/79]\tTime 0.027 (0.033)\tLoss 2.2464 (2.3607)\tPrec@1 37.500 (38.681)\n",
      "Test: [50/79]\tTime 0.041 (0.033)\tLoss 2.6234 (2.3603)\tPrec@1 31.250 (38.373)\n",
      "Test: [60/79]\tTime 0.037 (0.034)\tLoss 2.6739 (2.3662)\tPrec@1 35.938 (38.435)\n",
      "Test: [70/79]\tTime 0.041 (0.034)\tLoss 2.3808 (2.3583)\tPrec@1 38.281 (38.490)\n",
      " * Prec@1 38.610\n",
      "\n",
      "===> epoch: 94/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.121 (0.121)\tData 0.045 (0.045)\tLoss 0.7059 (0.7059)\tPrec@1 44.531 (44.531)\n",
      "[10/391]\tTime 0.113 (0.129)\tData 0.035 (0.045)\tLoss 0.6501 (0.6892)\tPrec@1 50.781 (45.312)\n",
      "[20/391]\tTime 0.105 (0.121)\tData 0.034 (0.042)\tLoss 0.7160 (0.6964)\tPrec@1 48.438 (44.978)\n",
      "[30/391]\tTime 0.141 (0.114)\tData 0.047 (0.039)\tLoss 0.6885 (0.6934)\tPrec@1 46.094 (45.665)\n",
      "[40/391]\tTime 0.123 (0.114)\tData 0.038 (0.039)\tLoss 0.6335 (0.6884)\tPrec@1 50.781 (46.094)\n",
      "[50/391]\tTime 0.099 (0.116)\tData 0.033 (0.041)\tLoss 0.7389 (0.6864)\tPrec@1 42.969 (46.369)\n",
      "[60/391]\tTime 0.123 (0.114)\tData 0.036 (0.041)\tLoss 0.7172 (0.6897)\tPrec@1 39.844 (46.081)\n",
      "[70/391]\tTime 0.100 (0.113)\tData 0.033 (0.039)\tLoss 0.6200 (0.6913)\tPrec@1 48.438 (45.555)\n",
      "[80/391]\tTime 0.148 (0.115)\tData 0.054 (0.040)\tLoss 0.7069 (0.6929)\tPrec@1 49.219 (45.419)\n",
      "[90/391]\tTime 0.095 (0.116)\tData 0.045 (0.040)\tLoss 0.6761 (0.6932)\tPrec@1 46.875 (45.450)\n",
      "[100/391]\tTime 0.105 (0.116)\tData 0.033 (0.040)\tLoss 0.6830 (0.6922)\tPrec@1 48.438 (45.537)\n",
      "[110/391]\tTime 0.114 (0.115)\tData 0.039 (0.040)\tLoss 0.7195 (0.6940)\tPrec@1 46.875 (45.291)\n",
      "[120/391]\tTime 0.114 (0.115)\tData 0.036 (0.040)\tLoss 0.6641 (0.6921)\tPrec@1 47.656 (45.351)\n",
      "[130/391]\tTime 0.083 (0.115)\tData 0.034 (0.040)\tLoss 0.6963 (0.6916)\tPrec@1 44.531 (45.396)\n",
      "[140/391]\tTime 0.107 (0.115)\tData 0.029 (0.040)\tLoss 0.7268 (0.6933)\tPrec@1 37.500 (45.180)\n",
      "[150/391]\tTime 0.092 (0.115)\tData 0.037 (0.039)\tLoss 0.6796 (0.6935)\tPrec@1 42.969 (45.033)\n",
      "[160/391]\tTime 0.111 (0.115)\tData 0.045 (0.039)\tLoss 0.7078 (0.6943)\tPrec@1 48.438 (45.055)\n",
      "[170/391]\tTime 0.116 (0.114)\tData 0.046 (0.040)\tLoss 0.6461 (0.6940)\tPrec@1 48.438 (45.089)\n",
      "[180/391]\tTime 0.119 (0.114)\tData 0.028 (0.039)\tLoss 0.6102 (0.6935)\tPrec@1 50.000 (45.148)\n",
      "[190/391]\tTime 0.096 (0.113)\tData 0.038 (0.039)\tLoss 0.6237 (0.6932)\tPrec@1 50.781 (45.133)\n",
      "[200/391]\tTime 0.118 (0.113)\tData 0.037 (0.039)\tLoss 0.7035 (0.6931)\tPrec@1 42.188 (45.169)\n",
      "[210/391]\tTime 0.097 (0.114)\tData 0.034 (0.039)\tLoss 0.7605 (0.6932)\tPrec@1 36.719 (45.201)\n",
      "[220/391]\tTime 0.126 (0.114)\tData 0.040 (0.039)\tLoss 0.7132 (0.6937)\tPrec@1 53.125 (45.217)\n",
      "[230/391]\tTime 0.119 (0.113)\tData 0.046 (0.039)\tLoss 0.7264 (0.6943)\tPrec@1 35.938 (45.123)\n",
      "[240/391]\tTime 0.099 (0.113)\tData 0.036 (0.039)\tLoss 0.7859 (0.6945)\tPrec@1 37.500 (45.134)\n",
      "[250/391]\tTime 0.103 (0.113)\tData 0.037 (0.039)\tLoss 0.7752 (0.6955)\tPrec@1 39.062 (45.029)\n",
      "[260/391]\tTime 0.180 (0.113)\tData 0.054 (0.039)\tLoss 0.6701 (0.6954)\tPrec@1 49.219 (45.022)\n",
      "[270/391]\tTime 0.120 (0.113)\tData 0.034 (0.039)\tLoss 0.7411 (0.6959)\tPrec@1 44.531 (45.018)\n",
      "[280/391]\tTime 0.110 (0.114)\tData 0.043 (0.039)\tLoss 0.6231 (0.6950)\tPrec@1 50.000 (45.115)\n",
      "[290/391]\tTime 0.116 (0.114)\tData 0.037 (0.039)\tLoss 0.7240 (0.6955)\tPrec@1 42.188 (45.084)\n",
      "[300/391]\tTime 0.093 (0.114)\tData 0.032 (0.039)\tLoss 0.6715 (0.6956)\tPrec@1 47.656 (45.105)\n",
      "[310/391]\tTime 0.102 (0.113)\tData 0.032 (0.039)\tLoss 0.5910 (0.6962)\tPrec@1 53.906 (45.061)\n",
      "[320/391]\tTime 0.092 (0.113)\tData 0.032 (0.039)\tLoss 0.7256 (0.6963)\tPrec@1 41.406 (45.057)\n",
      "[330/391]\tTime 0.088 (0.112)\tData 0.034 (0.039)\tLoss 0.6794 (0.6961)\tPrec@1 42.969 (45.079)\n",
      "[340/391]\tTime 0.086 (0.112)\tData 0.033 (0.039)\tLoss 0.6889 (0.6963)\tPrec@1 44.531 (45.083)\n",
      "[350/391]\tTime 0.169 (0.112)\tData 0.059 (0.039)\tLoss 0.6562 (0.6966)\tPrec@1 50.781 (45.034)\n",
      "[360/391]\tTime 0.097 (0.112)\tData 0.040 (0.039)\tLoss 0.7527 (0.6970)\tPrec@1 36.719 (44.945)\n",
      "[370/391]\tTime 0.119 (0.112)\tData 0.032 (0.039)\tLoss 0.6484 (0.6972)\tPrec@1 46.094 (44.887)\n",
      "[380/391]\tTime 0.114 (0.112)\tData 0.033 (0.039)\tLoss 0.7299 (0.6971)\tPrec@1 41.406 (44.915)\n",
      "[390/391]\tTime 0.065 (0.112)\tData 0.023 (0.039)\tLoss 0.7699 (0.6971)\tPrec@1 35.000 (44.922)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.059 (0.059)\tLoss 2.3217 (2.3217)\tPrec@1 35.938 (35.938)\n",
      "Test: [10/79]\tTime 0.053 (0.038)\tLoss 2.2920 (2.4576)\tPrec@1 40.625 (34.801)\n",
      "Test: [20/79]\tTime 0.036 (0.040)\tLoss 2.2322 (2.4124)\tPrec@1 39.844 (36.533)\n",
      "Test: [30/79]\tTime 0.050 (0.041)\tLoss 2.5300 (2.4535)\tPrec@1 38.281 (36.290)\n",
      "Test: [40/79]\tTime 0.040 (0.042)\tLoss 2.1703 (2.4544)\tPrec@1 42.969 (36.185)\n",
      "Test: [50/79]\tTime 0.036 (0.043)\tLoss 2.7385 (2.4616)\tPrec@1 28.906 (36.275)\n",
      "Test: [60/79]\tTime 0.028 (0.042)\tLoss 2.8677 (2.4721)\tPrec@1 27.344 (36.040)\n",
      "Test: [70/79]\tTime 0.042 (0.041)\tLoss 2.5615 (2.4770)\tPrec@1 35.156 (35.904)\n",
      " * Prec@1 35.810\n",
      "\n",
      "===> epoch: 95/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.095 (0.095)\tData 0.029 (0.029)\tLoss 0.6854 (0.6854)\tPrec@1 44.531 (44.531)\n",
      "[10/391]\tTime 0.124 (0.122)\tData 0.032 (0.037)\tLoss 0.7231 (0.6999)\tPrec@1 41.406 (44.176)\n",
      "[20/391]\tTime 0.113 (0.112)\tData 0.031 (0.037)\tLoss 0.6742 (0.6965)\tPrec@1 53.125 (45.201)\n",
      "[30/391]\tTime 0.134 (0.114)\tData 0.037 (0.038)\tLoss 0.7119 (0.6889)\tPrec@1 42.969 (45.766)\n",
      "[40/391]\tTime 0.131 (0.110)\tData 0.041 (0.037)\tLoss 0.6441 (0.6882)\tPrec@1 53.125 (45.751)\n",
      "[50/391]\tTime 0.133 (0.110)\tData 0.044 (0.037)\tLoss 0.7447 (0.6906)\tPrec@1 40.625 (45.389)\n",
      "[60/391]\tTime 0.083 (0.111)\tData 0.036 (0.037)\tLoss 0.7392 (0.6950)\tPrec@1 45.312 (45.120)\n",
      "[70/391]\tTime 0.096 (0.111)\tData 0.035 (0.037)\tLoss 0.6673 (0.6981)\tPrec@1 42.188 (44.817)\n",
      "[80/391]\tTime 0.118 (0.112)\tData 0.046 (0.038)\tLoss 0.7372 (0.6959)\tPrec@1 44.531 (45.216)\n",
      "[90/391]\tTime 0.088 (0.112)\tData 0.035 (0.037)\tLoss 0.6531 (0.6991)\tPrec@1 50.781 (45.029)\n",
      "[100/391]\tTime 0.082 (0.111)\tData 0.033 (0.037)\tLoss 0.6641 (0.6988)\tPrec@1 46.094 (44.980)\n",
      "[110/391]\tTime 0.103 (0.112)\tData 0.037 (0.038)\tLoss 0.7436 (0.6980)\tPrec@1 35.938 (44.954)\n",
      "[120/391]\tTime 0.112 (0.112)\tData 0.031 (0.038)\tLoss 0.7063 (0.6972)\tPrec@1 42.969 (44.957)\n",
      "[130/391]\tTime 0.088 (0.112)\tData 0.036 (0.038)\tLoss 0.6841 (0.6987)\tPrec@1 43.750 (44.829)\n",
      "[140/391]\tTime 0.093 (0.112)\tData 0.036 (0.038)\tLoss 0.6664 (0.6993)\tPrec@1 44.531 (44.808)\n",
      "[150/391]\tTime 0.106 (0.113)\tData 0.035 (0.038)\tLoss 0.7101 (0.7000)\tPrec@1 41.406 (44.733)\n",
      "[160/391]\tTime 0.117 (0.113)\tData 0.027 (0.038)\tLoss 0.7415 (0.7007)\tPrec@1 46.094 (44.696)\n",
      "[170/391]\tTime 0.095 (0.113)\tData 0.034 (0.038)\tLoss 0.6817 (0.7006)\tPrec@1 42.969 (44.751)\n",
      "[180/391]\tTime 0.124 (0.113)\tData 0.042 (0.038)\tLoss 0.7040 (0.7008)\tPrec@1 44.531 (44.743)\n",
      "[190/391]\tTime 0.085 (0.113)\tData 0.032 (0.038)\tLoss 0.6901 (0.6997)\tPrec@1 46.094 (44.793)\n",
      "[200/391]\tTime 0.137 (0.114)\tData 0.041 (0.038)\tLoss 0.6146 (0.6995)\tPrec@1 55.469 (44.807)\n",
      "[210/391]\tTime 0.100 (0.114)\tData 0.033 (0.038)\tLoss 0.7070 (0.6990)\tPrec@1 46.094 (44.839)\n",
      "[220/391]\tTime 0.129 (0.114)\tData 0.087 (0.038)\tLoss 0.7411 (0.6992)\tPrec@1 36.719 (44.722)\n",
      "[230/391]\tTime 0.102 (0.114)\tData 0.038 (0.038)\tLoss 0.6700 (0.6987)\tPrec@1 44.531 (44.727)\n",
      "[240/391]\tTime 0.158 (0.114)\tData 0.067 (0.038)\tLoss 0.6802 (0.6988)\tPrec@1 42.188 (44.622)\n",
      "[250/391]\tTime 0.113 (0.113)\tData 0.032 (0.038)\tLoss 0.8302 (0.6996)\tPrec@1 34.375 (44.544)\n",
      "[260/391]\tTime 0.119 (0.114)\tData 0.040 (0.038)\tLoss 0.6659 (0.7000)\tPrec@1 46.094 (44.480)\n",
      "[270/391]\tTime 0.079 (0.114)\tData 0.029 (0.038)\tLoss 0.6294 (0.6996)\tPrec@1 45.312 (44.531)\n",
      "[280/391]\tTime 0.089 (0.113)\tData 0.026 (0.038)\tLoss 0.6575 (0.6987)\tPrec@1 48.438 (44.623)\n",
      "[290/391]\tTime 0.100 (0.113)\tData 0.038 (0.038)\tLoss 0.6569 (0.6990)\tPrec@1 45.312 (44.617)\n",
      "[300/391]\tTime 0.134 (0.113)\tData 0.040 (0.038)\tLoss 0.6253 (0.6982)\tPrec@1 51.562 (44.703)\n",
      "[310/391]\tTime 0.132 (0.114)\tData 0.027 (0.038)\tLoss 0.6967 (0.6982)\tPrec@1 37.500 (44.692)\n",
      "[320/391]\tTime 0.124 (0.114)\tData 0.032 (0.038)\tLoss 0.6747 (0.6982)\tPrec@1 50.781 (44.743)\n",
      "[330/391]\tTime 0.129 (0.114)\tData 0.042 (0.038)\tLoss 0.6449 (0.6987)\tPrec@1 50.781 (44.720)\n",
      "[340/391]\tTime 0.118 (0.114)\tData 0.038 (0.038)\tLoss 0.7077 (0.6985)\tPrec@1 39.062 (44.751)\n",
      "[350/391]\tTime 0.086 (0.114)\tData 0.026 (0.038)\tLoss 0.6767 (0.6981)\tPrec@1 48.438 (44.769)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[360/391]\tTime 0.147 (0.114)\tData 0.052 (0.038)\tLoss 0.6873 (0.6985)\tPrec@1 47.656 (44.774)\n",
      "[370/391]\tTime 0.145 (0.115)\tData 0.038 (0.038)\tLoss 0.6978 (0.6979)\tPrec@1 46.094 (44.841)\n",
      "[380/391]\tTime 0.101 (0.115)\tData 0.028 (0.038)\tLoss 0.7078 (0.6978)\tPrec@1 40.625 (44.822)\n",
      "[390/391]\tTime 0.098 (0.115)\tData 0.030 (0.038)\tLoss 0.6834 (0.6988)\tPrec@1 47.500 (44.760)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.055 (0.055)\tLoss 3.1575 (3.1575)\tPrec@1 29.688 (29.688)\n",
      "Test: [10/79]\tTime 0.031 (0.041)\tLoss 2.7339 (2.9189)\tPrec@1 29.688 (30.469)\n",
      "Test: [20/79]\tTime 0.034 (0.038)\tLoss 2.8650 (2.9074)\tPrec@1 35.938 (31.287)\n",
      "Test: [30/79]\tTime 0.032 (0.038)\tLoss 2.6161 (2.9224)\tPrec@1 35.156 (31.200)\n",
      "Test: [40/79]\tTime 0.044 (0.039)\tLoss 2.6613 (2.9458)\tPrec@1 31.250 (30.888)\n",
      "Test: [50/79]\tTime 0.039 (0.039)\tLoss 2.9277 (2.9349)\tPrec@1 31.250 (30.990)\n",
      "Test: [60/79]\tTime 0.054 (0.040)\tLoss 3.1406 (2.9424)\tPrec@1 25.000 (30.686)\n",
      "Test: [70/79]\tTime 0.048 (0.039)\tLoss 2.8757 (2.9249)\tPrec@1 35.156 (30.733)\n",
      " * Prec@1 30.770\n",
      "\n",
      "===> epoch: 96/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.090 (0.090)\tData 0.047 (0.047)\tLoss 0.7119 (0.7119)\tPrec@1 39.844 (39.844)\n",
      "[10/391]\tTime 0.073 (0.100)\tData 0.026 (0.032)\tLoss 0.7059 (0.7104)\tPrec@1 42.969 (43.182)\n",
      "[20/391]\tTime 0.089 (0.101)\tData 0.034 (0.034)\tLoss 0.7456 (0.7119)\tPrec@1 36.719 (43.415)\n",
      "[30/391]\tTime 0.084 (0.101)\tData 0.032 (0.036)\tLoss 0.6423 (0.7086)\tPrec@1 45.312 (43.473)\n",
      "[40/391]\tTime 0.091 (0.100)\tData 0.036 (0.037)\tLoss 0.7133 (0.7031)\tPrec@1 43.750 (43.902)\n",
      "[50/391]\tTime 0.076 (0.100)\tData 0.027 (0.037)\tLoss 0.7389 (0.6998)\tPrec@1 40.625 (44.409)\n",
      "[60/391]\tTime 0.124 (0.101)\tData 0.058 (0.038)\tLoss 0.6770 (0.6966)\tPrec@1 43.750 (44.531)\n",
      "[70/391]\tTime 0.125 (0.102)\tData 0.034 (0.038)\tLoss 0.6914 (0.6940)\tPrec@1 49.219 (44.883)\n",
      "[80/391]\tTime 0.097 (0.103)\tData 0.034 (0.037)\tLoss 0.6720 (0.6903)\tPrec@1 43.750 (45.216)\n",
      "[90/391]\tTime 0.148 (0.104)\tData 0.046 (0.037)\tLoss 0.6490 (0.6913)\tPrec@1 49.219 (45.287)\n",
      "[100/391]\tTime 0.119 (0.104)\tData 0.036 (0.037)\tLoss 0.6669 (0.6903)\tPrec@1 45.312 (45.405)\n",
      "[110/391]\tTime 0.138 (0.105)\tData 0.047 (0.037)\tLoss 0.7095 (0.6908)\tPrec@1 42.188 (45.467)\n",
      "[120/391]\tTime 0.142 (0.105)\tData 0.033 (0.037)\tLoss 0.7495 (0.6927)\tPrec@1 42.188 (45.170)\n",
      "[130/391]\tTime 0.128 (0.106)\tData 0.032 (0.036)\tLoss 0.6689 (0.6936)\tPrec@1 46.094 (45.157)\n",
      "[140/391]\tTime 0.129 (0.107)\tData 0.031 (0.036)\tLoss 0.7086 (0.6934)\tPrec@1 46.094 (45.146)\n",
      "[150/391]\tTime 0.121 (0.107)\tData 0.036 (0.036)\tLoss 0.6779 (0.6935)\tPrec@1 36.719 (45.033)\n",
      "[160/391]\tTime 0.124 (0.108)\tData 0.034 (0.036)\tLoss 0.6638 (0.6938)\tPrec@1 43.750 (45.026)\n",
      "[170/391]\tTime 0.105 (0.108)\tData 0.036 (0.036)\tLoss 0.6910 (0.6939)\tPrec@1 45.312 (45.079)\n",
      "[180/391]\tTime 0.102 (0.108)\tData 0.047 (0.037)\tLoss 0.5610 (0.6936)\tPrec@1 57.812 (45.144)\n",
      "[190/391]\tTime 0.135 (0.109)\tData 0.041 (0.037)\tLoss 0.7542 (0.6944)\tPrec@1 38.281 (45.038)\n",
      "[200/391]\tTime 0.087 (0.108)\tData 0.036 (0.037)\tLoss 0.6887 (0.6933)\tPrec@1 42.188 (45.118)\n",
      "[210/391]\tTime 0.134 (0.108)\tData 0.053 (0.037)\tLoss 0.7107 (0.6939)\tPrec@1 43.750 (45.072)\n",
      "[220/391]\tTime 0.091 (0.108)\tData 0.036 (0.037)\tLoss 0.6742 (0.6950)\tPrec@1 48.438 (44.952)\n",
      "[230/391]\tTime 0.134 (0.109)\tData 0.038 (0.037)\tLoss 0.7765 (0.6945)\tPrec@1 32.812 (44.897)\n",
      "[240/391]\tTime 0.097 (0.109)\tData 0.039 (0.037)\tLoss 0.7570 (0.6951)\tPrec@1 35.938 (44.836)\n",
      "[250/391]\tTime 0.103 (0.109)\tData 0.044 (0.037)\tLoss 0.7046 (0.6957)\tPrec@1 42.188 (44.811)\n",
      "[260/391]\tTime 0.134 (0.109)\tData 0.046 (0.037)\tLoss 0.6444 (0.6963)\tPrec@1 44.531 (44.774)\n",
      "[270/391]\tTime 0.133 (0.109)\tData 0.041 (0.037)\tLoss 0.7258 (0.6972)\tPrec@1 36.719 (44.678)\n",
      "[280/391]\tTime 0.089 (0.109)\tData 0.029 (0.037)\tLoss 0.6793 (0.6979)\tPrec@1 43.750 (44.673)\n",
      "[290/391]\tTime 0.122 (0.110)\tData 0.029 (0.037)\tLoss 0.6977 (0.6977)\tPrec@1 42.188 (44.716)\n",
      "[300/391]\tTime 0.131 (0.110)\tData 0.038 (0.037)\tLoss 0.6281 (0.6977)\tPrec@1 44.531 (44.697)\n",
      "[310/391]\tTime 0.187 (0.111)\tData 0.077 (0.037)\tLoss 0.7382 (0.6982)\tPrec@1 40.625 (44.627)\n",
      "[320/391]\tTime 0.118 (0.111)\tData 0.028 (0.037)\tLoss 0.7791 (0.6977)\tPrec@1 37.500 (44.675)\n",
      "[330/391]\tTime 0.083 (0.110)\tData 0.020 (0.037)\tLoss 0.7132 (0.6973)\tPrec@1 46.875 (44.744)\n",
      "[340/391]\tTime 0.098 (0.110)\tData 0.036 (0.037)\tLoss 0.6385 (0.6973)\tPrec@1 49.219 (44.765)\n",
      "[350/391]\tTime 0.108 (0.110)\tData 0.032 (0.037)\tLoss 0.6955 (0.6978)\tPrec@1 41.406 (44.696)\n",
      "[360/391]\tTime 0.113 (0.111)\tData 0.030 (0.037)\tLoss 0.6607 (0.6978)\tPrec@1 49.219 (44.711)\n",
      "[370/391]\tTime 0.077 (0.111)\tData 0.027 (0.037)\tLoss 0.6925 (0.6985)\tPrec@1 42.188 (44.632)\n",
      "[380/391]\tTime 0.086 (0.111)\tData 0.034 (0.037)\tLoss 0.6765 (0.6980)\tPrec@1 46.875 (44.660)\n",
      "[390/391]\tTime 0.107 (0.111)\tData 0.021 (0.037)\tLoss 0.7116 (0.6978)\tPrec@1 46.250 (44.690)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.041 (0.041)\tLoss 2.2713 (2.2713)\tPrec@1 40.625 (40.625)\n",
      "Test: [10/79]\tTime 0.032 (0.036)\tLoss 2.1006 (2.3069)\tPrec@1 42.188 (39.276)\n",
      "Test: [20/79]\tTime 0.027 (0.034)\tLoss 2.2904 (2.3119)\tPrec@1 35.156 (39.509)\n",
      "Test: [30/79]\tTime 0.035 (0.034)\tLoss 2.1780 (2.3056)\tPrec@1 40.625 (39.945)\n",
      "Test: [40/79]\tTime 0.043 (0.033)\tLoss 2.1565 (2.3035)\tPrec@1 42.188 (40.053)\n",
      "Test: [50/79]\tTime 0.031 (0.034)\tLoss 2.5974 (2.3000)\tPrec@1 35.156 (39.767)\n",
      "Test: [60/79]\tTime 0.029 (0.033)\tLoss 2.5802 (2.3066)\tPrec@1 36.719 (39.395)\n",
      "Test: [70/79]\tTime 0.048 (0.033)\tLoss 2.3907 (2.3066)\tPrec@1 39.844 (39.338)\n",
      " * Prec@1 39.250\n",
      "\n",
      "===> epoch: 97/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.112 (0.112)\tData 0.048 (0.048)\tLoss 0.6907 (0.6907)\tPrec@1 45.312 (45.312)\n",
      "[10/391]\tTime 0.139 (0.123)\tData 0.052 (0.043)\tLoss 0.6832 (0.6888)\tPrec@1 46.875 (45.312)\n",
      "[20/391]\tTime 0.079 (0.112)\tData 0.032 (0.038)\tLoss 0.6387 (0.6858)\tPrec@1 46.094 (45.089)\n",
      "[30/391]\tTime 0.121 (0.116)\tData 0.029 (0.039)\tLoss 0.7070 (0.6850)\tPrec@1 43.750 (45.212)\n",
      "[40/391]\tTime 0.121 (0.112)\tData 0.052 (0.038)\tLoss 0.7021 (0.6821)\tPrec@1 45.312 (45.770)\n",
      "[50/391]\tTime 0.140 (0.114)\tData 0.036 (0.038)\tLoss 0.7629 (0.6821)\tPrec@1 35.938 (45.895)\n",
      "[60/391]\tTime 0.109 (0.114)\tData 0.028 (0.040)\tLoss 0.6832 (0.6853)\tPrec@1 42.969 (45.581)\n",
      "[70/391]\tTime 0.090 (0.113)\tData 0.020 (0.038)\tLoss 0.6394 (0.6863)\tPrec@1 46.875 (45.544)\n",
      "[80/391]\tTime 0.085 (0.114)\tData 0.031 (0.039)\tLoss 0.6676 (0.6875)\tPrec@1 50.781 (45.583)\n",
      "[90/391]\tTime 0.118 (0.114)\tData 0.032 (0.039)\tLoss 0.7206 (0.6866)\tPrec@1 41.406 (45.673)\n",
      "[100/391]\tTime 0.112 (0.114)\tData 0.034 (0.039)\tLoss 0.6874 (0.6872)\tPrec@1 46.094 (45.552)\n",
      "[110/391]\tTime 0.089 (0.112)\tData 0.027 (0.038)\tLoss 0.7298 (0.6893)\tPrec@1 42.188 (45.636)\n",
      "[120/391]\tTime 0.104 (0.111)\tData 0.056 (0.038)\tLoss 0.7146 (0.6890)\tPrec@1 45.312 (45.771)\n",
      "[130/391]\tTime 0.102 (0.111)\tData 0.041 (0.038)\tLoss 0.6502 (0.6906)\tPrec@1 50.000 (45.629)\n",
      "[140/391]\tTime 0.111 (0.111)\tData 0.031 (0.038)\tLoss 0.6829 (0.6915)\tPrec@1 41.406 (45.412)\n",
      "[150/391]\tTime 0.098 (0.110)\tData 0.035 (0.037)\tLoss 0.7144 (0.6925)\tPrec@1 48.438 (45.333)\n",
      "[160/391]\tTime 0.132 (0.110)\tData 0.049 (0.037)\tLoss 0.7340 (0.6943)\tPrec@1 46.094 (45.133)\n",
      "[170/391]\tTime 0.089 (0.111)\tData 0.031 (0.038)\tLoss 0.7096 (0.6947)\tPrec@1 42.969 (45.125)\n",
      "[180/391]\tTime 0.086 (0.110)\tData 0.027 (0.038)\tLoss 0.6921 (0.6953)\tPrec@1 46.094 (45.088)\n",
      "[190/391]\tTime 0.063 (0.109)\tData 0.027 (0.038)\tLoss 0.6729 (0.6950)\tPrec@1 46.875 (45.165)\n",
      "[200/391]\tTime 0.082 (0.108)\tData 0.034 (0.038)\tLoss 0.7409 (0.6964)\tPrec@1 39.062 (45.021)\n",
      "[210/391]\tTime 0.096 (0.109)\tData 0.030 (0.038)\tLoss 0.6834 (0.6973)\tPrec@1 45.312 (44.990)\n",
      "[220/391]\tTime 0.124 (0.109)\tData 0.033 (0.038)\tLoss 0.7677 (0.6976)\tPrec@1 32.031 (44.902)\n",
      "[230/391]\tTime 0.103 (0.109)\tData 0.031 (0.038)\tLoss 0.6990 (0.6980)\tPrec@1 39.844 (44.829)\n",
      "[240/391]\tTime 0.118 (0.109)\tData 0.034 (0.038)\tLoss 0.6727 (0.6977)\tPrec@1 44.531 (44.820)\n",
      "[250/391]\tTime 0.113 (0.109)\tData 0.040 (0.038)\tLoss 0.7312 (0.6983)\tPrec@1 36.719 (44.696)\n",
      "[260/391]\tTime 0.092 (0.109)\tData 0.035 (0.038)\tLoss 0.6622 (0.6979)\tPrec@1 49.219 (44.678)\n",
      "[270/391]\tTime 0.117 (0.109)\tData 0.029 (0.038)\tLoss 0.6894 (0.6968)\tPrec@1 44.531 (44.776)\n",
      "[280/391]\tTime 0.103 (0.109)\tData 0.034 (0.038)\tLoss 0.6860 (0.6953)\tPrec@1 39.844 (44.890)\n",
      "[290/391]\tTime 0.108 (0.109)\tData 0.033 (0.038)\tLoss 0.7022 (0.6949)\tPrec@1 48.438 (44.950)\n",
      "[300/391]\tTime 0.118 (0.109)\tData 0.061 (0.038)\tLoss 0.7672 (0.6956)\tPrec@1 39.062 (44.884)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[310/391]\tTime 0.099 (0.109)\tData 0.034 (0.038)\tLoss 0.7590 (0.6960)\tPrec@1 39.062 (44.878)\n",
      "[320/391]\tTime 0.111 (0.109)\tData 0.034 (0.038)\tLoss 0.7193 (0.6966)\tPrec@1 42.969 (44.816)\n",
      "[330/391]\tTime 0.128 (0.110)\tData 0.036 (0.038)\tLoss 0.8070 (0.6975)\tPrec@1 40.625 (44.774)\n",
      "[340/391]\tTime 0.125 (0.110)\tData 0.034 (0.038)\tLoss 0.7478 (0.6976)\tPrec@1 38.281 (44.763)\n",
      "[350/391]\tTime 0.110 (0.110)\tData 0.028 (0.038)\tLoss 0.6774 (0.6975)\tPrec@1 45.312 (44.774)\n",
      "[360/391]\tTime 0.110 (0.110)\tData 0.032 (0.038)\tLoss 0.6970 (0.6975)\tPrec@1 39.844 (44.713)\n",
      "[370/391]\tTime 0.132 (0.110)\tData 0.039 (0.038)\tLoss 0.7205 (0.6977)\tPrec@1 42.969 (44.695)\n",
      "[380/391]\tTime 0.149 (0.110)\tData 0.053 (0.038)\tLoss 0.7575 (0.6981)\tPrec@1 40.625 (44.665)\n",
      "[390/391]\tTime 0.103 (0.110)\tData 0.024 (0.038)\tLoss 0.7325 (0.6984)\tPrec@1 43.750 (44.638)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.050 (0.050)\tLoss 2.7068 (2.7068)\tPrec@1 31.250 (31.250)\n",
      "Test: [10/79]\tTime 0.036 (0.030)\tLoss 2.7534 (2.8665)\tPrec@1 29.688 (29.688)\n",
      "Test: [20/79]\tTime 0.029 (0.031)\tLoss 3.0290 (2.8908)\tPrec@1 24.219 (29.948)\n",
      "Test: [30/79]\tTime 0.037 (0.033)\tLoss 2.8642 (2.8975)\tPrec@1 31.250 (30.393)\n",
      "Test: [40/79]\tTime 0.032 (0.036)\tLoss 2.6936 (2.8818)\tPrec@1 35.156 (30.869)\n",
      "Test: [50/79]\tTime 0.049 (0.038)\tLoss 2.9791 (2.8944)\tPrec@1 29.688 (31.051)\n",
      "Test: [60/79]\tTime 0.045 (0.039)\tLoss 3.4657 (2.8994)\tPrec@1 31.250 (31.135)\n",
      "Test: [70/79]\tTime 0.042 (0.039)\tLoss 2.8388 (2.8962)\tPrec@1 31.250 (31.052)\n",
      " * Prec@1 31.010\n",
      "\n",
      "===> epoch: 98/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.122 (0.122)\tData 0.043 (0.043)\tLoss 0.6947 (0.6947)\tPrec@1 47.656 (47.656)\n",
      "[10/391]\tTime 0.109 (0.116)\tData 0.034 (0.040)\tLoss 0.7022 (0.7028)\tPrec@1 41.406 (43.395)\n",
      "[20/391]\tTime 0.129 (0.112)\tData 0.044 (0.037)\tLoss 0.6891 (0.6837)\tPrec@1 50.781 (45.610)\n",
      "[30/391]\tTime 0.099 (0.113)\tData 0.037 (0.039)\tLoss 0.6724 (0.6847)\tPrec@1 42.188 (45.413)\n",
      "[40/391]\tTime 0.122 (0.117)\tData 0.031 (0.040)\tLoss 0.6596 (0.6804)\tPrec@1 44.531 (45.770)\n",
      "[50/391]\tTime 0.134 (0.115)\tData 0.044 (0.039)\tLoss 0.6441 (0.6818)\tPrec@1 48.438 (45.741)\n",
      "[60/391]\tTime 0.093 (0.116)\tData 0.034 (0.039)\tLoss 0.6038 (0.6801)\tPrec@1 53.125 (45.914)\n",
      "[70/391]\tTime 0.108 (0.116)\tData 0.039 (0.039)\tLoss 0.6689 (0.6822)\tPrec@1 46.094 (45.907)\n",
      "[80/391]\tTime 0.103 (0.117)\tData 0.030 (0.039)\tLoss 0.7103 (0.6856)\tPrec@1 43.750 (45.756)\n",
      "[90/391]\tTime 0.089 (0.115)\tData 0.020 (0.038)\tLoss 0.6839 (0.6843)\tPrec@1 42.188 (45.725)\n",
      "[100/391]\tTime 0.098 (0.114)\tData 0.034 (0.038)\tLoss 0.7087 (0.6845)\tPrec@1 43.750 (45.815)\n",
      "[110/391]\tTime 0.100 (0.115)\tData 0.037 (0.038)\tLoss 0.6951 (0.6857)\tPrec@1 43.750 (45.728)\n",
      "[120/391]\tTime 0.120 (0.115)\tData 0.029 (0.038)\tLoss 0.7619 (0.6862)\tPrec@1 36.719 (45.713)\n",
      "[130/391]\tTime 0.105 (0.115)\tData 0.031 (0.038)\tLoss 0.7547 (0.6862)\tPrec@1 40.625 (45.700)\n",
      "[140/391]\tTime 0.140 (0.115)\tData 0.049 (0.038)\tLoss 0.7383 (0.6872)\tPrec@1 41.406 (45.645)\n",
      "[150/391]\tTime 0.106 (0.115)\tData 0.039 (0.038)\tLoss 0.6568 (0.6876)\tPrec@1 47.656 (45.623)\n",
      "[160/391]\tTime 0.155 (0.115)\tData 0.037 (0.038)\tLoss 0.7450 (0.6888)\tPrec@1 46.094 (45.521)\n",
      "[170/391]\tTime 0.150 (0.115)\tData 0.040 (0.038)\tLoss 0.7569 (0.6897)\tPrec@1 39.844 (45.468)\n",
      "[180/391]\tTime 0.092 (0.116)\tData 0.034 (0.038)\tLoss 0.6947 (0.6911)\tPrec@1 44.531 (45.274)\n",
      "[190/391]\tTime 0.116 (0.116)\tData 0.041 (0.038)\tLoss 0.6923 (0.6918)\tPrec@1 47.656 (45.288)\n",
      "[200/391]\tTime 0.061 (0.116)\tData 0.025 (0.038)\tLoss 0.6700 (0.6928)\tPrec@1 51.562 (45.301)\n",
      "[210/391]\tTime 0.129 (0.115)\tData 0.036 (0.038)\tLoss 0.7248 (0.6935)\tPrec@1 46.094 (45.257)\n",
      "[220/391]\tTime 0.136 (0.115)\tData 0.067 (0.038)\tLoss 0.6562 (0.6928)\tPrec@1 46.875 (45.281)\n",
      "[230/391]\tTime 0.121 (0.115)\tData 0.033 (0.038)\tLoss 0.7280 (0.6935)\tPrec@1 40.625 (45.150)\n",
      "[240/391]\tTime 0.095 (0.114)\tData 0.028 (0.038)\tLoss 0.6950 (0.6933)\tPrec@1 46.094 (45.196)\n",
      "[250/391]\tTime 0.125 (0.114)\tData 0.042 (0.038)\tLoss 0.7328 (0.6946)\tPrec@1 45.312 (45.048)\n",
      "[260/391]\tTime 0.131 (0.114)\tData 0.033 (0.038)\tLoss 0.7557 (0.6944)\tPrec@1 42.188 (45.019)\n",
      "[270/391]\tTime 0.157 (0.114)\tData 0.082 (0.038)\tLoss 0.7246 (0.6939)\tPrec@1 46.875 (45.108)\n",
      "[280/391]\tTime 0.097 (0.114)\tData 0.033 (0.038)\tLoss 0.7041 (0.6941)\tPrec@1 50.781 (45.132)\n",
      "[290/391]\tTime 0.094 (0.114)\tData 0.041 (0.038)\tLoss 0.7008 (0.6942)\tPrec@1 51.562 (45.159)\n",
      "[300/391]\tTime 0.098 (0.113)\tData 0.039 (0.038)\tLoss 0.6947 (0.6939)\tPrec@1 42.969 (45.139)\n",
      "[310/391]\tTime 0.090 (0.113)\tData 0.037 (0.038)\tLoss 0.7055 (0.6940)\tPrec@1 38.281 (45.096)\n",
      "[320/391]\tTime 0.071 (0.112)\tData 0.028 (0.038)\tLoss 0.6389 (0.6942)\tPrec@1 51.562 (45.055)\n",
      "[330/391]\tTime 0.123 (0.111)\tData 0.059 (0.038)\tLoss 0.6201 (0.6935)\tPrec@1 49.219 (45.084)\n",
      "[340/391]\tTime 0.080 (0.111)\tData 0.034 (0.037)\tLoss 0.6847 (0.6942)\tPrec@1 48.438 (45.044)\n",
      "[350/391]\tTime 0.100 (0.111)\tData 0.038 (0.038)\tLoss 0.7588 (0.6944)\tPrec@1 48.438 (45.054)\n",
      "[360/391]\tTime 0.109 (0.111)\tData 0.055 (0.038)\tLoss 0.7091 (0.6950)\tPrec@1 46.875 (44.981)\n",
      "[370/391]\tTime 0.084 (0.112)\tData 0.020 (0.038)\tLoss 0.7028 (0.6949)\tPrec@1 42.188 (44.971)\n",
      "[380/391]\tTime 0.107 (0.112)\tData 0.033 (0.038)\tLoss 0.6622 (0.6950)\tPrec@1 50.781 (44.980)\n",
      "[390/391]\tTime 0.090 (0.112)\tData 0.025 (0.038)\tLoss 0.7140 (0.6955)\tPrec@1 42.500 (44.956)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.035 (0.035)\tLoss 2.5324 (2.5324)\tPrec@1 38.281 (38.281)\n",
      "Test: [10/79]\tTime 0.042 (0.041)\tLoss 2.3622 (2.4175)\tPrec@1 38.281 (38.352)\n",
      "Test: [20/79]\tTime 0.040 (0.039)\tLoss 2.5389 (2.3986)\tPrec@1 35.938 (37.202)\n",
      "Test: [30/79]\tTime 0.027 (0.040)\tLoss 2.2406 (2.3754)\tPrec@1 36.719 (37.172)\n",
      "Test: [40/79]\tTime 0.030 (0.039)\tLoss 2.2361 (2.3804)\tPrec@1 42.188 (37.309)\n",
      "Test: [50/79]\tTime 0.046 (0.040)\tLoss 2.5625 (2.3856)\tPrec@1 27.344 (37.086)\n",
      "Test: [60/79]\tTime 0.026 (0.038)\tLoss 2.4630 (2.4027)\tPrec@1 36.719 (36.719)\n",
      "Test: [70/79]\tTime 0.029 (0.037)\tLoss 2.4146 (2.4033)\tPrec@1 35.938 (36.521)\n",
      " * Prec@1 36.530\n",
      "\n",
      "===> epoch: 99/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.112 (0.112)\tData 0.034 (0.034)\tLoss 0.6925 (0.6925)\tPrec@1 47.656 (47.656)\n",
      "[10/391]\tTime 0.110 (0.108)\tData 0.050 (0.038)\tLoss 0.6706 (0.6860)\tPrec@1 43.750 (45.597)\n",
      "[20/391]\tTime 0.094 (0.118)\tData 0.033 (0.041)\tLoss 0.6922 (0.6931)\tPrec@1 45.312 (45.238)\n",
      "[30/391]\tTime 0.088 (0.115)\tData 0.026 (0.040)\tLoss 0.6758 (0.6981)\tPrec@1 46.875 (44.808)\n",
      "[40/391]\tTime 0.128 (0.114)\tData 0.039 (0.039)\tLoss 0.6846 (0.6949)\tPrec@1 50.781 (44.760)\n",
      "[50/391]\tTime 0.128 (0.113)\tData 0.038 (0.038)\tLoss 0.6698 (0.6928)\tPrec@1 48.438 (45.267)\n",
      "[60/391]\tTime 0.089 (0.115)\tData 0.030 (0.039)\tLoss 0.7001 (0.6957)\tPrec@1 41.406 (44.698)\n",
      "[70/391]\tTime 0.100 (0.114)\tData 0.027 (0.038)\tLoss 0.8189 (0.6951)\tPrec@1 35.156 (44.707)\n",
      "[80/391]\tTime 0.142 (0.113)\tData 0.035 (0.038)\tLoss 0.7044 (0.6933)\tPrec@1 46.875 (44.811)\n",
      "[90/391]\tTime 0.128 (0.113)\tData 0.036 (0.037)\tLoss 0.6579 (0.6934)\tPrec@1 50.000 (44.754)\n",
      "[100/391]\tTime 0.098 (0.113)\tData 0.036 (0.037)\tLoss 0.7156 (0.6935)\tPrec@1 41.406 (44.640)\n",
      "[110/391]\tTime 0.079 (0.114)\tData 0.024 (0.038)\tLoss 0.7137 (0.6938)\tPrec@1 42.969 (44.630)\n",
      "[120/391]\tTime 0.099 (0.113)\tData 0.039 (0.038)\tLoss 0.7481 (0.6943)\tPrec@1 46.094 (44.628)\n",
      "[130/391]\tTime 0.096 (0.113)\tData 0.033 (0.038)\tLoss 0.6912 (0.6943)\tPrec@1 46.875 (44.728)\n",
      "[140/391]\tTime 0.134 (0.112)\tData 0.037 (0.038)\tLoss 0.6750 (0.6941)\tPrec@1 46.875 (44.858)\n",
      "[150/391]\tTime 0.107 (0.112)\tData 0.046 (0.038)\tLoss 0.6213 (0.6924)\tPrec@1 53.125 (45.059)\n",
      "[160/391]\tTime 0.096 (0.113)\tData 0.037 (0.038)\tLoss 0.7288 (0.6938)\tPrec@1 44.531 (44.978)\n",
      "[170/391]\tTime 0.126 (0.113)\tData 0.055 (0.038)\tLoss 0.6015 (0.6939)\tPrec@1 53.906 (45.011)\n",
      "[180/391]\tTime 0.104 (0.113)\tData 0.039 (0.038)\tLoss 0.6484 (0.6950)\tPrec@1 49.219 (44.902)\n",
      "[190/391]\tTime 0.066 (0.112)\tData 0.032 (0.038)\tLoss 0.7233 (0.6954)\tPrec@1 42.188 (44.944)\n",
      "[200/391]\tTime 0.095 (0.112)\tData 0.038 (0.038)\tLoss 0.6421 (0.6954)\tPrec@1 48.438 (44.990)\n",
      "[210/391]\tTime 0.100 (0.112)\tData 0.041 (0.038)\tLoss 0.6804 (0.6958)\tPrec@1 41.406 (44.902)\n",
      "[220/391]\tTime 0.125 (0.113)\tData 0.033 (0.038)\tLoss 0.6409 (0.6954)\tPrec@1 49.219 (44.955)\n",
      "[230/391]\tTime 0.119 (0.112)\tData 0.031 (0.038)\tLoss 0.7354 (0.6957)\tPrec@1 44.531 (44.991)\n",
      "[240/391]\tTime 0.090 (0.113)\tData 0.034 (0.038)\tLoss 0.6665 (0.6958)\tPrec@1 52.344 (45.076)\n",
      "[250/391]\tTime 0.137 (0.113)\tData 0.038 (0.038)\tLoss 0.7390 (0.6962)\tPrec@1 45.312 (45.082)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[260/391]\tTime 0.177 (0.113)\tData 0.085 (0.039)\tLoss 0.6221 (0.6960)\tPrec@1 45.312 (45.112)\n",
      "[270/391]\tTime 0.111 (0.113)\tData 0.025 (0.038)\tLoss 0.6809 (0.6965)\tPrec@1 42.188 (45.050)\n",
      "[280/391]\tTime 0.110 (0.113)\tData 0.043 (0.038)\tLoss 0.6189 (0.6958)\tPrec@1 54.688 (45.129)\n",
      "[290/391]\tTime 0.123 (0.112)\tData 0.032 (0.038)\tLoss 0.7338 (0.6966)\tPrec@1 37.500 (45.060)\n",
      "[300/391]\tTime 0.114 (0.113)\tData 0.028 (0.039)\tLoss 0.7230 (0.6969)\tPrec@1 40.625 (45.009)\n",
      "[310/391]\tTime 0.096 (0.113)\tData 0.020 (0.038)\tLoss 0.6981 (0.6968)\tPrec@1 46.094 (45.016)\n",
      "[320/391]\tTime 0.138 (0.113)\tData 0.038 (0.038)\tLoss 0.7717 (0.6973)\tPrec@1 39.844 (44.982)\n",
      "[330/391]\tTime 0.091 (0.112)\tData 0.033 (0.038)\tLoss 0.7240 (0.6977)\tPrec@1 40.625 (44.911)\n",
      "[340/391]\tTime 0.130 (0.112)\tData 0.038 (0.038)\tLoss 0.7187 (0.6977)\tPrec@1 43.750 (44.973)\n",
      "[350/391]\tTime 0.086 (0.112)\tData 0.020 (0.038)\tLoss 0.6121 (0.6974)\tPrec@1 51.562 (44.988)\n",
      "[360/391]\tTime 0.102 (0.112)\tData 0.032 (0.037)\tLoss 0.6811 (0.6971)\tPrec@1 43.750 (45.012)\n",
      "[370/391]\tTime 0.125 (0.112)\tData 0.036 (0.037)\tLoss 0.6875 (0.6980)\tPrec@1 50.000 (44.940)\n",
      "[380/391]\tTime 0.084 (0.111)\tData 0.038 (0.037)\tLoss 0.7046 (0.6988)\tPrec@1 43.750 (44.847)\n",
      "[390/391]\tTime 0.057 (0.112)\tData 0.023 (0.038)\tLoss 0.7875 (0.6990)\tPrec@1 38.750 (44.826)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.062 (0.062)\tLoss 2.8500 (2.8500)\tPrec@1 36.719 (36.719)\n",
      "Test: [10/79]\tTime 0.062 (0.058)\tLoss 2.8758 (2.8583)\tPrec@1 30.469 (31.889)\n",
      "Test: [20/79]\tTime 0.033 (0.048)\tLoss 2.8477 (2.8463)\tPrec@1 33.594 (32.738)\n",
      "Test: [30/79]\tTime 0.034 (0.045)\tLoss 2.8506 (2.9063)\tPrec@1 31.250 (32.056)\n",
      "Test: [40/79]\tTime 0.041 (0.045)\tLoss 3.0584 (2.9222)\tPrec@1 32.031 (31.726)\n",
      "Test: [50/79]\tTime 0.067 (0.046)\tLoss 3.2191 (2.9402)\tPrec@1 22.656 (31.495)\n",
      "Test: [60/79]\tTime 0.030 (0.047)\tLoss 3.3251 (2.9415)\tPrec@1 27.344 (31.404)\n",
      "Test: [70/79]\tTime 0.038 (0.045)\tLoss 2.8029 (2.9369)\tPrec@1 33.594 (31.404)\n",
      " * Prec@1 31.270\n",
      "\n",
      "===> epoch: 100/200\n",
      "current lr 1.00000e-01\n",
      "Training:\n",
      "[0/391]\tTime 0.079 (0.079)\tData 0.021 (0.021)\tLoss 0.6696 (0.6696)\tPrec@1 43.750 (43.750)\n",
      "[10/391]\tTime 0.105 (0.100)\tData 0.039 (0.030)\tLoss 0.6282 (0.6941)\tPrec@1 45.312 (44.247)\n",
      "[20/391]\tTime 0.105 (0.109)\tData 0.054 (0.035)\tLoss 0.6491 (0.6702)\tPrec@1 49.219 (46.652)\n",
      "[30/391]\tTime 0.078 (0.103)\tData 0.031 (0.036)\tLoss 0.6810 (0.6596)\tPrec@1 43.750 (47.530)\n",
      "[40/391]\tTime 0.083 (0.100)\tData 0.028 (0.036)\tLoss 0.5874 (0.6505)\tPrec@1 57.031 (49.009)\n",
      "[50/391]\tTime 0.117 (0.099)\tData 0.060 (0.036)\tLoss 0.5635 (0.6449)\tPrec@1 57.031 (49.586)\n",
      "[60/391]\tTime 0.114 (0.102)\tData 0.037 (0.037)\tLoss 0.6291 (0.6418)\tPrec@1 45.312 (49.654)\n",
      "[70/391]\tTime 0.096 (0.103)\tData 0.036 (0.037)\tLoss 0.6262 (0.6381)\tPrec@1 51.562 (49.813)\n",
      "[80/391]\tTime 0.172 (0.104)\tData 0.106 (0.037)\tLoss 0.5456 (0.6353)\tPrec@1 61.719 (49.981)\n",
      "[90/391]\tTime 0.085 (0.107)\tData 0.038 (0.039)\tLoss 0.5785 (0.6302)\tPrec@1 58.594 (50.283)\n",
      "[100/391]\tTime 0.096 (0.108)\tData 0.034 (0.040)\tLoss 0.6302 (0.6275)\tPrec@1 47.656 (50.356)\n",
      "[110/391]\tTime 0.092 (0.109)\tData 0.025 (0.040)\tLoss 0.5785 (0.6268)\tPrec@1 57.031 (50.521)\n",
      "[120/391]\tTime 0.083 (0.109)\tData 0.027 (0.039)\tLoss 0.5540 (0.6238)\tPrec@1 58.594 (50.762)\n",
      "[130/391]\tTime 0.127 (0.109)\tData 0.034 (0.039)\tLoss 0.6288 (0.6222)\tPrec@1 52.344 (50.918)\n",
      "[140/391]\tTime 0.095 (0.109)\tData 0.032 (0.038)\tLoss 0.5651 (0.6201)\tPrec@1 56.250 (51.080)\n",
      "[150/391]\tTime 0.121 (0.109)\tData 0.028 (0.038)\tLoss 0.5838 (0.6187)\tPrec@1 52.344 (51.252)\n",
      "[160/391]\tTime 0.119 (0.109)\tData 0.029 (0.038)\tLoss 0.6129 (0.6165)\tPrec@1 46.094 (51.422)\n",
      "[170/391]\tTime 0.134 (0.119)\tData 0.038 (0.048)\tLoss 0.5874 (0.6155)\tPrec@1 51.562 (51.489)\n",
      "[180/391]\tTime 0.101 (0.119)\tData 0.036 (0.048)\tLoss 0.5291 (0.6151)\tPrec@1 60.938 (51.476)\n",
      "[190/391]\tTime 0.128 (0.119)\tData 0.037 (0.048)\tLoss 0.5202 (0.6131)\tPrec@1 53.906 (51.518)\n",
      "[200/391]\tTime 0.106 (0.119)\tData 0.033 (0.048)\tLoss 0.5765 (0.6121)\tPrec@1 58.594 (51.656)\n",
      "[210/391]\tTime 0.175 (0.119)\tData 0.063 (0.047)\tLoss 0.6332 (0.6117)\tPrec@1 53.906 (51.692)\n",
      "[220/391]\tTime 0.109 (0.119)\tData 0.031 (0.047)\tLoss 0.5445 (0.6105)\tPrec@1 59.375 (51.849)\n",
      "[230/391]\tTime 0.111 (0.118)\tData 0.020 (0.046)\tLoss 0.5851 (0.6098)\tPrec@1 50.000 (51.853)\n",
      "[240/391]\tTime 0.086 (0.118)\tData 0.035 (0.045)\tLoss 0.5806 (0.6085)\tPrec@1 53.906 (51.952)\n",
      "[250/391]\tTime 0.154 (0.118)\tData 0.066 (0.045)\tLoss 0.5695 (0.6079)\tPrec@1 50.781 (51.964)\n",
      "[260/391]\tTime 0.124 (0.118)\tData 0.036 (0.045)\tLoss 0.6259 (0.6080)\tPrec@1 55.469 (51.967)\n",
      "[270/391]\tTime 0.121 (0.118)\tData 0.033 (0.045)\tLoss 0.5423 (0.6070)\tPrec@1 52.344 (52.030)\n",
      "[280/391]\tTime 0.123 (0.118)\tData 0.033 (0.045)\tLoss 0.5944 (0.6055)\tPrec@1 50.781 (52.157)\n",
      "[290/391]\tTime 0.127 (0.118)\tData 0.036 (0.044)\tLoss 0.5756 (0.6052)\tPrec@1 54.688 (52.188)\n",
      "[300/391]\tTime 0.134 (0.118)\tData 0.052 (0.044)\tLoss 0.5348 (0.6043)\tPrec@1 60.156 (52.305)\n",
      "[310/391]\tTime 0.138 (0.119)\tData 0.041 (0.044)\tLoss 0.5908 (0.6039)\tPrec@1 57.812 (52.316)\n",
      "[320/391]\tTime 0.120 (0.118)\tData 0.036 (0.044)\tLoss 0.6000 (0.6037)\tPrec@1 50.781 (52.319)\n",
      "[330/391]\tTime 0.108 (0.118)\tData 0.020 (0.044)\tLoss 0.5398 (0.6030)\tPrec@1 61.719 (52.417)\n",
      "[340/391]\tTime 0.095 (0.117)\tData 0.034 (0.043)\tLoss 0.5994 (0.6025)\tPrec@1 50.000 (52.431)\n",
      "[350/391]\tTime 0.118 (0.117)\tData 0.032 (0.043)\tLoss 0.6919 (0.6027)\tPrec@1 45.312 (52.422)\n",
      "[360/391]\tTime 0.086 (0.117)\tData 0.032 (0.043)\tLoss 0.6519 (0.6028)\tPrec@1 48.438 (52.389)\n",
      "[370/391]\tTime 0.092 (0.116)\tData 0.028 (0.043)\tLoss 0.5986 (0.6027)\tPrec@1 53.906 (52.413)\n",
      "[380/391]\tTime 0.097 (0.116)\tData 0.034 (0.042)\tLoss 0.5714 (0.6023)\tPrec@1 52.344 (52.434)\n",
      "[390/391]\tTime 0.078 (0.116)\tData 0.024 (0.043)\tLoss 0.5525 (0.6015)\tPrec@1 52.500 (52.482)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.039 (0.039)\tLoss 1.7618 (1.7618)\tPrec@1 53.125 (53.125)\n",
      "Test: [10/79]\tTime 0.040 (0.037)\tLoss 1.6145 (1.6760)\tPrec@1 56.250 (54.688)\n",
      "Test: [20/79]\tTime 0.028 (0.035)\tLoss 1.7379 (1.6744)\tPrec@1 54.688 (53.609)\n",
      "Test: [30/79]\tTime 0.046 (0.040)\tLoss 1.5017 (1.6797)\tPrec@1 52.344 (52.697)\n",
      "Test: [40/79]\tTime 0.032 (0.042)\tLoss 1.4679 (1.6879)\tPrec@1 60.156 (52.401)\n",
      "Test: [50/79]\tTime 0.053 (0.042)\tLoss 1.8225 (1.6859)\tPrec@1 51.562 (52.405)\n",
      "Test: [60/79]\tTime 0.030 (0.042)\tLoss 1.9994 (1.6942)\tPrec@1 48.438 (52.331)\n",
      "Test: [70/79]\tTime 0.035 (0.042)\tLoss 1.6783 (1.6924)\tPrec@1 59.375 (52.498)\n",
      " * Prec@1 52.620\n",
      "\n",
      "===> epoch: 101/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.119 (0.119)\tData 0.036 (0.036)\tLoss 0.6443 (0.6443)\tPrec@1 45.312 (45.312)\n",
      "[10/391]\tTime 0.097 (0.125)\tData 0.033 (0.046)\tLoss 0.6179 (0.5803)\tPrec@1 47.656 (53.338)\n",
      "[20/391]\tTime 0.106 (0.114)\tData 0.020 (0.036)\tLoss 0.5442 (0.5679)\tPrec@1 60.156 (55.060)\n",
      "[30/391]\tTime 0.134 (0.116)\tData 0.058 (0.037)\tLoss 0.5385 (0.5710)\tPrec@1 57.031 (54.158)\n",
      "[40/391]\tTime 0.126 (0.117)\tData 0.030 (0.037)\tLoss 0.5543 (0.5707)\tPrec@1 57.031 (54.421)\n",
      "[50/391]\tTime 0.121 (0.119)\tData 0.026 (0.038)\tLoss 0.6080 (0.5740)\tPrec@1 50.781 (54.013)\n",
      "[60/391]\tTime 0.109 (0.116)\tData 0.023 (0.036)\tLoss 0.5952 (0.5742)\tPrec@1 55.469 (54.009)\n",
      "[70/391]\tTime 0.122 (0.114)\tData 0.031 (0.036)\tLoss 0.5327 (0.5731)\tPrec@1 57.031 (54.258)\n",
      "[80/391]\tTime 0.094 (0.114)\tData 0.042 (0.036)\tLoss 0.5285 (0.5727)\tPrec@1 59.375 (54.350)\n",
      "[90/391]\tTime 0.145 (0.114)\tData 0.043 (0.037)\tLoss 0.5932 (0.5728)\tPrec@1 51.562 (54.499)\n",
      "[100/391]\tTime 0.099 (0.114)\tData 0.036 (0.038)\tLoss 0.5313 (0.5745)\tPrec@1 59.375 (54.355)\n",
      "[110/391]\tTime 0.160 (0.115)\tData 0.081 (0.039)\tLoss 0.5301 (0.5750)\tPrec@1 57.031 (54.364)\n",
      "[120/391]\tTime 0.108 (0.116)\tData 0.020 (0.039)\tLoss 0.6160 (0.5742)\tPrec@1 50.000 (54.552)\n",
      "[130/391]\tTime 0.124 (0.115)\tData 0.035 (0.038)\tLoss 0.5071 (0.5750)\tPrec@1 58.594 (54.371)\n",
      "[140/391]\tTime 0.160 (0.115)\tData 0.085 (0.039)\tLoss 0.6084 (0.5755)\tPrec@1 49.219 (54.266)\n",
      "[150/391]\tTime 0.121 (0.116)\tData 0.031 (0.039)\tLoss 0.5353 (0.5756)\tPrec@1 58.594 (54.222)\n",
      "[160/391]\tTime 0.091 (0.115)\tData 0.030 (0.038)\tLoss 0.6030 (0.5765)\tPrec@1 57.031 (54.202)\n",
      "[170/391]\tTime 0.083 (0.114)\tData 0.035 (0.038)\tLoss 0.6499 (0.5773)\tPrec@1 45.312 (54.112)\n",
      "[180/391]\tTime 0.092 (0.112)\tData 0.040 (0.038)\tLoss 0.5629 (0.5769)\tPrec@1 56.250 (54.122)\n",
      "[190/391]\tTime 0.137 (0.111)\tData 0.069 (0.038)\tLoss 0.5563 (0.5760)\tPrec@1 53.906 (54.143)\n",
      "[200/391]\tTime 0.094 (0.112)\tData 0.035 (0.038)\tLoss 0.6180 (0.5755)\tPrec@1 48.438 (54.174)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[210/391]\tTime 0.146 (0.113)\tData 0.062 (0.039)\tLoss 0.6157 (0.5756)\tPrec@1 50.781 (54.210)\n",
      "[220/391]\tTime 0.123 (0.114)\tData 0.077 (0.040)\tLoss 0.5724 (0.5762)\tPrec@1 53.906 (54.101)\n",
      "[230/391]\tTime 0.079 (0.114)\tData 0.019 (0.040)\tLoss 0.5168 (0.5758)\tPrec@1 54.688 (54.136)\n",
      "[240/391]\tTime 0.123 (0.113)\tData 0.032 (0.040)\tLoss 0.5800 (0.5753)\tPrec@1 47.656 (54.140)\n",
      "[250/391]\tTime 0.131 (0.114)\tData 0.032 (0.040)\tLoss 0.5932 (0.5756)\tPrec@1 50.781 (54.056)\n",
      "[260/391]\tTime 0.114 (0.113)\tData 0.033 (0.040)\tLoss 0.5950 (0.5758)\tPrec@1 54.688 (54.041)\n",
      "[270/391]\tTime 0.080 (0.113)\tData 0.027 (0.040)\tLoss 0.5506 (0.5757)\tPrec@1 59.375 (54.004)\n",
      "[280/391]\tTime 0.125 (0.113)\tData 0.054 (0.040)\tLoss 0.5166 (0.5753)\tPrec@1 62.500 (54.104)\n",
      "[290/391]\tTime 0.081 (0.113)\tData 0.031 (0.039)\tLoss 0.5306 (0.5756)\tPrec@1 57.812 (54.129)\n",
      "[300/391]\tTime 0.132 (0.114)\tData 0.037 (0.040)\tLoss 0.6067 (0.5762)\tPrec@1 51.562 (54.018)\n",
      "[310/391]\tTime 0.119 (0.115)\tData 0.037 (0.040)\tLoss 0.5449 (0.5757)\tPrec@1 57.031 (54.054)\n",
      "[320/391]\tTime 0.099 (0.116)\tData 0.035 (0.041)\tLoss 0.6127 (0.5762)\tPrec@1 52.344 (54.103)\n",
      "[330/391]\tTime 0.113 (0.115)\tData 0.020 (0.041)\tLoss 0.5791 (0.5759)\tPrec@1 53.125 (54.093)\n",
      "[340/391]\tTime 0.095 (0.115)\tData 0.032 (0.040)\tLoss 0.5444 (0.5754)\tPrec@1 57.031 (54.101)\n",
      "[350/391]\tTime 0.127 (0.115)\tData 0.034 (0.040)\tLoss 0.5590 (0.5756)\tPrec@1 57.031 (54.087)\n",
      "[360/391]\tTime 0.089 (0.115)\tData 0.032 (0.040)\tLoss 0.5382 (0.5755)\tPrec@1 57.031 (54.082)\n",
      "[370/391]\tTime 0.078 (0.115)\tData 0.032 (0.040)\tLoss 0.5411 (0.5751)\tPrec@1 60.156 (54.167)\n",
      "[380/391]\tTime 0.113 (0.115)\tData 0.042 (0.040)\tLoss 0.5451 (0.5751)\tPrec@1 55.469 (54.146)\n",
      "[390/391]\tTime 0.105 (0.115)\tData 0.039 (0.040)\tLoss 0.5174 (0.5753)\tPrec@1 56.250 (54.070)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.045 (0.045)\tLoss 1.7310 (1.7310)\tPrec@1 50.000 (50.000)\n",
      "Test: [10/79]\tTime 0.047 (0.040)\tLoss 1.5434 (1.6479)\tPrec@1 56.250 (54.474)\n",
      "Test: [20/79]\tTime 0.038 (0.043)\tLoss 1.6612 (1.6382)\tPrec@1 53.125 (53.981)\n",
      "Test: [30/79]\tTime 0.042 (0.042)\tLoss 1.4886 (1.6471)\tPrec@1 51.562 (53.100)\n",
      "Test: [40/79]\tTime 0.034 (0.040)\tLoss 1.4305 (1.6559)\tPrec@1 60.156 (53.144)\n",
      "Test: [50/79]\tTime 0.038 (0.040)\tLoss 1.7454 (1.6512)\tPrec@1 52.344 (53.248)\n",
      "Test: [60/79]\tTime 0.044 (0.040)\tLoss 2.0133 (1.6596)\tPrec@1 50.000 (53.010)\n",
      "Test: [70/79]\tTime 0.035 (0.040)\tLoss 1.6656 (1.6571)\tPrec@1 57.031 (53.158)\n",
      " * Prec@1 53.260\n",
      "\n",
      "===> epoch: 102/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.141 (0.141)\tData 0.069 (0.069)\tLoss 0.5325 (0.5325)\tPrec@1 59.375 (59.375)\n",
      "[10/391]\tTime 0.111 (0.114)\tData 0.019 (0.040)\tLoss 0.5972 (0.5622)\tPrec@1 54.688 (54.901)\n",
      "[20/391]\tTime 0.132 (0.107)\tData 0.058 (0.035)\tLoss 0.5398 (0.5639)\tPrec@1 53.906 (54.576)\n",
      "[30/391]\tTime 0.125 (0.111)\tData 0.034 (0.037)\tLoss 0.5748 (0.5635)\tPrec@1 54.688 (54.612)\n",
      "[40/391]\tTime 0.125 (0.113)\tData 0.031 (0.039)\tLoss 0.5842 (0.5677)\tPrec@1 50.781 (54.802)\n",
      "[50/391]\tTime 0.119 (0.110)\tData 0.031 (0.037)\tLoss 0.5425 (0.5687)\tPrec@1 50.000 (54.519)\n",
      "[60/391]\tTime 0.135 (0.110)\tData 0.032 (0.037)\tLoss 0.5661 (0.5704)\tPrec@1 59.375 (54.483)\n",
      "[70/391]\tTime 0.099 (0.110)\tData 0.034 (0.037)\tLoss 0.4965 (0.5672)\tPrec@1 62.500 (54.478)\n",
      "[80/391]\tTime 0.132 (0.111)\tData 0.070 (0.038)\tLoss 0.5807 (0.5671)\tPrec@1 47.656 (54.475)\n",
      "[90/391]\tTime 0.097 (0.113)\tData 0.037 (0.039)\tLoss 0.5704 (0.5686)\tPrec@1 50.781 (54.361)\n",
      "[100/391]\tTime 0.114 (0.113)\tData 0.032 (0.039)\tLoss 0.5264 (0.5660)\tPrec@1 56.250 (54.486)\n",
      "[110/391]\tTime 0.132 (0.113)\tData 0.035 (0.039)\tLoss 0.5311 (0.5661)\tPrec@1 57.812 (54.533)\n",
      "[120/391]\tTime 0.121 (0.113)\tData 0.032 (0.038)\tLoss 0.4488 (0.5645)\tPrec@1 63.281 (54.668)\n",
      "[130/391]\tTime 0.106 (0.112)\tData 0.032 (0.038)\tLoss 0.5582 (0.5644)\tPrec@1 60.156 (54.717)\n",
      "[140/391]\tTime 0.100 (0.113)\tData 0.034 (0.038)\tLoss 0.5537 (0.5637)\tPrec@1 56.250 (54.859)\n",
      "[150/391]\tTime 0.106 (0.112)\tData 0.030 (0.038)\tLoss 0.5355 (0.5626)\tPrec@1 60.938 (54.998)\n",
      "[160/391]\tTime 0.106 (0.112)\tData 0.026 (0.038)\tLoss 0.5636 (0.5631)\tPrec@1 58.594 (54.916)\n",
      "[170/391]\tTime 0.129 (0.112)\tData 0.034 (0.037)\tLoss 0.5865 (0.5628)\tPrec@1 53.906 (54.971)\n",
      "[180/391]\tTime 0.080 (0.112)\tData 0.033 (0.038)\tLoss 0.5502 (0.5626)\tPrec@1 56.250 (55.059)\n",
      "[190/391]\tTime 0.147 (0.112)\tData 0.085 (0.038)\tLoss 0.5968 (0.5632)\tPrec@1 52.344 (54.978)\n",
      "[200/391]\tTime 0.165 (0.113)\tData 0.084 (0.039)\tLoss 0.5625 (0.5629)\tPrec@1 52.344 (55.002)\n",
      "[210/391]\tTime 0.090 (0.113)\tData 0.035 (0.039)\tLoss 0.5700 (0.5628)\tPrec@1 51.562 (55.054)\n",
      "[220/391]\tTime 0.077 (0.113)\tData 0.019 (0.038)\tLoss 0.5756 (0.5622)\tPrec@1 50.000 (55.133)\n",
      "[230/391]\tTime 0.125 (0.113)\tData 0.036 (0.038)\tLoss 0.5202 (0.5620)\tPrec@1 56.250 (55.127)\n",
      "[240/391]\tTime 0.127 (0.113)\tData 0.039 (0.038)\tLoss 0.5805 (0.5616)\tPrec@1 56.250 (55.196)\n",
      "[250/391]\tTime 0.091 (0.113)\tData 0.032 (0.038)\tLoss 0.5890 (0.5619)\tPrec@1 50.781 (55.173)\n",
      "[260/391]\tTime 0.129 (0.113)\tData 0.034 (0.038)\tLoss 0.5516 (0.5619)\tPrec@1 57.812 (55.175)\n",
      "[270/391]\tTime 0.099 (0.113)\tData 0.032 (0.038)\tLoss 0.5473 (0.5623)\tPrec@1 54.688 (55.091)\n",
      "[280/391]\tTime 0.158 (0.113)\tData 0.048 (0.038)\tLoss 0.5617 (0.5628)\tPrec@1 53.906 (55.063)\n",
      "[290/391]\tTime 0.092 (0.113)\tData 0.035 (0.038)\tLoss 0.5513 (0.5631)\tPrec@1 58.594 (55.055)\n",
      "[300/391]\tTime 0.129 (0.113)\tData 0.070 (0.038)\tLoss 0.6351 (0.5637)\tPrec@1 51.562 (54.981)\n",
      "[310/391]\tTime 0.086 (0.113)\tData 0.035 (0.039)\tLoss 0.5524 (0.5638)\tPrec@1 55.469 (54.936)\n",
      "[320/391]\tTime 0.076 (0.112)\tData 0.020 (0.039)\tLoss 0.5679 (0.5637)\tPrec@1 57.031 (54.926)\n",
      "[330/391]\tTime 0.110 (0.111)\tData 0.043 (0.038)\tLoss 0.5369 (0.5641)\tPrec@1 52.344 (54.886)\n",
      "[340/391]\tTime 0.107 (0.112)\tData 0.033 (0.038)\tLoss 0.5674 (0.5643)\tPrec@1 60.156 (54.894)\n",
      "[350/391]\tTime 0.074 (0.112)\tData 0.030 (0.038)\tLoss 0.5808 (0.5643)\tPrec@1 47.656 (54.837)\n",
      "[360/391]\tTime 0.163 (0.112)\tData 0.055 (0.038)\tLoss 0.5749 (0.5645)\tPrec@1 52.344 (54.815)\n",
      "[370/391]\tTime 0.102 (0.111)\tData 0.028 (0.038)\tLoss 0.6104 (0.5647)\tPrec@1 51.562 (54.789)\n",
      "[380/391]\tTime 0.112 (0.112)\tData 0.032 (0.038)\tLoss 0.5505 (0.5654)\tPrec@1 57.812 (54.726)\n",
      "[390/391]\tTime 0.120 (0.111)\tData 0.055 (0.038)\tLoss 0.5660 (0.5654)\tPrec@1 48.750 (54.784)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.084 (0.084)\tLoss 1.6850 (1.6850)\tPrec@1 52.344 (52.344)\n",
      "Test: [10/79]\tTime 0.039 (0.057)\tLoss 1.5544 (1.6517)\tPrec@1 55.469 (54.261)\n",
      "Test: [20/79]\tTime 0.031 (0.051)\tLoss 1.6713 (1.6389)\tPrec@1 54.688 (54.353)\n",
      "Test: [30/79]\tTime 0.030 (0.046)\tLoss 1.5034 (1.6441)\tPrec@1 46.875 (53.024)\n",
      "Test: [40/79]\tTime 0.042 (0.045)\tLoss 1.3999 (1.6561)\tPrec@1 58.594 (52.954)\n",
      "Test: [50/79]\tTime 0.033 (0.044)\tLoss 1.7658 (1.6495)\tPrec@1 56.250 (53.048)\n",
      "Test: [60/79]\tTime 0.032 (0.043)\tLoss 1.9433 (1.6606)\tPrec@1 50.000 (52.843)\n",
      "Test: [70/79]\tTime 0.033 (0.042)\tLoss 1.6299 (1.6574)\tPrec@1 52.344 (53.037)\n",
      " * Prec@1 53.070\n",
      "\n",
      "===> epoch: 103/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.132 (0.132)\tData 0.044 (0.044)\tLoss 0.5308 (0.5308)\tPrec@1 55.469 (55.469)\n",
      "[10/391]\tTime 0.098 (0.118)\tData 0.019 (0.036)\tLoss 0.5063 (0.5492)\tPrec@1 61.719 (57.670)\n",
      "[20/391]\tTime 0.090 (0.110)\tData 0.030 (0.032)\tLoss 0.5884 (0.5530)\tPrec@1 57.812 (56.734)\n",
      "[30/391]\tTime 0.124 (0.114)\tData 0.037 (0.035)\tLoss 0.6134 (0.5585)\tPrec@1 52.344 (56.351)\n",
      "[40/391]\tTime 0.126 (0.114)\tData 0.035 (0.036)\tLoss 0.6320 (0.5598)\tPrec@1 57.031 (56.536)\n",
      "[50/391]\tTime 0.117 (0.112)\tData 0.058 (0.035)\tLoss 0.5786 (0.5587)\tPrec@1 49.219 (56.327)\n",
      "[60/391]\tTime 0.142 (0.116)\tData 0.049 (0.036)\tLoss 0.5433 (0.5554)\tPrec@1 58.594 (56.429)\n",
      "[70/391]\tTime 0.096 (0.112)\tData 0.034 (0.036)\tLoss 0.5339 (0.5549)\tPrec@1 60.156 (56.470)\n",
      "[80/391]\tTime 0.149 (0.115)\tData 0.089 (0.038)\tLoss 0.5551 (0.5549)\tPrec@1 53.906 (56.134)\n",
      "[90/391]\tTime 0.098 (0.115)\tData 0.035 (0.038)\tLoss 0.5682 (0.5568)\tPrec@1 52.344 (55.804)\n",
      "[100/391]\tTime 0.119 (0.116)\tData 0.041 (0.039)\tLoss 0.5641 (0.5591)\tPrec@1 54.688 (55.453)\n",
      "[110/391]\tTime 0.081 (0.115)\tData 0.020 (0.039)\tLoss 0.5367 (0.5592)\tPrec@1 57.812 (55.391)\n",
      "[120/391]\tTime 0.093 (0.113)\tData 0.034 (0.038)\tLoss 0.5348 (0.5597)\tPrec@1 56.250 (55.385)\n",
      "[130/391]\tTime 0.090 (0.113)\tData 0.033 (0.037)\tLoss 0.5556 (0.5589)\tPrec@1 53.906 (55.361)\n",
      "[140/391]\tTime 0.082 (0.112)\tData 0.032 (0.037)\tLoss 0.5540 (0.5582)\tPrec@1 50.781 (55.430)\n",
      "[150/391]\tTime 0.151 (0.113)\tData 0.045 (0.037)\tLoss 0.6229 (0.5586)\tPrec@1 51.562 (55.345)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[160/391]\tTime 0.147 (0.115)\tData 0.046 (0.038)\tLoss 0.5160 (0.5577)\tPrec@1 57.812 (55.425)\n",
      "[170/391]\tTime 0.111 (0.114)\tData 0.036 (0.037)\tLoss 0.5553 (0.5574)\tPrec@1 58.594 (55.546)\n",
      "[180/391]\tTime 0.082 (0.114)\tData 0.034 (0.038)\tLoss 0.5224 (0.5572)\tPrec@1 60.938 (55.572)\n",
      "[190/391]\tTime 0.092 (0.115)\tData 0.040 (0.039)\tLoss 0.4777 (0.5563)\tPrec@1 61.719 (55.681)\n",
      "[200/391]\tTime 0.121 (0.116)\tData 0.041 (0.039)\tLoss 0.6126 (0.5573)\tPrec@1 50.781 (55.570)\n",
      "[210/391]\tTime 0.080 (0.116)\tData 0.019 (0.039)\tLoss 0.5396 (0.5573)\tPrec@1 62.500 (55.543)\n",
      "[220/391]\tTime 0.089 (0.115)\tData 0.032 (0.039)\tLoss 0.5151 (0.5572)\tPrec@1 60.156 (55.607)\n",
      "[230/391]\tTime 0.132 (0.115)\tData 0.039 (0.038)\tLoss 0.5306 (0.5578)\tPrec@1 56.250 (55.597)\n",
      "[240/391]\tTime 0.099 (0.115)\tData 0.037 (0.038)\tLoss 0.5807 (0.5571)\tPrec@1 49.219 (55.666)\n",
      "[250/391]\tTime 0.082 (0.115)\tData 0.026 (0.038)\tLoss 0.5860 (0.5572)\tPrec@1 52.344 (55.624)\n",
      "[260/391]\tTime 0.108 (0.115)\tData 0.034 (0.038)\tLoss 0.5485 (0.5579)\tPrec@1 54.688 (55.538)\n",
      "[270/391]\tTime 0.101 (0.115)\tData 0.031 (0.038)\tLoss 0.5139 (0.5569)\tPrec@1 64.062 (55.616)\n",
      "[280/391]\tTime 0.111 (0.115)\tData 0.033 (0.038)\tLoss 0.5276 (0.5571)\tPrec@1 58.594 (55.613)\n",
      "[290/391]\tTime 0.121 (0.115)\tData 0.038 (0.038)\tLoss 0.5357 (0.5572)\tPrec@1 60.938 (55.624)\n",
      "[300/391]\tTime 0.099 (0.115)\tData 0.038 (0.039)\tLoss 0.5067 (0.5575)\tPrec@1 60.938 (55.601)\n",
      "[310/391]\tTime 0.125 (0.115)\tData 0.037 (0.038)\tLoss 0.5589 (0.5577)\tPrec@1 53.125 (55.594)\n",
      "[320/391]\tTime 0.131 (0.115)\tData 0.035 (0.038)\tLoss 0.4688 (0.5572)\tPrec@1 64.844 (55.651)\n",
      "[330/391]\tTime 0.101 (0.115)\tData 0.034 (0.038)\tLoss 0.5145 (0.5568)\tPrec@1 56.250 (55.691)\n",
      "[340/391]\tTime 0.095 (0.115)\tData 0.035 (0.038)\tLoss 0.5415 (0.5567)\tPrec@1 56.250 (55.714)\n",
      "[350/391]\tTime 0.093 (0.115)\tData 0.037 (0.038)\tLoss 0.5543 (0.5566)\tPrec@1 55.469 (55.740)\n",
      "[360/391]\tTime 0.149 (0.115)\tData 0.059 (0.038)\tLoss 0.5123 (0.5562)\tPrec@1 60.938 (55.737)\n",
      "[370/391]\tTime 0.125 (0.115)\tData 0.036 (0.038)\tLoss 0.6182 (0.5568)\tPrec@1 52.344 (55.686)\n",
      "[380/391]\tTime 0.081 (0.115)\tData 0.037 (0.038)\tLoss 0.4862 (0.5564)\tPrec@1 62.500 (55.713)\n",
      "[390/391]\tTime 0.075 (0.115)\tData 0.021 (0.038)\tLoss 0.6046 (0.5566)\tPrec@1 55.000 (55.710)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.042 (0.042)\tLoss 1.7493 (1.7493)\tPrec@1 49.219 (49.219)\n",
      "Test: [10/79]\tTime 0.032 (0.050)\tLoss 1.5820 (1.6649)\tPrec@1 55.469 (55.114)\n",
      "Test: [20/79]\tTime 0.051 (0.048)\tLoss 1.6939 (1.6452)\tPrec@1 51.562 (54.948)\n",
      "Test: [30/79]\tTime 0.033 (0.044)\tLoss 1.4921 (1.6573)\tPrec@1 53.906 (53.931)\n",
      "Test: [40/79]\tTime 0.053 (0.044)\tLoss 1.3899 (1.6655)\tPrec@1 60.938 (53.830)\n",
      "Test: [50/79]\tTime 0.038 (0.042)\tLoss 1.7731 (1.6587)\tPrec@1 53.906 (53.692)\n",
      "Test: [60/79]\tTime 0.020 (0.042)\tLoss 1.9493 (1.6668)\tPrec@1 50.781 (53.496)\n",
      "Test: [70/79]\tTime 0.019 (0.039)\tLoss 1.6629 (1.6671)\tPrec@1 57.812 (53.587)\n",
      " * Prec@1 53.630\n",
      "\n",
      "===> epoch: 104/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.102 (0.102)\tData 0.022 (0.022)\tLoss 0.5787 (0.5787)\tPrec@1 50.000 (50.000)\n",
      "[10/391]\tTime 0.091 (0.101)\tData 0.033 (0.034)\tLoss 0.5480 (0.5639)\tPrec@1 50.781 (52.486)\n",
      "[20/391]\tTime 0.097 (0.098)\tData 0.040 (0.035)\tLoss 0.5381 (0.5559)\tPrec@1 60.156 (54.018)\n",
      "[30/391]\tTime 0.103 (0.098)\tData 0.043 (0.037)\tLoss 0.5136 (0.5501)\tPrec@1 56.250 (55.267)\n",
      "[40/391]\tTime 0.106 (0.098)\tData 0.035 (0.037)\tLoss 0.5522 (0.5510)\tPrec@1 57.812 (55.393)\n",
      "[50/391]\tTime 0.122 (0.100)\tData 0.032 (0.036)\tLoss 0.5686 (0.5565)\tPrec@1 56.250 (55.025)\n",
      "[60/391]\tTime 0.116 (0.103)\tData 0.050 (0.037)\tLoss 0.6080 (0.5559)\tPrec@1 46.094 (55.123)\n",
      "[70/391]\tTime 0.176 (0.106)\tData 0.049 (0.038)\tLoss 0.5567 (0.5566)\tPrec@1 58.594 (54.985)\n",
      "[80/391]\tTime 0.088 (0.108)\tData 0.038 (0.040)\tLoss 0.5196 (0.5544)\tPrec@1 59.375 (55.285)\n",
      "[90/391]\tTime 0.109 (0.107)\tData 0.041 (0.039)\tLoss 0.5053 (0.5562)\tPrec@1 57.031 (55.168)\n",
      "[100/391]\tTime 0.126 (0.108)\tData 0.035 (0.040)\tLoss 0.5502 (0.5552)\tPrec@1 55.469 (55.299)\n",
      "[110/391]\tTime 0.081 (0.108)\tData 0.019 (0.039)\tLoss 0.5308 (0.5539)\tPrec@1 55.469 (55.483)\n",
      "[120/391]\tTime 0.080 (0.107)\tData 0.035 (0.038)\tLoss 0.5521 (0.5542)\tPrec@1 56.250 (55.520)\n",
      "[130/391]\tTime 0.103 (0.107)\tData 0.031 (0.038)\tLoss 0.5589 (0.5533)\tPrec@1 56.250 (55.654)\n",
      "[140/391]\tTime 0.111 (0.107)\tData 0.034 (0.038)\tLoss 0.5867 (0.5529)\tPrec@1 55.469 (55.751)\n",
      "[150/391]\tTime 0.131 (0.108)\tData 0.025 (0.037)\tLoss 0.5300 (0.5531)\tPrec@1 53.906 (55.681)\n",
      "[160/391]\tTime 0.114 (0.109)\tData 0.031 (0.038)\tLoss 0.5337 (0.5531)\tPrec@1 56.250 (55.614)\n",
      "[170/391]\tTime 0.080 (0.109)\tData 0.032 (0.037)\tLoss 0.5844 (0.5537)\tPrec@1 55.469 (55.569)\n",
      "[180/391]\tTime 0.128 (0.109)\tData 0.064 (0.038)\tLoss 0.5228 (0.5537)\tPrec@1 58.594 (55.413)\n",
      "[190/391]\tTime 0.112 (0.109)\tData 0.035 (0.038)\tLoss 0.5781 (0.5544)\tPrec@1 51.562 (55.277)\n",
      "[200/391]\tTime 0.102 (0.110)\tData 0.060 (0.039)\tLoss 0.5509 (0.5549)\tPrec@1 54.688 (55.208)\n",
      "[210/391]\tTime 0.112 (0.110)\tData 0.037 (0.039)\tLoss 0.6265 (0.5544)\tPrec@1 50.000 (55.221)\n",
      "[220/391]\tTime 0.119 (0.110)\tData 0.030 (0.038)\tLoss 0.5937 (0.5537)\tPrec@1 46.875 (55.278)\n",
      "[230/391]\tTime 0.092 (0.110)\tData 0.030 (0.038)\tLoss 0.5200 (0.5539)\tPrec@1 60.938 (55.313)\n",
      "[240/391]\tTime 0.124 (0.110)\tData 0.031 (0.038)\tLoss 0.5796 (0.5542)\tPrec@1 53.906 (55.287)\n",
      "[250/391]\tTime 0.104 (0.110)\tData 0.030 (0.038)\tLoss 0.5337 (0.5547)\tPrec@1 57.812 (55.276)\n",
      "[260/391]\tTime 0.125 (0.110)\tData 0.035 (0.038)\tLoss 0.5194 (0.5536)\tPrec@1 58.594 (55.364)\n",
      "[270/391]\tTime 0.115 (0.110)\tData 0.025 (0.038)\tLoss 0.5662 (0.5533)\tPrec@1 54.688 (55.397)\n",
      "[280/391]\tTime 0.093 (0.110)\tData 0.036 (0.038)\tLoss 0.5331 (0.5528)\tPrec@1 57.812 (55.399)\n",
      "[290/391]\tTime 0.078 (0.111)\tData 0.036 (0.038)\tLoss 0.5183 (0.5529)\tPrec@1 60.156 (55.394)\n",
      "[300/391]\tTime 0.136 (0.111)\tData 0.043 (0.039)\tLoss 0.5220 (0.5534)\tPrec@1 59.375 (55.365)\n",
      "[310/391]\tTime 0.117 (0.112)\tData 0.029 (0.039)\tLoss 0.5957 (0.5533)\tPrec@1 53.906 (55.393)\n",
      "[320/391]\tTime 0.081 (0.112)\tData 0.028 (0.038)\tLoss 0.5836 (0.5536)\tPrec@1 53.906 (55.325)\n",
      "[330/391]\tTime 0.106 (0.112)\tData 0.034 (0.038)\tLoss 0.5100 (0.5534)\tPrec@1 58.594 (55.358)\n",
      "[340/391]\tTime 0.116 (0.112)\tData 0.030 (0.038)\tLoss 0.5429 (0.5539)\tPrec@1 55.469 (55.295)\n",
      "[350/391]\tTime 0.088 (0.112)\tData 0.032 (0.038)\tLoss 0.5303 (0.5541)\tPrec@1 57.031 (55.280)\n",
      "[360/391]\tTime 0.147 (0.112)\tData 0.053 (0.038)\tLoss 0.5339 (0.5545)\tPrec@1 54.688 (55.237)\n",
      "[370/391]\tTime 0.084 (0.112)\tData 0.027 (0.038)\tLoss 0.5626 (0.5549)\tPrec@1 55.469 (55.212)\n",
      "[380/391]\tTime 0.180 (0.112)\tData 0.082 (0.038)\tLoss 0.4907 (0.5546)\tPrec@1 57.812 (55.229)\n",
      "[390/391]\tTime 0.090 (0.112)\tData 0.022 (0.039)\tLoss 0.6174 (0.5553)\tPrec@1 48.750 (55.188)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.076 (0.076)\tLoss 1.7130 (1.7130)\tPrec@1 51.562 (51.562)\n",
      "Test: [10/79]\tTime 0.033 (0.045)\tLoss 1.5563 (1.6366)\tPrec@1 54.688 (54.972)\n",
      "Test: [20/79]\tTime 0.037 (0.041)\tLoss 1.5894 (1.6168)\tPrec@1 54.688 (55.097)\n",
      "Test: [30/79]\tTime 0.040 (0.040)\tLoss 1.4853 (1.6222)\tPrec@1 51.562 (54.007)\n",
      "Test: [40/79]\tTime 0.064 (0.040)\tLoss 1.3887 (1.6324)\tPrec@1 60.938 (53.792)\n",
      "Test: [50/79]\tTime 0.036 (0.040)\tLoss 1.7602 (1.6264)\tPrec@1 53.906 (53.891)\n",
      "Test: [60/79]\tTime 0.038 (0.039)\tLoss 1.9584 (1.6329)\tPrec@1 48.438 (53.586)\n",
      "Test: [70/79]\tTime 0.021 (0.037)\tLoss 1.6643 (1.6323)\tPrec@1 56.250 (53.851)\n",
      " * Prec@1 53.890\n",
      "\n",
      "===> epoch: 105/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.081 (0.081)\tData 0.021 (0.021)\tLoss 0.5127 (0.5127)\tPrec@1 61.719 (61.719)\n",
      "[10/391]\tTime 0.143 (0.118)\tData 0.047 (0.034)\tLoss 0.5337 (0.5442)\tPrec@1 57.031 (56.037)\n",
      "[20/391]\tTime 0.121 (0.113)\tData 0.033 (0.035)\tLoss 0.6168 (0.5490)\tPrec@1 51.562 (55.618)\n",
      "[30/391]\tTime 0.125 (0.111)\tData 0.031 (0.034)\tLoss 0.5072 (0.5469)\tPrec@1 60.156 (56.250)\n",
      "[40/391]\tTime 0.107 (0.109)\tData 0.033 (0.034)\tLoss 0.5713 (0.5493)\tPrec@1 53.906 (56.021)\n",
      "[50/391]\tTime 0.105 (0.110)\tData 0.036 (0.034)\tLoss 0.5309 (0.5459)\tPrec@1 59.375 (56.219)\n",
      "[60/391]\tTime 0.109 (0.109)\tData 0.032 (0.034)\tLoss 0.5497 (0.5456)\tPrec@1 52.344 (56.340)\n",
      "[70/391]\tTime 0.091 (0.111)\tData 0.041 (0.036)\tLoss 0.5681 (0.5461)\tPrec@1 55.469 (56.404)\n",
      "[80/391]\tTime 0.122 (0.113)\tData 0.058 (0.037)\tLoss 0.6037 (0.5481)\tPrec@1 50.781 (56.163)\n",
      "[90/391]\tTime 0.117 (0.114)\tData 0.049 (0.039)\tLoss 0.5815 (0.5501)\tPrec@1 52.344 (55.941)\n",
      "[100/391]\tTime 0.090 (0.115)\tData 0.020 (0.039)\tLoss 0.5423 (0.5494)\tPrec@1 55.469 (55.956)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[110/391]\tTime 0.109 (0.114)\tData 0.040 (0.038)\tLoss 0.5265 (0.5488)\tPrec@1 55.469 (55.990)\n",
      "[120/391]\tTime 0.087 (0.114)\tData 0.031 (0.038)\tLoss 0.5329 (0.5484)\tPrec@1 52.344 (55.882)\n",
      "[130/391]\tTime 0.086 (0.113)\tData 0.030 (0.038)\tLoss 0.5235 (0.5482)\tPrec@1 53.906 (55.809)\n",
      "[140/391]\tTime 0.089 (0.113)\tData 0.029 (0.038)\tLoss 0.5966 (0.5496)\tPrec@1 48.438 (55.696)\n",
      "[150/391]\tTime 0.093 (0.113)\tData 0.030 (0.038)\tLoss 0.5902 (0.5497)\tPrec@1 51.562 (55.645)\n",
      "[160/391]\tTime 0.086 (0.111)\tData 0.029 (0.038)\tLoss 0.5690 (0.5494)\tPrec@1 60.938 (55.668)\n",
      "[170/391]\tTime 0.076 (0.111)\tData 0.034 (0.038)\tLoss 0.4920 (0.5496)\tPrec@1 57.031 (55.620)\n",
      "[180/391]\tTime 0.175 (0.111)\tData 0.091 (0.039)\tLoss 0.5547 (0.5496)\tPrec@1 57.812 (55.577)\n",
      "[190/391]\tTime 0.135 (0.113)\tData 0.038 (0.040)\tLoss 0.5336 (0.5499)\tPrec@1 59.375 (55.542)\n",
      "[200/391]\tTime 0.101 (0.114)\tData 0.019 (0.040)\tLoss 0.5444 (0.5502)\tPrec@1 54.688 (55.508)\n",
      "[210/391]\tTime 0.146 (0.114)\tData 0.051 (0.040)\tLoss 0.5715 (0.5511)\tPrec@1 47.656 (55.491)\n",
      "[220/391]\tTime 0.117 (0.113)\tData 0.033 (0.040)\tLoss 0.5601 (0.5505)\tPrec@1 55.469 (55.536)\n",
      "[230/391]\tTime 0.118 (0.113)\tData 0.035 (0.039)\tLoss 0.5487 (0.5504)\tPrec@1 56.250 (55.533)\n",
      "[240/391]\tTime 0.100 (0.113)\tData 0.030 (0.039)\tLoss 0.5567 (0.5497)\tPrec@1 55.469 (55.576)\n",
      "[250/391]\tTime 0.107 (0.113)\tData 0.035 (0.039)\tLoss 0.5537 (0.5495)\tPrec@1 57.812 (55.612)\n",
      "[260/391]\tTime 0.117 (0.113)\tData 0.026 (0.039)\tLoss 0.5472 (0.5494)\tPrec@1 57.812 (55.582)\n",
      "[270/391]\tTime 0.134 (0.113)\tData 0.039 (0.039)\tLoss 0.5820 (0.5490)\tPrec@1 53.906 (55.581)\n",
      "[280/391]\tTime 0.130 (0.114)\tData 0.040 (0.039)\tLoss 0.5693 (0.5490)\tPrec@1 51.562 (55.566)\n",
      "[290/391]\tTime 0.085 (0.114)\tData 0.035 (0.039)\tLoss 0.5277 (0.5488)\tPrec@1 57.812 (55.590)\n",
      "[300/391]\tTime 0.114 (0.114)\tData 0.032 (0.039)\tLoss 0.5042 (0.5484)\tPrec@1 61.719 (55.614)\n",
      "[310/391]\tTime 0.123 (0.114)\tData 0.035 (0.039)\tLoss 0.5456 (0.5487)\tPrec@1 48.438 (55.554)\n",
      "[320/391]\tTime 0.098 (0.114)\tData 0.039 (0.039)\tLoss 0.5699 (0.5488)\tPrec@1 53.125 (55.554)\n",
      "[330/391]\tTime 0.115 (0.114)\tData 0.036 (0.039)\tLoss 0.5385 (0.5489)\tPrec@1 55.469 (55.582)\n",
      "[340/391]\tTime 0.084 (0.113)\tData 0.025 (0.039)\tLoss 0.5642 (0.5493)\tPrec@1 59.375 (55.547)\n",
      "[350/391]\tTime 0.139 (0.113)\tData 0.046 (0.039)\tLoss 0.5253 (0.5493)\tPrec@1 58.594 (55.544)\n",
      "[360/391]\tTime 0.085 (0.113)\tData 0.029 (0.039)\tLoss 0.5495 (0.5499)\tPrec@1 56.250 (55.544)\n",
      "[370/391]\tTime 0.110 (0.113)\tData 0.032 (0.039)\tLoss 0.6122 (0.5501)\tPrec@1 49.219 (55.532)\n",
      "[380/391]\tTime 0.139 (0.113)\tData 0.067 (0.039)\tLoss 0.4662 (0.5503)\tPrec@1 58.594 (55.497)\n",
      "[390/391]\tTime 0.061 (0.114)\tData 0.024 (0.039)\tLoss 0.4908 (0.5499)\tPrec@1 62.500 (55.540)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.028 (0.028)\tLoss 1.7072 (1.7072)\tPrec@1 54.688 (54.688)\n",
      "Test: [10/79]\tTime 0.062 (0.045)\tLoss 1.6171 (1.6792)\tPrec@1 54.688 (55.043)\n",
      "Test: [20/79]\tTime 0.032 (0.041)\tLoss 1.6696 (1.6589)\tPrec@1 50.781 (54.353)\n",
      "Test: [30/79]\tTime 0.061 (0.042)\tLoss 1.5257 (1.6630)\tPrec@1 51.562 (53.402)\n",
      "Test: [40/79]\tTime 0.026 (0.040)\tLoss 1.5031 (1.6713)\tPrec@1 57.031 (53.239)\n",
      "Test: [50/79]\tTime 0.034 (0.041)\tLoss 1.8401 (1.6646)\tPrec@1 52.344 (53.324)\n",
      "Test: [60/79]\tTime 0.030 (0.040)\tLoss 1.9708 (1.6727)\tPrec@1 50.781 (53.163)\n",
      "Test: [70/79]\tTime 0.035 (0.040)\tLoss 1.7154 (1.6728)\tPrec@1 55.469 (53.268)\n",
      " * Prec@1 53.340\n",
      "\n",
      "===> epoch: 106/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.103 (0.103)\tData 0.037 (0.037)\tLoss 0.6440 (0.6440)\tPrec@1 47.656 (47.656)\n",
      "[10/391]\tTime 0.130 (0.108)\tData 0.037 (0.040)\tLoss 0.5516 (0.5740)\tPrec@1 58.594 (53.622)\n",
      "[20/391]\tTime 0.134 (0.113)\tData 0.046 (0.040)\tLoss 0.5265 (0.5520)\tPrec@1 58.594 (55.915)\n",
      "[30/391]\tTime 0.094 (0.109)\tData 0.033 (0.037)\tLoss 0.5454 (0.5481)\tPrec@1 54.688 (55.998)\n",
      "[40/391]\tTime 0.097 (0.110)\tData 0.032 (0.037)\tLoss 0.5376 (0.5437)\tPrec@1 56.250 (55.983)\n",
      "[50/391]\tTime 0.086 (0.109)\tData 0.034 (0.036)\tLoss 0.5843 (0.5482)\tPrec@1 56.250 (55.990)\n",
      "[60/391]\tTime 0.087 (0.110)\tData 0.032 (0.036)\tLoss 0.6327 (0.5559)\tPrec@1 51.562 (55.213)\n",
      "[70/391]\tTime 0.085 (0.111)\tData 0.035 (0.036)\tLoss 0.5962 (0.5579)\tPrec@1 52.344 (54.974)\n",
      "[80/391]\tTime 0.114 (0.110)\tData 0.033 (0.036)\tLoss 0.6049 (0.5556)\tPrec@1 46.875 (55.035)\n",
      "[90/391]\tTime 0.126 (0.112)\tData 0.034 (0.037)\tLoss 0.5887 (0.5546)\tPrec@1 54.688 (55.194)\n",
      "[100/391]\tTime 0.112 (0.111)\tData 0.025 (0.036)\tLoss 0.5544 (0.5520)\tPrec@1 56.250 (55.322)\n",
      "[110/391]\tTime 0.129 (0.112)\tData 0.036 (0.036)\tLoss 0.5626 (0.5513)\tPrec@1 59.375 (55.525)\n",
      "[120/391]\tTime 0.097 (0.113)\tData 0.036 (0.037)\tLoss 0.5112 (0.5498)\tPrec@1 56.250 (55.714)\n",
      "[130/391]\tTime 0.094 (0.113)\tData 0.037 (0.037)\tLoss 0.5693 (0.5496)\tPrec@1 53.906 (55.707)\n",
      "[140/391]\tTime 0.091 (0.112)\tData 0.023 (0.036)\tLoss 0.5467 (0.5497)\tPrec@1 54.688 (55.641)\n",
      "[150/391]\tTime 0.090 (0.112)\tData 0.036 (0.036)\tLoss 0.5287 (0.5492)\tPrec@1 50.000 (55.603)\n",
      "[160/391]\tTime 0.127 (0.113)\tData 0.038 (0.037)\tLoss 0.5175 (0.5493)\tPrec@1 54.688 (55.629)\n",
      "[170/391]\tTime 0.092 (0.112)\tData 0.039 (0.037)\tLoss 0.5190 (0.5504)\tPrec@1 60.938 (55.574)\n",
      "[180/391]\tTime 0.101 (0.112)\tData 0.028 (0.037)\tLoss 0.5521 (0.5503)\tPrec@1 58.594 (55.581)\n",
      "[190/391]\tTime 0.081 (0.112)\tData 0.032 (0.037)\tLoss 0.5551 (0.5500)\tPrec@1 52.344 (55.620)\n",
      "[200/391]\tTime 0.108 (0.112)\tData 0.034 (0.037)\tLoss 0.5133 (0.5499)\tPrec@1 60.156 (55.655)\n",
      "[210/391]\tTime 0.099 (0.112)\tData 0.027 (0.038)\tLoss 0.5216 (0.5497)\tPrec@1 60.938 (55.717)\n",
      "[220/391]\tTime 0.122 (0.112)\tData 0.026 (0.037)\tLoss 0.5028 (0.5495)\tPrec@1 61.719 (55.766)\n",
      "[230/391]\tTime 0.128 (0.112)\tData 0.038 (0.037)\tLoss 0.5042 (0.5489)\tPrec@1 60.938 (55.837)\n",
      "[240/391]\tTime 0.097 (0.112)\tData 0.031 (0.038)\tLoss 0.5251 (0.5496)\tPrec@1 58.594 (55.809)\n",
      "[250/391]\tTime 0.108 (0.113)\tData 0.035 (0.038)\tLoss 0.5399 (0.5496)\tPrec@1 55.469 (55.727)\n",
      "[260/391]\tTime 0.108 (0.113)\tData 0.035 (0.037)\tLoss 0.6098 (0.5495)\tPrec@1 55.469 (55.738)\n",
      "[270/391]\tTime 0.097 (0.113)\tData 0.032 (0.037)\tLoss 0.5556 (0.5492)\tPrec@1 54.688 (55.711)\n",
      "[280/391]\tTime 0.113 (0.113)\tData 0.034 (0.037)\tLoss 0.5609 (0.5494)\tPrec@1 54.688 (55.658)\n",
      "[290/391]\tTime 0.084 (0.112)\tData 0.031 (0.037)\tLoss 0.5414 (0.5495)\tPrec@1 56.250 (55.686)\n",
      "[300/391]\tTime 0.075 (0.111)\tData 0.029 (0.037)\tLoss 0.5802 (0.5498)\tPrec@1 52.344 (55.632)\n",
      "[310/391]\tTime 0.083 (0.111)\tData 0.034 (0.037)\tLoss 0.6234 (0.5503)\tPrec@1 54.688 (55.617)\n",
      "[320/391]\tTime 0.122 (0.111)\tData 0.038 (0.038)\tLoss 0.5582 (0.5502)\tPrec@1 60.938 (55.663)\n",
      "[330/391]\tTime 0.101 (0.111)\tData 0.036 (0.038)\tLoss 0.5173 (0.5503)\tPrec@1 61.719 (55.650)\n",
      "[340/391]\tTime 0.147 (0.111)\tData 0.052 (0.038)\tLoss 0.5803 (0.5499)\tPrec@1 53.125 (55.700)\n",
      "[350/391]\tTime 0.100 (0.111)\tData 0.034 (0.038)\tLoss 0.5528 (0.5500)\tPrec@1 57.812 (55.671)\n",
      "[360/391]\tTime 0.128 (0.111)\tData 0.040 (0.038)\tLoss 0.5485 (0.5498)\tPrec@1 54.688 (55.659)\n",
      "[370/391]\tTime 0.108 (0.111)\tData 0.032 (0.038)\tLoss 0.5208 (0.5498)\tPrec@1 60.156 (55.688)\n",
      "[380/391]\tTime 0.060 (0.111)\tData 0.028 (0.038)\tLoss 0.4727 (0.5493)\tPrec@1 60.156 (55.709)\n",
      "[390/391]\tTime 0.075 (0.111)\tData 0.026 (0.038)\tLoss 0.6175 (0.5492)\tPrec@1 53.750 (55.750)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.038 (0.038)\tLoss 1.7645 (1.7645)\tPrec@1 50.000 (50.000)\n",
      "Test: [10/79]\tTime 0.040 (0.037)\tLoss 1.7073 (1.7093)\tPrec@1 48.438 (53.054)\n",
      "Test: [20/79]\tTime 0.032 (0.038)\tLoss 1.7088 (1.6898)\tPrec@1 48.438 (53.199)\n",
      "Test: [30/79]\tTime 0.033 (0.037)\tLoss 1.5453 (1.6910)\tPrec@1 50.000 (52.646)\n",
      "Test: [40/79]\tTime 0.041 (0.037)\tLoss 1.4911 (1.7014)\tPrec@1 58.594 (52.382)\n",
      "Test: [50/79]\tTime 0.057 (0.038)\tLoss 1.7447 (1.6875)\tPrec@1 53.125 (52.466)\n",
      "Test: [60/79]\tTime 0.025 (0.037)\tLoss 1.9213 (1.6941)\tPrec@1 51.562 (52.280)\n",
      "Test: [70/79]\tTime 0.049 (0.038)\tLoss 1.7140 (1.6954)\tPrec@1 58.594 (52.421)\n",
      " * Prec@1 52.560\n",
      "\n",
      "===> epoch: 107/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.124 (0.124)\tData 0.032 (0.032)\tLoss 0.5916 (0.5916)\tPrec@1 50.781 (50.781)\n",
      "[10/391]\tTime 0.126 (0.109)\tData 0.032 (0.035)\tLoss 0.5260 (0.5309)\tPrec@1 58.594 (56.747)\n",
      "[20/391]\tTime 0.122 (0.115)\tData 0.034 (0.037)\tLoss 0.5227 (0.5429)\tPrec@1 59.375 (56.064)\n",
      "[30/391]\tTime 0.095 (0.113)\tData 0.035 (0.038)\tLoss 0.5746 (0.5463)\tPrec@1 53.125 (55.418)\n",
      "[40/391]\tTime 0.106 (0.111)\tData 0.030 (0.036)\tLoss 0.5765 (0.5440)\tPrec@1 55.469 (55.640)\n",
      "[50/391]\tTime 0.116 (0.112)\tData 0.053 (0.037)\tLoss 0.4824 (0.5422)\tPrec@1 59.375 (55.836)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[60/391]\tTime 0.119 (0.116)\tData 0.033 (0.038)\tLoss 0.5371 (0.5444)\tPrec@1 53.906 (55.418)\n",
      "[70/391]\tTime 0.088 (0.115)\tData 0.030 (0.038)\tLoss 0.4514 (0.5425)\tPrec@1 62.500 (55.656)\n",
      "[80/391]\tTime 0.086 (0.116)\tData 0.027 (0.038)\tLoss 0.5663 (0.5428)\tPrec@1 54.688 (55.633)\n",
      "[90/391]\tTime 0.091 (0.117)\tData 0.033 (0.039)\tLoss 0.6123 (0.5429)\tPrec@1 50.781 (55.632)\n",
      "[100/391]\tTime 0.127 (0.116)\tData 0.035 (0.039)\tLoss 0.5809 (0.5437)\tPrec@1 54.688 (55.724)\n",
      "[110/391]\tTime 0.096 (0.117)\tData 0.034 (0.039)\tLoss 0.5585 (0.5438)\tPrec@1 53.125 (55.624)\n",
      "[120/391]\tTime 0.124 (0.117)\tData 0.059 (0.040)\tLoss 0.4839 (0.5458)\tPrec@1 60.938 (55.533)\n",
      "[130/391]\tTime 0.129 (0.117)\tData 0.040 (0.039)\tLoss 0.5524 (0.5461)\tPrec@1 55.469 (55.487)\n",
      "[140/391]\tTime 0.100 (0.116)\tData 0.039 (0.039)\tLoss 0.4826 (0.5460)\tPrec@1 63.281 (55.502)\n",
      "[150/391]\tTime 0.104 (0.115)\tData 0.032 (0.039)\tLoss 0.5446 (0.5466)\tPrec@1 56.250 (55.552)\n",
      "[160/391]\tTime 0.106 (0.115)\tData 0.031 (0.039)\tLoss 0.5418 (0.5464)\tPrec@1 56.250 (55.619)\n",
      "[170/391]\tTime 0.099 (0.116)\tData 0.035 (0.039)\tLoss 0.5571 (0.5468)\tPrec@1 55.469 (55.683)\n",
      "[180/391]\tTime 0.136 (0.116)\tData 0.044 (0.039)\tLoss 0.5954 (0.5459)\tPrec@1 50.000 (55.762)\n",
      "[190/391]\tTime 0.151 (0.116)\tData 0.066 (0.039)\tLoss 0.5073 (0.5455)\tPrec@1 60.156 (55.747)\n",
      "[200/391]\tTime 0.132 (0.116)\tData 0.037 (0.039)\tLoss 0.5484 (0.5446)\tPrec@1 59.375 (55.850)\n",
      "[210/391]\tTime 0.133 (0.116)\tData 0.032 (0.039)\tLoss 0.5605 (0.5441)\tPrec@1 54.688 (55.913)\n",
      "[220/391]\tTime 0.134 (0.116)\tData 0.045 (0.039)\tLoss 0.5910 (0.5444)\tPrec@1 50.781 (55.879)\n",
      "[230/391]\tTime 0.081 (0.115)\tData 0.035 (0.038)\tLoss 0.5427 (0.5448)\tPrec@1 56.250 (55.827)\n",
      "[240/391]\tTime 0.119 (0.115)\tData 0.032 (0.038)\tLoss 0.5503 (0.5449)\tPrec@1 50.000 (55.799)\n",
      "[250/391]\tTime 0.142 (0.115)\tData 0.059 (0.038)\tLoss 0.5596 (0.5453)\tPrec@1 54.688 (55.749)\n",
      "[260/391]\tTime 0.085 (0.115)\tData 0.027 (0.038)\tLoss 0.5665 (0.5457)\tPrec@1 54.688 (55.741)\n",
      "[270/391]\tTime 0.127 (0.115)\tData 0.035 (0.038)\tLoss 0.5936 (0.5460)\tPrec@1 50.781 (55.714)\n",
      "[280/391]\tTime 0.132 (0.115)\tData 0.032 (0.038)\tLoss 0.5688 (0.5465)\tPrec@1 57.031 (55.647)\n",
      "[290/391]\tTime 0.126 (0.115)\tData 0.033 (0.038)\tLoss 0.5431 (0.5462)\tPrec@1 55.469 (55.713)\n",
      "[300/391]\tTime 0.083 (0.114)\tData 0.028 (0.038)\tLoss 0.5232 (0.5460)\tPrec@1 56.250 (55.715)\n",
      "[310/391]\tTime 0.077 (0.114)\tData 0.029 (0.038)\tLoss 0.5448 (0.5460)\tPrec@1 50.000 (55.715)\n",
      "[320/391]\tTime 0.117 (0.115)\tData 0.033 (0.038)\tLoss 0.5114 (0.5460)\tPrec@1 62.500 (55.746)\n",
      "[330/391]\tTime 0.119 (0.115)\tData 0.050 (0.038)\tLoss 0.4998 (0.5459)\tPrec@1 57.031 (55.750)\n",
      "[340/391]\tTime 0.116 (0.115)\tData 0.030 (0.038)\tLoss 0.5708 (0.5460)\tPrec@1 57.031 (55.748)\n",
      "[350/391]\tTime 0.132 (0.115)\tData 0.036 (0.038)\tLoss 0.5696 (0.5465)\tPrec@1 58.594 (55.734)\n",
      "[360/391]\tTime 0.125 (0.115)\tData 0.033 (0.038)\tLoss 0.4889 (0.5464)\tPrec@1 64.062 (55.780)\n",
      "[370/391]\tTime 0.128 (0.115)\tData 0.042 (0.038)\tLoss 0.6019 (0.5467)\tPrec@1 54.688 (55.780)\n",
      "[380/391]\tTime 0.117 (0.115)\tData 0.034 (0.038)\tLoss 0.5418 (0.5465)\tPrec@1 52.344 (55.741)\n",
      "[390/391]\tTime 0.071 (0.114)\tData 0.027 (0.038)\tLoss 0.5318 (0.5464)\tPrec@1 51.250 (55.732)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.041 (0.041)\tLoss 1.7466 (1.7466)\tPrec@1 53.125 (53.125)\n",
      "Test: [10/79]\tTime 0.032 (0.035)\tLoss 1.6735 (1.6975)\tPrec@1 52.344 (54.403)\n",
      "Test: [20/79]\tTime 0.030 (0.036)\tLoss 1.6925 (1.6737)\tPrec@1 51.562 (53.981)\n",
      "Test: [30/79]\tTime 0.034 (0.035)\tLoss 1.5082 (1.6717)\tPrec@1 54.688 (53.251)\n",
      "Test: [40/79]\tTime 0.044 (0.037)\tLoss 1.4615 (1.6758)\tPrec@1 57.812 (53.106)\n",
      "Test: [50/79]\tTime 0.036 (0.037)\tLoss 1.7902 (1.6715)\tPrec@1 52.344 (53.171)\n",
      "Test: [60/79]\tTime 0.036 (0.037)\tLoss 1.9375 (1.6775)\tPrec@1 50.781 (52.984)\n",
      "Test: [70/79]\tTime 0.067 (0.038)\tLoss 1.7229 (1.6755)\tPrec@1 57.031 (53.026)\n",
      " * Prec@1 53.060\n",
      "\n",
      "===> epoch: 108/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.094 (0.094)\tData 0.037 (0.037)\tLoss 0.5516 (0.5516)\tPrec@1 51.562 (51.562)\n",
      "[10/391]\tTime 0.091 (0.092)\tData 0.037 (0.038)\tLoss 0.5005 (0.5494)\tPrec@1 60.156 (56.392)\n",
      "[20/391]\tTime 0.142 (0.101)\tData 0.050 (0.039)\tLoss 0.4833 (0.5470)\tPrec@1 60.156 (56.957)\n",
      "[30/391]\tTime 0.094 (0.104)\tData 0.040 (0.038)\tLoss 0.5014 (0.5381)\tPrec@1 50.781 (57.182)\n",
      "[40/391]\tTime 0.106 (0.104)\tData 0.035 (0.037)\tLoss 0.5254 (0.5384)\tPrec@1 55.469 (56.764)\n",
      "[50/391]\tTime 0.115 (0.106)\tData 0.028 (0.038)\tLoss 0.5339 (0.5395)\tPrec@1 55.469 (56.710)\n",
      "[60/391]\tTime 0.123 (0.106)\tData 0.034 (0.037)\tLoss 0.5327 (0.5419)\tPrec@1 55.469 (56.224)\n",
      "[70/391]\tTime 0.100 (0.107)\tData 0.033 (0.037)\tLoss 0.4943 (0.5402)\tPrec@1 61.719 (56.492)\n",
      "[80/391]\tTime 0.119 (0.109)\tData 0.028 (0.038)\tLoss 0.5147 (0.5414)\tPrec@1 56.250 (56.366)\n",
      "[90/391]\tTime 0.109 (0.109)\tData 0.027 (0.037)\tLoss 0.6584 (0.5435)\tPrec@1 45.312 (56.284)\n",
      "[100/391]\tTime 0.094 (0.110)\tData 0.038 (0.037)\tLoss 0.5489 (0.5458)\tPrec@1 60.938 (56.049)\n",
      "[110/391]\tTime 0.099 (0.111)\tData 0.035 (0.038)\tLoss 0.4910 (0.5450)\tPrec@1 58.594 (56.039)\n",
      "[120/391]\tTime 0.092 (0.112)\tData 0.028 (0.038)\tLoss 0.5120 (0.5438)\tPrec@1 58.594 (56.140)\n",
      "[130/391]\tTime 0.113 (0.111)\tData 0.040 (0.038)\tLoss 0.5305 (0.5446)\tPrec@1 51.562 (55.940)\n",
      "[140/391]\tTime 0.116 (0.111)\tData 0.032 (0.038)\tLoss 0.5353 (0.5453)\tPrec@1 52.344 (55.912)\n",
      "[150/391]\tTime 0.114 (0.112)\tData 0.035 (0.038)\tLoss 0.5006 (0.5449)\tPrec@1 67.969 (56.012)\n",
      "[160/391]\tTime 0.074 (0.112)\tData 0.031 (0.038)\tLoss 0.5159 (0.5447)\tPrec@1 62.500 (56.061)\n",
      "[170/391]\tTime 0.111 (0.111)\tData 0.041 (0.037)\tLoss 0.5522 (0.5442)\tPrec@1 50.781 (56.149)\n",
      "[180/391]\tTime 0.132 (0.112)\tData 0.037 (0.038)\tLoss 0.5097 (0.5431)\tPrec@1 60.938 (56.215)\n",
      "[190/391]\tTime 0.086 (0.112)\tData 0.033 (0.038)\tLoss 0.5322 (0.5434)\tPrec@1 63.281 (56.283)\n",
      "[200/391]\tTime 0.103 (0.112)\tData 0.028 (0.038)\tLoss 0.5277 (0.5434)\tPrec@1 57.812 (56.320)\n",
      "[210/391]\tTime 0.112 (0.111)\tData 0.036 (0.037)\tLoss 0.5342 (0.5434)\tPrec@1 57.031 (56.272)\n",
      "[220/391]\tTime 0.113 (0.111)\tData 0.035 (0.037)\tLoss 0.5125 (0.5428)\tPrec@1 57.812 (56.356)\n",
      "[230/391]\tTime 0.094 (0.111)\tData 0.031 (0.037)\tLoss 0.4661 (0.5426)\tPrec@1 68.750 (56.355)\n",
      "[240/391]\tTime 0.090 (0.111)\tData 0.028 (0.037)\tLoss 0.5195 (0.5422)\tPrec@1 57.812 (56.396)\n",
      "[250/391]\tTime 0.073 (0.110)\tData 0.027 (0.037)\tLoss 0.5635 (0.5424)\tPrec@1 51.562 (56.390)\n",
      "[260/391]\tTime 0.086 (0.111)\tData 0.033 (0.037)\tLoss 0.5801 (0.5429)\tPrec@1 52.344 (56.358)\n",
      "[270/391]\tTime 0.128 (0.111)\tData 0.034 (0.037)\tLoss 0.5410 (0.5431)\tPrec@1 55.469 (56.377)\n",
      "[280/391]\tTime 0.130 (0.111)\tData 0.031 (0.037)\tLoss 0.4899 (0.5424)\tPrec@1 57.031 (56.420)\n",
      "[290/391]\tTime 0.151 (0.111)\tData 0.054 (0.037)\tLoss 0.5226 (0.5427)\tPrec@1 61.719 (56.451)\n",
      "[300/391]\tTime 0.114 (0.112)\tData 0.038 (0.037)\tLoss 0.5231 (0.5430)\tPrec@1 59.375 (56.356)\n",
      "[310/391]\tTime 0.130 (0.112)\tData 0.040 (0.037)\tLoss 0.5656 (0.5437)\tPrec@1 56.250 (56.325)\n",
      "[320/391]\tTime 0.133 (0.112)\tData 0.042 (0.037)\tLoss 0.5720 (0.5446)\tPrec@1 53.906 (56.235)\n",
      "[330/391]\tTime 0.126 (0.112)\tData 0.032 (0.037)\tLoss 0.5041 (0.5444)\tPrec@1 59.375 (56.226)\n",
      "[340/391]\tTime 0.128 (0.112)\tData 0.036 (0.038)\tLoss 0.5982 (0.5437)\tPrec@1 50.000 (56.275)\n",
      "[350/391]\tTime 0.088 (0.112)\tData 0.035 (0.038)\tLoss 0.5154 (0.5431)\tPrec@1 54.688 (56.366)\n",
      "[360/391]\tTime 0.123 (0.112)\tData 0.034 (0.037)\tLoss 0.5763 (0.5433)\tPrec@1 51.562 (56.337)\n",
      "[370/391]\tTime 0.123 (0.112)\tData 0.033 (0.037)\tLoss 0.5488 (0.5433)\tPrec@1 57.031 (56.328)\n",
      "[380/391]\tTime 0.136 (0.112)\tData 0.039 (0.037)\tLoss 0.5290 (0.5434)\tPrec@1 52.344 (56.326)\n",
      "[390/391]\tTime 0.067 (0.112)\tData 0.021 (0.037)\tLoss 0.5571 (0.5436)\tPrec@1 48.750 (56.314)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.051 (0.051)\tLoss 1.7904 (1.7904)\tPrec@1 47.656 (47.656)\n",
      "Test: [10/79]\tTime 0.029 (0.037)\tLoss 1.6552 (1.7009)\tPrec@1 54.688 (53.196)\n",
      "Test: [20/79]\tTime 0.029 (0.033)\tLoss 1.6233 (1.6719)\tPrec@1 52.344 (53.311)\n",
      "Test: [30/79]\tTime 0.037 (0.033)\tLoss 1.4690 (1.6690)\tPrec@1 54.688 (53.175)\n",
      "Test: [40/79]\tTime 0.022 (0.033)\tLoss 1.4106 (1.6759)\tPrec@1 53.125 (52.782)\n",
      "Test: [50/79]\tTime 0.035 (0.034)\tLoss 1.8809 (1.6718)\tPrec@1 50.781 (52.589)\n",
      "Test: [60/79]\tTime 0.031 (0.035)\tLoss 1.9906 (1.6754)\tPrec@1 49.219 (52.651)\n",
      "Test: [70/79]\tTime 0.031 (0.035)\tLoss 1.7237 (1.6767)\tPrec@1 55.469 (52.762)\n",
      " * Prec@1 52.950\n",
      "\n",
      "===> epoch: 109/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.131 (0.131)\tData 0.042 (0.042)\tLoss 0.5302 (0.5302)\tPrec@1 60.938 (60.938)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[10/391]\tTime 0.149 (0.125)\tData 0.066 (0.044)\tLoss 0.5374 (0.5381)\tPrec@1 58.594 (57.528)\n",
      "[20/391]\tTime 0.111 (0.118)\tData 0.035 (0.038)\tLoss 0.6531 (0.5478)\tPrec@1 49.219 (56.696)\n",
      "[30/391]\tTime 0.111 (0.117)\tData 0.034 (0.039)\tLoss 0.5590 (0.5481)\tPrec@1 53.125 (55.948)\n",
      "[40/391]\tTime 0.107 (0.114)\tData 0.040 (0.038)\tLoss 0.6332 (0.5500)\tPrec@1 51.562 (55.926)\n",
      "[50/391]\tTime 0.151 (0.115)\tData 0.054 (0.039)\tLoss 0.5088 (0.5474)\tPrec@1 61.719 (56.005)\n",
      "[60/391]\tTime 0.109 (0.115)\tData 0.035 (0.039)\tLoss 0.5046 (0.5439)\tPrec@1 58.594 (56.429)\n",
      "[70/391]\tTime 0.108 (0.114)\tData 0.035 (0.039)\tLoss 0.5054 (0.5402)\tPrec@1 58.594 (56.591)\n",
      "[80/391]\tTime 0.123 (0.113)\tData 0.034 (0.038)\tLoss 0.6014 (0.5418)\tPrec@1 48.438 (56.472)\n",
      "[90/391]\tTime 0.120 (0.114)\tData 0.035 (0.038)\tLoss 0.5811 (0.5427)\tPrec@1 53.906 (56.439)\n",
      "[100/391]\tTime 0.083 (0.113)\tData 0.031 (0.037)\tLoss 0.5317 (0.5420)\tPrec@1 56.250 (56.490)\n",
      "[110/391]\tTime 0.127 (0.113)\tData 0.037 (0.038)\tLoss 0.5579 (0.5429)\tPrec@1 56.250 (56.377)\n",
      "[120/391]\tTime 0.098 (0.112)\tData 0.039 (0.038)\tLoss 0.5256 (0.5429)\tPrec@1 53.125 (56.282)\n",
      "[130/391]\tTime 0.093 (0.111)\tData 0.031 (0.038)\tLoss 0.5805 (0.5418)\tPrec@1 55.469 (56.322)\n",
      "[140/391]\tTime 0.083 (0.109)\tData 0.037 (0.038)\tLoss 0.5862 (0.5404)\tPrec@1 54.688 (56.433)\n",
      "[150/391]\tTime 0.097 (0.108)\tData 0.044 (0.038)\tLoss 0.5586 (0.5413)\tPrec@1 55.469 (56.426)\n",
      "[160/391]\tTime 0.116 (0.108)\tData 0.036 (0.038)\tLoss 0.5098 (0.5405)\tPrec@1 60.156 (56.478)\n",
      "[170/391]\tTime 0.096 (0.109)\tData 0.037 (0.038)\tLoss 0.4683 (0.5399)\tPrec@1 60.156 (56.593)\n",
      "[180/391]\tTime 0.076 (0.109)\tData 0.036 (0.038)\tLoss 0.5870 (0.5395)\tPrec@1 50.000 (56.617)\n",
      "[190/391]\tTime 0.120 (0.110)\tData 0.027 (0.039)\tLoss 0.5158 (0.5391)\tPrec@1 54.688 (56.524)\n",
      "[200/391]\tTime 0.113 (0.110)\tData 0.047 (0.038)\tLoss 0.5548 (0.5403)\tPrec@1 56.250 (56.382)\n",
      "[210/391]\tTime 0.085 (0.110)\tData 0.031 (0.038)\tLoss 0.4417 (0.5399)\tPrec@1 62.500 (56.394)\n",
      "[220/391]\tTime 0.115 (0.111)\tData 0.029 (0.038)\tLoss 0.5652 (0.5398)\tPrec@1 50.781 (56.360)\n",
      "[230/391]\tTime 0.130 (0.111)\tData 0.035 (0.039)\tLoss 0.5120 (0.5395)\tPrec@1 59.375 (56.426)\n",
      "[240/391]\tTime 0.105 (0.111)\tData 0.037 (0.039)\tLoss 0.4688 (0.5389)\tPrec@1 60.156 (56.425)\n",
      "[250/391]\tTime 0.095 (0.111)\tData 0.035 (0.039)\tLoss 0.5975 (0.5397)\tPrec@1 50.000 (56.365)\n",
      "[260/391]\tTime 0.098 (0.111)\tData 0.028 (0.039)\tLoss 0.5677 (0.5396)\tPrec@1 55.469 (56.370)\n",
      "[270/391]\tTime 0.129 (0.112)\tData 0.039 (0.038)\tLoss 0.6345 (0.5397)\tPrec@1 43.750 (56.357)\n",
      "[280/391]\tTime 0.140 (0.112)\tData 0.033 (0.038)\tLoss 0.5287 (0.5402)\tPrec@1 60.938 (56.322)\n",
      "[290/391]\tTime 0.124 (0.112)\tData 0.035 (0.038)\tLoss 0.5312 (0.5405)\tPrec@1 53.906 (56.242)\n",
      "[300/391]\tTime 0.068 (0.112)\tData 0.024 (0.038)\tLoss 0.5747 (0.5405)\tPrec@1 50.781 (56.247)\n",
      "[310/391]\tTime 0.142 (0.112)\tData 0.032 (0.038)\tLoss 0.5302 (0.5411)\tPrec@1 58.594 (56.182)\n",
      "[320/391]\tTime 0.094 (0.112)\tData 0.032 (0.038)\tLoss 0.5005 (0.5418)\tPrec@1 60.156 (56.155)\n",
      "[330/391]\tTime 0.114 (0.112)\tData 0.031 (0.038)\tLoss 0.5225 (0.5421)\tPrec@1 50.781 (56.125)\n",
      "[340/391]\tTime 0.118 (0.112)\tData 0.030 (0.038)\tLoss 0.5109 (0.5422)\tPrec@1 55.469 (56.119)\n",
      "[350/391]\tTime 0.085 (0.111)\tData 0.037 (0.038)\tLoss 0.5913 (0.5425)\tPrec@1 48.438 (56.036)\n",
      "[360/391]\tTime 0.099 (0.112)\tData 0.040 (0.038)\tLoss 0.5046 (0.5426)\tPrec@1 59.375 (56.018)\n",
      "[370/391]\tTime 0.127 (0.112)\tData 0.044 (0.038)\tLoss 0.5729 (0.5420)\tPrec@1 54.688 (56.094)\n",
      "[380/391]\tTime 0.097 (0.111)\tData 0.034 (0.038)\tLoss 0.6063 (0.5428)\tPrec@1 46.875 (56.016)\n",
      "[390/391]\tTime 0.068 (0.111)\tData 0.024 (0.038)\tLoss 0.4916 (0.5426)\tPrec@1 66.250 (56.068)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.052 (0.052)\tLoss 1.7063 (1.7063)\tPrec@1 56.250 (56.250)\n",
      "Test: [10/79]\tTime 0.036 (0.039)\tLoss 1.5699 (1.6662)\tPrec@1 54.688 (55.043)\n",
      "Test: [20/79]\tTime 0.040 (0.038)\tLoss 1.6791 (1.6487)\tPrec@1 54.688 (54.836)\n",
      "Test: [30/79]\tTime 0.050 (0.038)\tLoss 1.4859 (1.6503)\tPrec@1 56.250 (53.957)\n",
      "Test: [40/79]\tTime 0.070 (0.038)\tLoss 1.4112 (1.6575)\tPrec@1 57.031 (53.735)\n",
      "Test: [50/79]\tTime 0.030 (0.038)\tLoss 1.7992 (1.6504)\tPrec@1 54.688 (53.768)\n",
      "Test: [60/79]\tTime 0.026 (0.037)\tLoss 1.9934 (1.6562)\tPrec@1 47.656 (53.279)\n",
      "Test: [70/79]\tTime 0.031 (0.036)\tLoss 1.7040 (1.6577)\tPrec@1 56.250 (53.554)\n",
      " * Prec@1 53.750\n",
      "\n",
      "===> epoch: 110/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.083 (0.083)\tData 0.033 (0.033)\tLoss 0.5985 (0.5985)\tPrec@1 47.656 (47.656)\n",
      "[10/391]\tTime 0.113 (0.111)\tData 0.035 (0.037)\tLoss 0.5654 (0.5295)\tPrec@1 60.156 (58.026)\n",
      "[20/391]\tTime 0.089 (0.112)\tData 0.032 (0.037)\tLoss 0.5661 (0.5350)\tPrec@1 47.656 (57.552)\n",
      "[30/391]\tTime 0.101 (0.110)\tData 0.032 (0.036)\tLoss 0.5488 (0.5279)\tPrec@1 55.469 (57.939)\n",
      "[40/391]\tTime 0.140 (0.113)\tData 0.042 (0.038)\tLoss 0.5610 (0.5326)\tPrec@1 51.562 (57.031)\n",
      "[50/391]\tTime 0.126 (0.113)\tData 0.034 (0.038)\tLoss 0.4958 (0.5320)\tPrec@1 58.594 (56.955)\n",
      "[60/391]\tTime 0.126 (0.114)\tData 0.034 (0.038)\tLoss 0.5610 (0.5325)\tPrec@1 53.906 (56.903)\n",
      "[70/391]\tTime 0.128 (0.115)\tData 0.030 (0.038)\tLoss 0.5847 (0.5343)\tPrec@1 55.469 (56.811)\n",
      "[80/391]\tTime 0.078 (0.113)\tData 0.020 (0.037)\tLoss 0.5931 (0.5381)\tPrec@1 52.344 (56.559)\n",
      "[90/391]\tTime 0.094 (0.112)\tData 0.034 (0.037)\tLoss 0.5537 (0.5384)\tPrec@1 50.781 (56.516)\n",
      "[100/391]\tTime 0.102 (0.111)\tData 0.038 (0.037)\tLoss 0.5783 (0.5395)\tPrec@1 54.688 (56.490)\n",
      "[110/391]\tTime 0.127 (0.113)\tData 0.033 (0.038)\tLoss 0.5237 (0.5392)\tPrec@1 57.812 (56.658)\n",
      "[120/391]\tTime 0.112 (0.112)\tData 0.026 (0.037)\tLoss 0.5299 (0.5380)\tPrec@1 61.719 (56.689)\n",
      "[130/391]\tTime 0.125 (0.112)\tData 0.035 (0.037)\tLoss 0.5090 (0.5371)\tPrec@1 61.719 (56.769)\n",
      "[140/391]\tTime 0.130 (0.112)\tData 0.038 (0.037)\tLoss 0.5961 (0.5373)\tPrec@1 51.562 (56.704)\n",
      "[150/391]\tTime 0.081 (0.113)\tData 0.030 (0.038)\tLoss 0.4935 (0.5375)\tPrec@1 62.500 (56.726)\n",
      "[160/391]\tTime 0.076 (0.113)\tData 0.025 (0.038)\tLoss 0.5218 (0.5376)\tPrec@1 59.375 (56.696)\n",
      "[170/391]\tTime 0.094 (0.113)\tData 0.034 (0.038)\tLoss 0.6599 (0.5380)\tPrec@1 43.750 (56.675)\n",
      "[180/391]\tTime 0.080 (0.113)\tData 0.034 (0.038)\tLoss 0.4521 (0.5375)\tPrec@1 60.156 (56.630)\n",
      "[190/391]\tTime 0.124 (0.113)\tData 0.036 (0.038)\tLoss 0.5538 (0.5377)\tPrec@1 60.156 (56.585)\n",
      "[200/391]\tTime 0.079 (0.113)\tData 0.027 (0.038)\tLoss 0.5282 (0.5376)\tPrec@1 57.031 (56.573)\n",
      "[210/391]\tTime 0.128 (0.113)\tData 0.034 (0.038)\tLoss 0.6170 (0.5382)\tPrec@1 48.438 (56.554)\n",
      "[220/391]\tTime 0.087 (0.113)\tData 0.031 (0.038)\tLoss 0.5048 (0.5375)\tPrec@1 58.594 (56.681)\n",
      "[230/391]\tTime 0.116 (0.113)\tData 0.027 (0.038)\tLoss 0.5703 (0.5378)\tPrec@1 51.562 (56.663)\n",
      "[240/391]\tTime 0.100 (0.113)\tData 0.046 (0.038)\tLoss 0.5687 (0.5388)\tPrec@1 51.562 (56.603)\n",
      "[250/391]\tTime 0.091 (0.112)\tData 0.033 (0.038)\tLoss 0.5379 (0.5394)\tPrec@1 55.469 (56.564)\n",
      "[260/391]\tTime 0.093 (0.112)\tData 0.033 (0.038)\tLoss 0.5878 (0.5403)\tPrec@1 53.125 (56.463)\n",
      "[270/391]\tTime 0.104 (0.111)\tData 0.044 (0.038)\tLoss 0.5592 (0.5411)\tPrec@1 53.125 (56.357)\n",
      "[280/391]\tTime 0.117 (0.111)\tData 0.028 (0.038)\tLoss 0.5554 (0.5412)\tPrec@1 52.344 (56.292)\n",
      "[290/391]\tTime 0.113 (0.111)\tData 0.041 (0.038)\tLoss 0.6171 (0.5419)\tPrec@1 43.750 (56.290)\n",
      "[300/391]\tTime 0.161 (0.112)\tData 0.073 (0.038)\tLoss 0.5719 (0.5426)\tPrec@1 53.125 (56.211)\n",
      "[310/391]\tTime 0.120 (0.112)\tData 0.031 (0.038)\tLoss 0.5681 (0.5426)\tPrec@1 49.219 (56.225)\n",
      "[320/391]\tTime 0.116 (0.112)\tData 0.029 (0.038)\tLoss 0.6284 (0.5428)\tPrec@1 48.438 (56.238)\n",
      "[330/391]\tTime 0.130 (0.111)\tData 0.048 (0.038)\tLoss 0.5503 (0.5423)\tPrec@1 56.250 (56.241)\n",
      "[340/391]\tTime 0.152 (0.112)\tData 0.034 (0.038)\tLoss 0.5527 (0.5422)\tPrec@1 57.031 (56.280)\n",
      "[350/391]\tTime 0.124 (0.111)\tData 0.047 (0.038)\tLoss 0.5457 (0.5418)\tPrec@1 53.906 (56.321)\n",
      "[360/391]\tTime 0.099 (0.111)\tData 0.036 (0.037)\tLoss 0.5225 (0.5411)\tPrec@1 51.562 (56.350)\n",
      "[370/391]\tTime 0.128 (0.111)\tData 0.061 (0.038)\tLoss 0.6216 (0.5414)\tPrec@1 54.688 (56.334)\n",
      "[380/391]\tTime 0.097 (0.111)\tData 0.031 (0.038)\tLoss 0.5360 (0.5410)\tPrec@1 60.938 (56.420)\n",
      "[390/391]\tTime 0.093 (0.111)\tData 0.018 (0.038)\tLoss 0.4927 (0.5412)\tPrec@1 58.750 (56.416)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.025 (0.025)\tLoss 1.7360 (1.7360)\tPrec@1 53.906 (53.906)\n",
      "Test: [10/79]\tTime 0.030 (0.031)\tLoss 1.7074 (1.7261)\tPrec@1 53.125 (53.764)\n",
      "Test: [20/79]\tTime 0.030 (0.033)\tLoss 1.6897 (1.6969)\tPrec@1 47.656 (52.753)\n",
      "Test: [30/79]\tTime 0.021 (0.032)\tLoss 1.4547 (1.6923)\tPrec@1 58.594 (52.621)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test: [40/79]\tTime 0.030 (0.032)\tLoss 1.4544 (1.6984)\tPrec@1 59.375 (52.496)\n",
      "Test: [50/79]\tTime 0.032 (0.034)\tLoss 1.7737 (1.6867)\tPrec@1 50.781 (52.834)\n",
      "Test: [60/79]\tTime 0.034 (0.034)\tLoss 2.0334 (1.6937)\tPrec@1 50.781 (52.805)\n",
      "Test: [70/79]\tTime 0.035 (0.035)\tLoss 1.7202 (1.6906)\tPrec@1 57.031 (52.949)\n",
      " * Prec@1 53.000\n",
      "\n",
      "===> epoch: 111/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.130 (0.130)\tData 0.036 (0.036)\tLoss 0.5104 (0.5104)\tPrec@1 63.281 (63.281)\n",
      "[10/391]\tTime 0.152 (0.112)\tData 0.042 (0.037)\tLoss 0.6295 (0.5523)\tPrec@1 53.125 (57.173)\n",
      "[20/391]\tTime 0.114 (0.117)\tData 0.028 (0.038)\tLoss 0.5166 (0.5470)\tPrec@1 55.469 (55.990)\n",
      "[30/391]\tTime 0.104 (0.116)\tData 0.032 (0.039)\tLoss 0.6168 (0.5498)\tPrec@1 47.656 (55.570)\n",
      "[40/391]\tTime 0.139 (0.116)\tData 0.046 (0.038)\tLoss 0.5659 (0.5534)\tPrec@1 50.781 (55.412)\n",
      "[50/391]\tTime 0.074 (0.116)\tData 0.034 (0.039)\tLoss 0.5337 (0.5501)\tPrec@1 54.688 (55.607)\n",
      "[60/391]\tTime 0.073 (0.114)\tData 0.028 (0.038)\tLoss 0.5171 (0.5502)\tPrec@1 57.812 (55.955)\n",
      "[70/391]\tTime 0.125 (0.115)\tData 0.037 (0.039)\tLoss 0.5915 (0.5473)\tPrec@1 52.344 (56.239)\n",
      "[80/391]\tTime 0.120 (0.116)\tData 0.037 (0.039)\tLoss 0.5724 (0.5469)\tPrec@1 56.250 (56.202)\n",
      "[90/391]\tTime 0.078 (0.116)\tData 0.031 (0.039)\tLoss 0.5760 (0.5462)\tPrec@1 54.688 (56.302)\n",
      "[100/391]\tTime 0.121 (0.116)\tData 0.036 (0.040)\tLoss 0.5608 (0.5449)\tPrec@1 46.875 (56.320)\n",
      "[110/391]\tTime 0.095 (0.116)\tData 0.033 (0.040)\tLoss 0.5695 (0.5443)\tPrec@1 57.031 (56.327)\n",
      "[120/391]\tTime 0.132 (0.117)\tData 0.044 (0.040)\tLoss 0.5353 (0.5431)\tPrec@1 57.812 (56.424)\n",
      "[130/391]\tTime 0.062 (0.116)\tData 0.030 (0.040)\tLoss 0.6265 (0.5437)\tPrec@1 51.562 (56.429)\n",
      "[140/391]\tTime 0.087 (0.116)\tData 0.033 (0.040)\tLoss 0.6580 (0.5444)\tPrec@1 45.312 (56.294)\n",
      "[150/391]\tTime 0.067 (0.114)\tData 0.032 (0.039)\tLoss 0.4730 (0.5430)\tPrec@1 64.062 (56.291)\n",
      "[160/391]\tTime 0.113 (0.115)\tData 0.052 (0.040)\tLoss 0.5359 (0.5423)\tPrec@1 54.688 (56.308)\n",
      "[170/391]\tTime 0.109 (0.115)\tData 0.044 (0.040)\tLoss 0.5710 (0.5430)\tPrec@1 51.562 (56.181)\n",
      "[180/391]\tTime 0.094 (0.115)\tData 0.032 (0.040)\tLoss 0.5451 (0.5429)\tPrec@1 55.469 (56.237)\n",
      "[190/391]\tTime 0.152 (0.115)\tData 0.050 (0.039)\tLoss 0.5256 (0.5421)\tPrec@1 56.250 (56.348)\n",
      "[200/391]\tTime 0.076 (0.116)\tData 0.027 (0.039)\tLoss 0.5206 (0.5414)\tPrec@1 60.938 (56.374)\n",
      "[210/391]\tTime 0.131 (0.115)\tData 0.036 (0.039)\tLoss 0.5425 (0.5411)\tPrec@1 54.688 (56.398)\n",
      "[220/391]\tTime 0.133 (0.116)\tData 0.064 (0.039)\tLoss 0.5393 (0.5410)\tPrec@1 53.125 (56.324)\n",
      "[230/391]\tTime 0.112 (0.116)\tData 0.033 (0.039)\tLoss 0.5806 (0.5407)\tPrec@1 53.906 (56.402)\n",
      "[240/391]\tTime 0.083 (0.116)\tData 0.032 (0.039)\tLoss 0.5028 (0.5393)\tPrec@1 61.719 (56.474)\n",
      "[250/391]\tTime 0.134 (0.116)\tData 0.039 (0.039)\tLoss 0.5191 (0.5390)\tPrec@1 56.250 (56.455)\n",
      "[260/391]\tTime 0.122 (0.116)\tData 0.033 (0.039)\tLoss 0.5927 (0.5392)\tPrec@1 50.781 (56.442)\n",
      "[270/391]\tTime 0.121 (0.116)\tData 0.035 (0.039)\tLoss 0.4988 (0.5391)\tPrec@1 53.906 (56.472)\n",
      "[280/391]\tTime 0.114 (0.115)\tData 0.030 (0.039)\tLoss 0.5668 (0.5402)\tPrec@1 50.781 (56.381)\n",
      "[290/391]\tTime 0.132 (0.116)\tData 0.039 (0.039)\tLoss 0.5534 (0.5405)\tPrec@1 58.594 (56.344)\n",
      "[300/391]\tTime 0.154 (0.115)\tData 0.061 (0.039)\tLoss 0.5569 (0.5408)\tPrec@1 52.344 (56.305)\n",
      "[310/391]\tTime 0.101 (0.115)\tData 0.036 (0.039)\tLoss 0.5051 (0.5406)\tPrec@1 60.156 (56.338)\n",
      "[320/391]\tTime 0.108 (0.115)\tData 0.035 (0.039)\tLoss 0.5335 (0.5405)\tPrec@1 57.812 (56.340)\n",
      "[330/391]\tTime 0.095 (0.115)\tData 0.032 (0.039)\tLoss 0.5152 (0.5408)\tPrec@1 59.375 (56.354)\n",
      "[340/391]\tTime 0.123 (0.115)\tData 0.032 (0.039)\tLoss 0.5387 (0.5407)\tPrec@1 59.375 (56.394)\n",
      "[350/391]\tTime 0.133 (0.115)\tData 0.034 (0.039)\tLoss 0.5822 (0.5410)\tPrec@1 53.125 (56.388)\n",
      "[360/391]\tTime 0.063 (0.115)\tData 0.027 (0.038)\tLoss 0.4948 (0.5408)\tPrec@1 64.062 (56.447)\n",
      "[370/391]\tTime 0.087 (0.115)\tData 0.034 (0.038)\tLoss 0.5317 (0.5407)\tPrec@1 58.594 (56.469)\n",
      "[380/391]\tTime 0.086 (0.114)\tData 0.033 (0.038)\tLoss 0.5339 (0.5406)\tPrec@1 57.812 (56.527)\n",
      "[390/391]\tTime 0.063 (0.114)\tData 0.025 (0.038)\tLoss 0.5397 (0.5409)\tPrec@1 60.000 (56.482)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.032 (0.032)\tLoss 1.6633 (1.6633)\tPrec@1 52.344 (52.344)\n",
      "Test: [10/79]\tTime 0.037 (0.036)\tLoss 1.5912 (1.6783)\tPrec@1 52.344 (54.048)\n",
      "Test: [20/79]\tTime 0.034 (0.038)\tLoss 1.7677 (1.6637)\tPrec@1 48.438 (53.274)\n",
      "Test: [30/79]\tTime 0.033 (0.036)\tLoss 1.5059 (1.6671)\tPrec@1 50.781 (52.722)\n",
      "Test: [40/79]\tTime 0.027 (0.035)\tLoss 1.3893 (1.6727)\tPrec@1 62.500 (53.258)\n",
      "Test: [50/79]\tTime 0.045 (0.035)\tLoss 1.8077 (1.6703)\tPrec@1 56.250 (53.202)\n",
      "Test: [60/79]\tTime 0.031 (0.035)\tLoss 1.9627 (1.6737)\tPrec@1 51.562 (53.074)\n",
      "Test: [70/79]\tTime 0.029 (0.035)\tLoss 1.7942 (1.6720)\tPrec@1 53.125 (53.180)\n",
      " * Prec@1 53.330\n",
      "\n",
      "===> epoch: 112/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.094 (0.094)\tData 0.038 (0.038)\tLoss 0.5712 (0.5712)\tPrec@1 56.250 (56.250)\n",
      "[10/391]\tTime 0.088 (0.106)\tData 0.034 (0.036)\tLoss 0.5473 (0.5369)\tPrec@1 53.125 (55.540)\n",
      "[20/391]\tTime 0.137 (0.114)\tData 0.045 (0.037)\tLoss 0.5171 (0.5449)\tPrec@1 54.688 (55.580)\n",
      "[30/391]\tTime 0.071 (0.111)\tData 0.020 (0.036)\tLoss 0.5916 (0.5441)\tPrec@1 54.688 (55.771)\n",
      "[40/391]\tTime 0.116 (0.112)\tData 0.033 (0.036)\tLoss 0.5701 (0.5445)\tPrec@1 54.688 (55.793)\n",
      "[50/391]\tTime 0.109 (0.113)\tData 0.038 (0.037)\tLoss 0.4612 (0.5439)\tPrec@1 60.156 (55.928)\n",
      "[60/391]\tTime 0.126 (0.115)\tData 0.038 (0.038)\tLoss 0.5218 (0.5413)\tPrec@1 57.812 (56.160)\n",
      "[70/391]\tTime 0.108 (0.113)\tData 0.045 (0.037)\tLoss 0.5409 (0.5414)\tPrec@1 58.594 (56.085)\n",
      "[80/391]\tTime 0.096 (0.114)\tData 0.032 (0.037)\tLoss 0.5266 (0.5409)\tPrec@1 64.062 (56.269)\n",
      "[90/391]\tTime 0.094 (0.113)\tData 0.033 (0.037)\tLoss 0.5206 (0.5408)\tPrec@1 60.938 (56.379)\n",
      "[100/391]\tTime 0.116 (0.113)\tData 0.027 (0.037)\tLoss 0.5151 (0.5418)\tPrec@1 57.812 (56.335)\n",
      "[110/391]\tTime 0.080 (0.112)\tData 0.031 (0.036)\tLoss 0.5273 (0.5388)\tPrec@1 57.031 (56.595)\n",
      "[120/391]\tTime 0.133 (0.112)\tData 0.041 (0.036)\tLoss 0.5397 (0.5401)\tPrec@1 55.469 (56.470)\n",
      "[130/391]\tTime 0.132 (0.113)\tData 0.061 (0.037)\tLoss 0.6348 (0.5399)\tPrec@1 47.656 (56.465)\n",
      "[140/391]\tTime 0.132 (0.113)\tData 0.027 (0.037)\tLoss 0.5091 (0.5390)\tPrec@1 58.594 (56.494)\n",
      "[150/391]\tTime 0.122 (0.112)\tData 0.031 (0.037)\tLoss 0.5979 (0.5401)\tPrec@1 49.219 (56.374)\n",
      "[160/391]\tTime 0.103 (0.112)\tData 0.037 (0.037)\tLoss 0.5654 (0.5402)\tPrec@1 57.031 (56.420)\n",
      "[170/391]\tTime 0.131 (0.112)\tData 0.034 (0.037)\tLoss 0.6200 (0.5405)\tPrec@1 50.000 (56.373)\n",
      "[180/391]\tTime 0.096 (0.113)\tData 0.026 (0.037)\tLoss 0.5163 (0.5399)\tPrec@1 60.156 (56.440)\n",
      "[190/391]\tTime 0.114 (0.113)\tData 0.030 (0.036)\tLoss 0.5372 (0.5401)\tPrec@1 53.125 (56.369)\n",
      "[200/391]\tTime 0.094 (0.112)\tData 0.034 (0.036)\tLoss 0.5464 (0.5394)\tPrec@1 60.938 (56.370)\n",
      "[210/391]\tTime 0.111 (0.112)\tData 0.037 (0.036)\tLoss 0.5036 (0.5400)\tPrec@1 60.938 (56.324)\n",
      "[220/391]\tTime 0.122 (0.112)\tData 0.032 (0.036)\tLoss 0.5843 (0.5403)\tPrec@1 57.812 (56.314)\n",
      "[230/391]\tTime 0.107 (0.112)\tData 0.029 (0.036)\tLoss 0.5841 (0.5407)\tPrec@1 54.688 (56.267)\n",
      "[240/391]\tTime 0.108 (0.112)\tData 0.036 (0.036)\tLoss 0.4983 (0.5402)\tPrec@1 56.250 (56.338)\n",
      "[250/391]\tTime 0.110 (0.112)\tData 0.034 (0.036)\tLoss 0.5308 (0.5397)\tPrec@1 56.250 (56.393)\n",
      "[260/391]\tTime 0.086 (0.112)\tData 0.031 (0.036)\tLoss 0.5236 (0.5397)\tPrec@1 60.156 (56.382)\n",
      "[270/391]\tTime 0.132 (0.112)\tData 0.039 (0.036)\tLoss 0.5735 (0.5394)\tPrec@1 52.344 (56.362)\n",
      "[280/391]\tTime 0.099 (0.113)\tData 0.037 (0.037)\tLoss 0.5328 (0.5394)\tPrec@1 58.594 (56.378)\n",
      "[290/391]\tTime 0.119 (0.113)\tData 0.028 (0.037)\tLoss 0.5328 (0.5394)\tPrec@1 57.812 (56.390)\n",
      "[300/391]\tTime 0.102 (0.113)\tData 0.034 (0.037)\tLoss 0.5749 (0.5390)\tPrec@1 57.031 (56.460)\n",
      "[310/391]\tTime 0.138 (0.113)\tData 0.039 (0.037)\tLoss 0.5761 (0.5384)\tPrec@1 51.562 (56.536)\n",
      "[320/391]\tTime 0.150 (0.113)\tData 0.057 (0.037)\tLoss 0.6194 (0.5381)\tPrec@1 50.781 (56.586)\n",
      "[330/391]\tTime 0.090 (0.113)\tData 0.028 (0.037)\tLoss 0.5705 (0.5382)\tPrec@1 50.781 (56.611)\n",
      "[340/391]\tTime 0.101 (0.113)\tData 0.028 (0.037)\tLoss 0.6064 (0.5387)\tPrec@1 46.875 (56.562)\n",
      "[350/391]\tTime 0.146 (0.113)\tData 0.080 (0.037)\tLoss 0.5396 (0.5386)\tPrec@1 60.156 (56.559)\n",
      "[360/391]\tTime 0.110 (0.113)\tData 0.035 (0.037)\tLoss 0.6010 (0.5388)\tPrec@1 56.250 (56.523)\n",
      "[370/391]\tTime 0.127 (0.113)\tData 0.034 (0.037)\tLoss 0.5568 (0.5392)\tPrec@1 54.688 (56.515)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[380/391]\tTime 0.099 (0.113)\tData 0.034 (0.037)\tLoss 0.5569 (0.5397)\tPrec@1 54.688 (56.451)\n",
      "[390/391]\tTime 0.107 (0.112)\tData 0.020 (0.037)\tLoss 0.5815 (0.5397)\tPrec@1 55.000 (56.452)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.052 (0.052)\tLoss 1.6417 (1.6417)\tPrec@1 54.688 (54.688)\n",
      "Test: [10/79]\tTime 0.032 (0.038)\tLoss 1.5742 (1.6755)\tPrec@1 53.125 (53.977)\n",
      "Test: [20/79]\tTime 0.036 (0.036)\tLoss 1.6686 (1.6595)\tPrec@1 54.688 (53.981)\n",
      "Test: [30/79]\tTime 0.030 (0.037)\tLoss 1.5475 (1.6719)\tPrec@1 57.031 (53.377)\n",
      "Test: [40/79]\tTime 0.031 (0.038)\tLoss 1.4791 (1.6827)\tPrec@1 59.375 (52.954)\n",
      "Test: [50/79]\tTime 0.037 (0.037)\tLoss 1.8387 (1.6769)\tPrec@1 47.656 (52.819)\n",
      "Test: [60/79]\tTime 0.040 (0.038)\tLoss 1.9419 (1.6830)\tPrec@1 45.312 (52.741)\n",
      "Test: [70/79]\tTime 0.031 (0.037)\tLoss 1.7050 (1.6805)\tPrec@1 57.031 (52.828)\n",
      " * Prec@1 52.940\n",
      "\n",
      "===> epoch: 113/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.112 (0.112)\tData 0.038 (0.038)\tLoss 0.5024 (0.5024)\tPrec@1 59.375 (59.375)\n",
      "[10/391]\tTime 0.151 (0.111)\tData 0.039 (0.038)\tLoss 0.5202 (0.5242)\tPrec@1 55.469 (56.534)\n",
      "[20/391]\tTime 0.161 (0.117)\tData 0.093 (0.042)\tLoss 0.5386 (0.5285)\tPrec@1 56.250 (56.548)\n",
      "[30/391]\tTime 0.151 (0.120)\tData 0.057 (0.042)\tLoss 0.5632 (0.5304)\tPrec@1 49.219 (56.401)\n",
      "[40/391]\tTime 0.110 (0.118)\tData 0.023 (0.040)\tLoss 0.5293 (0.5346)\tPrec@1 55.469 (56.021)\n",
      "[50/391]\tTime 0.116 (0.118)\tData 0.030 (0.041)\tLoss 0.5189 (0.5373)\tPrec@1 60.938 (56.051)\n",
      "[60/391]\tTime 0.122 (0.116)\tData 0.033 (0.040)\tLoss 0.5695 (0.5371)\tPrec@1 51.562 (56.378)\n",
      "[70/391]\tTime 0.135 (0.116)\tData 0.044 (0.039)\tLoss 0.5169 (0.5376)\tPrec@1 60.156 (56.206)\n",
      "[80/391]\tTime 0.127 (0.116)\tData 0.049 (0.040)\tLoss 0.5602 (0.5374)\tPrec@1 58.594 (56.289)\n",
      "[90/391]\tTime 0.092 (0.114)\tData 0.036 (0.039)\tLoss 0.5494 (0.5368)\tPrec@1 57.812 (56.576)\n",
      "[100/391]\tTime 0.090 (0.114)\tData 0.040 (0.041)\tLoss 0.5601 (0.5371)\tPrec@1 58.594 (56.575)\n",
      "[110/391]\tTime 0.100 (0.113)\tData 0.044 (0.041)\tLoss 0.5008 (0.5367)\tPrec@1 60.156 (56.686)\n",
      "[120/391]\tTime 0.122 (0.112)\tData 0.029 (0.041)\tLoss 0.5078 (0.5347)\tPrec@1 59.375 (56.902)\n",
      "[130/391]\tTime 0.072 (0.112)\tData 0.032 (0.041)\tLoss 0.5381 (0.5361)\tPrec@1 50.000 (56.626)\n",
      "[140/391]\tTime 0.152 (0.113)\tData 0.051 (0.041)\tLoss 0.5109 (0.5351)\tPrec@1 58.594 (56.771)\n",
      "[150/391]\tTime 0.113 (0.112)\tData 0.031 (0.042)\tLoss 0.5675 (0.5358)\tPrec@1 54.688 (56.778)\n",
      "[160/391]\tTime 0.145 (0.112)\tData 0.039 (0.041)\tLoss 0.5849 (0.5374)\tPrec@1 52.344 (56.599)\n",
      "[170/391]\tTime 0.087 (0.111)\tData 0.032 (0.040)\tLoss 0.5874 (0.5378)\tPrec@1 49.219 (56.478)\n",
      "[180/391]\tTime 0.091 (0.111)\tData 0.033 (0.040)\tLoss 0.5614 (0.5379)\tPrec@1 57.812 (56.535)\n",
      "[190/391]\tTime 0.084 (0.111)\tData 0.033 (0.040)\tLoss 0.5230 (0.5376)\tPrec@1 64.844 (56.606)\n",
      "[200/391]\tTime 0.092 (0.111)\tData 0.030 (0.040)\tLoss 0.6157 (0.5388)\tPrec@1 50.781 (56.499)\n",
      "[210/391]\tTime 0.120 (0.111)\tData 0.035 (0.040)\tLoss 0.5072 (0.5384)\tPrec@1 63.281 (56.617)\n",
      "[220/391]\tTime 0.085 (0.110)\tData 0.033 (0.039)\tLoss 0.5639 (0.5391)\tPrec@1 53.906 (56.550)\n",
      "[230/391]\tTime 0.099 (0.110)\tData 0.035 (0.039)\tLoss 0.5582 (0.5393)\tPrec@1 53.906 (56.514)\n",
      "[240/391]\tTime 0.113 (0.110)\tData 0.046 (0.039)\tLoss 0.4887 (0.5391)\tPrec@1 53.906 (56.493)\n",
      "[250/391]\tTime 0.129 (0.110)\tData 0.046 (0.039)\tLoss 0.5083 (0.5395)\tPrec@1 60.938 (56.493)\n",
      "[260/391]\tTime 0.107 (0.110)\tData 0.034 (0.039)\tLoss 0.5556 (0.5402)\tPrec@1 57.812 (56.448)\n",
      "[270/391]\tTime 0.119 (0.111)\tData 0.030 (0.039)\tLoss 0.5479 (0.5400)\tPrec@1 55.469 (56.440)\n",
      "[280/391]\tTime 0.129 (0.111)\tData 0.036 (0.039)\tLoss 0.5428 (0.5402)\tPrec@1 57.031 (56.442)\n",
      "[290/391]\tTime 0.128 (0.111)\tData 0.038 (0.039)\tLoss 0.5872 (0.5400)\tPrec@1 53.125 (56.438)\n",
      "[300/391]\tTime 0.086 (0.111)\tData 0.034 (0.039)\tLoss 0.5071 (0.5394)\tPrec@1 61.719 (56.471)\n",
      "[310/391]\tTime 0.130 (0.111)\tData 0.037 (0.039)\tLoss 0.4729 (0.5394)\tPrec@1 63.281 (56.443)\n",
      "[320/391]\tTime 0.138 (0.111)\tData 0.043 (0.039)\tLoss 0.5135 (0.5396)\tPrec@1 56.250 (56.374)\n",
      "[330/391]\tTime 0.114 (0.111)\tData 0.033 (0.039)\tLoss 0.5361 (0.5397)\tPrec@1 50.781 (56.359)\n",
      "[340/391]\tTime 0.114 (0.111)\tData 0.038 (0.039)\tLoss 0.5653 (0.5402)\tPrec@1 53.125 (56.326)\n",
      "[350/391]\tTime 0.090 (0.111)\tData 0.051 (0.039)\tLoss 0.5769 (0.5404)\tPrec@1 52.344 (56.308)\n",
      "[360/391]\tTime 0.130 (0.111)\tData 0.033 (0.039)\tLoss 0.5344 (0.5409)\tPrec@1 60.938 (56.282)\n",
      "[370/391]\tTime 0.142 (0.111)\tData 0.045 (0.039)\tLoss 0.5742 (0.5403)\tPrec@1 57.031 (56.330)\n",
      "[380/391]\tTime 0.096 (0.111)\tData 0.034 (0.039)\tLoss 0.4928 (0.5400)\tPrec@1 58.594 (56.320)\n",
      "[390/391]\tTime 0.067 (0.111)\tData 0.017 (0.038)\tLoss 0.5413 (0.5399)\tPrec@1 53.750 (56.350)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.025 (0.025)\tLoss 1.6985 (1.6985)\tPrec@1 60.156 (60.156)\n",
      "Test: [10/79]\tTime 0.031 (0.031)\tLoss 1.5912 (1.7046)\tPrec@1 53.906 (54.261)\n",
      "Test: [20/79]\tTime 0.031 (0.031)\tLoss 1.7504 (1.6858)\tPrec@1 53.906 (53.832)\n",
      "Test: [30/79]\tTime 0.029 (0.030)\tLoss 1.4604 (1.6861)\tPrec@1 57.812 (53.402)\n",
      "Test: [40/79]\tTime 0.030 (0.031)\tLoss 1.5096 (1.7032)\tPrec@1 57.031 (52.820)\n",
      "Test: [50/79]\tTime 0.036 (0.033)\tLoss 1.8758 (1.6944)\tPrec@1 50.781 (52.834)\n",
      "Test: [60/79]\tTime 0.032 (0.034)\tLoss 2.0577 (1.7022)\tPrec@1 47.656 (52.626)\n",
      "Test: [70/79]\tTime 0.034 (0.035)\tLoss 1.7875 (1.7045)\tPrec@1 57.812 (52.740)\n",
      " * Prec@1 52.820\n",
      "\n",
      "===> epoch: 114/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.127 (0.127)\tData 0.037 (0.037)\tLoss 0.4734 (0.4734)\tPrec@1 64.844 (64.844)\n",
      "[10/391]\tTime 0.126 (0.116)\tData 0.035 (0.037)\tLoss 0.5032 (0.5245)\tPrec@1 61.719 (57.315)\n",
      "[20/391]\tTime 0.102 (0.113)\tData 0.030 (0.035)\tLoss 0.5331 (0.5292)\tPrec@1 59.375 (57.812)\n",
      "[30/391]\tTime 0.130 (0.113)\tData 0.037 (0.036)\tLoss 0.5317 (0.5358)\tPrec@1 55.469 (56.754)\n",
      "[40/391]\tTime 0.131 (0.113)\tData 0.038 (0.037)\tLoss 0.5794 (0.5329)\tPrec@1 52.344 (57.050)\n",
      "[50/391]\tTime 0.118 (0.112)\tData 0.045 (0.037)\tLoss 0.5208 (0.5343)\tPrec@1 58.594 (56.817)\n",
      "[60/391]\tTime 0.087 (0.112)\tData 0.024 (0.037)\tLoss 0.5544 (0.5342)\tPrec@1 57.031 (57.006)\n",
      "[70/391]\tTime 0.109 (0.112)\tData 0.049 (0.037)\tLoss 0.5235 (0.5325)\tPrec@1 54.688 (57.185)\n",
      "[80/391]\tTime 0.085 (0.113)\tData 0.033 (0.037)\tLoss 0.5072 (0.5329)\tPrec@1 58.594 (57.157)\n",
      "[90/391]\tTime 0.081 (0.114)\tData 0.028 (0.038)\tLoss 0.4801 (0.5341)\tPrec@1 62.500 (57.100)\n",
      "[100/391]\tTime 0.081 (0.114)\tData 0.027 (0.037)\tLoss 0.5759 (0.5345)\tPrec@1 53.125 (57.070)\n",
      "[110/391]\tTime 0.125 (0.113)\tData 0.039 (0.037)\tLoss 0.5266 (0.5343)\tPrec@1 50.000 (56.996)\n",
      "[120/391]\tTime 0.099 (0.113)\tData 0.048 (0.038)\tLoss 0.5064 (0.5330)\tPrec@1 56.250 (57.044)\n",
      "[130/391]\tTime 0.106 (0.113)\tData 0.025 (0.038)\tLoss 0.4717 (0.5315)\tPrec@1 58.594 (57.180)\n",
      "[140/391]\tTime 0.095 (0.113)\tData 0.031 (0.038)\tLoss 0.6178 (0.5336)\tPrec@1 50.781 (56.871)\n",
      "[150/391]\tTime 0.112 (0.112)\tData 0.036 (0.038)\tLoss 0.5876 (0.5339)\tPrec@1 50.781 (56.736)\n",
      "[160/391]\tTime 0.110 (0.113)\tData 0.034 (0.038)\tLoss 0.4619 (0.5344)\tPrec@1 63.281 (56.585)\n",
      "[170/391]\tTime 0.107 (0.113)\tData 0.059 (0.038)\tLoss 0.5037 (0.5351)\tPrec@1 60.156 (56.506)\n",
      "[180/391]\tTime 0.140 (0.112)\tData 0.041 (0.037)\tLoss 0.5836 (0.5353)\tPrec@1 52.344 (56.505)\n",
      "[190/391]\tTime 0.115 (0.112)\tData 0.037 (0.038)\tLoss 0.5358 (0.5366)\tPrec@1 58.594 (56.487)\n",
      "[200/391]\tTime 0.127 (0.113)\tData 0.033 (0.037)\tLoss 0.5305 (0.5355)\tPrec@1 57.812 (56.670)\n",
      "[210/391]\tTime 0.130 (0.113)\tData 0.038 (0.038)\tLoss 0.5220 (0.5353)\tPrec@1 60.938 (56.639)\n",
      "[220/391]\tTime 0.139 (0.114)\tData 0.038 (0.037)\tLoss 0.5678 (0.5360)\tPrec@1 53.906 (56.653)\n",
      "[230/391]\tTime 0.093 (0.113)\tData 0.033 (0.038)\tLoss 0.5317 (0.5357)\tPrec@1 56.250 (56.636)\n",
      "[240/391]\tTime 0.089 (0.112)\tData 0.038 (0.038)\tLoss 0.5464 (0.5356)\tPrec@1 53.125 (56.626)\n",
      "[250/391]\tTime 0.074 (0.112)\tData 0.032 (0.038)\tLoss 0.4675 (0.5353)\tPrec@1 62.500 (56.686)\n",
      "[260/391]\tTime 0.148 (0.112)\tData 0.077 (0.038)\tLoss 0.5557 (0.5349)\tPrec@1 60.156 (56.771)\n",
      "[270/391]\tTime 0.132 (0.111)\tData 0.036 (0.038)\tLoss 0.5188 (0.5354)\tPrec@1 56.250 (56.740)\n",
      "[280/391]\tTime 0.114 (0.112)\tData 0.033 (0.038)\tLoss 0.5467 (0.5355)\tPrec@1 56.250 (56.750)\n",
      "[290/391]\tTime 0.117 (0.111)\tData 0.029 (0.038)\tLoss 0.5140 (0.5355)\tPrec@1 60.156 (56.779)\n",
      "[300/391]\tTime 0.075 (0.111)\tData 0.033 (0.038)\tLoss 0.5403 (0.5355)\tPrec@1 58.594 (56.772)\n",
      "[310/391]\tTime 0.124 (0.111)\tData 0.033 (0.037)\tLoss 0.5724 (0.5359)\tPrec@1 49.219 (56.707)\n",
      "[320/391]\tTime 0.137 (0.111)\tData 0.041 (0.038)\tLoss 0.5269 (0.5360)\tPrec@1 57.031 (56.720)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[330/391]\tTime 0.106 (0.112)\tData 0.036 (0.038)\tLoss 0.5274 (0.5362)\tPrec@1 60.156 (56.731)\n",
      "[340/391]\tTime 0.115 (0.112)\tData 0.034 (0.038)\tLoss 0.4993 (0.5361)\tPrec@1 62.500 (56.727)\n",
      "[350/391]\tTime 0.107 (0.112)\tData 0.039 (0.038)\tLoss 0.5972 (0.5366)\tPrec@1 55.469 (56.691)\n",
      "[360/391]\tTime 0.116 (0.112)\tData 0.036 (0.038)\tLoss 0.5924 (0.5371)\tPrec@1 53.125 (56.650)\n",
      "[370/391]\tTime 0.089 (0.112)\tData 0.029 (0.038)\tLoss 0.5558 (0.5373)\tPrec@1 58.594 (56.606)\n",
      "[380/391]\tTime 0.082 (0.112)\tData 0.038 (0.038)\tLoss 0.5643 (0.5372)\tPrec@1 50.781 (56.578)\n",
      "[390/391]\tTime 0.087 (0.112)\tData 0.035 (0.038)\tLoss 0.5260 (0.5375)\tPrec@1 55.000 (56.542)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.036 (0.036)\tLoss 1.6232 (1.6232)\tPrec@1 57.812 (57.812)\n",
      "Test: [10/79]\tTime 0.042 (0.041)\tLoss 1.6662 (1.6623)\tPrec@1 52.344 (54.403)\n",
      "Test: [20/79]\tTime 0.043 (0.041)\tLoss 1.6082 (1.6333)\tPrec@1 56.250 (54.204)\n",
      "Test: [30/79]\tTime 0.033 (0.041)\tLoss 1.5432 (1.6424)\tPrec@1 50.781 (53.679)\n",
      "Test: [40/79]\tTime 0.029 (0.039)\tLoss 1.3866 (1.6520)\tPrec@1 62.500 (53.582)\n",
      "Test: [50/79]\tTime 0.028 (0.038)\tLoss 1.7457 (1.6460)\tPrec@1 51.562 (53.753)\n",
      "Test: [60/79]\tTime 0.034 (0.038)\tLoss 1.9454 (1.6543)\tPrec@1 48.438 (53.484)\n",
      "Test: [70/79]\tTime 0.028 (0.037)\tLoss 1.6588 (1.6548)\tPrec@1 60.156 (53.543)\n",
      " * Prec@1 53.620\n",
      "\n",
      "===> epoch: 115/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.108 (0.108)\tData 0.022 (0.022)\tLoss 0.5397 (0.5397)\tPrec@1 57.031 (57.031)\n",
      "[10/391]\tTime 0.093 (0.112)\tData 0.032 (0.036)\tLoss 0.5532 (0.5161)\tPrec@1 50.781 (58.736)\n",
      "[20/391]\tTime 0.118 (0.115)\tData 0.035 (0.036)\tLoss 0.5710 (0.5290)\tPrec@1 55.469 (57.515)\n",
      "[30/391]\tTime 0.123 (0.115)\tData 0.031 (0.037)\tLoss 0.4850 (0.5307)\tPrec@1 68.750 (57.737)\n",
      "[40/391]\tTime 0.092 (0.114)\tData 0.036 (0.037)\tLoss 0.5309 (0.5315)\tPrec@1 60.156 (57.812)\n",
      "[50/391]\tTime 0.086 (0.114)\tData 0.033 (0.038)\tLoss 0.5268 (0.5301)\tPrec@1 64.062 (57.828)\n",
      "[60/391]\tTime 0.097 (0.115)\tData 0.034 (0.038)\tLoss 0.6061 (0.5303)\tPrec@1 50.000 (57.377)\n",
      "[70/391]\tTime 0.135 (0.115)\tData 0.033 (0.037)\tLoss 0.5877 (0.5323)\tPrec@1 48.438 (57.053)\n",
      "[80/391]\tTime 0.100 (0.114)\tData 0.040 (0.037)\tLoss 0.6030 (0.5352)\tPrec@1 50.000 (56.694)\n",
      "[90/391]\tTime 0.107 (0.114)\tData 0.032 (0.038)\tLoss 0.5872 (0.5357)\tPrec@1 55.469 (56.508)\n",
      "[100/391]\tTime 0.095 (0.114)\tData 0.034 (0.037)\tLoss 0.4862 (0.5362)\tPrec@1 62.500 (56.544)\n",
      "[110/391]\tTime 0.113 (0.113)\tData 0.027 (0.037)\tLoss 0.5322 (0.5358)\tPrec@1 61.719 (56.581)\n",
      "[120/391]\tTime 0.129 (0.114)\tData 0.038 (0.037)\tLoss 0.5133 (0.5378)\tPrec@1 52.344 (56.250)\n",
      "[130/391]\tTime 0.080 (0.114)\tData 0.033 (0.037)\tLoss 0.5371 (0.5364)\tPrec@1 56.250 (56.345)\n",
      "[140/391]\tTime 0.109 (0.114)\tData 0.044 (0.037)\tLoss 0.5139 (0.5371)\tPrec@1 57.031 (56.316)\n",
      "[150/391]\tTime 0.122 (0.114)\tData 0.031 (0.037)\tLoss 0.5537 (0.5377)\tPrec@1 57.812 (56.286)\n",
      "[160/391]\tTime 0.119 (0.114)\tData 0.035 (0.037)\tLoss 0.5390 (0.5377)\tPrec@1 56.250 (56.323)\n",
      "[170/391]\tTime 0.136 (0.114)\tData 0.049 (0.037)\tLoss 0.5043 (0.5376)\tPrec@1 56.250 (56.236)\n",
      "[180/391]\tTime 0.130 (0.114)\tData 0.036 (0.037)\tLoss 0.5217 (0.5374)\tPrec@1 55.469 (56.146)\n",
      "[190/391]\tTime 0.086 (0.113)\tData 0.026 (0.037)\tLoss 0.5696 (0.5366)\tPrec@1 51.562 (56.221)\n",
      "[200/391]\tTime 0.142 (0.114)\tData 0.036 (0.037)\tLoss 0.5510 (0.5364)\tPrec@1 55.469 (56.277)\n",
      "[210/391]\tTime 0.123 (0.114)\tData 0.035 (0.037)\tLoss 0.5245 (0.5369)\tPrec@1 58.594 (56.246)\n",
      "[220/391]\tTime 0.091 (0.113)\tData 0.034 (0.037)\tLoss 0.5481 (0.5373)\tPrec@1 57.812 (56.268)\n",
      "[230/391]\tTime 0.141 (0.113)\tData 0.048 (0.037)\tLoss 0.4759 (0.5373)\tPrec@1 60.938 (56.223)\n",
      "[240/391]\tTime 0.111 (0.114)\tData 0.033 (0.037)\tLoss 0.4712 (0.5374)\tPrec@1 57.812 (56.224)\n",
      "[250/391]\tTime 0.134 (0.114)\tData 0.039 (0.037)\tLoss 0.5879 (0.5379)\tPrec@1 52.344 (56.210)\n",
      "[260/391]\tTime 0.098 (0.114)\tData 0.025 (0.037)\tLoss 0.5081 (0.5378)\tPrec@1 62.500 (56.247)\n",
      "[270/391]\tTime 0.124 (0.113)\tData 0.031 (0.037)\tLoss 0.4765 (0.5383)\tPrec@1 57.812 (56.224)\n",
      "[280/391]\tTime 0.099 (0.113)\tData 0.033 (0.037)\tLoss 0.5431 (0.5394)\tPrec@1 50.000 (56.158)\n",
      "[290/391]\tTime 0.126 (0.113)\tData 0.041 (0.037)\tLoss 0.4966 (0.5392)\tPrec@1 60.156 (56.159)\n",
      "[300/391]\tTime 0.081 (0.113)\tData 0.030 (0.037)\tLoss 0.5644 (0.5393)\tPrec@1 47.656 (56.110)\n",
      "[310/391]\tTime 0.140 (0.113)\tData 0.059 (0.037)\tLoss 0.5775 (0.5389)\tPrec@1 51.562 (56.195)\n",
      "[320/391]\tTime 0.092 (0.113)\tData 0.033 (0.037)\tLoss 0.4979 (0.5387)\tPrec@1 60.156 (56.204)\n",
      "[330/391]\tTime 0.121 (0.113)\tData 0.037 (0.037)\tLoss 0.5528 (0.5385)\tPrec@1 57.812 (56.212)\n",
      "[340/391]\tTime 0.066 (0.112)\tData 0.029 (0.037)\tLoss 0.5075 (0.5393)\tPrec@1 62.500 (56.211)\n",
      "[350/391]\tTime 0.134 (0.112)\tData 0.053 (0.037)\tLoss 0.5497 (0.5390)\tPrec@1 52.344 (56.232)\n",
      "[360/391]\tTime 0.074 (0.112)\tData 0.035 (0.037)\tLoss 0.5746 (0.5390)\tPrec@1 57.031 (56.241)\n",
      "[370/391]\tTime 0.087 (0.112)\tData 0.032 (0.037)\tLoss 0.5412 (0.5385)\tPrec@1 56.250 (56.292)\n",
      "[380/391]\tTime 0.086 (0.111)\tData 0.032 (0.037)\tLoss 0.5659 (0.5387)\tPrec@1 47.656 (56.252)\n",
      "[390/391]\tTime 0.077 (0.110)\tData 0.023 (0.037)\tLoss 0.6291 (0.5390)\tPrec@1 46.250 (56.238)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.049 (0.049)\tLoss 1.6638 (1.6638)\tPrec@1 57.812 (57.812)\n",
      "Test: [10/79]\tTime 0.033 (0.031)\tLoss 1.6914 (1.6573)\tPrec@1 51.562 (56.037)\n",
      "Test: [20/79]\tTime 0.025 (0.029)\tLoss 1.7101 (1.6462)\tPrec@1 50.781 (54.985)\n",
      "Test: [30/79]\tTime 0.044 (0.032)\tLoss 1.5919 (1.6604)\tPrec@1 49.219 (53.957)\n",
      "Test: [40/79]\tTime 0.034 (0.034)\tLoss 1.4379 (1.6798)\tPrec@1 60.156 (53.659)\n",
      "Test: [50/79]\tTime 0.034 (0.034)\tLoss 1.8450 (1.6796)\tPrec@1 51.562 (53.355)\n",
      "Test: [60/79]\tTime 0.036 (0.035)\tLoss 2.0845 (1.6896)\tPrec@1 50.000 (52.920)\n",
      "Test: [70/79]\tTime 0.042 (0.035)\tLoss 1.7425 (1.6911)\tPrec@1 57.812 (53.092)\n",
      " * Prec@1 53.110\n",
      "\n",
      "===> epoch: 116/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.138 (0.138)\tData 0.046 (0.046)\tLoss 0.5548 (0.5548)\tPrec@1 55.469 (55.469)\n",
      "[10/391]\tTime 0.092 (0.119)\tData 0.026 (0.040)\tLoss 0.5188 (0.5448)\tPrec@1 54.688 (54.759)\n",
      "[20/391]\tTime 0.095 (0.115)\tData 0.027 (0.036)\tLoss 0.5792 (0.5392)\tPrec@1 55.469 (56.734)\n",
      "[30/391]\tTime 0.087 (0.112)\tData 0.032 (0.037)\tLoss 0.5381 (0.5390)\tPrec@1 50.000 (56.930)\n",
      "[40/391]\tTime 0.155 (0.116)\tData 0.052 (0.038)\tLoss 0.5150 (0.5388)\tPrec@1 59.375 (56.974)\n",
      "[50/391]\tTime 0.089 (0.113)\tData 0.030 (0.036)\tLoss 0.5783 (0.5369)\tPrec@1 53.125 (56.817)\n",
      "[60/391]\tTime 0.112 (0.111)\tData 0.043 (0.035)\tLoss 0.5564 (0.5382)\tPrec@1 52.344 (56.801)\n",
      "[70/391]\tTime 0.149 (0.112)\tData 0.059 (0.036)\tLoss 0.5991 (0.5370)\tPrec@1 44.531 (56.657)\n",
      "[80/391]\tTime 0.121 (0.113)\tData 0.034 (0.036)\tLoss 0.4815 (0.5357)\tPrec@1 66.406 (56.761)\n",
      "[90/391]\tTime 0.127 (0.112)\tData 0.035 (0.036)\tLoss 0.5459 (0.5339)\tPrec@1 54.688 (56.920)\n",
      "[100/391]\tTime 0.150 (0.112)\tData 0.050 (0.036)\tLoss 0.4986 (0.5354)\tPrec@1 55.469 (56.838)\n",
      "[110/391]\tTime 0.112 (0.113)\tData 0.039 (0.036)\tLoss 0.4596 (0.5350)\tPrec@1 66.406 (56.883)\n",
      "[120/391]\tTime 0.126 (0.114)\tData 0.036 (0.037)\tLoss 0.5413 (0.5356)\tPrec@1 55.469 (56.799)\n",
      "[130/391]\tTime 0.083 (0.113)\tData 0.027 (0.037)\tLoss 0.5419 (0.5379)\tPrec@1 55.469 (56.691)\n",
      "[140/391]\tTime 0.115 (0.111)\tData 0.039 (0.036)\tLoss 0.5583 (0.5372)\tPrec@1 52.344 (56.715)\n",
      "[150/391]\tTime 0.123 (0.111)\tData 0.039 (0.036)\tLoss 0.5513 (0.5371)\tPrec@1 56.250 (56.798)\n",
      "[160/391]\tTime 0.135 (0.112)\tData 0.044 (0.037)\tLoss 0.5325 (0.5372)\tPrec@1 51.562 (56.774)\n",
      "[170/391]\tTime 0.106 (0.112)\tData 0.025 (0.037)\tLoss 0.5451 (0.5373)\tPrec@1 57.031 (56.753)\n",
      "[180/391]\tTime 0.132 (0.112)\tData 0.038 (0.037)\tLoss 0.5958 (0.5375)\tPrec@1 51.562 (56.742)\n",
      "[190/391]\tTime 0.083 (0.112)\tData 0.034 (0.037)\tLoss 0.5079 (0.5375)\tPrec@1 56.250 (56.692)\n",
      "[200/391]\tTime 0.157 (0.112)\tData 0.061 (0.037)\tLoss 0.5585 (0.5379)\tPrec@1 59.375 (56.674)\n",
      "[210/391]\tTime 0.115 (0.112)\tData 0.027 (0.037)\tLoss 0.4915 (0.5381)\tPrec@1 59.375 (56.683)\n",
      "[220/391]\tTime 0.114 (0.112)\tData 0.034 (0.037)\tLoss 0.4968 (0.5389)\tPrec@1 51.562 (56.607)\n",
      "[230/391]\tTime 0.097 (0.112)\tData 0.033 (0.037)\tLoss 0.5397 (0.5385)\tPrec@1 50.781 (56.690)\n",
      "[240/391]\tTime 0.132 (0.112)\tData 0.073 (0.037)\tLoss 0.4978 (0.5386)\tPrec@1 60.156 (56.684)\n",
      "[250/391]\tTime 0.107 (0.112)\tData 0.027 (0.037)\tLoss 0.5395 (0.5384)\tPrec@1 56.250 (56.686)\n",
      "[260/391]\tTime 0.122 (0.112)\tData 0.034 (0.037)\tLoss 0.5919 (0.5379)\tPrec@1 55.469 (56.735)\n",
      "[270/391]\tTime 0.131 (0.113)\tData 0.033 (0.037)\tLoss 0.5143 (0.5381)\tPrec@1 59.375 (56.708)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[280/391]\tTime 0.137 (0.113)\tData 0.046 (0.037)\tLoss 0.5366 (0.5377)\tPrec@1 53.906 (56.703)\n",
      "[290/391]\tTime 0.126 (0.113)\tData 0.037 (0.037)\tLoss 0.5000 (0.5378)\tPrec@1 57.812 (56.653)\n",
      "[300/391]\tTime 0.124 (0.113)\tData 0.040 (0.037)\tLoss 0.5813 (0.5380)\tPrec@1 53.906 (56.595)\n",
      "[310/391]\tTime 0.108 (0.113)\tData 0.038 (0.037)\tLoss 0.5858 (0.5378)\tPrec@1 49.219 (56.574)\n",
      "[320/391]\tTime 0.119 (0.113)\tData 0.028 (0.037)\tLoss 0.5898 (0.5381)\tPrec@1 50.000 (56.481)\n",
      "[330/391]\tTime 0.115 (0.113)\tData 0.034 (0.037)\tLoss 0.5199 (0.5379)\tPrec@1 61.719 (56.533)\n",
      "[340/391]\tTime 0.109 (0.113)\tData 0.038 (0.037)\tLoss 0.5464 (0.5385)\tPrec@1 58.594 (56.475)\n",
      "[350/391]\tTime 0.144 (0.113)\tData 0.050 (0.037)\tLoss 0.5118 (0.5384)\tPrec@1 59.375 (56.486)\n",
      "[360/391]\tTime 0.105 (0.112)\tData 0.035 (0.037)\tLoss 0.4979 (0.5386)\tPrec@1 57.031 (56.477)\n",
      "[370/391]\tTime 0.080 (0.112)\tData 0.033 (0.037)\tLoss 0.5792 (0.5381)\tPrec@1 52.344 (56.494)\n",
      "[380/391]\tTime 0.119 (0.112)\tData 0.042 (0.037)\tLoss 0.5060 (0.5376)\tPrec@1 55.469 (56.494)\n",
      "[390/391]\tTime 0.072 (0.112)\tData 0.024 (0.037)\tLoss 0.5937 (0.5378)\tPrec@1 52.500 (56.470)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.033 (0.033)\tLoss 1.6997 (1.6997)\tPrec@1 57.031 (57.031)\n",
      "Test: [10/79]\tTime 0.038 (0.036)\tLoss 1.5471 (1.6886)\tPrec@1 54.688 (54.190)\n",
      "Test: [20/79]\tTime 0.037 (0.036)\tLoss 1.7506 (1.6794)\tPrec@1 53.125 (53.757)\n",
      "Test: [30/79]\tTime 0.027 (0.037)\tLoss 1.5119 (1.6919)\tPrec@1 53.125 (53.100)\n",
      "Test: [40/79]\tTime 0.029 (0.035)\tLoss 1.4389 (1.7038)\tPrec@1 57.812 (52.877)\n",
      "Test: [50/79]\tTime 0.031 (0.034)\tLoss 1.7332 (1.6995)\tPrec@1 55.469 (52.589)\n",
      "Test: [60/79]\tTime 0.075 (0.034)\tLoss 2.0615 (1.7052)\tPrec@1 46.875 (52.293)\n",
      "Test: [70/79]\tTime 0.034 (0.035)\tLoss 1.8211 (1.7040)\tPrec@1 51.562 (52.454)\n",
      " * Prec@1 52.530\n",
      "\n",
      "===> epoch: 117/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.085 (0.085)\tData 0.035 (0.035)\tLoss 0.4688 (0.4688)\tPrec@1 62.500 (62.500)\n",
      "[10/391]\tTime 0.111 (0.120)\tData 0.041 (0.045)\tLoss 0.5708 (0.5285)\tPrec@1 53.125 (55.966)\n",
      "[20/391]\tTime 0.088 (0.113)\tData 0.028 (0.041)\tLoss 0.4015 (0.5236)\tPrec@1 70.312 (56.771)\n",
      "[30/391]\tTime 0.102 (0.112)\tData 0.031 (0.038)\tLoss 0.5799 (0.5294)\tPrec@1 56.250 (56.452)\n",
      "[40/391]\tTime 0.142 (0.114)\tData 0.051 (0.038)\tLoss 0.5362 (0.5345)\tPrec@1 59.375 (56.155)\n",
      "[50/391]\tTime 0.074 (0.112)\tData 0.032 (0.038)\tLoss 0.6005 (0.5371)\tPrec@1 48.438 (55.821)\n",
      "[60/391]\tTime 0.074 (0.112)\tData 0.027 (0.038)\tLoss 0.5082 (0.5368)\tPrec@1 58.594 (55.981)\n",
      "[70/391]\tTime 0.076 (0.111)\tData 0.021 (0.037)\tLoss 0.6038 (0.5381)\tPrec@1 53.125 (55.799)\n",
      "[80/391]\tTime 0.093 (0.110)\tData 0.032 (0.037)\tLoss 0.5313 (0.5408)\tPrec@1 56.250 (55.536)\n",
      "[90/391]\tTime 0.123 (0.110)\tData 0.061 (0.037)\tLoss 0.5335 (0.5395)\tPrec@1 58.594 (55.786)\n",
      "[100/391]\tTime 0.101 (0.109)\tData 0.046 (0.038)\tLoss 0.5625 (0.5376)\tPrec@1 51.562 (55.840)\n",
      "[110/391]\tTime 0.091 (0.107)\tData 0.035 (0.038)\tLoss 0.4998 (0.5367)\tPrec@1 58.594 (56.074)\n",
      "[120/391]\tTime 0.131 (0.106)\tData 0.040 (0.038)\tLoss 0.5592 (0.5363)\tPrec@1 53.906 (56.134)\n",
      "[130/391]\tTime 0.127 (0.108)\tData 0.037 (0.038)\tLoss 0.4814 (0.5361)\tPrec@1 60.156 (56.137)\n",
      "[140/391]\tTime 0.133 (0.108)\tData 0.035 (0.038)\tLoss 0.5750 (0.5352)\tPrec@1 54.688 (56.272)\n",
      "[150/391]\tTime 0.107 (0.107)\tData 0.050 (0.038)\tLoss 0.6168 (0.5353)\tPrec@1 53.125 (56.374)\n",
      "[160/391]\tTime 0.094 (0.108)\tData 0.035 (0.038)\tLoss 0.5219 (0.5348)\tPrec@1 62.500 (56.507)\n",
      "[170/391]\tTime 0.096 (0.108)\tData 0.036 (0.038)\tLoss 0.5175 (0.5355)\tPrec@1 57.812 (56.442)\n",
      "[180/391]\tTime 0.081 (0.109)\tData 0.036 (0.038)\tLoss 0.5616 (0.5358)\tPrec@1 54.688 (56.483)\n",
      "[190/391]\tTime 0.091 (0.109)\tData 0.028 (0.039)\tLoss 0.5427 (0.5365)\tPrec@1 61.719 (56.495)\n",
      "[200/391]\tTime 0.107 (0.109)\tData 0.031 (0.038)\tLoss 0.5269 (0.5369)\tPrec@1 55.469 (56.440)\n",
      "[210/391]\tTime 0.109 (0.110)\tData 0.041 (0.039)\tLoss 0.4966 (0.5369)\tPrec@1 54.688 (56.472)\n",
      "[220/391]\tTime 0.115 (0.110)\tData 0.053 (0.039)\tLoss 0.4583 (0.5363)\tPrec@1 60.938 (56.480)\n",
      "[230/391]\tTime 0.111 (0.111)\tData 0.027 (0.039)\tLoss 0.5572 (0.5370)\tPrec@1 58.594 (56.453)\n",
      "[240/391]\tTime 0.135 (0.111)\tData 0.045 (0.039)\tLoss 0.4955 (0.5367)\tPrec@1 60.156 (56.441)\n",
      "[250/391]\tTime 0.112 (0.111)\tData 0.036 (0.039)\tLoss 0.5182 (0.5368)\tPrec@1 60.938 (56.499)\n",
      "[260/391]\tTime 0.088 (0.111)\tData 0.027 (0.039)\tLoss 0.5358 (0.5367)\tPrec@1 53.906 (56.513)\n",
      "[270/391]\tTime 0.125 (0.111)\tData 0.030 (0.038)\tLoss 0.5322 (0.5371)\tPrec@1 58.594 (56.498)\n",
      "[280/391]\tTime 0.169 (0.112)\tData 0.059 (0.039)\tLoss 0.6160 (0.5375)\tPrec@1 53.125 (56.561)\n",
      "[290/391]\tTime 0.088 (0.112)\tData 0.034 (0.039)\tLoss 0.5865 (0.5385)\tPrec@1 60.938 (56.540)\n",
      "[300/391]\tTime 0.107 (0.112)\tData 0.024 (0.039)\tLoss 0.5510 (0.5389)\tPrec@1 57.812 (56.536)\n",
      "[310/391]\tTime 0.102 (0.111)\tData 0.051 (0.039)\tLoss 0.5648 (0.5393)\tPrec@1 56.250 (56.509)\n",
      "[320/391]\tTime 0.101 (0.111)\tData 0.032 (0.039)\tLoss 0.5527 (0.5394)\tPrec@1 54.688 (56.496)\n",
      "[330/391]\tTime 0.085 (0.111)\tData 0.033 (0.039)\tLoss 0.5274 (0.5388)\tPrec@1 52.344 (56.529)\n",
      "[340/391]\tTime 0.141 (0.112)\tData 0.060 (0.039)\tLoss 0.4973 (0.5388)\tPrec@1 61.719 (56.527)\n",
      "[350/391]\tTime 0.114 (0.111)\tData 0.032 (0.039)\tLoss 0.5742 (0.5387)\tPrec@1 50.781 (56.539)\n",
      "[360/391]\tTime 0.090 (0.111)\tData 0.044 (0.039)\tLoss 0.5153 (0.5387)\tPrec@1 57.812 (56.525)\n",
      "[370/391]\tTime 0.117 (0.111)\tData 0.040 (0.039)\tLoss 0.5354 (0.5383)\tPrec@1 57.812 (56.522)\n",
      "[380/391]\tTime 0.128 (0.111)\tData 0.027 (0.039)\tLoss 0.5430 (0.5382)\tPrec@1 57.812 (56.543)\n",
      "[390/391]\tTime 0.084 (0.111)\tData 0.026 (0.038)\tLoss 0.4551 (0.5378)\tPrec@1 63.750 (56.576)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.036 (0.036)\tLoss 1.7550 (1.7550)\tPrec@1 53.125 (53.125)\n",
      "Test: [10/79]\tTime 0.038 (0.046)\tLoss 1.7572 (1.7332)\tPrec@1 48.438 (52.983)\n",
      "Test: [20/79]\tTime 0.035 (0.043)\tLoss 1.6532 (1.7117)\tPrec@1 50.000 (52.381)\n",
      "Test: [30/79]\tTime 0.036 (0.042)\tLoss 1.6122 (1.7249)\tPrec@1 52.344 (51.663)\n",
      "Test: [40/79]\tTime 0.033 (0.041)\tLoss 1.4229 (1.7320)\tPrec@1 55.469 (51.486)\n",
      "Test: [50/79]\tTime 0.035 (0.040)\tLoss 2.0247 (1.7418)\tPrec@1 47.656 (51.271)\n",
      "Test: [60/79]\tTime 0.037 (0.040)\tLoss 2.1183 (1.7491)\tPrec@1 46.875 (51.153)\n",
      "Test: [70/79]\tTime 0.030 (0.039)\tLoss 1.6931 (1.7491)\tPrec@1 56.250 (51.441)\n",
      " * Prec@1 51.530\n",
      "\n",
      "===> epoch: 118/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.105 (0.105)\tData 0.033 (0.033)\tLoss 0.4925 (0.4925)\tPrec@1 56.250 (56.250)\n",
      "[10/391]\tTime 0.116 (0.115)\tData 0.026 (0.038)\tLoss 0.5271 (0.5361)\tPrec@1 53.906 (55.114)\n",
      "[20/391]\tTime 0.139 (0.112)\tData 0.053 (0.039)\tLoss 0.4838 (0.5312)\tPrec@1 62.500 (56.548)\n",
      "[30/391]\tTime 0.123 (0.112)\tData 0.033 (0.038)\tLoss 0.5089 (0.5290)\tPrec@1 59.375 (57.283)\n",
      "[40/391]\tTime 0.117 (0.110)\tData 0.031 (0.037)\tLoss 0.4807 (0.5279)\tPrec@1 64.062 (57.698)\n",
      "[50/391]\tTime 0.145 (0.110)\tData 0.053 (0.036)\tLoss 0.4388 (0.5321)\tPrec@1 64.062 (57.016)\n",
      "[60/391]\tTime 0.134 (0.113)\tData 0.049 (0.037)\tLoss 0.5298 (0.5329)\tPrec@1 57.031 (57.095)\n",
      "[70/391]\tTime 0.128 (0.113)\tData 0.037 (0.037)\tLoss 0.5141 (0.5337)\tPrec@1 57.031 (57.086)\n",
      "[80/391]\tTime 0.092 (0.112)\tData 0.034 (0.037)\tLoss 0.5105 (0.5336)\tPrec@1 56.250 (57.070)\n",
      "[90/391]\tTime 0.146 (0.113)\tData 0.052 (0.037)\tLoss 0.5482 (0.5346)\tPrec@1 54.688 (56.997)\n",
      "[100/391]\tTime 0.113 (0.114)\tData 0.033 (0.037)\tLoss 0.4758 (0.5358)\tPrec@1 64.062 (56.900)\n",
      "[110/391]\tTime 0.110 (0.113)\tData 0.033 (0.037)\tLoss 0.5199 (0.5359)\tPrec@1 58.594 (56.933)\n",
      "[120/391]\tTime 0.085 (0.112)\tData 0.027 (0.036)\tLoss 0.5909 (0.5354)\tPrec@1 46.094 (56.876)\n",
      "[130/391]\tTime 0.122 (0.112)\tData 0.034 (0.036)\tLoss 0.5613 (0.5354)\tPrec@1 57.812 (56.918)\n",
      "[140/391]\tTime 0.085 (0.111)\tData 0.033 (0.036)\tLoss 0.5560 (0.5369)\tPrec@1 50.000 (56.704)\n",
      "[150/391]\tTime 0.130 (0.111)\tData 0.064 (0.036)\tLoss 0.5472 (0.5369)\tPrec@1 54.688 (56.654)\n",
      "[160/391]\tTime 0.099 (0.111)\tData 0.027 (0.036)\tLoss 0.5025 (0.5363)\tPrec@1 57.812 (56.740)\n",
      "[170/391]\tTime 0.110 (0.111)\tData 0.029 (0.036)\tLoss 0.5384 (0.5362)\tPrec@1 61.719 (56.730)\n",
      "[180/391]\tTime 0.147 (0.112)\tData 0.064 (0.036)\tLoss 0.6086 (0.5368)\tPrec@1 55.469 (56.729)\n",
      "[190/391]\tTime 0.120 (0.112)\tData 0.034 (0.036)\tLoss 0.5825 (0.5363)\tPrec@1 54.688 (56.684)\n",
      "[200/391]\tTime 0.092 (0.112)\tData 0.029 (0.036)\tLoss 0.4962 (0.5365)\tPrec@1 53.906 (56.596)\n",
      "[210/391]\tTime 0.098 (0.112)\tData 0.031 (0.036)\tLoss 0.5805 (0.5369)\tPrec@1 54.688 (56.576)\n",
      "[220/391]\tTime 0.091 (0.111)\tData 0.031 (0.036)\tLoss 0.5306 (0.5368)\tPrec@1 59.375 (56.628)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[230/391]\tTime 0.090 (0.111)\tData 0.036 (0.036)\tLoss 0.4927 (0.5361)\tPrec@1 57.812 (56.723)\n",
      "[240/391]\tTime 0.076 (0.110)\tData 0.027 (0.036)\tLoss 0.5609 (0.5356)\tPrec@1 59.375 (56.775)\n",
      "[250/391]\tTime 0.095 (0.109)\tData 0.028 (0.036)\tLoss 0.4837 (0.5359)\tPrec@1 57.031 (56.723)\n",
      "[260/391]\tTime 0.130 (0.109)\tData 0.037 (0.036)\tLoss 0.5999 (0.5361)\tPrec@1 45.312 (56.681)\n",
      "[270/391]\tTime 0.125 (0.109)\tData 0.041 (0.036)\tLoss 0.5555 (0.5362)\tPrec@1 53.906 (56.662)\n",
      "[280/391]\tTime 0.085 (0.109)\tData 0.029 (0.036)\tLoss 0.4523 (0.5357)\tPrec@1 67.188 (56.675)\n",
      "[290/391]\tTime 0.086 (0.110)\tData 0.035 (0.036)\tLoss 0.4883 (0.5351)\tPrec@1 57.812 (56.714)\n",
      "[300/391]\tTime 0.116 (0.110)\tData 0.034 (0.036)\tLoss 0.5202 (0.5357)\tPrec@1 60.156 (56.668)\n",
      "[310/391]\tTime 0.116 (0.110)\tData 0.034 (0.036)\tLoss 0.4599 (0.5359)\tPrec@1 65.625 (56.657)\n",
      "[320/391]\tTime 0.099 (0.110)\tData 0.049 (0.036)\tLoss 0.5465 (0.5364)\tPrec@1 51.562 (56.581)\n",
      "[330/391]\tTime 0.154 (0.110)\tData 0.066 (0.036)\tLoss 0.4964 (0.5366)\tPrec@1 60.156 (56.550)\n",
      "[340/391]\tTime 0.149 (0.110)\tData 0.059 (0.036)\tLoss 0.5461 (0.5368)\tPrec@1 56.250 (56.564)\n",
      "[350/391]\tTime 0.108 (0.110)\tData 0.034 (0.036)\tLoss 0.5590 (0.5370)\tPrec@1 53.906 (56.559)\n",
      "[360/391]\tTime 0.087 (0.110)\tData 0.036 (0.036)\tLoss 0.5830 (0.5371)\tPrec@1 53.906 (56.555)\n",
      "[370/391]\tTime 0.078 (0.110)\tData 0.037 (0.036)\tLoss 0.6272 (0.5371)\tPrec@1 52.344 (56.560)\n",
      "[380/391]\tTime 0.105 (0.110)\tData 0.037 (0.037)\tLoss 0.5403 (0.5375)\tPrec@1 58.594 (56.537)\n",
      "[390/391]\tTime 0.063 (0.110)\tData 0.023 (0.036)\tLoss 0.4808 (0.5372)\tPrec@1 65.000 (56.600)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.037 (0.037)\tLoss 1.7208 (1.7208)\tPrec@1 53.906 (53.906)\n",
      "Test: [10/79]\tTime 0.037 (0.043)\tLoss 1.7269 (1.7514)\tPrec@1 49.219 (52.557)\n",
      "Test: [20/79]\tTime 0.049 (0.039)\tLoss 1.7704 (1.7284)\tPrec@1 53.125 (52.269)\n",
      "Test: [30/79]\tTime 0.026 (0.036)\tLoss 1.6686 (1.7447)\tPrec@1 50.000 (52.016)\n",
      "Test: [40/79]\tTime 0.028 (0.034)\tLoss 1.6061 (1.7606)\tPrec@1 52.344 (51.677)\n",
      "Test: [50/79]\tTime 0.025 (0.033)\tLoss 1.8917 (1.7516)\tPrec@1 51.562 (51.838)\n",
      "Test: [60/79]\tTime 0.027 (0.033)\tLoss 2.0359 (1.7536)\tPrec@1 50.000 (51.652)\n",
      "Test: [70/79]\tTime 0.036 (0.034)\tLoss 1.8243 (1.7554)\tPrec@1 55.469 (51.629)\n",
      " * Prec@1 51.720\n",
      "\n",
      "===> epoch: 119/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.107 (0.107)\tData 0.043 (0.043)\tLoss 0.5913 (0.5913)\tPrec@1 57.031 (57.031)\n",
      "[10/391]\tTime 0.107 (0.118)\tData 0.046 (0.040)\tLoss 0.5485 (0.5303)\tPrec@1 57.812 (60.227)\n",
      "[20/391]\tTime 0.076 (0.115)\tData 0.030 (0.040)\tLoss 0.5299 (0.5357)\tPrec@1 56.250 (57.812)\n",
      "[30/391]\tTime 0.067 (0.113)\tData 0.032 (0.038)\tLoss 0.5380 (0.5344)\tPrec@1 57.812 (57.258)\n",
      "[40/391]\tTime 0.098 (0.113)\tData 0.031 (0.038)\tLoss 0.6007 (0.5346)\tPrec@1 50.781 (57.565)\n",
      "[50/391]\tTime 0.159 (0.114)\tData 0.077 (0.039)\tLoss 0.5078 (0.5314)\tPrec@1 58.594 (57.935)\n",
      "[60/391]\tTime 0.134 (0.114)\tData 0.041 (0.038)\tLoss 0.5044 (0.5312)\tPrec@1 62.500 (57.915)\n",
      "[70/391]\tTime 0.146 (0.114)\tData 0.060 (0.038)\tLoss 0.5294 (0.5330)\tPrec@1 60.156 (57.548)\n",
      "[80/391]\tTime 0.138 (0.115)\tData 0.037 (0.038)\tLoss 0.5215 (0.5334)\tPrec@1 56.250 (57.263)\n",
      "[90/391]\tTime 0.133 (0.116)\tData 0.048 (0.039)\tLoss 0.4913 (0.5335)\tPrec@1 60.938 (57.306)\n",
      "[100/391]\tTime 0.132 (0.116)\tData 0.035 (0.039)\tLoss 0.5044 (0.5334)\tPrec@1 63.281 (57.341)\n",
      "[110/391]\tTime 0.090 (0.117)\tData 0.036 (0.039)\tLoss 0.5530 (0.5351)\tPrec@1 48.438 (57.151)\n",
      "[120/391]\tTime 0.104 (0.117)\tData 0.033 (0.039)\tLoss 0.4803 (0.5350)\tPrec@1 62.500 (57.102)\n",
      "[130/391]\tTime 0.102 (0.116)\tData 0.029 (0.039)\tLoss 0.5459 (0.5355)\tPrec@1 53.125 (57.037)\n",
      "[140/391]\tTime 0.114 (0.116)\tData 0.027 (0.039)\tLoss 0.5040 (0.5366)\tPrec@1 63.281 (56.965)\n",
      "[150/391]\tTime 0.128 (0.116)\tData 0.035 (0.039)\tLoss 0.5175 (0.5366)\tPrec@1 58.594 (57.031)\n",
      "[160/391]\tTime 0.130 (0.116)\tData 0.035 (0.039)\tLoss 0.5200 (0.5347)\tPrec@1 61.719 (57.220)\n",
      "[170/391]\tTime 0.119 (0.116)\tData 0.032 (0.039)\tLoss 0.6005 (0.5350)\tPrec@1 57.812 (57.173)\n",
      "[180/391]\tTime 0.110 (0.116)\tData 0.031 (0.039)\tLoss 0.4768 (0.5349)\tPrec@1 64.062 (57.143)\n",
      "[190/391]\tTime 0.126 (0.116)\tData 0.034 (0.039)\tLoss 0.5304 (0.5352)\tPrec@1 57.812 (57.097)\n",
      "[200/391]\tTime 0.134 (0.116)\tData 0.039 (0.039)\tLoss 0.5470 (0.5356)\tPrec@1 54.688 (57.008)\n",
      "[210/391]\tTime 0.116 (0.116)\tData 0.031 (0.039)\tLoss 0.5559 (0.5364)\tPrec@1 53.906 (56.916)\n",
      "[220/391]\tTime 0.132 (0.116)\tData 0.061 (0.039)\tLoss 0.4769 (0.5366)\tPrec@1 57.812 (56.904)\n",
      "[230/391]\tTime 0.134 (0.116)\tData 0.034 (0.039)\tLoss 0.5819 (0.5369)\tPrec@1 58.594 (56.835)\n",
      "[240/391]\tTime 0.097 (0.116)\tData 0.036 (0.039)\tLoss 0.5930 (0.5364)\tPrec@1 54.688 (56.840)\n",
      "[250/391]\tTime 0.087 (0.116)\tData 0.030 (0.039)\tLoss 0.5599 (0.5365)\tPrec@1 54.688 (56.891)\n",
      "[260/391]\tTime 0.116 (0.116)\tData 0.038 (0.039)\tLoss 0.5836 (0.5368)\tPrec@1 50.000 (56.855)\n",
      "[270/391]\tTime 0.132 (0.115)\tData 0.041 (0.039)\tLoss 0.4912 (0.5364)\tPrec@1 60.938 (56.878)\n",
      "[280/391]\tTime 0.114 (0.116)\tData 0.034 (0.039)\tLoss 0.5735 (0.5364)\tPrec@1 53.125 (56.884)\n",
      "[290/391]\tTime 0.095 (0.115)\tData 0.031 (0.039)\tLoss 0.5215 (0.5367)\tPrec@1 60.938 (56.846)\n",
      "[300/391]\tTime 0.078 (0.115)\tData 0.028 (0.039)\tLoss 0.4772 (0.5365)\tPrec@1 57.812 (56.873)\n",
      "[310/391]\tTime 0.086 (0.115)\tData 0.034 (0.039)\tLoss 0.4706 (0.5368)\tPrec@1 63.281 (56.823)\n",
      "[320/391]\tTime 0.120 (0.115)\tData 0.034 (0.039)\tLoss 0.5039 (0.5367)\tPrec@1 62.500 (56.832)\n",
      "[330/391]\tTime 0.117 (0.115)\tData 0.029 (0.039)\tLoss 0.5714 (0.5365)\tPrec@1 56.250 (56.838)\n",
      "[340/391]\tTime 0.144 (0.115)\tData 0.051 (0.039)\tLoss 0.5057 (0.5362)\tPrec@1 58.594 (56.898)\n",
      "[350/391]\tTime 0.116 (0.115)\tData 0.070 (0.039)\tLoss 0.4844 (0.5361)\tPrec@1 61.719 (56.933)\n",
      "[360/391]\tTime 0.076 (0.114)\tData 0.035 (0.039)\tLoss 0.5032 (0.5359)\tPrec@1 60.156 (56.938)\n",
      "[370/391]\tTime 0.092 (0.113)\tData 0.037 (0.039)\tLoss 0.5378 (0.5356)\tPrec@1 67.188 (56.983)\n",
      "[380/391]\tTime 0.096 (0.112)\tData 0.044 (0.039)\tLoss 0.5186 (0.5364)\tPrec@1 59.375 (56.931)\n",
      "[390/391]\tTime 0.084 (0.112)\tData 0.026 (0.039)\tLoss 0.5000 (0.5368)\tPrec@1 61.250 (56.936)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.047 (0.047)\tLoss 1.6727 (1.6727)\tPrec@1 50.781 (50.781)\n",
      "Test: [10/79]\tTime 0.045 (0.046)\tLoss 1.7219 (1.7725)\tPrec@1 50.781 (52.983)\n",
      "Test: [20/79]\tTime 0.030 (0.041)\tLoss 1.8342 (1.7793)\tPrec@1 48.438 (51.228)\n",
      "Test: [30/79]\tTime 0.035 (0.040)\tLoss 1.7102 (1.7800)\tPrec@1 48.438 (50.630)\n",
      "Test: [40/79]\tTime 0.031 (0.040)\tLoss 1.4560 (1.7786)\tPrec@1 56.250 (50.819)\n",
      "Test: [50/79]\tTime 0.058 (0.040)\tLoss 1.9860 (1.7706)\tPrec@1 50.000 (51.088)\n",
      "Test: [60/79]\tTime 0.036 (0.041)\tLoss 1.9895 (1.7781)\tPrec@1 53.125 (51.165)\n",
      "Test: [70/79]\tTime 0.031 (0.040)\tLoss 1.8124 (1.7757)\tPrec@1 55.469 (51.364)\n",
      " * Prec@1 51.270\n",
      "\n",
      "===> epoch: 120/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.085 (0.085)\tData 0.039 (0.039)\tLoss 0.5543 (0.5543)\tPrec@1 49.219 (49.219)\n",
      "[10/391]\tTime 0.078 (0.126)\tData 0.037 (0.050)\tLoss 0.5313 (0.5147)\tPrec@1 57.812 (57.315)\n",
      "[20/391]\tTime 0.101 (0.121)\tData 0.034 (0.046)\tLoss 0.5206 (0.5241)\tPrec@1 58.594 (56.845)\n",
      "[30/391]\tTime 0.129 (0.121)\tData 0.033 (0.044)\tLoss 0.5078 (0.5306)\tPrec@1 56.250 (56.678)\n",
      "[40/391]\tTime 0.121 (0.120)\tData 0.037 (0.044)\tLoss 0.5417 (0.5347)\tPrec@1 50.000 (56.002)\n",
      "[50/391]\tTime 0.137 (0.124)\tData 0.043 (0.044)\tLoss 0.5375 (0.5370)\tPrec@1 54.688 (55.775)\n",
      "[60/391]\tTime 0.137 (0.125)\tData 0.033 (0.044)\tLoss 0.5462 (0.5363)\tPrec@1 55.469 (55.917)\n",
      "[70/391]\tTime 0.126 (0.121)\tData 0.032 (0.043)\tLoss 0.5121 (0.5329)\tPrec@1 57.031 (56.360)\n",
      "[80/391]\tTime 0.103 (0.120)\tData 0.028 (0.041)\tLoss 0.5091 (0.5348)\tPrec@1 56.250 (56.125)\n",
      "[90/391]\tTime 0.170 (0.120)\tData 0.050 (0.041)\tLoss 0.5255 (0.5371)\tPrec@1 55.469 (56.156)\n",
      "[100/391]\tTime 0.111 (0.121)\tData 0.035 (0.041)\tLoss 0.5303 (0.5375)\tPrec@1 57.812 (56.312)\n",
      "[110/391]\tTime 0.089 (0.119)\tData 0.029 (0.041)\tLoss 0.4965 (0.5353)\tPrec@1 60.156 (56.581)\n",
      "[120/391]\tTime 0.135 (0.119)\tData 0.032 (0.040)\tLoss 0.5471 (0.5363)\tPrec@1 60.938 (56.515)\n",
      "[130/391]\tTime 0.100 (0.118)\tData 0.034 (0.040)\tLoss 0.5664 (0.5359)\tPrec@1 49.219 (56.512)\n",
      "[140/391]\tTime 0.129 (0.118)\tData 0.051 (0.040)\tLoss 0.5391 (0.5362)\tPrec@1 53.906 (56.472)\n",
      "[150/391]\tTime 0.090 (0.118)\tData 0.032 (0.040)\tLoss 0.5374 (0.5356)\tPrec@1 58.594 (56.540)\n",
      "[160/391]\tTime 0.136 (0.118)\tData 0.040 (0.041)\tLoss 0.4995 (0.5368)\tPrec@1 59.375 (56.551)\n",
      "[170/391]\tTime 0.106 (0.118)\tData 0.041 (0.040)\tLoss 0.5402 (0.5377)\tPrec@1 50.781 (56.478)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[180/391]\tTime 0.108 (0.118)\tData 0.033 (0.040)\tLoss 0.5972 (0.5378)\tPrec@1 53.906 (56.474)\n",
      "[190/391]\tTime 0.096 (0.118)\tData 0.029 (0.040)\tLoss 0.5897 (0.5390)\tPrec@1 49.219 (56.405)\n",
      "[200/391]\tTime 0.110 (0.117)\tData 0.034 (0.040)\tLoss 0.5855 (0.5382)\tPrec@1 50.000 (56.452)\n",
      "[210/391]\tTime 0.108 (0.117)\tData 0.044 (0.040)\tLoss 0.5271 (0.5384)\tPrec@1 59.375 (56.435)\n",
      "[220/391]\tTime 0.086 (0.117)\tData 0.037 (0.040)\tLoss 0.5392 (0.5379)\tPrec@1 52.344 (56.451)\n",
      "[230/391]\tTime 0.096 (0.117)\tData 0.026 (0.040)\tLoss 0.5198 (0.5382)\tPrec@1 52.344 (56.433)\n",
      "[240/391]\tTime 0.128 (0.117)\tData 0.035 (0.040)\tLoss 0.4970 (0.5382)\tPrec@1 64.062 (56.445)\n",
      "[250/391]\tTime 0.112 (0.117)\tData 0.035 (0.040)\tLoss 0.5549 (0.5390)\tPrec@1 56.250 (56.434)\n",
      "[260/391]\tTime 0.126 (0.117)\tData 0.034 (0.040)\tLoss 0.4941 (0.5389)\tPrec@1 60.938 (56.445)\n",
      "[270/391]\tTime 0.097 (0.116)\tData 0.031 (0.040)\tLoss 0.5512 (0.5391)\tPrec@1 55.469 (56.443)\n",
      "[280/391]\tTime 0.120 (0.116)\tData 0.039 (0.040)\tLoss 0.4980 (0.5394)\tPrec@1 61.719 (56.358)\n",
      "[290/391]\tTime 0.145 (0.116)\tData 0.050 (0.040)\tLoss 0.5701 (0.5387)\tPrec@1 51.562 (56.489)\n",
      "[300/391]\tTime 0.109 (0.117)\tData 0.033 (0.040)\tLoss 0.5995 (0.5390)\tPrec@1 52.344 (56.515)\n",
      "[310/391]\tTime 0.090 (0.116)\tData 0.027 (0.040)\tLoss 0.5465 (0.5391)\tPrec@1 60.156 (56.526)\n",
      "[320/391]\tTime 0.088 (0.116)\tData 0.033 (0.039)\tLoss 0.5332 (0.5389)\tPrec@1 58.594 (56.540)\n",
      "[330/391]\tTime 0.096 (0.116)\tData 0.034 (0.040)\tLoss 0.5105 (0.5390)\tPrec@1 57.031 (56.547)\n",
      "[340/391]\tTime 0.131 (0.116)\tData 0.027 (0.040)\tLoss 0.5838 (0.5387)\tPrec@1 44.531 (56.520)\n",
      "[350/391]\tTime 0.149 (0.116)\tData 0.036 (0.039)\tLoss 0.5856 (0.5386)\tPrec@1 52.344 (56.493)\n",
      "[360/391]\tTime 0.102 (0.116)\tData 0.038 (0.040)\tLoss 0.5724 (0.5384)\tPrec@1 58.594 (56.555)\n",
      "[370/391]\tTime 0.074 (0.116)\tData 0.031 (0.040)\tLoss 0.5593 (0.5385)\tPrec@1 57.031 (56.541)\n",
      "[380/391]\tTime 0.082 (0.116)\tData 0.031 (0.040)\tLoss 0.5587 (0.5388)\tPrec@1 51.562 (56.498)\n",
      "[390/391]\tTime 0.053 (0.115)\tData 0.018 (0.039)\tLoss 0.5514 (0.5382)\tPrec@1 53.750 (56.546)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.029 (0.029)\tLoss 1.6572 (1.6572)\tPrec@1 54.688 (54.688)\n",
      "Test: [10/79]\tTime 0.031 (0.035)\tLoss 1.6037 (1.6775)\tPrec@1 51.562 (53.622)\n",
      "Test: [20/79]\tTime 0.036 (0.036)\tLoss 1.7028 (1.6872)\tPrec@1 57.812 (53.125)\n",
      "Test: [30/79]\tTime 0.040 (0.038)\tLoss 1.5335 (1.6917)\tPrec@1 52.344 (52.445)\n",
      "Test: [40/79]\tTime 0.038 (0.040)\tLoss 1.4777 (1.7041)\tPrec@1 57.031 (52.268)\n",
      "Test: [50/79]\tTime 0.033 (0.039)\tLoss 1.7514 (1.7004)\tPrec@1 50.781 (52.420)\n",
      "Test: [60/79]\tTime 0.056 (0.039)\tLoss 2.0509 (1.7065)\tPrec@1 50.000 (52.408)\n",
      "Test: [70/79]\tTime 0.042 (0.038)\tLoss 1.7542 (1.7054)\tPrec@1 53.125 (52.410)\n",
      " * Prec@1 52.590\n",
      "\n",
      "===> epoch: 121/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.122 (0.122)\tData 0.038 (0.038)\tLoss 0.4888 (0.4888)\tPrec@1 61.719 (61.719)\n",
      "[10/391]\tTime 0.126 (0.107)\tData 0.035 (0.032)\tLoss 0.5041 (0.5191)\tPrec@1 61.719 (59.446)\n",
      "[20/391]\tTime 0.118 (0.112)\tData 0.033 (0.035)\tLoss 0.5795 (0.5269)\tPrec@1 52.344 (58.333)\n",
      "[30/391]\tTime 0.116 (0.110)\tData 0.034 (0.035)\tLoss 0.4930 (0.5296)\tPrec@1 61.719 (57.737)\n",
      "[40/391]\tTime 0.111 (0.110)\tData 0.044 (0.036)\tLoss 0.4887 (0.5298)\tPrec@1 60.156 (57.355)\n",
      "[50/391]\tTime 0.087 (0.112)\tData 0.033 (0.036)\tLoss 0.4464 (0.5257)\tPrec@1 67.188 (57.828)\n",
      "[60/391]\tTime 0.087 (0.111)\tData 0.031 (0.038)\tLoss 0.4738 (0.5271)\tPrec@1 64.844 (57.889)\n",
      "[70/391]\tTime 0.089 (0.110)\tData 0.034 (0.038)\tLoss 0.5391 (0.5280)\tPrec@1 59.375 (57.757)\n",
      "[80/391]\tTime 0.108 (0.109)\tData 0.047 (0.039)\tLoss 0.5517 (0.5330)\tPrec@1 56.250 (57.417)\n",
      "[90/391]\tTime 0.117 (0.109)\tData 0.030 (0.038)\tLoss 0.5451 (0.5311)\tPrec@1 52.344 (57.435)\n",
      "[100/391]\tTime 0.141 (0.109)\tData 0.034 (0.038)\tLoss 0.5431 (0.5312)\tPrec@1 55.469 (57.287)\n",
      "[110/391]\tTime 0.170 (0.110)\tData 0.072 (0.038)\tLoss 0.4957 (0.5310)\tPrec@1 63.281 (57.306)\n",
      "[120/391]\tTime 0.132 (0.110)\tData 0.038 (0.038)\tLoss 0.5552 (0.5300)\tPrec@1 54.688 (57.283)\n",
      "[130/391]\tTime 0.073 (0.109)\tData 0.021 (0.038)\tLoss 0.5250 (0.5297)\tPrec@1 60.156 (57.294)\n",
      "[140/391]\tTime 0.075 (0.109)\tData 0.033 (0.038)\tLoss 0.5725 (0.5296)\tPrec@1 57.812 (57.347)\n",
      "[150/391]\tTime 0.109 (0.110)\tData 0.032 (0.038)\tLoss 0.5739 (0.5295)\tPrec@1 54.688 (57.305)\n",
      "[160/391]\tTime 0.141 (0.110)\tData 0.057 (0.039)\tLoss 0.5317 (0.5295)\tPrec@1 58.594 (57.313)\n",
      "[170/391]\tTime 0.093 (0.111)\tData 0.027 (0.040)\tLoss 0.5404 (0.5288)\tPrec@1 56.250 (57.383)\n",
      "[180/391]\tTime 0.130 (0.111)\tData 0.038 (0.039)\tLoss 0.5009 (0.5286)\tPrec@1 61.719 (57.450)\n",
      "[190/391]\tTime 0.114 (0.111)\tData 0.034 (0.039)\tLoss 0.5700 (0.5287)\tPrec@1 50.781 (57.399)\n",
      "[200/391]\tTime 0.087 (0.111)\tData 0.027 (0.039)\tLoss 0.4902 (0.5284)\tPrec@1 63.281 (57.412)\n",
      "[210/391]\tTime 0.081 (0.110)\tData 0.029 (0.039)\tLoss 0.5373 (0.5287)\tPrec@1 54.688 (57.376)\n",
      "[220/391]\tTime 0.113 (0.110)\tData 0.037 (0.039)\tLoss 0.5593 (0.5292)\tPrec@1 53.906 (57.314)\n",
      "[230/391]\tTime 0.138 (0.111)\tData 0.038 (0.039)\tLoss 0.5146 (0.5292)\tPrec@1 53.906 (57.353)\n",
      "[240/391]\tTime 0.122 (0.111)\tData 0.028 (0.039)\tLoss 0.6031 (0.5307)\tPrec@1 55.469 (57.213)\n",
      "[250/391]\tTime 0.125 (0.111)\tData 0.030 (0.039)\tLoss 0.5379 (0.5306)\tPrec@1 61.719 (57.234)\n",
      "[260/391]\tTime 0.128 (0.112)\tData 0.035 (0.039)\tLoss 0.5839 (0.5318)\tPrec@1 50.781 (57.121)\n",
      "[270/391]\tTime 0.128 (0.112)\tData 0.034 (0.039)\tLoss 0.5125 (0.5329)\tPrec@1 62.500 (57.031)\n",
      "[280/391]\tTime 0.117 (0.112)\tData 0.028 (0.039)\tLoss 0.5832 (0.5336)\tPrec@1 50.000 (56.981)\n",
      "[290/391]\tTime 0.110 (0.112)\tData 0.052 (0.039)\tLoss 0.4874 (0.5345)\tPrec@1 62.500 (56.921)\n",
      "[300/391]\tTime 0.128 (0.112)\tData 0.035 (0.039)\tLoss 0.5801 (0.5352)\tPrec@1 53.906 (56.868)\n",
      "[310/391]\tTime 0.117 (0.113)\tData 0.029 (0.039)\tLoss 0.5660 (0.5358)\tPrec@1 49.219 (56.762)\n",
      "[320/391]\tTime 0.080 (0.113)\tData 0.024 (0.039)\tLoss 0.5737 (0.5358)\tPrec@1 56.250 (56.778)\n",
      "[330/391]\tTime 0.127 (0.113)\tData 0.037 (0.039)\tLoss 0.4883 (0.5369)\tPrec@1 62.500 (56.701)\n",
      "[340/391]\tTime 0.104 (0.113)\tData 0.054 (0.039)\tLoss 0.4977 (0.5373)\tPrec@1 55.469 (56.690)\n",
      "[350/391]\tTime 0.106 (0.113)\tData 0.030 (0.039)\tLoss 0.5430 (0.5373)\tPrec@1 54.688 (56.675)\n",
      "[360/391]\tTime 0.115 (0.112)\tData 0.039 (0.039)\tLoss 0.4769 (0.5374)\tPrec@1 59.375 (56.653)\n",
      "[370/391]\tTime 0.115 (0.112)\tData 0.035 (0.039)\tLoss 0.5865 (0.5379)\tPrec@1 48.438 (56.597)\n",
      "[380/391]\tTime 0.160 (0.113)\tData 0.066 (0.039)\tLoss 0.6090 (0.5380)\tPrec@1 50.781 (56.605)\n",
      "[390/391]\tTime 0.078 (0.113)\tData 0.023 (0.039)\tLoss 0.4174 (0.5379)\tPrec@1 71.250 (56.634)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.024 (0.024)\tLoss 1.7387 (1.7387)\tPrec@1 54.688 (54.688)\n",
      "Test: [10/79]\tTime 0.030 (0.032)\tLoss 1.7115 (1.7222)\tPrec@1 52.344 (53.906)\n",
      "Test: [20/79]\tTime 0.029 (0.030)\tLoss 1.7765 (1.7120)\tPrec@1 54.688 (52.716)\n",
      "Test: [30/79]\tTime 0.024 (0.030)\tLoss 1.6864 (1.7255)\tPrec@1 52.344 (51.865)\n",
      "Test: [40/79]\tTime 0.027 (0.030)\tLoss 1.4974 (1.7414)\tPrec@1 53.906 (51.753)\n",
      "Test: [50/79]\tTime 0.032 (0.030)\tLoss 1.8535 (1.7408)\tPrec@1 49.219 (51.440)\n",
      "Test: [60/79]\tTime 0.031 (0.031)\tLoss 2.0619 (1.7488)\tPrec@1 49.219 (51.140)\n",
      "Test: [70/79]\tTime 0.036 (0.032)\tLoss 1.7699 (1.7496)\tPrec@1 56.250 (51.144)\n",
      " * Prec@1 51.230\n",
      "\n",
      "===> epoch: 122/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.114 (0.114)\tData 0.038 (0.038)\tLoss 0.5329 (0.5329)\tPrec@1 57.812 (57.812)\n",
      "[10/391]\tTime 0.101 (0.113)\tData 0.035 (0.037)\tLoss 0.5052 (0.5316)\tPrec@1 59.375 (57.031)\n",
      "[20/391]\tTime 0.081 (0.117)\tData 0.023 (0.038)\tLoss 0.5643 (0.5338)\tPrec@1 56.250 (57.180)\n",
      "[30/391]\tTime 0.113 (0.114)\tData 0.030 (0.036)\tLoss 0.4747 (0.5270)\tPrec@1 63.281 (58.014)\n",
      "[40/391]\tTime 0.143 (0.113)\tData 0.048 (0.037)\tLoss 0.5414 (0.5268)\tPrec@1 57.812 (57.870)\n",
      "[50/391]\tTime 0.140 (0.113)\tData 0.049 (0.038)\tLoss 0.5236 (0.5272)\tPrec@1 57.812 (57.690)\n",
      "[60/391]\tTime 0.121 (0.110)\tData 0.031 (0.037)\tLoss 0.5641 (0.5264)\tPrec@1 50.000 (57.505)\n",
      "[70/391]\tTime 0.132 (0.111)\tData 0.039 (0.037)\tLoss 0.5462 (0.5266)\tPrec@1 51.562 (57.361)\n",
      "[80/391]\tTime 0.126 (0.113)\tData 0.033 (0.037)\tLoss 0.5515 (0.5276)\tPrec@1 53.125 (57.330)\n",
      "[90/391]\tTime 0.146 (0.113)\tData 0.068 (0.038)\tLoss 0.4962 (0.5279)\tPrec@1 63.281 (57.426)\n",
      "[100/391]\tTime 0.096 (0.113)\tData 0.027 (0.038)\tLoss 0.5203 (0.5298)\tPrec@1 62.500 (57.279)\n",
      "[110/391]\tTime 0.124 (0.113)\tData 0.031 (0.037)\tLoss 0.6000 (0.5304)\tPrec@1 48.438 (57.102)\n",
      "[120/391]\tTime 0.197 (0.114)\tData 0.082 (0.037)\tLoss 0.5113 (0.5301)\tPrec@1 59.375 (57.135)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[130/391]\tTime 0.075 (0.113)\tData 0.026 (0.037)\tLoss 0.5456 (0.5304)\tPrec@1 56.250 (57.037)\n",
      "[140/391]\tTime 0.112 (0.112)\tData 0.036 (0.037)\tLoss 0.5303 (0.5301)\tPrec@1 57.031 (57.076)\n",
      "[150/391]\tTime 0.127 (0.112)\tData 0.055 (0.037)\tLoss 0.4882 (0.5307)\tPrec@1 60.156 (57.016)\n",
      "[160/391]\tTime 0.110 (0.113)\tData 0.032 (0.038)\tLoss 0.5694 (0.5314)\tPrec@1 53.125 (57.017)\n",
      "[170/391]\tTime 0.101 (0.113)\tData 0.036 (0.038)\tLoss 0.5379 (0.5317)\tPrec@1 53.906 (56.976)\n",
      "[180/391]\tTime 0.103 (0.113)\tData 0.034 (0.037)\tLoss 0.5859 (0.5326)\tPrec@1 52.344 (56.910)\n",
      "[190/391]\tTime 0.093 (0.112)\tData 0.034 (0.037)\tLoss 0.5027 (0.5334)\tPrec@1 57.031 (56.786)\n",
      "[200/391]\tTime 0.089 (0.111)\tData 0.037 (0.037)\tLoss 0.4988 (0.5330)\tPrec@1 57.031 (56.748)\n",
      "[210/391]\tTime 0.083 (0.110)\tData 0.036 (0.037)\tLoss 0.4571 (0.5328)\tPrec@1 61.719 (56.750)\n",
      "[220/391]\tTime 0.148 (0.110)\tData 0.057 (0.037)\tLoss 0.5742 (0.5337)\tPrec@1 53.125 (56.550)\n",
      "[230/391]\tTime 0.131 (0.110)\tData 0.033 (0.037)\tLoss 0.5442 (0.5339)\tPrec@1 62.500 (56.602)\n",
      "[240/391]\tTime 0.128 (0.110)\tData 0.040 (0.037)\tLoss 0.5175 (0.5345)\tPrec@1 64.062 (56.561)\n",
      "[250/391]\tTime 0.141 (0.110)\tData 0.054 (0.038)\tLoss 0.5506 (0.5357)\tPrec@1 62.500 (56.480)\n",
      "[260/391]\tTime 0.126 (0.111)\tData 0.034 (0.038)\tLoss 0.5487 (0.5355)\tPrec@1 57.031 (56.513)\n",
      "[270/391]\tTime 0.099 (0.111)\tData 0.031 (0.038)\tLoss 0.5715 (0.5350)\tPrec@1 54.688 (56.590)\n",
      "[280/391]\tTime 0.127 (0.111)\tData 0.032 (0.038)\tLoss 0.4744 (0.5360)\tPrec@1 67.188 (56.556)\n",
      "[290/391]\tTime 0.095 (0.111)\tData 0.029 (0.037)\tLoss 0.5572 (0.5366)\tPrec@1 54.688 (56.518)\n",
      "[300/391]\tTime 0.102 (0.111)\tData 0.027 (0.037)\tLoss 0.4771 (0.5373)\tPrec@1 64.062 (56.442)\n",
      "[310/391]\tTime 0.126 (0.111)\tData 0.037 (0.037)\tLoss 0.5079 (0.5375)\tPrec@1 56.250 (56.368)\n",
      "[320/391]\tTime 0.103 (0.111)\tData 0.039 (0.037)\tLoss 0.5609 (0.5376)\tPrec@1 54.688 (56.369)\n",
      "[330/391]\tTime 0.085 (0.111)\tData 0.028 (0.037)\tLoss 0.5441 (0.5381)\tPrec@1 56.250 (56.333)\n",
      "[340/391]\tTime 0.104 (0.111)\tData 0.033 (0.037)\tLoss 0.5482 (0.5383)\tPrec@1 64.062 (56.408)\n",
      "[350/391]\tTime 0.095 (0.111)\tData 0.038 (0.037)\tLoss 0.5168 (0.5382)\tPrec@1 54.688 (56.430)\n",
      "[360/391]\tTime 0.119 (0.111)\tData 0.037 (0.037)\tLoss 0.5267 (0.5384)\tPrec@1 58.594 (56.427)\n",
      "[370/391]\tTime 0.143 (0.111)\tData 0.052 (0.037)\tLoss 0.5265 (0.5385)\tPrec@1 54.688 (56.397)\n",
      "[380/391]\tTime 0.089 (0.111)\tData 0.026 (0.037)\tLoss 0.4966 (0.5387)\tPrec@1 63.281 (56.367)\n",
      "[390/391]\tTime 0.063 (0.111)\tData 0.023 (0.037)\tLoss 0.4896 (0.5383)\tPrec@1 61.250 (56.376)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.036 (0.036)\tLoss 1.8038 (1.8038)\tPrec@1 50.781 (50.781)\n",
      "Test: [10/79]\tTime 0.042 (0.040)\tLoss 1.7439 (1.7339)\tPrec@1 49.219 (52.912)\n",
      "Test: [20/79]\tTime 0.038 (0.040)\tLoss 1.8086 (1.7255)\tPrec@1 47.656 (52.195)\n",
      "Test: [30/79]\tTime 0.038 (0.040)\tLoss 1.6981 (1.7203)\tPrec@1 50.000 (51.915)\n",
      "Test: [40/79]\tTime 0.034 (0.040)\tLoss 1.5213 (1.7298)\tPrec@1 58.594 (52.115)\n",
      "Test: [50/79]\tTime 0.041 (0.040)\tLoss 1.7628 (1.7253)\tPrec@1 55.469 (52.298)\n",
      "Test: [60/79]\tTime 0.043 (0.041)\tLoss 1.9166 (1.7299)\tPrec@1 49.219 (51.947)\n",
      "Test: [70/79]\tTime 0.034 (0.041)\tLoss 1.8084 (1.7313)\tPrec@1 53.906 (51.970)\n",
      " * Prec@1 51.970\n",
      "\n",
      "===> epoch: 123/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.098 (0.098)\tData 0.030 (0.030)\tLoss 0.4912 (0.4912)\tPrec@1 57.812 (57.812)\n",
      "[10/391]\tTime 0.121 (0.118)\tData 0.034 (0.037)\tLoss 0.5113 (0.5237)\tPrec@1 60.156 (57.031)\n",
      "[20/391]\tTime 0.102 (0.117)\tData 0.039 (0.038)\tLoss 0.4909 (0.5225)\tPrec@1 57.031 (57.478)\n",
      "[30/391]\tTime 0.114 (0.116)\tData 0.036 (0.038)\tLoss 0.6187 (0.5300)\tPrec@1 50.000 (56.804)\n",
      "[40/391]\tTime 0.084 (0.113)\tData 0.027 (0.037)\tLoss 0.5166 (0.5328)\tPrec@1 54.688 (56.631)\n",
      "[50/391]\tTime 0.127 (0.112)\tData 0.035 (0.036)\tLoss 0.4908 (0.5301)\tPrec@1 61.719 (56.756)\n",
      "[60/391]\tTime 0.099 (0.111)\tData 0.035 (0.036)\tLoss 0.5272 (0.5307)\tPrec@1 59.375 (56.993)\n",
      "[70/391]\tTime 0.123 (0.112)\tData 0.038 (0.037)\tLoss 0.4953 (0.5305)\tPrec@1 57.812 (56.877)\n",
      "[80/391]\tTime 0.143 (0.113)\tData 0.050 (0.037)\tLoss 0.4996 (0.5318)\tPrec@1 58.594 (56.983)\n",
      "[90/391]\tTime 0.114 (0.112)\tData 0.047 (0.037)\tLoss 0.4897 (0.5333)\tPrec@1 60.938 (56.714)\n",
      "[100/391]\tTime 0.130 (0.112)\tData 0.040 (0.037)\tLoss 0.5414 (0.5345)\tPrec@1 53.125 (56.474)\n",
      "[110/391]\tTime 0.133 (0.113)\tData 0.036 (0.038)\tLoss 0.5701 (0.5343)\tPrec@1 53.125 (56.496)\n",
      "[120/391]\tTime 0.132 (0.113)\tData 0.041 (0.037)\tLoss 0.5461 (0.5346)\tPrec@1 54.688 (56.515)\n",
      "[130/391]\tTime 0.149 (0.114)\tData 0.062 (0.037)\tLoss 0.5449 (0.5339)\tPrec@1 60.156 (56.673)\n",
      "[140/391]\tTime 0.173 (0.116)\tData 0.069 (0.038)\tLoss 0.5175 (0.5331)\tPrec@1 58.594 (56.765)\n",
      "[150/391]\tTime 0.103 (0.115)\tData 0.029 (0.038)\tLoss 0.5011 (0.5327)\tPrec@1 58.594 (56.674)\n",
      "[160/391]\tTime 0.124 (0.114)\tData 0.031 (0.038)\tLoss 0.5458 (0.5332)\tPrec@1 57.031 (56.633)\n",
      "[170/391]\tTime 0.173 (0.115)\tData 0.078 (0.038)\tLoss 0.4726 (0.5324)\tPrec@1 61.719 (56.620)\n",
      "[180/391]\tTime 0.125 (0.115)\tData 0.038 (0.038)\tLoss 0.5398 (0.5342)\tPrec@1 57.812 (56.492)\n",
      "[190/391]\tTime 0.100 (0.114)\tData 0.031 (0.038)\tLoss 0.5390 (0.5365)\tPrec@1 59.375 (56.291)\n",
      "[200/391]\tTime 0.130 (0.114)\tData 0.034 (0.038)\tLoss 0.4946 (0.5362)\tPrec@1 61.719 (56.324)\n",
      "[210/391]\tTime 0.110 (0.115)\tData 0.034 (0.038)\tLoss 0.5424 (0.5360)\tPrec@1 57.031 (56.306)\n",
      "[220/391]\tTime 0.115 (0.115)\tData 0.027 (0.038)\tLoss 0.5405 (0.5353)\tPrec@1 53.125 (56.413)\n",
      "[230/391]\tTime 0.070 (0.114)\tData 0.027 (0.038)\tLoss 0.5516 (0.5352)\tPrec@1 53.125 (56.450)\n",
      "[240/391]\tTime 0.149 (0.114)\tData 0.056 (0.038)\tLoss 0.5081 (0.5349)\tPrec@1 53.125 (56.454)\n",
      "[250/391]\tTime 0.125 (0.114)\tData 0.034 (0.038)\tLoss 0.5152 (0.5345)\tPrec@1 60.938 (56.530)\n",
      "[260/391]\tTime 0.091 (0.114)\tData 0.033 (0.037)\tLoss 0.5687 (0.5353)\tPrec@1 53.906 (56.495)\n",
      "[270/391]\tTime 0.083 (0.113)\tData 0.026 (0.037)\tLoss 0.5384 (0.5358)\tPrec@1 56.250 (56.466)\n",
      "[280/391]\tTime 0.086 (0.113)\tData 0.038 (0.037)\tLoss 0.4591 (0.5349)\tPrec@1 67.188 (56.600)\n",
      "[290/391]\tTime 0.117 (0.113)\tData 0.033 (0.037)\tLoss 0.5362 (0.5357)\tPrec@1 57.812 (56.556)\n",
      "[300/391]\tTime 0.109 (0.113)\tData 0.028 (0.038)\tLoss 0.5911 (0.5364)\tPrec@1 51.562 (56.507)\n",
      "[310/391]\tTime 0.086 (0.113)\tData 0.028 (0.038)\tLoss 0.5661 (0.5372)\tPrec@1 57.031 (56.458)\n",
      "[320/391]\tTime 0.093 (0.113)\tData 0.038 (0.038)\tLoss 0.5828 (0.5374)\tPrec@1 55.469 (56.464)\n",
      "[330/391]\tTime 0.087 (0.113)\tData 0.036 (0.038)\tLoss 0.5351 (0.5375)\tPrec@1 51.562 (56.486)\n",
      "[340/391]\tTime 0.073 (0.112)\tData 0.033 (0.038)\tLoss 0.5454 (0.5373)\tPrec@1 60.938 (56.557)\n",
      "[350/391]\tTime 0.074 (0.112)\tData 0.036 (0.038)\tLoss 0.4684 (0.5367)\tPrec@1 58.594 (56.557)\n",
      "[360/391]\tTime 0.144 (0.111)\tData 0.044 (0.038)\tLoss 0.5820 (0.5372)\tPrec@1 53.906 (56.531)\n",
      "[370/391]\tTime 0.133 (0.111)\tData 0.034 (0.038)\tLoss 0.5684 (0.5371)\tPrec@1 56.250 (56.576)\n",
      "[380/391]\tTime 0.121 (0.112)\tData 0.033 (0.038)\tLoss 0.5149 (0.5366)\tPrec@1 59.375 (56.594)\n",
      "[390/391]\tTime 0.068 (0.112)\tData 0.022 (0.038)\tLoss 0.6111 (0.5367)\tPrec@1 55.000 (56.598)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.033 (0.033)\tLoss 1.8283 (1.8283)\tPrec@1 51.562 (51.562)\n",
      "Test: [10/79]\tTime 0.048 (0.035)\tLoss 1.7073 (1.7672)\tPrec@1 53.906 (52.202)\n",
      "Test: [20/79]\tTime 0.030 (0.033)\tLoss 1.8092 (1.7377)\tPrec@1 50.781 (52.046)\n",
      "Test: [30/79]\tTime 0.043 (0.034)\tLoss 1.6034 (1.7430)\tPrec@1 50.000 (51.336)\n",
      "Test: [40/79]\tTime 0.032 (0.035)\tLoss 1.6767 (1.7609)\tPrec@1 50.000 (51.448)\n",
      "Test: [50/79]\tTime 0.033 (0.035)\tLoss 1.8716 (1.7512)\tPrec@1 53.125 (51.976)\n",
      "Test: [60/79]\tTime 0.038 (0.037)\tLoss 2.1067 (1.7554)\tPrec@1 48.438 (52.177)\n",
      "Test: [70/79]\tTime 0.035 (0.037)\tLoss 1.7463 (1.7560)\tPrec@1 51.562 (52.047)\n",
      " * Prec@1 52.100\n",
      "\n",
      "===> epoch: 124/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.122 (0.122)\tData 0.038 (0.038)\tLoss 0.4883 (0.4883)\tPrec@1 62.500 (62.500)\n",
      "[10/391]\tTime 0.141 (0.125)\tData 0.064 (0.042)\tLoss 0.5680 (0.5250)\tPrec@1 53.906 (57.244)\n",
      "[20/391]\tTime 0.121 (0.115)\tData 0.055 (0.038)\tLoss 0.5400 (0.5272)\tPrec@1 58.594 (57.478)\n",
      "[30/391]\tTime 0.095 (0.114)\tData 0.035 (0.039)\tLoss 0.5808 (0.5322)\tPrec@1 55.469 (56.729)\n",
      "[40/391]\tTime 0.138 (0.114)\tData 0.061 (0.039)\tLoss 0.5536 (0.5356)\tPrec@1 54.688 (56.402)\n",
      "[50/391]\tTime 0.132 (0.114)\tData 0.035 (0.038)\tLoss 0.4486 (0.5372)\tPrec@1 62.500 (56.495)\n",
      "[60/391]\tTime 0.085 (0.114)\tData 0.034 (0.038)\tLoss 0.6278 (0.5393)\tPrec@1 51.562 (56.173)\n",
      "[70/391]\tTime 0.104 (0.114)\tData 0.043 (0.038)\tLoss 0.4827 (0.5369)\tPrec@1 64.844 (56.371)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[80/391]\tTime 0.093 (0.115)\tData 0.032 (0.039)\tLoss 0.5625 (0.5365)\tPrec@1 54.688 (56.327)\n",
      "[90/391]\tTime 0.103 (0.114)\tData 0.031 (0.038)\tLoss 0.6158 (0.5355)\tPrec@1 50.781 (56.362)\n",
      "[100/391]\tTime 0.075 (0.113)\tData 0.033 (0.038)\tLoss 0.5692 (0.5344)\tPrec@1 57.812 (56.459)\n",
      "[110/391]\tTime 0.120 (0.114)\tData 0.032 (0.038)\tLoss 0.5874 (0.5355)\tPrec@1 50.000 (56.349)\n",
      "[120/391]\tTime 0.074 (0.114)\tData 0.029 (0.039)\tLoss 0.5172 (0.5328)\tPrec@1 57.812 (56.612)\n",
      "[130/391]\tTime 0.091 (0.113)\tData 0.029 (0.038)\tLoss 0.5694 (0.5324)\tPrec@1 52.344 (56.578)\n",
      "[140/391]\tTime 0.132 (0.113)\tData 0.045 (0.038)\tLoss 0.4989 (0.5320)\tPrec@1 60.938 (56.616)\n",
      "[150/391]\tTime 0.097 (0.113)\tData 0.032 (0.038)\tLoss 0.5471 (0.5339)\tPrec@1 52.344 (56.498)\n",
      "[160/391]\tTime 0.100 (0.113)\tData 0.034 (0.038)\tLoss 0.5173 (0.5345)\tPrec@1 60.156 (56.546)\n",
      "[170/391]\tTime 0.089 (0.113)\tData 0.028 (0.038)\tLoss 0.5333 (0.5351)\tPrec@1 54.688 (56.469)\n",
      "[180/391]\tTime 0.085 (0.112)\tData 0.035 (0.038)\tLoss 0.4974 (0.5350)\tPrec@1 57.031 (56.444)\n",
      "[190/391]\tTime 0.104 (0.112)\tData 0.032 (0.038)\tLoss 0.5486 (0.5345)\tPrec@1 53.906 (56.549)\n",
      "[200/391]\tTime 0.120 (0.112)\tData 0.034 (0.038)\tLoss 0.5141 (0.5351)\tPrec@1 57.031 (56.565)\n",
      "[210/391]\tTime 0.109 (0.112)\tData 0.023 (0.038)\tLoss 0.5183 (0.5360)\tPrec@1 54.688 (56.439)\n",
      "[220/391]\tTime 0.102 (0.112)\tData 0.033 (0.038)\tLoss 0.5071 (0.5355)\tPrec@1 60.938 (56.572)\n",
      "[230/391]\tTime 0.099 (0.112)\tData 0.031 (0.038)\tLoss 0.5678 (0.5352)\tPrec@1 58.594 (56.642)\n",
      "[240/391]\tTime 0.127 (0.112)\tData 0.027 (0.038)\tLoss 0.5335 (0.5349)\tPrec@1 58.594 (56.675)\n",
      "[250/391]\tTime 0.091 (0.112)\tData 0.027 (0.038)\tLoss 0.5161 (0.5348)\tPrec@1 55.469 (56.704)\n",
      "[260/391]\tTime 0.148 (0.112)\tData 0.053 (0.038)\tLoss 0.5492 (0.5344)\tPrec@1 57.812 (56.729)\n",
      "[270/391]\tTime 0.103 (0.113)\tData 0.037 (0.038)\tLoss 0.5010 (0.5345)\tPrec@1 63.281 (56.708)\n",
      "[280/391]\tTime 0.129 (0.113)\tData 0.040 (0.038)\tLoss 0.5489 (0.5345)\tPrec@1 53.906 (56.717)\n",
      "[290/391]\tTime 0.124 (0.113)\tData 0.037 (0.038)\tLoss 0.5799 (0.5338)\tPrec@1 50.000 (56.784)\n",
      "[300/391]\tTime 0.097 (0.113)\tData 0.034 (0.038)\tLoss 0.5805 (0.5343)\tPrec@1 50.781 (56.735)\n",
      "[310/391]\tTime 0.121 (0.113)\tData 0.045 (0.038)\tLoss 0.5422 (0.5345)\tPrec@1 55.469 (56.727)\n",
      "[320/391]\tTime 0.115 (0.113)\tData 0.050 (0.038)\tLoss 0.5592 (0.5348)\tPrec@1 50.781 (56.673)\n",
      "[330/391]\tTime 0.088 (0.113)\tData 0.030 (0.038)\tLoss 0.5135 (0.5354)\tPrec@1 62.500 (56.694)\n",
      "[340/391]\tTime 0.132 (0.113)\tData 0.055 (0.038)\tLoss 0.4985 (0.5356)\tPrec@1 59.375 (56.694)\n",
      "[350/391]\tTime 0.081 (0.113)\tData 0.032 (0.039)\tLoss 0.6300 (0.5363)\tPrec@1 44.531 (56.633)\n",
      "[360/391]\tTime 0.120 (0.113)\tData 0.027 (0.038)\tLoss 0.5115 (0.5363)\tPrec@1 56.250 (56.640)\n",
      "[370/391]\tTime 0.132 (0.113)\tData 0.037 (0.038)\tLoss 0.5891 (0.5361)\tPrec@1 54.688 (56.656)\n",
      "[380/391]\tTime 0.182 (0.114)\tData 0.080 (0.038)\tLoss 0.4928 (0.5362)\tPrec@1 64.062 (56.660)\n",
      "[390/391]\tTime 0.074 (0.114)\tData 0.023 (0.038)\tLoss 0.5745 (0.5367)\tPrec@1 55.000 (56.642)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.031 (0.031)\tLoss 1.6834 (1.6834)\tPrec@1 54.688 (54.688)\n",
      "Test: [10/79]\tTime 0.027 (0.035)\tLoss 1.7144 (1.7462)\tPrec@1 53.906 (53.693)\n",
      "Test: [20/79]\tTime 0.028 (0.034)\tLoss 1.8226 (1.7449)\tPrec@1 49.219 (52.753)\n",
      "Test: [30/79]\tTime 0.024 (0.032)\tLoss 1.6443 (1.7470)\tPrec@1 53.125 (52.671)\n",
      "Test: [40/79]\tTime 0.032 (0.031)\tLoss 1.4082 (1.7506)\tPrec@1 57.812 (52.153)\n",
      "Test: [50/79]\tTime 0.039 (0.032)\tLoss 1.8575 (1.7512)\tPrec@1 50.000 (51.915)\n",
      "Test: [60/79]\tTime 0.039 (0.033)\tLoss 2.0984 (1.7627)\tPrec@1 46.875 (51.473)\n",
      "Test: [70/79]\tTime 0.036 (0.033)\tLoss 1.8046 (1.7618)\tPrec@1 56.250 (51.518)\n",
      " * Prec@1 51.690\n",
      "\n",
      "===> epoch: 125/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.130 (0.130)\tData 0.046 (0.046)\tLoss 0.6063 (0.6063)\tPrec@1 46.094 (46.094)\n",
      "[10/391]\tTime 0.127 (0.118)\tData 0.033 (0.039)\tLoss 0.5311 (0.5441)\tPrec@1 56.250 (56.392)\n",
      "[20/391]\tTime 0.100 (0.112)\tData 0.036 (0.036)\tLoss 0.5593 (0.5463)\tPrec@1 57.031 (56.324)\n",
      "[30/391]\tTime 0.109 (0.114)\tData 0.057 (0.038)\tLoss 0.5973 (0.5436)\tPrec@1 50.781 (56.124)\n",
      "[40/391]\tTime 0.103 (0.111)\tData 0.046 (0.040)\tLoss 0.4636 (0.5423)\tPrec@1 63.281 (56.117)\n",
      "[50/391]\tTime 0.086 (0.107)\tData 0.034 (0.039)\tLoss 0.5090 (0.5456)\tPrec@1 57.812 (56.051)\n",
      "[60/391]\tTime 0.089 (0.105)\tData 0.032 (0.038)\tLoss 0.5257 (0.5429)\tPrec@1 59.375 (56.224)\n",
      "[70/391]\tTime 0.137 (0.107)\tData 0.040 (0.038)\tLoss 0.6123 (0.5456)\tPrec@1 51.562 (56.052)\n",
      "[80/391]\tTime 0.088 (0.107)\tData 0.033 (0.038)\tLoss 0.5198 (0.5428)\tPrec@1 56.250 (56.279)\n",
      "[90/391]\tTime 0.098 (0.107)\tData 0.032 (0.037)\tLoss 0.4876 (0.5403)\tPrec@1 56.250 (56.370)\n",
      "[100/391]\tTime 0.152 (0.108)\tData 0.046 (0.037)\tLoss 0.5140 (0.5401)\tPrec@1 60.156 (56.374)\n",
      "[110/391]\tTime 0.083 (0.108)\tData 0.039 (0.037)\tLoss 0.5340 (0.5387)\tPrec@1 52.344 (56.503)\n",
      "[120/391]\tTime 0.134 (0.109)\tData 0.036 (0.038)\tLoss 0.5190 (0.5366)\tPrec@1 60.938 (56.670)\n",
      "[130/391]\tTime 0.079 (0.109)\tData 0.036 (0.037)\tLoss 0.5377 (0.5372)\tPrec@1 57.031 (56.650)\n",
      "[140/391]\tTime 0.079 (0.109)\tData 0.027 (0.037)\tLoss 0.4953 (0.5386)\tPrec@1 64.062 (56.632)\n",
      "[150/391]\tTime 0.097 (0.108)\tData 0.034 (0.037)\tLoss 0.5252 (0.5385)\tPrec@1 54.688 (56.602)\n",
      "[160/391]\tTime 0.162 (0.109)\tData 0.059 (0.037)\tLoss 0.5750 (0.5387)\tPrec@1 55.469 (56.648)\n",
      "[170/391]\tTime 0.115 (0.109)\tData 0.028 (0.037)\tLoss 0.5937 (0.5401)\tPrec@1 54.688 (56.542)\n",
      "[180/391]\tTime 0.112 (0.109)\tData 0.027 (0.036)\tLoss 0.5163 (0.5401)\tPrec@1 56.250 (56.462)\n",
      "[190/391]\tTime 0.094 (0.108)\tData 0.033 (0.036)\tLoss 0.5686 (0.5401)\tPrec@1 54.688 (56.528)\n",
      "[200/391]\tTime 0.120 (0.108)\tData 0.041 (0.036)\tLoss 0.5386 (0.5401)\tPrec@1 60.938 (56.507)\n",
      "[210/391]\tTime 0.090 (0.109)\tData 0.028 (0.036)\tLoss 0.4854 (0.5409)\tPrec@1 60.938 (56.387)\n",
      "[220/391]\tTime 0.110 (0.109)\tData 0.034 (0.036)\tLoss 0.5078 (0.5400)\tPrec@1 61.719 (56.515)\n",
      "[230/391]\tTime 0.125 (0.109)\tData 0.034 (0.036)\tLoss 0.5061 (0.5407)\tPrec@1 57.031 (56.544)\n",
      "[240/391]\tTime 0.110 (0.109)\tData 0.033 (0.036)\tLoss 0.5677 (0.5409)\tPrec@1 53.906 (56.451)\n",
      "[250/391]\tTime 0.120 (0.109)\tData 0.032 (0.036)\tLoss 0.5522 (0.5395)\tPrec@1 57.031 (56.530)\n",
      "[260/391]\tTime 0.086 (0.110)\tData 0.027 (0.036)\tLoss 0.5435 (0.5393)\tPrec@1 55.469 (56.498)\n",
      "[270/391]\tTime 0.136 (0.110)\tData 0.038 (0.037)\tLoss 0.5551 (0.5388)\tPrec@1 52.344 (56.553)\n",
      "[280/391]\tTime 0.084 (0.111)\tData 0.036 (0.037)\tLoss 0.4900 (0.5386)\tPrec@1 62.500 (56.595)\n",
      "[290/391]\tTime 0.118 (0.111)\tData 0.026 (0.037)\tLoss 0.5521 (0.5391)\tPrec@1 58.594 (56.572)\n",
      "[300/391]\tTime 0.096 (0.111)\tData 0.035 (0.037)\tLoss 0.4945 (0.5384)\tPrec@1 64.844 (56.564)\n",
      "[310/391]\tTime 0.114 (0.111)\tData 0.033 (0.037)\tLoss 0.5937 (0.5380)\tPrec@1 57.031 (56.634)\n",
      "[320/391]\tTime 0.080 (0.112)\tData 0.033 (0.037)\tLoss 0.5774 (0.5386)\tPrec@1 53.125 (56.554)\n",
      "[330/391]\tTime 0.142 (0.112)\tData 0.054 (0.037)\tLoss 0.5775 (0.5388)\tPrec@1 50.781 (56.514)\n",
      "[340/391]\tTime 0.096 (0.112)\tData 0.044 (0.038)\tLoss 0.4811 (0.5380)\tPrec@1 60.156 (56.582)\n",
      "[350/391]\tTime 0.094 (0.113)\tData 0.034 (0.038)\tLoss 0.5690 (0.5383)\tPrec@1 44.531 (56.497)\n",
      "[360/391]\tTime 0.114 (0.113)\tData 0.028 (0.038)\tLoss 0.5621 (0.5382)\tPrec@1 54.688 (56.508)\n",
      "[370/391]\tTime 0.122 (0.112)\tData 0.027 (0.038)\tLoss 0.5323 (0.5383)\tPrec@1 59.375 (56.526)\n",
      "[380/391]\tTime 0.088 (0.112)\tData 0.032 (0.038)\tLoss 0.5706 (0.5381)\tPrec@1 54.688 (56.543)\n",
      "[390/391]\tTime 0.087 (0.113)\tData 0.026 (0.038)\tLoss 0.5656 (0.5381)\tPrec@1 55.000 (56.560)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.063 (0.063)\tLoss 1.8900 (1.8900)\tPrec@1 45.312 (45.312)\n",
      "Test: [10/79]\tTime 0.034 (0.041)\tLoss 1.8052 (1.8494)\tPrec@1 52.344 (51.349)\n",
      "Test: [20/79]\tTime 0.042 (0.040)\tLoss 1.8654 (1.8287)\tPrec@1 50.000 (50.781)\n",
      "Test: [30/79]\tTime 0.032 (0.038)\tLoss 1.7785 (1.8372)\tPrec@1 44.531 (50.353)\n",
      "Test: [40/79]\tTime 0.033 (0.038)\tLoss 1.7212 (1.8475)\tPrec@1 47.656 (50.286)\n",
      "Test: [50/79]\tTime 0.032 (0.038)\tLoss 1.9324 (1.8330)\tPrec@1 47.656 (50.429)\n",
      "Test: [60/79]\tTime 0.052 (0.038)\tLoss 1.9759 (1.8392)\tPrec@1 49.219 (50.205)\n",
      "Test: [70/79]\tTime 0.038 (0.037)\tLoss 1.8386 (1.8379)\tPrec@1 52.344 (50.209)\n",
      " * Prec@1 50.220\n",
      "\n",
      "===> epoch: 126/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.083 (0.083)\tData 0.037 (0.037)\tLoss 0.4204 (0.4204)\tPrec@1 68.750 (68.750)\n",
      "[10/391]\tTime 0.122 (0.108)\tData 0.033 (0.036)\tLoss 0.5000 (0.5174)\tPrec@1 59.375 (57.812)\n",
      "[20/391]\tTime 0.129 (0.112)\tData 0.038 (0.038)\tLoss 0.5617 (0.5263)\tPrec@1 51.562 (56.585)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[30/391]\tTime 0.149 (0.111)\tData 0.053 (0.037)\tLoss 0.5590 (0.5251)\tPrec@1 50.000 (57.082)\n",
      "[40/391]\tTime 0.100 (0.113)\tData 0.036 (0.037)\tLoss 0.5375 (0.5265)\tPrec@1 58.594 (57.279)\n",
      "[50/391]\tTime 0.119 (0.113)\tData 0.034 (0.037)\tLoss 0.5302 (0.5254)\tPrec@1 54.688 (57.384)\n",
      "[60/391]\tTime 0.113 (0.112)\tData 0.030 (0.037)\tLoss 0.5772 (0.5260)\tPrec@1 53.906 (57.300)\n",
      "[70/391]\tTime 0.088 (0.112)\tData 0.031 (0.036)\tLoss 0.6057 (0.5287)\tPrec@1 51.562 (57.152)\n",
      "[80/391]\tTime 0.119 (0.112)\tData 0.036 (0.036)\tLoss 0.5268 (0.5306)\tPrec@1 56.250 (57.002)\n",
      "[90/391]\tTime 0.135 (0.111)\tData 0.041 (0.037)\tLoss 0.5235 (0.5311)\tPrec@1 60.938 (56.945)\n",
      "[100/391]\tTime 0.102 (0.111)\tData 0.027 (0.036)\tLoss 0.5084 (0.5318)\tPrec@1 57.031 (57.000)\n",
      "[110/391]\tTime 0.122 (0.112)\tData 0.033 (0.037)\tLoss 0.5739 (0.5327)\tPrec@1 56.250 (56.989)\n",
      "[120/391]\tTime 0.092 (0.112)\tData 0.037 (0.037)\tLoss 0.5053 (0.5316)\tPrec@1 56.250 (57.064)\n",
      "[130/391]\tTime 0.128 (0.113)\tData 0.036 (0.037)\tLoss 0.5579 (0.5317)\tPrec@1 56.250 (57.127)\n",
      "[140/391]\tTime 0.151 (0.114)\tData 0.068 (0.038)\tLoss 0.4723 (0.5320)\tPrec@1 64.062 (57.148)\n",
      "[150/391]\tTime 0.087 (0.113)\tData 0.031 (0.038)\tLoss 0.5451 (0.5316)\tPrec@1 57.031 (57.114)\n",
      "[160/391]\tTime 0.081 (0.112)\tData 0.033 (0.038)\tLoss 0.5015 (0.5317)\tPrec@1 59.375 (57.162)\n",
      "[170/391]\tTime 0.139 (0.112)\tData 0.073 (0.038)\tLoss 0.5355 (0.5322)\tPrec@1 53.906 (57.164)\n",
      "[180/391]\tTime 0.093 (0.111)\tData 0.038 (0.039)\tLoss 0.5759 (0.5326)\tPrec@1 50.781 (57.109)\n",
      "[190/391]\tTime 0.112 (0.111)\tData 0.029 (0.038)\tLoss 0.5264 (0.5335)\tPrec@1 53.906 (57.011)\n",
      "[200/391]\tTime 0.119 (0.110)\tData 0.032 (0.038)\tLoss 0.5264 (0.5333)\tPrec@1 62.500 (57.051)\n",
      "[210/391]\tTime 0.096 (0.110)\tData 0.029 (0.038)\tLoss 0.5228 (0.5331)\tPrec@1 57.812 (57.128)\n",
      "[220/391]\tTime 0.127 (0.110)\tData 0.040 (0.038)\tLoss 0.5626 (0.5336)\tPrec@1 55.469 (57.095)\n",
      "[230/391]\tTime 0.100 (0.111)\tData 0.027 (0.038)\tLoss 0.5805 (0.5347)\tPrec@1 51.562 (56.981)\n",
      "[240/391]\tTime 0.115 (0.111)\tData 0.032 (0.038)\tLoss 0.4828 (0.5350)\tPrec@1 65.625 (57.028)\n",
      "[250/391]\tTime 0.098 (0.111)\tData 0.042 (0.038)\tLoss 0.5127 (0.5357)\tPrec@1 61.719 (56.941)\n",
      "[260/391]\tTime 0.100 (0.111)\tData 0.030 (0.038)\tLoss 0.5436 (0.5362)\tPrec@1 60.156 (56.923)\n",
      "[270/391]\tTime 0.145 (0.111)\tData 0.027 (0.037)\tLoss 0.4668 (0.5357)\tPrec@1 61.719 (56.899)\n",
      "[280/391]\tTime 0.087 (0.111)\tData 0.033 (0.037)\tLoss 0.5025 (0.5360)\tPrec@1 57.812 (56.839)\n",
      "[290/391]\tTime 0.100 (0.111)\tData 0.035 (0.037)\tLoss 0.5693 (0.5357)\tPrec@1 56.250 (56.943)\n",
      "[300/391]\tTime 0.131 (0.111)\tData 0.034 (0.037)\tLoss 0.5908 (0.5362)\tPrec@1 46.875 (56.912)\n",
      "[310/391]\tTime 0.145 (0.111)\tData 0.059 (0.037)\tLoss 0.5732 (0.5365)\tPrec@1 53.125 (56.893)\n",
      "[320/391]\tTime 0.123 (0.111)\tData 0.041 (0.038)\tLoss 0.5046 (0.5366)\tPrec@1 54.688 (56.837)\n",
      "[330/391]\tTime 0.118 (0.111)\tData 0.038 (0.038)\tLoss 0.5675 (0.5359)\tPrec@1 62.500 (56.909)\n",
      "[340/391]\tTime 0.092 (0.111)\tData 0.034 (0.038)\tLoss 0.4764 (0.5358)\tPrec@1 65.625 (56.896)\n",
      "[350/391]\tTime 0.136 (0.111)\tData 0.043 (0.038)\tLoss 0.5273 (0.5357)\tPrec@1 55.469 (56.884)\n",
      "[360/391]\tTime 0.128 (0.111)\tData 0.053 (0.038)\tLoss 0.4894 (0.5358)\tPrec@1 57.812 (56.862)\n",
      "[370/391]\tTime 0.095 (0.112)\tData 0.033 (0.038)\tLoss 0.5489 (0.5366)\tPrec@1 51.562 (56.757)\n",
      "[380/391]\tTime 0.112 (0.111)\tData 0.033 (0.038)\tLoss 0.5264 (0.5366)\tPrec@1 60.156 (56.808)\n",
      "[390/391]\tTime 0.082 (0.111)\tData 0.023 (0.037)\tLoss 0.6088 (0.5368)\tPrec@1 50.000 (56.828)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.036 (0.036)\tLoss 1.6434 (1.6434)\tPrec@1 53.906 (53.906)\n",
      "Test: [10/79]\tTime 0.035 (0.034)\tLoss 1.5873 (1.7399)\tPrec@1 53.906 (53.054)\n",
      "Test: [20/79]\tTime 0.028 (0.035)\tLoss 1.8427 (1.7348)\tPrec@1 50.781 (53.088)\n",
      "Test: [30/79]\tTime 0.041 (0.036)\tLoss 1.5672 (1.7506)\tPrec@1 51.562 (52.092)\n",
      "Test: [40/79]\tTime 0.046 (0.038)\tLoss 1.4702 (1.7585)\tPrec@1 54.688 (51.982)\n",
      "Test: [50/79]\tTime 0.051 (0.038)\tLoss 1.9971 (1.7609)\tPrec@1 44.531 (51.869)\n",
      "Test: [60/79]\tTime 0.062 (0.038)\tLoss 2.1785 (1.7632)\tPrec@1 46.875 (51.678)\n",
      "Test: [70/79]\tTime 0.027 (0.039)\tLoss 1.8787 (1.7631)\tPrec@1 53.125 (51.849)\n",
      " * Prec@1 51.900\n",
      "\n",
      "===> epoch: 127/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.113 (0.113)\tData 0.052 (0.052)\tLoss 0.5380 (0.5380)\tPrec@1 59.375 (59.375)\n",
      "[10/391]\tTime 0.107 (0.113)\tData 0.037 (0.041)\tLoss 0.5445 (0.5369)\tPrec@1 51.562 (57.386)\n",
      "[20/391]\tTime 0.090 (0.112)\tData 0.037 (0.040)\tLoss 0.5530 (0.5321)\tPrec@1 53.125 (56.771)\n",
      "[30/391]\tTime 0.106 (0.113)\tData 0.038 (0.040)\tLoss 0.5982 (0.5325)\tPrec@1 50.000 (56.956)\n",
      "[40/391]\tTime 0.125 (0.111)\tData 0.054 (0.039)\tLoss 0.5651 (0.5353)\tPrec@1 51.562 (56.460)\n",
      "[50/391]\tTime 0.092 (0.113)\tData 0.033 (0.039)\tLoss 0.5313 (0.5366)\tPrec@1 56.250 (56.265)\n",
      "[60/391]\tTime 0.136 (0.115)\tData 0.033 (0.039)\tLoss 0.4967 (0.5349)\tPrec@1 62.500 (56.647)\n",
      "[70/391]\tTime 0.162 (0.115)\tData 0.066 (0.040)\tLoss 0.5463 (0.5355)\tPrec@1 53.125 (56.470)\n",
      "[80/391]\tTime 0.120 (0.116)\tData 0.027 (0.040)\tLoss 0.5023 (0.5337)\tPrec@1 56.250 (56.645)\n",
      "[90/391]\tTime 0.120 (0.115)\tData 0.036 (0.039)\tLoss 0.4978 (0.5339)\tPrec@1 57.812 (56.482)\n",
      "[100/391]\tTime 0.092 (0.114)\tData 0.039 (0.039)\tLoss 0.5398 (0.5337)\tPrec@1 55.469 (56.412)\n",
      "[110/391]\tTime 0.137 (0.114)\tData 0.062 (0.039)\tLoss 0.5227 (0.5320)\tPrec@1 57.031 (56.581)\n",
      "[120/391]\tTime 0.110 (0.113)\tData 0.031 (0.038)\tLoss 0.5615 (0.5319)\tPrec@1 49.219 (56.424)\n",
      "[130/391]\tTime 0.126 (0.113)\tData 0.054 (0.038)\tLoss 0.5668 (0.5318)\tPrec@1 56.250 (56.542)\n",
      "[140/391]\tTime 0.142 (0.113)\tData 0.049 (0.038)\tLoss 0.6098 (0.5313)\tPrec@1 46.094 (56.588)\n",
      "[150/391]\tTime 0.123 (0.113)\tData 0.036 (0.038)\tLoss 0.5680 (0.5311)\tPrec@1 44.531 (56.586)\n",
      "[160/391]\tTime 0.150 (0.114)\tData 0.062 (0.038)\tLoss 0.5235 (0.5316)\tPrec@1 57.031 (56.575)\n",
      "[170/391]\tTime 0.117 (0.114)\tData 0.035 (0.038)\tLoss 0.6165 (0.5335)\tPrec@1 49.219 (56.474)\n",
      "[180/391]\tTime 0.073 (0.113)\tData 0.021 (0.038)\tLoss 0.6447 (0.5355)\tPrec@1 47.656 (56.375)\n",
      "[190/391]\tTime 0.128 (0.113)\tData 0.032 (0.038)\tLoss 0.5628 (0.5358)\tPrec@1 56.250 (56.471)\n",
      "[200/391]\tTime 0.130 (0.113)\tData 0.035 (0.038)\tLoss 0.5299 (0.5346)\tPrec@1 53.125 (56.514)\n",
      "[210/391]\tTime 0.119 (0.113)\tData 0.034 (0.038)\tLoss 0.5271 (0.5339)\tPrec@1 54.688 (56.561)\n",
      "[220/391]\tTime 0.090 (0.113)\tData 0.027 (0.037)\tLoss 0.5296 (0.5347)\tPrec@1 60.938 (56.575)\n",
      "[230/391]\tTime 0.107 (0.113)\tData 0.033 (0.037)\tLoss 0.5614 (0.5348)\tPrec@1 53.906 (56.527)\n",
      "[240/391]\tTime 0.116 (0.114)\tData 0.033 (0.037)\tLoss 0.5787 (0.5352)\tPrec@1 52.344 (56.532)\n",
      "[250/391]\tTime 0.122 (0.114)\tData 0.032 (0.037)\tLoss 0.5741 (0.5353)\tPrec@1 56.250 (56.536)\n",
      "[260/391]\tTime 0.133 (0.114)\tData 0.061 (0.037)\tLoss 0.5292 (0.5349)\tPrec@1 51.562 (56.591)\n",
      "[270/391]\tTime 0.090 (0.114)\tData 0.033 (0.037)\tLoss 0.5625 (0.5351)\tPrec@1 57.812 (56.602)\n",
      "[280/391]\tTime 0.142 (0.114)\tData 0.052 (0.037)\tLoss 0.5728 (0.5361)\tPrec@1 52.344 (56.489)\n",
      "[290/391]\tTime 0.071 (0.113)\tData 0.029 (0.037)\tLoss 0.5865 (0.5362)\tPrec@1 53.906 (56.529)\n",
      "[300/391]\tTime 0.089 (0.112)\tData 0.031 (0.037)\tLoss 0.5324 (0.5363)\tPrec@1 56.250 (56.528)\n",
      "[310/391]\tTime 0.077 (0.111)\tData 0.036 (0.037)\tLoss 0.4615 (0.5358)\tPrec@1 61.719 (56.572)\n",
      "[320/391]\tTime 0.099 (0.111)\tData 0.040 (0.037)\tLoss 0.5788 (0.5361)\tPrec@1 57.812 (56.562)\n",
      "[330/391]\tTime 0.124 (0.111)\tData 0.037 (0.037)\tLoss 0.4955 (0.5360)\tPrec@1 55.469 (56.580)\n",
      "[340/391]\tTime 0.089 (0.111)\tData 0.027 (0.037)\tLoss 0.4980 (0.5366)\tPrec@1 57.031 (56.516)\n",
      "[350/391]\tTime 0.136 (0.111)\tData 0.034 (0.037)\tLoss 0.5507 (0.5368)\tPrec@1 62.500 (56.526)\n",
      "[360/391]\tTime 0.127 (0.111)\tData 0.041 (0.037)\tLoss 0.5316 (0.5373)\tPrec@1 60.156 (56.514)\n",
      "[370/391]\tTime 0.113 (0.111)\tData 0.027 (0.037)\tLoss 0.5013 (0.5373)\tPrec@1 57.812 (56.528)\n",
      "[380/391]\tTime 0.108 (0.111)\tData 0.058 (0.037)\tLoss 0.5633 (0.5372)\tPrec@1 60.156 (56.558)\n",
      "[390/391]\tTime 0.095 (0.111)\tData 0.045 (0.037)\tLoss 0.5505 (0.5374)\tPrec@1 52.500 (56.578)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.033 (0.033)\tLoss 1.6037 (1.6037)\tPrec@1 53.906 (53.906)\n",
      "Test: [10/79]\tTime 0.033 (0.034)\tLoss 1.8301 (1.7554)\tPrec@1 44.531 (51.918)\n",
      "Test: [20/79]\tTime 0.037 (0.035)\tLoss 1.8216 (1.7335)\tPrec@1 53.906 (52.269)\n",
      "Test: [30/79]\tTime 0.043 (0.037)\tLoss 1.5498 (1.7219)\tPrec@1 50.781 (52.520)\n",
      "Test: [40/79]\tTime 0.041 (0.038)\tLoss 1.5850 (1.7284)\tPrec@1 53.906 (52.420)\n",
      "Test: [50/79]\tTime 0.032 (0.038)\tLoss 1.9688 (1.7277)\tPrec@1 45.312 (52.007)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test: [60/79]\tTime 0.033 (0.037)\tLoss 1.9387 (1.7318)\tPrec@1 52.344 (51.793)\n",
      "Test: [70/79]\tTime 0.028 (0.036)\tLoss 1.7821 (1.7323)\tPrec@1 53.125 (51.783)\n",
      " * Prec@1 51.910\n",
      "\n",
      "===> epoch: 128/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.127 (0.127)\tData 0.033 (0.033)\tLoss 0.5482 (0.5482)\tPrec@1 54.688 (54.688)\n",
      "[10/391]\tTime 0.133 (0.111)\tData 0.037 (0.034)\tLoss 0.5373 (0.5426)\tPrec@1 53.906 (56.676)\n",
      "[20/391]\tTime 0.126 (0.107)\tData 0.032 (0.035)\tLoss 0.5428 (0.5362)\tPrec@1 57.031 (57.292)\n",
      "[30/391]\tTime 0.141 (0.113)\tData 0.048 (0.037)\tLoss 0.4813 (0.5319)\tPrec@1 63.281 (57.434)\n",
      "[40/391]\tTime 0.120 (0.114)\tData 0.029 (0.036)\tLoss 0.4355 (0.5374)\tPrec@1 69.531 (57.241)\n",
      "[50/391]\tTime 0.090 (0.114)\tData 0.033 (0.036)\tLoss 0.5218 (0.5393)\tPrec@1 51.562 (56.832)\n",
      "[60/391]\tTime 0.092 (0.113)\tData 0.033 (0.036)\tLoss 0.5638 (0.5385)\tPrec@1 48.438 (56.916)\n",
      "[70/391]\tTime 0.146 (0.113)\tData 0.048 (0.037)\tLoss 0.5098 (0.5390)\tPrec@1 58.594 (56.822)\n",
      "[80/391]\tTime 0.095 (0.113)\tData 0.036 (0.037)\tLoss 0.5256 (0.5380)\tPrec@1 58.594 (56.829)\n",
      "[90/391]\tTime 0.085 (0.113)\tData 0.034 (0.037)\tLoss 0.5211 (0.5370)\tPrec@1 58.594 (56.988)\n",
      "[100/391]\tTime 0.144 (0.114)\tData 0.068 (0.037)\tLoss 0.5276 (0.5352)\tPrec@1 55.469 (57.201)\n",
      "[110/391]\tTime 0.119 (0.115)\tData 0.034 (0.037)\tLoss 0.5877 (0.5363)\tPrec@1 50.781 (56.982)\n",
      "[120/391]\tTime 0.127 (0.114)\tData 0.037 (0.037)\tLoss 0.4709 (0.5353)\tPrec@1 57.031 (56.909)\n",
      "[130/391]\tTime 0.141 (0.115)\tData 0.034 (0.037)\tLoss 0.5047 (0.5338)\tPrec@1 57.031 (57.049)\n",
      "[140/391]\tTime 0.112 (0.115)\tData 0.039 (0.038)\tLoss 0.4769 (0.5349)\tPrec@1 60.156 (56.937)\n",
      "[150/391]\tTime 0.114 (0.115)\tData 0.030 (0.037)\tLoss 0.5585 (0.5352)\tPrec@1 54.688 (56.933)\n",
      "[160/391]\tTime 0.107 (0.115)\tData 0.034 (0.037)\tLoss 0.5354 (0.5363)\tPrec@1 51.562 (56.730)\n",
      "[170/391]\tTime 0.115 (0.115)\tData 0.038 (0.037)\tLoss 0.4840 (0.5355)\tPrec@1 62.500 (56.771)\n",
      "[180/391]\tTime 0.128 (0.115)\tData 0.037 (0.038)\tLoss 0.5276 (0.5356)\tPrec@1 61.719 (56.828)\n",
      "[190/391]\tTime 0.123 (0.116)\tData 0.036 (0.038)\tLoss 0.5993 (0.5360)\tPrec@1 51.562 (56.692)\n",
      "[200/391]\tTime 0.122 (0.115)\tData 0.033 (0.037)\tLoss 0.5471 (0.5359)\tPrec@1 53.125 (56.716)\n",
      "[210/391]\tTime 0.139 (0.116)\tData 0.050 (0.038)\tLoss 0.5557 (0.5371)\tPrec@1 57.031 (56.598)\n",
      "[220/391]\tTime 0.074 (0.116)\tData 0.029 (0.038)\tLoss 0.5404 (0.5373)\tPrec@1 59.375 (56.674)\n",
      "[230/391]\tTime 0.119 (0.117)\tData 0.031 (0.039)\tLoss 0.4618 (0.5378)\tPrec@1 63.281 (56.605)\n",
      "[240/391]\tTime 0.122 (0.116)\tData 0.035 (0.039)\tLoss 0.5133 (0.5378)\tPrec@1 53.906 (56.671)\n",
      "[250/391]\tTime 0.110 (0.116)\tData 0.052 (0.039)\tLoss 0.5678 (0.5374)\tPrec@1 64.062 (56.714)\n",
      "[260/391]\tTime 0.105 (0.116)\tData 0.034 (0.039)\tLoss 0.5146 (0.5366)\tPrec@1 57.812 (56.780)\n",
      "[270/391]\tTime 0.101 (0.115)\tData 0.036 (0.039)\tLoss 0.5585 (0.5369)\tPrec@1 57.031 (56.769)\n",
      "[280/391]\tTime 0.128 (0.116)\tData 0.035 (0.039)\tLoss 0.5585 (0.5365)\tPrec@1 57.031 (56.800)\n",
      "[290/391]\tTime 0.125 (0.115)\tData 0.034 (0.039)\tLoss 0.5194 (0.5371)\tPrec@1 55.469 (56.731)\n",
      "[300/391]\tTime 0.110 (0.115)\tData 0.034 (0.039)\tLoss 0.5145 (0.5374)\tPrec@1 53.906 (56.694)\n",
      "[310/391]\tTime 0.129 (0.115)\tData 0.035 (0.039)\tLoss 0.4993 (0.5371)\tPrec@1 55.469 (56.690)\n",
      "[320/391]\tTime 0.110 (0.115)\tData 0.033 (0.038)\tLoss 0.5807 (0.5375)\tPrec@1 55.469 (56.693)\n",
      "[330/391]\tTime 0.103 (0.115)\tData 0.042 (0.038)\tLoss 0.5121 (0.5378)\tPrec@1 53.125 (56.656)\n",
      "[340/391]\tTime 0.134 (0.116)\tData 0.047 (0.038)\tLoss 0.5542 (0.5377)\tPrec@1 53.906 (56.644)\n",
      "[350/391]\tTime 0.091 (0.115)\tData 0.037 (0.038)\tLoss 0.5811 (0.5383)\tPrec@1 50.000 (56.611)\n",
      "[360/391]\tTime 0.095 (0.116)\tData 0.038 (0.038)\tLoss 0.5644 (0.5387)\tPrec@1 57.812 (56.596)\n",
      "[370/391]\tTime 0.133 (0.116)\tData 0.034 (0.038)\tLoss 0.5900 (0.5388)\tPrec@1 53.125 (56.579)\n",
      "[380/391]\tTime 0.116 (0.115)\tData 0.028 (0.038)\tLoss 0.4769 (0.5386)\tPrec@1 61.719 (56.597)\n",
      "[390/391]\tTime 0.081 (0.115)\tData 0.026 (0.038)\tLoss 0.6075 (0.5390)\tPrec@1 52.500 (56.544)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.038 (0.038)\tLoss 1.7564 (1.7564)\tPrec@1 53.906 (53.906)\n",
      "Test: [10/79]\tTime 0.034 (0.041)\tLoss 1.7005 (1.6736)\tPrec@1 50.781 (54.474)\n",
      "Test: [20/79]\tTime 0.041 (0.039)\tLoss 1.6149 (1.6600)\tPrec@1 52.344 (54.167)\n",
      "Test: [30/79]\tTime 0.053 (0.039)\tLoss 1.5752 (1.6640)\tPrec@1 49.219 (53.352)\n",
      "Test: [40/79]\tTime 0.071 (0.041)\tLoss 1.4114 (1.6704)\tPrec@1 58.594 (53.220)\n",
      "Test: [50/79]\tTime 0.043 (0.041)\tLoss 1.7686 (1.6632)\tPrec@1 52.344 (53.217)\n",
      "Test: [60/79]\tTime 0.032 (0.042)\tLoss 1.9755 (1.6731)\tPrec@1 50.781 (52.984)\n",
      "Test: [70/79]\tTime 0.057 (0.041)\tLoss 1.7578 (1.6769)\tPrec@1 57.031 (53.125)\n",
      " * Prec@1 53.240\n",
      "\n",
      "===> epoch: 129/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.099 (0.099)\tData 0.035 (0.035)\tLoss 0.5648 (0.5648)\tPrec@1 53.906 (53.906)\n",
      "[10/391]\tTime 0.083 (0.083)\tData 0.029 (0.029)\tLoss 0.4565 (0.5251)\tPrec@1 64.062 (58.310)\n",
      "[20/391]\tTime 0.088 (0.089)\tData 0.032 (0.033)\tLoss 0.5547 (0.5201)\tPrec@1 60.156 (59.747)\n",
      "[30/391]\tTime 0.100 (0.097)\tData 0.037 (0.034)\tLoss 0.5878 (0.5251)\tPrec@1 47.656 (58.543)\n",
      "[40/391]\tTime 0.083 (0.101)\tData 0.028 (0.035)\tLoss 0.5159 (0.5260)\tPrec@1 55.469 (58.060)\n",
      "[50/391]\tTime 0.113 (0.101)\tData 0.027 (0.033)\tLoss 0.5853 (0.5276)\tPrec@1 53.125 (58.012)\n",
      "[60/391]\tTime 0.098 (0.104)\tData 0.033 (0.034)\tLoss 0.5411 (0.5270)\tPrec@1 53.125 (57.748)\n",
      "[70/391]\tTime 0.129 (0.104)\tData 0.032 (0.034)\tLoss 0.5422 (0.5302)\tPrec@1 53.125 (57.504)\n",
      "[80/391]\tTime 0.060 (0.104)\tData 0.027 (0.035)\tLoss 0.5155 (0.5316)\tPrec@1 63.281 (57.427)\n",
      "[90/391]\tTime 0.125 (0.104)\tData 0.027 (0.034)\tLoss 0.6211 (0.5323)\tPrec@1 50.000 (57.478)\n",
      "[100/391]\tTime 0.113 (0.106)\tData 0.037 (0.035)\tLoss 0.4705 (0.5326)\tPrec@1 64.844 (57.256)\n",
      "[110/391]\tTime 0.119 (0.106)\tData 0.034 (0.035)\tLoss 0.5979 (0.5343)\tPrec@1 53.906 (57.073)\n",
      "[120/391]\tTime 0.103 (0.107)\tData 0.033 (0.036)\tLoss 0.4748 (0.5341)\tPrec@1 58.594 (57.025)\n",
      "[130/391]\tTime 0.076 (0.106)\tData 0.025 (0.035)\tLoss 0.5833 (0.5348)\tPrec@1 55.469 (56.960)\n",
      "[140/391]\tTime 0.163 (0.108)\tData 0.054 (0.036)\tLoss 0.5685 (0.5350)\tPrec@1 53.125 (56.909)\n",
      "[150/391]\tTime 0.121 (0.108)\tData 0.032 (0.036)\tLoss 0.5458 (0.5344)\tPrec@1 57.031 (56.969)\n",
      "[160/391]\tTime 0.120 (0.108)\tData 0.043 (0.036)\tLoss 0.5519 (0.5348)\tPrec@1 57.812 (56.934)\n",
      "[170/391]\tTime 0.108 (0.108)\tData 0.037 (0.036)\tLoss 0.4668 (0.5346)\tPrec@1 67.188 (56.885)\n",
      "[180/391]\tTime 0.114 (0.109)\tData 0.056 (0.036)\tLoss 0.4666 (0.5342)\tPrec@1 64.062 (56.954)\n",
      "[190/391]\tTime 0.082 (0.109)\tData 0.035 (0.037)\tLoss 0.5349 (0.5342)\tPrec@1 54.688 (56.966)\n",
      "[200/391]\tTime 0.126 (0.109)\tData 0.049 (0.037)\tLoss 0.5552 (0.5349)\tPrec@1 56.250 (56.919)\n",
      "[210/391]\tTime 0.126 (0.109)\tData 0.036 (0.037)\tLoss 0.5297 (0.5346)\tPrec@1 60.938 (57.009)\n",
      "[220/391]\tTime 0.108 (0.109)\tData 0.037 (0.037)\tLoss 0.5453 (0.5337)\tPrec@1 58.594 (57.127)\n",
      "[230/391]\tTime 0.131 (0.109)\tData 0.034 (0.037)\tLoss 0.5674 (0.5339)\tPrec@1 54.688 (57.099)\n",
      "[240/391]\tTime 0.094 (0.109)\tData 0.029 (0.037)\tLoss 0.5380 (0.5350)\tPrec@1 60.156 (56.996)\n",
      "[250/391]\tTime 0.110 (0.110)\tData 0.035 (0.037)\tLoss 0.5325 (0.5347)\tPrec@1 56.250 (57.013)\n",
      "[260/391]\tTime 0.144 (0.110)\tData 0.046 (0.037)\tLoss 0.5360 (0.5351)\tPrec@1 60.938 (57.019)\n",
      "[270/391]\tTime 0.090 (0.110)\tData 0.028 (0.037)\tLoss 0.5494 (0.5354)\tPrec@1 53.906 (56.994)\n",
      "[280/391]\tTime 0.123 (0.110)\tData 0.030 (0.037)\tLoss 0.5654 (0.5362)\tPrec@1 54.688 (56.931)\n",
      "[290/391]\tTime 0.079 (0.110)\tData 0.033 (0.037)\tLoss 0.5292 (0.5366)\tPrec@1 52.344 (56.851)\n",
      "[300/391]\tTime 0.101 (0.110)\tData 0.037 (0.037)\tLoss 0.4824 (0.5373)\tPrec@1 58.594 (56.756)\n",
      "[310/391]\tTime 0.165 (0.110)\tData 0.068 (0.037)\tLoss 0.5067 (0.5374)\tPrec@1 56.250 (56.793)\n",
      "[320/391]\tTime 0.078 (0.109)\tData 0.032 (0.037)\tLoss 0.4858 (0.5370)\tPrec@1 66.406 (56.793)\n",
      "[330/391]\tTime 0.146 (0.110)\tData 0.050 (0.037)\tLoss 0.5602 (0.5369)\tPrec@1 60.938 (56.847)\n",
      "[340/391]\tTime 0.095 (0.110)\tData 0.038 (0.037)\tLoss 0.5502 (0.5368)\tPrec@1 52.344 (56.864)\n",
      "[350/391]\tTime 0.126 (0.110)\tData 0.039 (0.037)\tLoss 0.5479 (0.5370)\tPrec@1 57.812 (56.860)\n",
      "[360/391]\tTime 0.096 (0.110)\tData 0.036 (0.037)\tLoss 0.5257 (0.5373)\tPrec@1 62.500 (56.904)\n",
      "[370/391]\tTime 0.116 (0.110)\tData 0.035 (0.037)\tLoss 0.5616 (0.5374)\tPrec@1 51.562 (56.907)\n",
      "[380/391]\tTime 0.149 (0.110)\tData 0.050 (0.037)\tLoss 0.4953 (0.5374)\tPrec@1 65.625 (56.859)\n",
      "[390/391]\tTime 0.099 (0.110)\tData 0.023 (0.037)\tLoss 0.5929 (0.5380)\tPrec@1 48.750 (56.794)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.045 (0.045)\tLoss 1.7070 (1.7070)\tPrec@1 53.125 (53.125)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test: [10/79]\tTime 0.032 (0.034)\tLoss 1.7322 (1.6929)\tPrec@1 48.438 (53.409)\n",
      "Test: [20/79]\tTime 0.029 (0.032)\tLoss 1.7688 (1.6906)\tPrec@1 48.438 (53.423)\n",
      "Test: [30/79]\tTime 0.022 (0.032)\tLoss 1.5230 (1.6923)\tPrec@1 53.125 (52.747)\n",
      "Test: [40/79]\tTime 0.036 (0.031)\tLoss 1.4074 (1.7029)\tPrec@1 56.250 (52.458)\n",
      "Test: [50/79]\tTime 0.030 (0.031)\tLoss 1.7560 (1.6961)\tPrec@1 53.125 (52.390)\n",
      "Test: [60/79]\tTime 0.039 (0.033)\tLoss 1.9142 (1.7028)\tPrec@1 52.344 (52.318)\n",
      "Test: [70/79]\tTime 0.039 (0.034)\tLoss 1.7452 (1.7098)\tPrec@1 61.719 (52.278)\n",
      " * Prec@1 52.330\n",
      "\n",
      "===> epoch: 130/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.113 (0.113)\tData 0.035 (0.035)\tLoss 0.5312 (0.5312)\tPrec@1 53.906 (53.906)\n",
      "[10/391]\tTime 0.105 (0.107)\tData 0.035 (0.036)\tLoss 0.5501 (0.5171)\tPrec@1 52.344 (58.949)\n",
      "[20/391]\tTime 0.103 (0.111)\tData 0.030 (0.038)\tLoss 0.5040 (0.5066)\tPrec@1 60.156 (59.189)\n",
      "[30/391]\tTime 0.125 (0.109)\tData 0.034 (0.036)\tLoss 0.5577 (0.5177)\tPrec@1 58.594 (57.863)\n",
      "[40/391]\tTime 0.096 (0.114)\tData 0.033 (0.037)\tLoss 0.4931 (0.5188)\tPrec@1 60.156 (57.870)\n",
      "[50/391]\tTime 0.097 (0.113)\tData 0.030 (0.037)\tLoss 0.5462 (0.5238)\tPrec@1 52.344 (57.506)\n",
      "[60/391]\tTime 0.116 (0.112)\tData 0.027 (0.037)\tLoss 0.5894 (0.5277)\tPrec@1 53.125 (57.287)\n",
      "[70/391]\tTime 0.120 (0.111)\tData 0.036 (0.036)\tLoss 0.5417 (0.5285)\tPrec@1 52.344 (57.064)\n",
      "[80/391]\tTime 0.131 (0.113)\tData 0.058 (0.037)\tLoss 0.5312 (0.5273)\tPrec@1 58.594 (57.022)\n",
      "[90/391]\tTime 0.109 (0.113)\tData 0.034 (0.036)\tLoss 0.5544 (0.5283)\tPrec@1 52.344 (57.023)\n",
      "[100/391]\tTime 0.099 (0.112)\tData 0.033 (0.036)\tLoss 0.5088 (0.5294)\tPrec@1 58.594 (56.969)\n",
      "[110/391]\tTime 0.092 (0.112)\tData 0.045 (0.037)\tLoss 0.5350 (0.5288)\tPrec@1 54.688 (57.017)\n",
      "[120/391]\tTime 0.169 (0.112)\tData 0.065 (0.037)\tLoss 0.5033 (0.5289)\tPrec@1 58.594 (57.070)\n",
      "[130/391]\tTime 0.087 (0.111)\tData 0.033 (0.037)\tLoss 0.5270 (0.5280)\tPrec@1 51.562 (57.091)\n",
      "[140/391]\tTime 0.080 (0.110)\tData 0.026 (0.037)\tLoss 0.5472 (0.5287)\tPrec@1 60.156 (57.009)\n",
      "[150/391]\tTime 0.094 (0.109)\tData 0.039 (0.037)\tLoss 0.5115 (0.5293)\tPrec@1 57.812 (57.047)\n",
      "[160/391]\tTime 0.102 (0.109)\tData 0.035 (0.037)\tLoss 0.4988 (0.5304)\tPrec@1 61.719 (57.012)\n",
      "[170/391]\tTime 0.147 (0.110)\tData 0.052 (0.038)\tLoss 0.5263 (0.5312)\tPrec@1 55.469 (56.999)\n",
      "[180/391]\tTime 0.105 (0.110)\tData 0.031 (0.038)\tLoss 0.5481 (0.5324)\tPrec@1 53.125 (56.872)\n",
      "[190/391]\tTime 0.119 (0.111)\tData 0.031 (0.038)\tLoss 0.5509 (0.5326)\tPrec@1 54.688 (56.868)\n",
      "[200/391]\tTime 0.098 (0.111)\tData 0.034 (0.038)\tLoss 0.5287 (0.5331)\tPrec@1 56.250 (56.810)\n",
      "[210/391]\tTime 0.087 (0.111)\tData 0.031 (0.038)\tLoss 0.5397 (0.5339)\tPrec@1 54.688 (56.754)\n",
      "[220/391]\tTime 0.118 (0.110)\tData 0.039 (0.038)\tLoss 0.5578 (0.5346)\tPrec@1 53.125 (56.699)\n",
      "[230/391]\tTime 0.104 (0.110)\tData 0.035 (0.038)\tLoss 0.5818 (0.5350)\tPrec@1 57.812 (56.723)\n",
      "[240/391]\tTime 0.138 (0.110)\tData 0.044 (0.038)\tLoss 0.5123 (0.5356)\tPrec@1 54.688 (56.626)\n",
      "[250/391]\tTime 0.145 (0.111)\tData 0.071 (0.038)\tLoss 0.5306 (0.5362)\tPrec@1 50.000 (56.602)\n",
      "[260/391]\tTime 0.125 (0.111)\tData 0.034 (0.038)\tLoss 0.5552 (0.5361)\tPrec@1 52.344 (56.582)\n",
      "[270/391]\tTime 0.082 (0.111)\tData 0.032 (0.038)\tLoss 0.5411 (0.5366)\tPrec@1 58.594 (56.567)\n",
      "[280/391]\tTime 0.110 (0.110)\tData 0.034 (0.038)\tLoss 0.5298 (0.5371)\tPrec@1 60.938 (56.617)\n",
      "[290/391]\tTime 0.175 (0.111)\tData 0.068 (0.038)\tLoss 0.4772 (0.5371)\tPrec@1 62.500 (56.620)\n",
      "[300/391]\tTime 0.122 (0.111)\tData 0.029 (0.038)\tLoss 0.5382 (0.5368)\tPrec@1 60.156 (56.655)\n",
      "[310/391]\tTime 0.100 (0.111)\tData 0.037 (0.038)\tLoss 0.5948 (0.5373)\tPrec@1 55.469 (56.695)\n",
      "[320/391]\tTime 0.092 (0.111)\tData 0.034 (0.038)\tLoss 0.5065 (0.5369)\tPrec@1 60.156 (56.729)\n",
      "[330/391]\tTime 0.142 (0.111)\tData 0.057 (0.038)\tLoss 0.5648 (0.5370)\tPrec@1 57.031 (56.724)\n",
      "[340/391]\tTime 0.156 (0.111)\tData 0.080 (0.038)\tLoss 0.6288 (0.5373)\tPrec@1 53.125 (56.685)\n",
      "[350/391]\tTime 0.147 (0.111)\tData 0.036 (0.038)\tLoss 0.4489 (0.5375)\tPrec@1 63.281 (56.668)\n",
      "[360/391]\tTime 0.106 (0.111)\tData 0.036 (0.038)\tLoss 0.5284 (0.5378)\tPrec@1 57.812 (56.668)\n",
      "[370/391]\tTime 0.094 (0.111)\tData 0.031 (0.038)\tLoss 0.4950 (0.5376)\tPrec@1 59.375 (56.671)\n",
      "[380/391]\tTime 0.135 (0.111)\tData 0.048 (0.038)\tLoss 0.5270 (0.5373)\tPrec@1 57.812 (56.697)\n",
      "[390/391]\tTime 0.070 (0.112)\tData 0.025 (0.038)\tLoss 0.5223 (0.5372)\tPrec@1 52.500 (56.688)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.036 (0.036)\tLoss 1.5764 (1.5764)\tPrec@1 57.031 (57.031)\n",
      "Test: [10/79]\tTime 0.034 (0.037)\tLoss 1.7970 (1.7059)\tPrec@1 54.688 (53.409)\n",
      "Test: [20/79]\tTime 0.042 (0.040)\tLoss 1.7872 (1.7125)\tPrec@1 55.469 (53.013)\n",
      "Test: [30/79]\tTime 0.029 (0.042)\tLoss 1.6236 (1.7080)\tPrec@1 49.219 (52.369)\n",
      "Test: [40/79]\tTime 0.040 (0.041)\tLoss 1.4598 (1.7149)\tPrec@1 58.594 (52.496)\n",
      "Test: [50/79]\tTime 0.029 (0.039)\tLoss 1.8930 (1.7151)\tPrec@1 47.656 (52.083)\n",
      "Test: [60/79]\tTime 0.032 (0.038)\tLoss 2.0106 (1.7269)\tPrec@1 48.438 (51.767)\n",
      "Test: [70/79]\tTime 0.021 (0.037)\tLoss 1.7698 (1.7310)\tPrec@1 52.344 (51.629)\n",
      " * Prec@1 51.570\n",
      "\n",
      "===> epoch: 131/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.149 (0.149)\tData 0.045 (0.045)\tLoss 0.5364 (0.5364)\tPrec@1 56.250 (56.250)\n",
      "[10/391]\tTime 0.093 (0.107)\tData 0.035 (0.034)\tLoss 0.6410 (0.5421)\tPrec@1 46.875 (54.048)\n",
      "[20/391]\tTime 0.169 (0.116)\tData 0.049 (0.039)\tLoss 0.5168 (0.5397)\tPrec@1 56.250 (54.948)\n",
      "[30/391]\tTime 0.111 (0.112)\tData 0.029 (0.038)\tLoss 0.5375 (0.5407)\tPrec@1 53.906 (54.914)\n",
      "[40/391]\tTime 0.115 (0.110)\tData 0.028 (0.036)\tLoss 0.5123 (0.5435)\tPrec@1 58.594 (55.335)\n",
      "[50/391]\tTime 0.176 (0.113)\tData 0.075 (0.037)\tLoss 0.5299 (0.5396)\tPrec@1 55.469 (55.469)\n",
      "[60/391]\tTime 0.146 (0.114)\tData 0.062 (0.038)\tLoss 0.5021 (0.5413)\tPrec@1 59.375 (55.546)\n",
      "[70/391]\tTime 0.101 (0.112)\tData 0.034 (0.038)\tLoss 0.5236 (0.5355)\tPrec@1 56.250 (56.184)\n",
      "[80/391]\tTime 0.091 (0.111)\tData 0.035 (0.037)\tLoss 0.5318 (0.5341)\tPrec@1 54.688 (56.356)\n",
      "[90/391]\tTime 0.127 (0.112)\tData 0.034 (0.037)\tLoss 0.5550 (0.5345)\tPrec@1 53.125 (56.473)\n",
      "[100/391]\tTime 0.105 (0.111)\tData 0.034 (0.037)\tLoss 0.6083 (0.5345)\tPrec@1 46.875 (56.436)\n",
      "[110/391]\tTime 0.115 (0.111)\tData 0.027 (0.037)\tLoss 0.5591 (0.5351)\tPrec@1 50.781 (56.377)\n",
      "[120/391]\tTime 0.116 (0.110)\tData 0.027 (0.036)\tLoss 0.4925 (0.5364)\tPrec@1 59.375 (56.366)\n",
      "[130/391]\tTime 0.121 (0.111)\tData 0.032 (0.036)\tLoss 0.5436 (0.5364)\tPrec@1 56.250 (56.441)\n",
      "[140/391]\tTime 0.090 (0.110)\tData 0.034 (0.037)\tLoss 0.5526 (0.5371)\tPrec@1 53.125 (56.355)\n",
      "[150/391]\tTime 0.150 (0.111)\tData 0.060 (0.037)\tLoss 0.5472 (0.5376)\tPrec@1 58.594 (56.421)\n",
      "[160/391]\tTime 0.128 (0.111)\tData 0.034 (0.037)\tLoss 0.5893 (0.5376)\tPrec@1 53.906 (56.468)\n",
      "[170/391]\tTime 0.114 (0.111)\tData 0.033 (0.037)\tLoss 0.5258 (0.5382)\tPrec@1 53.906 (56.451)\n",
      "[180/391]\tTime 0.156 (0.112)\tData 0.050 (0.037)\tLoss 0.5850 (0.5397)\tPrec@1 54.688 (56.319)\n",
      "[190/391]\tTime 0.154 (0.111)\tData 0.064 (0.037)\tLoss 0.5559 (0.5388)\tPrec@1 50.781 (56.324)\n",
      "[200/391]\tTime 0.107 (0.112)\tData 0.033 (0.037)\tLoss 0.5600 (0.5374)\tPrec@1 53.125 (56.448)\n",
      "[210/391]\tTime 0.154 (0.112)\tData 0.058 (0.038)\tLoss 0.5061 (0.5377)\tPrec@1 60.938 (56.446)\n",
      "[220/391]\tTime 0.124 (0.112)\tData 0.038 (0.038)\tLoss 0.5761 (0.5378)\tPrec@1 52.344 (56.494)\n",
      "[230/391]\tTime 0.109 (0.112)\tData 0.026 (0.038)\tLoss 0.5513 (0.5384)\tPrec@1 53.125 (56.436)\n",
      "[240/391]\tTime 0.100 (0.112)\tData 0.035 (0.038)\tLoss 0.5298 (0.5385)\tPrec@1 56.250 (56.373)\n",
      "[250/391]\tTime 0.129 (0.112)\tData 0.039 (0.038)\tLoss 0.5822 (0.5387)\tPrec@1 53.125 (56.346)\n",
      "[260/391]\tTime 0.082 (0.112)\tData 0.028 (0.037)\tLoss 0.5275 (0.5387)\tPrec@1 59.375 (56.382)\n",
      "[270/391]\tTime 0.088 (0.112)\tData 0.037 (0.037)\tLoss 0.4662 (0.5388)\tPrec@1 61.719 (56.406)\n",
      "[280/391]\tTime 0.075 (0.111)\tData 0.034 (0.038)\tLoss 0.5359 (0.5389)\tPrec@1 56.250 (56.408)\n",
      "[290/391]\tTime 0.090 (0.111)\tData 0.034 (0.038)\tLoss 0.5042 (0.5383)\tPrec@1 60.938 (56.505)\n",
      "[300/391]\tTime 0.092 (0.111)\tData 0.038 (0.038)\tLoss 0.5589 (0.5385)\tPrec@1 54.688 (56.497)\n",
      "[310/391]\tTime 0.084 (0.111)\tData 0.032 (0.038)\tLoss 0.5308 (0.5388)\tPrec@1 56.250 (56.466)\n",
      "[320/391]\tTime 0.150 (0.111)\tData 0.073 (0.038)\tLoss 0.5348 (0.5392)\tPrec@1 53.125 (56.454)\n",
      "[330/391]\tTime 0.125 (0.111)\tData 0.033 (0.038)\tLoss 0.5226 (0.5392)\tPrec@1 54.688 (56.455)\n",
      "[340/391]\tTime 0.128 (0.111)\tData 0.037 (0.038)\tLoss 0.5837 (0.5391)\tPrec@1 50.000 (56.399)\n",
      "[350/391]\tTime 0.127 (0.111)\tData 0.035 (0.038)\tLoss 0.5432 (0.5398)\tPrec@1 58.594 (56.397)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[360/391]\tTime 0.100 (0.111)\tData 0.033 (0.038)\tLoss 0.4714 (0.5394)\tPrec@1 64.062 (56.460)\n",
      "[370/391]\tTime 0.150 (0.111)\tData 0.067 (0.038)\tLoss 0.4956 (0.5394)\tPrec@1 59.375 (56.486)\n",
      "[380/391]\tTime 0.108 (0.112)\tData 0.024 (0.038)\tLoss 0.5470 (0.5385)\tPrec@1 57.031 (56.564)\n",
      "[390/391]\tTime 0.067 (0.112)\tData 0.017 (0.038)\tLoss 0.5577 (0.5383)\tPrec@1 51.250 (56.578)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.027 (0.027)\tLoss 1.7826 (1.7826)\tPrec@1 51.562 (51.562)\n",
      "Test: [10/79]\tTime 0.037 (0.037)\tLoss 1.7149 (1.8009)\tPrec@1 54.688 (52.486)\n",
      "Test: [20/79]\tTime 0.033 (0.038)\tLoss 2.0827 (1.8108)\tPrec@1 50.000 (52.083)\n",
      "Test: [30/79]\tTime 0.045 (0.039)\tLoss 1.7041 (1.8219)\tPrec@1 50.781 (50.907)\n",
      "Test: [40/79]\tTime 0.048 (0.039)\tLoss 1.6844 (1.8266)\tPrec@1 53.906 (50.877)\n",
      "Test: [50/79]\tTime 0.036 (0.039)\tLoss 1.9957 (1.8266)\tPrec@1 48.438 (50.873)\n",
      "Test: [60/79]\tTime 0.037 (0.039)\tLoss 2.0776 (1.8288)\tPrec@1 49.219 (50.832)\n",
      "Test: [70/79]\tTime 0.034 (0.039)\tLoss 1.7809 (1.8302)\tPrec@1 53.125 (50.693)\n",
      " * Prec@1 50.670\n",
      "\n",
      "===> epoch: 132/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.116 (0.116)\tData 0.029 (0.029)\tLoss 0.5118 (0.5118)\tPrec@1 61.719 (61.719)\n",
      "[10/391]\tTime 0.082 (0.118)\tData 0.027 (0.034)\tLoss 0.5316 (0.5257)\tPrec@1 55.469 (58.026)\n",
      "[20/391]\tTime 0.155 (0.121)\tData 0.047 (0.037)\tLoss 0.5220 (0.5278)\tPrec@1 57.812 (57.850)\n",
      "[30/391]\tTime 0.128 (0.119)\tData 0.038 (0.038)\tLoss 0.4968 (0.5319)\tPrec@1 64.844 (57.964)\n",
      "[40/391]\tTime 0.111 (0.115)\tData 0.030 (0.037)\tLoss 0.4870 (0.5289)\tPrec@1 62.500 (58.117)\n",
      "[50/391]\tTime 0.108 (0.116)\tData 0.032 (0.038)\tLoss 0.4789 (0.5267)\tPrec@1 59.375 (58.180)\n",
      "[60/391]\tTime 0.086 (0.114)\tData 0.035 (0.038)\tLoss 0.5458 (0.5280)\tPrec@1 57.812 (58.222)\n",
      "[70/391]\tTime 0.104 (0.113)\tData 0.039 (0.037)\tLoss 0.5032 (0.5294)\tPrec@1 57.812 (57.846)\n",
      "[80/391]\tTime 0.130 (0.115)\tData 0.030 (0.038)\tLoss 0.5442 (0.5300)\tPrec@1 55.469 (57.841)\n",
      "[90/391]\tTime 0.089 (0.114)\tData 0.026 (0.037)\tLoss 0.5108 (0.5307)\tPrec@1 55.469 (57.692)\n",
      "[100/391]\tTime 0.167 (0.114)\tData 0.079 (0.037)\tLoss 0.5140 (0.5325)\tPrec@1 58.594 (57.557)\n",
      "[110/391]\tTime 0.084 (0.115)\tData 0.033 (0.038)\tLoss 0.4768 (0.5332)\tPrec@1 59.375 (57.411)\n",
      "[120/391]\tTime 0.081 (0.114)\tData 0.032 (0.037)\tLoss 0.5474 (0.5336)\tPrec@1 56.250 (57.348)\n",
      "[130/391]\tTime 0.113 (0.114)\tData 0.055 (0.037)\tLoss 0.5776 (0.5358)\tPrec@1 54.688 (57.061)\n",
      "[140/391]\tTime 0.094 (0.114)\tData 0.034 (0.038)\tLoss 0.5938 (0.5355)\tPrec@1 55.469 (57.004)\n",
      "[150/391]\tTime 0.121 (0.115)\tData 0.050 (0.038)\tLoss 0.5751 (0.5369)\tPrec@1 51.562 (56.804)\n",
      "[160/391]\tTime 0.115 (0.115)\tData 0.026 (0.038)\tLoss 0.4753 (0.5359)\tPrec@1 64.062 (56.929)\n",
      "[170/391]\tTime 0.110 (0.115)\tData 0.035 (0.038)\tLoss 0.5770 (0.5370)\tPrec@1 53.906 (56.835)\n",
      "[180/391]\tTime 0.131 (0.115)\tData 0.036 (0.038)\tLoss 0.5183 (0.5363)\tPrec@1 53.906 (56.941)\n",
      "[190/391]\tTime 0.091 (0.115)\tData 0.032 (0.038)\tLoss 0.5698 (0.5369)\tPrec@1 56.250 (56.769)\n",
      "[200/391]\tTime 0.078 (0.114)\tData 0.031 (0.038)\tLoss 0.5736 (0.5377)\tPrec@1 53.906 (56.720)\n",
      "[210/391]\tTime 0.129 (0.115)\tData 0.035 (0.038)\tLoss 0.5400 (0.5383)\tPrec@1 54.688 (56.728)\n",
      "[220/391]\tTime 0.125 (0.115)\tData 0.036 (0.038)\tLoss 0.5707 (0.5385)\tPrec@1 57.812 (56.745)\n",
      "[230/391]\tTime 0.116 (0.116)\tData 0.032 (0.038)\tLoss 0.6077 (0.5385)\tPrec@1 47.656 (56.761)\n",
      "[240/391]\tTime 0.146 (0.115)\tData 0.059 (0.038)\tLoss 0.4889 (0.5386)\tPrec@1 63.281 (56.739)\n",
      "[250/391]\tTime 0.132 (0.115)\tData 0.038 (0.038)\tLoss 0.5359 (0.5378)\tPrec@1 57.031 (56.795)\n",
      "[260/391]\tTime 0.082 (0.115)\tData 0.040 (0.038)\tLoss 0.5161 (0.5380)\tPrec@1 60.156 (56.753)\n",
      "[270/391]\tTime 0.114 (0.114)\tData 0.031 (0.038)\tLoss 0.5541 (0.5388)\tPrec@1 49.219 (56.677)\n",
      "[280/391]\tTime 0.115 (0.114)\tData 0.027 (0.038)\tLoss 0.5542 (0.5390)\tPrec@1 57.812 (56.653)\n",
      "[290/391]\tTime 0.128 (0.115)\tData 0.036 (0.038)\tLoss 0.5499 (0.5381)\tPrec@1 54.688 (56.728)\n",
      "[300/391]\tTime 0.116 (0.115)\tData 0.065 (0.038)\tLoss 0.5313 (0.5383)\tPrec@1 51.562 (56.704)\n",
      "[310/391]\tTime 0.099 (0.115)\tData 0.026 (0.038)\tLoss 0.5320 (0.5385)\tPrec@1 54.688 (56.690)\n",
      "[320/391]\tTime 0.130 (0.115)\tData 0.047 (0.038)\tLoss 0.5745 (0.5388)\tPrec@1 53.906 (56.618)\n",
      "[330/391]\tTime 0.119 (0.115)\tData 0.031 (0.038)\tLoss 0.4872 (0.5382)\tPrec@1 60.156 (56.654)\n",
      "[340/391]\tTime 0.129 (0.115)\tData 0.040 (0.039)\tLoss 0.5198 (0.5380)\tPrec@1 60.156 (56.701)\n",
      "[350/391]\tTime 0.078 (0.115)\tData 0.033 (0.039)\tLoss 0.5735 (0.5380)\tPrec@1 54.688 (56.713)\n",
      "[360/391]\tTime 0.092 (0.115)\tData 0.031 (0.038)\tLoss 0.5198 (0.5378)\tPrec@1 57.812 (56.720)\n",
      "[370/391]\tTime 0.130 (0.115)\tData 0.038 (0.038)\tLoss 0.5188 (0.5379)\tPrec@1 55.469 (56.734)\n",
      "[380/391]\tTime 0.144 (0.115)\tData 0.033 (0.038)\tLoss 0.6094 (0.5386)\tPrec@1 50.000 (56.720)\n",
      "[390/391]\tTime 0.057 (0.115)\tData 0.018 (0.038)\tLoss 0.4845 (0.5385)\tPrec@1 62.500 (56.748)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.031 (0.031)\tLoss 1.9830 (1.9830)\tPrec@1 47.656 (47.656)\n",
      "Test: [10/79]\tTime 0.030 (0.030)\tLoss 1.7980 (1.8600)\tPrec@1 50.000 (51.776)\n",
      "Test: [20/79]\tTime 0.027 (0.030)\tLoss 1.8987 (1.8528)\tPrec@1 51.562 (51.302)\n",
      "Test: [30/79]\tTime 0.033 (0.032)\tLoss 1.7449 (1.8609)\tPrec@1 54.688 (50.731)\n",
      "Test: [40/79]\tTime 0.037 (0.035)\tLoss 1.6461 (1.8728)\tPrec@1 55.469 (50.400)\n",
      "Test: [50/79]\tTime 0.038 (0.035)\tLoss 1.9005 (1.8532)\tPrec@1 50.000 (50.506)\n",
      "Test: [60/79]\tTime 0.050 (0.037)\tLoss 2.0703 (1.8590)\tPrec@1 50.781 (50.243)\n",
      "Test: [70/79]\tTime 0.037 (0.037)\tLoss 1.8251 (1.8579)\tPrec@1 55.469 (50.275)\n",
      " * Prec@1 50.330\n",
      "\n",
      "===> epoch: 133/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.092 (0.092)\tData 0.042 (0.042)\tLoss 0.5124 (0.5124)\tPrec@1 57.031 (57.031)\n",
      "[10/391]\tTime 0.082 (0.115)\tData 0.032 (0.042)\tLoss 0.5015 (0.5153)\tPrec@1 60.156 (57.812)\n",
      "[20/391]\tTime 0.112 (0.112)\tData 0.036 (0.038)\tLoss 0.5181 (0.5277)\tPrec@1 56.250 (57.180)\n",
      "[30/391]\tTime 0.115 (0.116)\tData 0.061 (0.039)\tLoss 0.4730 (0.5260)\tPrec@1 60.156 (57.006)\n",
      "[40/391]\tTime 0.110 (0.112)\tData 0.032 (0.038)\tLoss 0.4908 (0.5258)\tPrec@1 61.719 (57.069)\n",
      "[50/391]\tTime 0.102 (0.112)\tData 0.028 (0.038)\tLoss 0.4656 (0.5236)\tPrec@1 65.625 (57.246)\n",
      "[60/391]\tTime 0.088 (0.111)\tData 0.035 (0.037)\tLoss 0.5401 (0.5276)\tPrec@1 53.125 (56.993)\n",
      "[70/391]\tTime 0.127 (0.111)\tData 0.046 (0.037)\tLoss 0.5406 (0.5298)\tPrec@1 62.500 (56.910)\n",
      "[80/391]\tTime 0.143 (0.111)\tData 0.050 (0.037)\tLoss 0.4944 (0.5282)\tPrec@1 59.375 (56.973)\n",
      "[90/391]\tTime 0.106 (0.110)\tData 0.039 (0.037)\tLoss 0.5733 (0.5279)\tPrec@1 50.781 (57.057)\n",
      "[100/391]\tTime 0.128 (0.111)\tData 0.036 (0.037)\tLoss 0.4829 (0.5264)\tPrec@1 55.469 (57.186)\n",
      "[110/391]\tTime 0.095 (0.111)\tData 0.034 (0.037)\tLoss 0.4580 (0.5263)\tPrec@1 61.719 (57.109)\n",
      "[120/391]\tTime 0.125 (0.111)\tData 0.037 (0.037)\tLoss 0.5307 (0.5265)\tPrec@1 60.938 (57.264)\n",
      "[130/391]\tTime 0.103 (0.111)\tData 0.027 (0.037)\tLoss 0.4889 (0.5275)\tPrec@1 60.938 (57.204)\n",
      "[140/391]\tTime 0.100 (0.111)\tData 0.033 (0.037)\tLoss 0.5216 (0.5287)\tPrec@1 60.156 (57.103)\n",
      "[150/391]\tTime 0.143 (0.112)\tData 0.051 (0.037)\tLoss 0.5507 (0.5298)\tPrec@1 60.156 (57.036)\n",
      "[160/391]\tTime 0.115 (0.112)\tData 0.036 (0.037)\tLoss 0.5073 (0.5306)\tPrec@1 54.688 (56.988)\n",
      "[170/391]\tTime 0.145 (0.113)\tData 0.054 (0.037)\tLoss 0.5146 (0.5311)\tPrec@1 58.594 (56.976)\n",
      "[180/391]\tTime 0.115 (0.113)\tData 0.034 (0.037)\tLoss 0.5518 (0.5320)\tPrec@1 60.938 (56.897)\n",
      "[190/391]\tTime 0.088 (0.113)\tData 0.035 (0.037)\tLoss 0.5547 (0.5326)\tPrec@1 57.812 (56.884)\n",
      "[200/391]\tTime 0.121 (0.113)\tData 0.036 (0.037)\tLoss 0.4984 (0.5323)\tPrec@1 58.594 (56.930)\n",
      "[210/391]\tTime 0.146 (0.114)\tData 0.051 (0.037)\tLoss 0.5464 (0.5328)\tPrec@1 59.375 (56.883)\n",
      "[220/391]\tTime 0.137 (0.114)\tData 0.039 (0.037)\tLoss 0.6196 (0.5331)\tPrec@1 47.656 (56.854)\n",
      "[230/391]\tTime 0.079 (0.113)\tData 0.037 (0.037)\tLoss 0.5860 (0.5331)\tPrec@1 52.344 (56.872)\n",
      "[240/391]\tTime 0.122 (0.113)\tData 0.031 (0.037)\tLoss 0.5131 (0.5334)\tPrec@1 57.812 (56.853)\n",
      "[250/391]\tTime 0.131 (0.113)\tData 0.035 (0.038)\tLoss 0.5995 (0.5342)\tPrec@1 50.781 (56.745)\n",
      "[260/391]\tTime 0.123 (0.114)\tData 0.032 (0.038)\tLoss 0.5231 (0.5349)\tPrec@1 57.031 (56.684)\n",
      "[270/391]\tTime 0.091 (0.114)\tData 0.036 (0.038)\tLoss 0.5398 (0.5346)\tPrec@1 55.469 (56.694)\n",
      "[280/391]\tTime 0.101 (0.113)\tData 0.026 (0.038)\tLoss 0.5410 (0.5343)\tPrec@1 54.688 (56.745)\n",
      "[290/391]\tTime 0.128 (0.113)\tData 0.035 (0.037)\tLoss 0.5352 (0.5344)\tPrec@1 57.031 (56.725)\n",
      "[300/391]\tTime 0.125 (0.114)\tData 0.034 (0.038)\tLoss 0.4875 (0.5347)\tPrec@1 60.938 (56.767)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[310/391]\tTime 0.080 (0.114)\tData 0.031 (0.038)\tLoss 0.5561 (0.5350)\tPrec@1 53.906 (56.750)\n",
      "[320/391]\tTime 0.103 (0.114)\tData 0.029 (0.038)\tLoss 0.4917 (0.5349)\tPrec@1 56.250 (56.729)\n",
      "[330/391]\tTime 0.083 (0.114)\tData 0.031 (0.038)\tLoss 0.5681 (0.5354)\tPrec@1 49.219 (56.680)\n",
      "[340/391]\tTime 0.125 (0.114)\tData 0.038 (0.038)\tLoss 0.5739 (0.5353)\tPrec@1 52.344 (56.674)\n",
      "[350/391]\tTime 0.075 (0.113)\tData 0.027 (0.038)\tLoss 0.6412 (0.5358)\tPrec@1 44.531 (56.615)\n",
      "[360/391]\tTime 0.081 (0.113)\tData 0.025 (0.038)\tLoss 0.5411 (0.5358)\tPrec@1 54.688 (56.633)\n",
      "[370/391]\tTime 0.131 (0.113)\tData 0.038 (0.038)\tLoss 0.5937 (0.5367)\tPrec@1 52.344 (56.597)\n",
      "[380/391]\tTime 0.108 (0.113)\tData 0.034 (0.038)\tLoss 0.5144 (0.5365)\tPrec@1 67.188 (56.648)\n",
      "[390/391]\tTime 0.064 (0.113)\tData 0.018 (0.038)\tLoss 0.5534 (0.5368)\tPrec@1 45.000 (56.654)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.027 (0.027)\tLoss 1.6029 (1.6029)\tPrec@1 58.594 (58.594)\n",
      "Test: [10/79]\tTime 0.031 (0.033)\tLoss 1.7213 (1.6894)\tPrec@1 52.344 (55.185)\n",
      "Test: [20/79]\tTime 0.029 (0.033)\tLoss 1.7835 (1.7026)\tPrec@1 50.781 (53.906)\n",
      "Test: [30/79]\tTime 0.025 (0.031)\tLoss 1.6549 (1.7074)\tPrec@1 50.000 (53.100)\n",
      "Test: [40/79]\tTime 0.038 (0.031)\tLoss 1.4792 (1.7212)\tPrec@1 58.594 (52.896)\n",
      "Test: [50/79]\tTime 0.033 (0.032)\tLoss 1.9738 (1.7222)\tPrec@1 52.344 (52.711)\n",
      "Test: [60/79]\tTime 0.036 (0.033)\tLoss 1.9250 (1.7280)\tPrec@1 49.219 (52.446)\n",
      "Test: [70/79]\tTime 0.035 (0.034)\tLoss 1.6695 (1.7317)\tPrec@1 55.469 (52.432)\n",
      " * Prec@1 52.380\n",
      "\n",
      "===> epoch: 134/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.103 (0.103)\tData 0.042 (0.042)\tLoss 0.5050 (0.5050)\tPrec@1 62.500 (62.500)\n",
      "[10/391]\tTime 0.111 (0.117)\tData 0.035 (0.041)\tLoss 0.5729 (0.5180)\tPrec@1 53.906 (57.031)\n",
      "[20/391]\tTime 0.118 (0.117)\tData 0.029 (0.038)\tLoss 0.4754 (0.5257)\tPrec@1 61.719 (56.882)\n",
      "[30/391]\tTime 0.138 (0.116)\tData 0.047 (0.039)\tLoss 0.4863 (0.5244)\tPrec@1 63.281 (57.409)\n",
      "[40/391]\tTime 0.092 (0.117)\tData 0.037 (0.039)\tLoss 0.4712 (0.5236)\tPrec@1 58.594 (57.603)\n",
      "[50/391]\tTime 0.103 (0.115)\tData 0.034 (0.039)\tLoss 0.5478 (0.5301)\tPrec@1 56.250 (56.955)\n",
      "[60/391]\tTime 0.089 (0.114)\tData 0.026 (0.038)\tLoss 0.5053 (0.5287)\tPrec@1 58.594 (57.147)\n",
      "[70/391]\tTime 0.126 (0.114)\tData 0.033 (0.038)\tLoss 0.5369 (0.5337)\tPrec@1 54.688 (56.800)\n",
      "[80/391]\tTime 0.130 (0.114)\tData 0.042 (0.038)\tLoss 0.5275 (0.5337)\tPrec@1 57.031 (56.858)\n",
      "[90/391]\tTime 0.108 (0.114)\tData 0.027 (0.038)\tLoss 0.4739 (0.5324)\tPrec@1 64.844 (57.023)\n",
      "[100/391]\tTime 0.119 (0.114)\tData 0.036 (0.038)\tLoss 0.5568 (0.5326)\tPrec@1 53.125 (57.116)\n",
      "[110/391]\tTime 0.107 (0.112)\tData 0.049 (0.038)\tLoss 0.6229 (0.5362)\tPrec@1 48.438 (56.651)\n",
      "[120/391]\tTime 0.088 (0.110)\tData 0.032 (0.038)\tLoss 0.4977 (0.5339)\tPrec@1 56.250 (56.696)\n",
      "[130/391]\tTime 0.087 (0.109)\tData 0.038 (0.038)\tLoss 0.4668 (0.5330)\tPrec@1 58.594 (56.793)\n",
      "[140/391]\tTime 0.120 (0.108)\tData 0.033 (0.037)\tLoss 0.5030 (0.5334)\tPrec@1 61.719 (56.660)\n",
      "[150/391]\tTime 0.085 (0.109)\tData 0.032 (0.038)\tLoss 0.5205 (0.5326)\tPrec@1 57.031 (56.783)\n",
      "[160/391]\tTime 0.089 (0.109)\tData 0.034 (0.038)\tLoss 0.5449 (0.5326)\tPrec@1 57.812 (56.827)\n",
      "[170/391]\tTime 0.127 (0.110)\tData 0.035 (0.038)\tLoss 0.5210 (0.5326)\tPrec@1 57.812 (56.780)\n",
      "[180/391]\tTime 0.108 (0.109)\tData 0.031 (0.037)\tLoss 0.5613 (0.5340)\tPrec@1 58.594 (56.638)\n",
      "[190/391]\tTime 0.102 (0.109)\tData 0.035 (0.037)\tLoss 0.6007 (0.5351)\tPrec@1 52.344 (56.500)\n",
      "[200/391]\tTime 0.120 (0.109)\tData 0.034 (0.037)\tLoss 0.5223 (0.5349)\tPrec@1 60.156 (56.557)\n",
      "[210/391]\tTime 0.121 (0.109)\tData 0.033 (0.037)\tLoss 0.5401 (0.5346)\tPrec@1 58.594 (56.591)\n",
      "[220/391]\tTime 0.095 (0.109)\tData 0.041 (0.037)\tLoss 0.5326 (0.5346)\tPrec@1 59.375 (56.611)\n",
      "[230/391]\tTime 0.124 (0.109)\tData 0.043 (0.037)\tLoss 0.5407 (0.5354)\tPrec@1 57.812 (56.544)\n",
      "[240/391]\tTime 0.104 (0.109)\tData 0.033 (0.037)\tLoss 0.5781 (0.5352)\tPrec@1 53.125 (56.555)\n",
      "[250/391]\tTime 0.104 (0.109)\tData 0.037 (0.037)\tLoss 0.5537 (0.5358)\tPrec@1 56.250 (56.502)\n",
      "[260/391]\tTime 0.083 (0.109)\tData 0.026 (0.037)\tLoss 0.5395 (0.5352)\tPrec@1 57.812 (56.651)\n",
      "[270/391]\tTime 0.127 (0.109)\tData 0.044 (0.037)\tLoss 0.5443 (0.5357)\tPrec@1 51.562 (56.628)\n",
      "[280/391]\tTime 0.129 (0.110)\tData 0.032 (0.037)\tLoss 0.4782 (0.5354)\tPrec@1 64.844 (56.667)\n",
      "[290/391]\tTime 0.151 (0.110)\tData 0.034 (0.037)\tLoss 0.5590 (0.5362)\tPrec@1 56.250 (56.580)\n",
      "[300/391]\tTime 0.092 (0.111)\tData 0.027 (0.038)\tLoss 0.5539 (0.5370)\tPrec@1 50.000 (56.494)\n",
      "[310/391]\tTime 0.109 (0.111)\tData 0.032 (0.038)\tLoss 0.6011 (0.5370)\tPrec@1 52.344 (56.474)\n",
      "[320/391]\tTime 0.152 (0.111)\tData 0.048 (0.038)\tLoss 0.5973 (0.5368)\tPrec@1 46.094 (56.503)\n",
      "[330/391]\tTime 0.122 (0.111)\tData 0.036 (0.038)\tLoss 0.5065 (0.5366)\tPrec@1 60.938 (56.538)\n",
      "[340/391]\tTime 0.106 (0.111)\tData 0.060 (0.038)\tLoss 0.5382 (0.5367)\tPrec@1 58.594 (56.541)\n",
      "[350/391]\tTime 0.113 (0.111)\tData 0.032 (0.038)\tLoss 0.5743 (0.5364)\tPrec@1 53.906 (56.591)\n",
      "[360/391]\tTime 0.114 (0.111)\tData 0.037 (0.038)\tLoss 0.5686 (0.5367)\tPrec@1 55.469 (56.583)\n",
      "[370/391]\tTime 0.106 (0.111)\tData 0.028 (0.037)\tLoss 0.6854 (0.5369)\tPrec@1 43.750 (56.595)\n",
      "[380/391]\tTime 0.131 (0.111)\tData 0.063 (0.037)\tLoss 0.4825 (0.5365)\tPrec@1 61.719 (56.642)\n",
      "[390/391]\tTime 0.070 (0.111)\tData 0.026 (0.037)\tLoss 0.5036 (0.5373)\tPrec@1 60.000 (56.596)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.062 (0.062)\tLoss 1.8179 (1.8179)\tPrec@1 52.344 (52.344)\n",
      "Test: [10/79]\tTime 0.032 (0.044)\tLoss 1.8064 (1.7848)\tPrec@1 47.656 (52.131)\n",
      "Test: [20/79]\tTime 0.048 (0.042)\tLoss 1.7202 (1.7838)\tPrec@1 50.781 (51.972)\n",
      "Test: [30/79]\tTime 0.033 (0.043)\tLoss 1.7612 (1.8000)\tPrec@1 47.656 (51.310)\n",
      "Test: [40/79]\tTime 0.028 (0.044)\tLoss 1.5636 (1.8086)\tPrec@1 57.812 (50.896)\n",
      "Test: [50/79]\tTime 0.026 (0.042)\tLoss 2.0413 (1.8102)\tPrec@1 49.219 (50.996)\n",
      "Test: [60/79]\tTime 0.029 (0.040)\tLoss 2.2575 (1.8188)\tPrec@1 49.219 (51.076)\n",
      "Test: [70/79]\tTime 0.034 (0.039)\tLoss 1.8336 (1.8169)\tPrec@1 46.875 (51.023)\n",
      " * Prec@1 50.880\n",
      "\n",
      "===> epoch: 135/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.087 (0.087)\tData 0.035 (0.035)\tLoss 0.5554 (0.5554)\tPrec@1 53.125 (53.125)\n",
      "[10/391]\tTime 0.086 (0.108)\tData 0.030 (0.040)\tLoss 0.5309 (0.5328)\tPrec@1 57.031 (56.889)\n",
      "[20/391]\tTime 0.092 (0.101)\tData 0.033 (0.038)\tLoss 0.5346 (0.5319)\tPrec@1 55.469 (57.031)\n",
      "[30/391]\tTime 0.103 (0.105)\tData 0.037 (0.039)\tLoss 0.5961 (0.5373)\tPrec@1 57.812 (56.628)\n",
      "[40/391]\tTime 0.084 (0.106)\tData 0.030 (0.039)\tLoss 0.5543 (0.5382)\tPrec@1 53.906 (56.650)\n",
      "[50/391]\tTime 0.090 (0.106)\tData 0.035 (0.038)\tLoss 0.5861 (0.5404)\tPrec@1 53.125 (56.664)\n",
      "[60/391]\tTime 0.131 (0.109)\tData 0.037 (0.039)\tLoss 0.4385 (0.5368)\tPrec@1 65.625 (57.159)\n",
      "[70/391]\tTime 0.093 (0.109)\tData 0.036 (0.039)\tLoss 0.5735 (0.5389)\tPrec@1 55.469 (56.767)\n",
      "[80/391]\tTime 0.106 (0.110)\tData 0.030 (0.039)\tLoss 0.5635 (0.5392)\tPrec@1 45.312 (56.530)\n",
      "[90/391]\tTime 0.103 (0.110)\tData 0.035 (0.039)\tLoss 0.5935 (0.5389)\tPrec@1 53.125 (56.525)\n",
      "[100/391]\tTime 0.126 (0.109)\tData 0.033 (0.039)\tLoss 0.5329 (0.5389)\tPrec@1 57.812 (56.559)\n",
      "[110/391]\tTime 0.117 (0.110)\tData 0.028 (0.039)\tLoss 0.5200 (0.5390)\tPrec@1 60.938 (56.489)\n",
      "[120/391]\tTime 0.134 (0.110)\tData 0.067 (0.039)\tLoss 0.5726 (0.5405)\tPrec@1 51.562 (56.373)\n",
      "[130/391]\tTime 0.141 (0.111)\tData 0.049 (0.039)\tLoss 0.5296 (0.5406)\tPrec@1 60.156 (56.250)\n",
      "[140/391]\tTime 0.125 (0.112)\tData 0.035 (0.040)\tLoss 0.5059 (0.5396)\tPrec@1 60.156 (56.372)\n",
      "[150/391]\tTime 0.117 (0.112)\tData 0.029 (0.039)\tLoss 0.4713 (0.5393)\tPrec@1 62.500 (56.478)\n",
      "[160/391]\tTime 0.117 (0.112)\tData 0.038 (0.039)\tLoss 0.5322 (0.5388)\tPrec@1 55.469 (56.449)\n",
      "[170/391]\tTime 0.100 (0.112)\tData 0.043 (0.039)\tLoss 0.6338 (0.5401)\tPrec@1 51.562 (56.442)\n",
      "[180/391]\tTime 0.100 (0.112)\tData 0.054 (0.039)\tLoss 0.5105 (0.5412)\tPrec@1 58.594 (56.263)\n",
      "[190/391]\tTime 0.095 (0.112)\tData 0.031 (0.039)\tLoss 0.5164 (0.5404)\tPrec@1 60.938 (56.393)\n",
      "[200/391]\tTime 0.144 (0.112)\tData 0.034 (0.039)\tLoss 0.5778 (0.5404)\tPrec@1 53.125 (56.363)\n",
      "[210/391]\tTime 0.082 (0.112)\tData 0.035 (0.039)\tLoss 0.5407 (0.5405)\tPrec@1 59.375 (56.350)\n",
      "[220/391]\tTime 0.149 (0.112)\tData 0.057 (0.039)\tLoss 0.5345 (0.5406)\tPrec@1 56.250 (56.335)\n",
      "[230/391]\tTime 0.136 (0.112)\tData 0.039 (0.039)\tLoss 0.5173 (0.5413)\tPrec@1 62.500 (56.338)\n",
      "[240/391]\tTime 0.093 (0.112)\tData 0.034 (0.039)\tLoss 0.5694 (0.5410)\tPrec@1 50.000 (56.370)\n",
      "[250/391]\tTime 0.090 (0.112)\tData 0.033 (0.039)\tLoss 0.5658 (0.5409)\tPrec@1 54.688 (56.306)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[260/391]\tTime 0.140 (0.112)\tData 0.065 (0.039)\tLoss 0.5391 (0.5410)\tPrec@1 57.812 (56.271)\n",
      "[270/391]\tTime 0.097 (0.111)\tData 0.030 (0.039)\tLoss 0.5174 (0.5405)\tPrec@1 54.688 (56.328)\n",
      "[280/391]\tTime 0.119 (0.111)\tData 0.040 (0.039)\tLoss 0.5338 (0.5404)\tPrec@1 56.250 (56.336)\n",
      "[290/391]\tTime 0.124 (0.111)\tData 0.032 (0.039)\tLoss 0.5457 (0.5406)\tPrec@1 57.031 (56.280)\n",
      "[300/391]\tTime 0.099 (0.111)\tData 0.035 (0.039)\tLoss 0.5625 (0.5408)\tPrec@1 58.594 (56.289)\n",
      "[310/391]\tTime 0.122 (0.111)\tData 0.027 (0.039)\tLoss 0.5581 (0.5409)\tPrec@1 50.781 (56.295)\n",
      "[320/391]\tTime 0.103 (0.111)\tData 0.036 (0.039)\tLoss 0.6089 (0.5406)\tPrec@1 53.125 (56.306)\n",
      "[330/391]\tTime 0.116 (0.111)\tData 0.049 (0.039)\tLoss 0.5291 (0.5398)\tPrec@1 59.375 (56.415)\n",
      "[340/391]\tTime 0.128 (0.112)\tData 0.044 (0.039)\tLoss 0.5275 (0.5400)\tPrec@1 59.375 (56.394)\n",
      "[350/391]\tTime 0.141 (0.112)\tData 0.057 (0.039)\tLoss 0.5999 (0.5396)\tPrec@1 54.688 (56.461)\n",
      "[360/391]\tTime 0.138 (0.112)\tData 0.047 (0.039)\tLoss 0.5218 (0.5401)\tPrec@1 59.375 (56.436)\n",
      "[370/391]\tTime 0.096 (0.112)\tData 0.033 (0.039)\tLoss 0.5668 (0.5407)\tPrec@1 53.125 (56.372)\n",
      "[380/391]\tTime 0.081 (0.112)\tData 0.031 (0.039)\tLoss 0.4984 (0.5402)\tPrec@1 59.375 (56.391)\n",
      "[390/391]\tTime 0.061 (0.112)\tData 0.021 (0.039)\tLoss 0.5401 (0.5404)\tPrec@1 62.500 (56.376)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.029 (0.029)\tLoss 1.6680 (1.6680)\tPrec@1 55.469 (55.469)\n",
      "Test: [10/79]\tTime 0.035 (0.033)\tLoss 1.6749 (1.7298)\tPrec@1 49.219 (53.622)\n",
      "Test: [20/79]\tTime 0.050 (0.036)\tLoss 1.7485 (1.7204)\tPrec@1 56.250 (52.976)\n",
      "Test: [30/79]\tTime 0.036 (0.036)\tLoss 1.6797 (1.7081)\tPrec@1 50.000 (52.394)\n",
      "Test: [40/79]\tTime 0.029 (0.036)\tLoss 1.5724 (1.7257)\tPrec@1 53.125 (52.096)\n",
      "Test: [50/79]\tTime 0.035 (0.037)\tLoss 1.9768 (1.7237)\tPrec@1 49.219 (52.237)\n",
      "Test: [60/79]\tTime 0.033 (0.037)\tLoss 2.0188 (1.7275)\tPrec@1 51.562 (52.228)\n",
      "Test: [70/79]\tTime 0.059 (0.039)\tLoss 1.8245 (1.7258)\tPrec@1 56.250 (52.234)\n",
      " * Prec@1 52.410\n",
      "\n",
      "===> epoch: 136/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.090 (0.090)\tData 0.030 (0.030)\tLoss 0.5720 (0.5720)\tPrec@1 58.594 (58.594)\n",
      "[10/391]\tTime 0.131 (0.104)\tData 0.038 (0.037)\tLoss 0.4770 (0.5266)\tPrec@1 59.375 (57.670)\n",
      "[20/391]\tTime 0.122 (0.101)\tData 0.039 (0.036)\tLoss 0.5070 (0.5250)\tPrec@1 59.375 (57.515)\n",
      "[30/391]\tTime 0.108 (0.105)\tData 0.039 (0.037)\tLoss 0.5546 (0.5303)\tPrec@1 54.688 (57.258)\n",
      "[40/391]\tTime 0.098 (0.110)\tData 0.032 (0.038)\tLoss 0.5485 (0.5306)\tPrec@1 53.906 (57.222)\n",
      "[50/391]\tTime 0.089 (0.110)\tData 0.027 (0.038)\tLoss 0.5279 (0.5297)\tPrec@1 53.906 (57.430)\n",
      "[60/391]\tTime 0.100 (0.111)\tData 0.039 (0.038)\tLoss 0.5662 (0.5332)\tPrec@1 53.906 (57.236)\n",
      "[70/391]\tTime 0.114 (0.111)\tData 0.054 (0.039)\tLoss 0.5821 (0.5332)\tPrec@1 47.656 (57.042)\n",
      "[80/391]\tTime 0.071 (0.112)\tData 0.028 (0.038)\tLoss 0.5111 (0.5331)\tPrec@1 62.500 (57.089)\n",
      "[90/391]\tTime 0.068 (0.111)\tData 0.027 (0.037)\tLoss 0.4816 (0.5328)\tPrec@1 60.156 (57.151)\n",
      "[100/391]\tTime 0.171 (0.112)\tData 0.082 (0.038)\tLoss 0.5083 (0.5322)\tPrec@1 62.500 (57.147)\n",
      "[110/391]\tTime 0.093 (0.112)\tData 0.033 (0.038)\tLoss 0.5170 (0.5303)\tPrec@1 61.719 (57.299)\n",
      "[120/391]\tTime 0.123 (0.112)\tData 0.029 (0.037)\tLoss 0.6247 (0.5313)\tPrec@1 50.781 (57.244)\n",
      "[130/391]\tTime 0.094 (0.112)\tData 0.036 (0.037)\tLoss 0.5099 (0.5305)\tPrec@1 57.031 (57.353)\n",
      "[140/391]\tTime 0.113 (0.112)\tData 0.033 (0.037)\tLoss 0.4817 (0.5313)\tPrec@1 63.281 (57.364)\n",
      "[150/391]\tTime 0.130 (0.113)\tData 0.048 (0.037)\tLoss 0.5547 (0.5320)\tPrec@1 57.812 (57.326)\n",
      "[160/391]\tTime 0.088 (0.112)\tData 0.024 (0.037)\tLoss 0.5216 (0.5319)\tPrec@1 56.250 (57.395)\n",
      "[170/391]\tTime 0.149 (0.112)\tData 0.052 (0.037)\tLoss 0.5529 (0.5319)\tPrec@1 55.469 (57.392)\n",
      "[180/391]\tTime 0.126 (0.112)\tData 0.034 (0.037)\tLoss 0.5342 (0.5323)\tPrec@1 56.250 (57.269)\n",
      "[190/391]\tTime 0.078 (0.112)\tData 0.036 (0.037)\tLoss 0.5835 (0.5331)\tPrec@1 60.938 (57.301)\n",
      "[200/391]\tTime 0.087 (0.111)\tData 0.027 (0.037)\tLoss 0.5734 (0.5339)\tPrec@1 54.688 (57.210)\n",
      "[210/391]\tTime 0.134 (0.111)\tData 0.035 (0.037)\tLoss 0.6003 (0.5339)\tPrec@1 46.094 (57.179)\n",
      "[220/391]\tTime 0.101 (0.112)\tData 0.037 (0.037)\tLoss 0.5823 (0.5344)\tPrec@1 49.219 (57.081)\n",
      "[230/391]\tTime 0.128 (0.112)\tData 0.038 (0.038)\tLoss 0.4995 (0.5342)\tPrec@1 60.156 (57.068)\n",
      "[240/391]\tTime 0.127 (0.113)\tData 0.037 (0.038)\tLoss 0.5235 (0.5347)\tPrec@1 57.031 (57.028)\n",
      "[250/391]\tTime 0.095 (0.112)\tData 0.042 (0.038)\tLoss 0.5425 (0.5352)\tPrec@1 55.469 (56.947)\n",
      "[260/391]\tTime 0.084 (0.112)\tData 0.032 (0.038)\tLoss 0.5340 (0.5351)\tPrec@1 57.031 (56.947)\n",
      "[270/391]\tTime 0.091 (0.113)\tData 0.033 (0.038)\tLoss 0.5801 (0.5352)\tPrec@1 52.344 (56.896)\n",
      "[280/391]\tTime 0.080 (0.113)\tData 0.027 (0.038)\tLoss 0.5257 (0.5356)\tPrec@1 57.031 (56.892)\n",
      "[290/391]\tTime 0.092 (0.112)\tData 0.032 (0.037)\tLoss 0.5060 (0.5352)\tPrec@1 59.375 (56.921)\n",
      "[300/391]\tTime 0.094 (0.113)\tData 0.034 (0.038)\tLoss 0.4988 (0.5351)\tPrec@1 53.125 (56.933)\n",
      "[310/391]\tTime 0.122 (0.113)\tData 0.030 (0.038)\tLoss 0.5026 (0.5356)\tPrec@1 62.500 (56.921)\n",
      "[320/391]\tTime 0.097 (0.113)\tData 0.033 (0.038)\tLoss 0.6014 (0.5366)\tPrec@1 53.125 (56.861)\n",
      "[330/391]\tTime 0.158 (0.114)\tData 0.088 (0.038)\tLoss 0.4944 (0.5374)\tPrec@1 61.719 (56.819)\n",
      "[340/391]\tTime 0.127 (0.114)\tData 0.038 (0.038)\tLoss 0.5476 (0.5371)\tPrec@1 52.344 (56.843)\n",
      "[350/391]\tTime 0.154 (0.114)\tData 0.049 (0.038)\tLoss 0.5803 (0.5370)\tPrec@1 50.781 (56.824)\n",
      "[360/391]\tTime 0.119 (0.114)\tData 0.052 (0.038)\tLoss 0.5738 (0.5369)\tPrec@1 53.906 (56.811)\n",
      "[370/391]\tTime 0.137 (0.114)\tData 0.032 (0.038)\tLoss 0.5116 (0.5371)\tPrec@1 60.938 (56.831)\n",
      "[380/391]\tTime 0.101 (0.114)\tData 0.034 (0.038)\tLoss 0.5250 (0.5372)\tPrec@1 58.594 (56.818)\n",
      "[390/391]\tTime 0.052 (0.113)\tData 0.019 (0.038)\tLoss 0.5237 (0.5371)\tPrec@1 60.000 (56.854)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.041 (0.041)\tLoss 1.6953 (1.6953)\tPrec@1 56.250 (56.250)\n",
      "Test: [10/79]\tTime 0.043 (0.033)\tLoss 1.7668 (1.7556)\tPrec@1 53.125 (54.474)\n",
      "Test: [20/79]\tTime 0.024 (0.029)\tLoss 1.7759 (1.7512)\tPrec@1 50.000 (53.534)\n",
      "Test: [30/79]\tTime 0.048 (0.030)\tLoss 1.6256 (1.7515)\tPrec@1 52.344 (52.797)\n",
      "Test: [40/79]\tTime 0.040 (0.033)\tLoss 1.4581 (1.7551)\tPrec@1 54.688 (52.839)\n",
      "Test: [50/79]\tTime 0.037 (0.034)\tLoss 1.8305 (1.7600)\tPrec@1 47.656 (52.390)\n",
      "Test: [60/79]\tTime 0.038 (0.035)\tLoss 2.1200 (1.7674)\tPrec@1 49.219 (52.228)\n",
      "Test: [70/79]\tTime 0.041 (0.036)\tLoss 1.7368 (1.7610)\tPrec@1 54.688 (52.553)\n",
      " * Prec@1 52.590\n",
      "\n",
      "===> epoch: 137/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.111 (0.111)\tData 0.044 (0.044)\tLoss 0.5570 (0.5570)\tPrec@1 53.125 (53.125)\n",
      "[10/391]\tTime 0.138 (0.113)\tData 0.054 (0.039)\tLoss 0.5337 (0.5210)\tPrec@1 51.562 (56.889)\n",
      "[20/391]\tTime 0.109 (0.111)\tData 0.057 (0.037)\tLoss 0.5174 (0.5332)\tPrec@1 57.031 (56.213)\n",
      "[30/391]\tTime 0.106 (0.115)\tData 0.035 (0.039)\tLoss 0.4827 (0.5303)\tPrec@1 61.719 (56.905)\n",
      "[40/391]\tTime 0.119 (0.117)\tData 0.033 (0.040)\tLoss 0.5520 (0.5345)\tPrec@1 54.688 (56.326)\n",
      "[50/391]\tTime 0.112 (0.114)\tData 0.037 (0.039)\tLoss 0.5712 (0.5356)\tPrec@1 48.438 (56.066)\n",
      "[60/391]\tTime 0.118 (0.112)\tData 0.044 (0.037)\tLoss 0.6614 (0.5374)\tPrec@1 47.656 (55.853)\n",
      "[70/391]\tTime 0.126 (0.112)\tData 0.043 (0.037)\tLoss 0.5430 (0.5384)\tPrec@1 55.469 (55.865)\n",
      "[80/391]\tTime 0.133 (0.113)\tData 0.046 (0.038)\tLoss 0.5907 (0.5359)\tPrec@1 51.562 (56.134)\n",
      "[90/391]\tTime 0.088 (0.114)\tData 0.034 (0.038)\tLoss 0.5599 (0.5368)\tPrec@1 59.375 (56.216)\n",
      "[100/391]\tTime 0.092 (0.112)\tData 0.026 (0.038)\tLoss 0.4919 (0.5366)\tPrec@1 59.375 (56.296)\n",
      "[110/391]\tTime 0.086 (0.112)\tData 0.033 (0.037)\tLoss 0.4974 (0.5342)\tPrec@1 59.375 (56.426)\n",
      "[120/391]\tTime 0.124 (0.113)\tData 0.038 (0.038)\tLoss 0.5182 (0.5348)\tPrec@1 58.594 (56.437)\n",
      "[130/391]\tTime 0.119 (0.113)\tData 0.033 (0.038)\tLoss 0.5817 (0.5344)\tPrec@1 48.438 (56.447)\n",
      "[140/391]\tTime 0.116 (0.113)\tData 0.037 (0.038)\tLoss 0.4989 (0.5347)\tPrec@1 63.281 (56.477)\n",
      "[150/391]\tTime 0.102 (0.113)\tData 0.038 (0.038)\tLoss 0.5590 (0.5362)\tPrec@1 53.906 (56.364)\n",
      "[160/391]\tTime 0.089 (0.113)\tData 0.036 (0.038)\tLoss 0.5376 (0.5374)\tPrec@1 59.375 (56.313)\n",
      "[170/391]\tTime 0.122 (0.112)\tData 0.034 (0.037)\tLoss 0.5607 (0.5381)\tPrec@1 59.375 (56.337)\n",
      "[180/391]\tTime 0.142 (0.113)\tData 0.049 (0.038)\tLoss 0.5456 (0.5383)\tPrec@1 54.688 (56.362)\n",
      "[190/391]\tTime 0.126 (0.113)\tData 0.033 (0.038)\tLoss 0.5692 (0.5379)\tPrec@1 52.344 (56.467)\n",
      "[200/391]\tTime 0.154 (0.112)\tData 0.032 (0.038)\tLoss 0.5019 (0.5378)\tPrec@1 59.375 (56.538)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[210/391]\tTime 0.094 (0.112)\tData 0.028 (0.037)\tLoss 0.4662 (0.5378)\tPrec@1 57.812 (56.520)\n",
      "[220/391]\tTime 0.088 (0.112)\tData 0.035 (0.037)\tLoss 0.5464 (0.5375)\tPrec@1 56.250 (56.575)\n",
      "[230/391]\tTime 0.118 (0.111)\tData 0.033 (0.037)\tLoss 0.5183 (0.5371)\tPrec@1 61.719 (56.625)\n",
      "[240/391]\tTime 0.146 (0.112)\tData 0.051 (0.038)\tLoss 0.6244 (0.5374)\tPrec@1 50.000 (56.623)\n",
      "[250/391]\tTime 0.124 (0.112)\tData 0.028 (0.038)\tLoss 0.4963 (0.5377)\tPrec@1 60.156 (56.586)\n",
      "[260/391]\tTime 0.162 (0.112)\tData 0.049 (0.038)\tLoss 0.5151 (0.5373)\tPrec@1 55.469 (56.567)\n",
      "[270/391]\tTime 0.085 (0.112)\tData 0.042 (0.038)\tLoss 0.5618 (0.5372)\tPrec@1 51.562 (56.515)\n",
      "[280/391]\tTime 0.096 (0.113)\tData 0.032 (0.038)\tLoss 0.5436 (0.5376)\tPrec@1 57.812 (56.564)\n",
      "[290/391]\tTime 0.080 (0.113)\tData 0.024 (0.038)\tLoss 0.4709 (0.5371)\tPrec@1 62.500 (56.629)\n",
      "[300/391]\tTime 0.170 (0.113)\tData 0.073 (0.038)\tLoss 0.5845 (0.5373)\tPrec@1 50.781 (56.561)\n",
      "[310/391]\tTime 0.091 (0.114)\tData 0.034 (0.038)\tLoss 0.5415 (0.5373)\tPrec@1 50.781 (56.526)\n",
      "[320/391]\tTime 0.136 (0.114)\tData 0.035 (0.038)\tLoss 0.5775 (0.5372)\tPrec@1 54.688 (56.608)\n",
      "[330/391]\tTime 0.098 (0.114)\tData 0.035 (0.038)\tLoss 0.5684 (0.5373)\tPrec@1 55.469 (56.628)\n",
      "[340/391]\tTime 0.126 (0.114)\tData 0.035 (0.038)\tLoss 0.5308 (0.5377)\tPrec@1 53.906 (56.578)\n",
      "[350/391]\tTime 0.112 (0.114)\tData 0.033 (0.038)\tLoss 0.5464 (0.5375)\tPrec@1 57.031 (56.617)\n",
      "[360/391]\tTime 0.091 (0.114)\tData 0.037 (0.038)\tLoss 0.5671 (0.5374)\tPrec@1 57.812 (56.629)\n",
      "[370/391]\tTime 0.140 (0.114)\tData 0.051 (0.038)\tLoss 0.5031 (0.5376)\tPrec@1 57.031 (56.602)\n",
      "[380/391]\tTime 0.122 (0.114)\tData 0.034 (0.038)\tLoss 0.5292 (0.5376)\tPrec@1 60.938 (56.601)\n",
      "[390/391]\tTime 0.092 (0.113)\tData 0.022 (0.038)\tLoss 0.5353 (0.5379)\tPrec@1 56.250 (56.580)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.041 (0.041)\tLoss 1.7829 (1.7829)\tPrec@1 53.906 (53.906)\n",
      "Test: [10/79]\tTime 0.025 (0.034)\tLoss 1.7168 (1.7817)\tPrec@1 50.781 (52.415)\n",
      "Test: [20/79]\tTime 0.031 (0.035)\tLoss 1.7820 (1.7656)\tPrec@1 53.906 (52.827)\n",
      "Test: [30/79]\tTime 0.030 (0.035)\tLoss 1.6775 (1.7767)\tPrec@1 47.656 (51.815)\n",
      "Test: [40/79]\tTime 0.030 (0.035)\tLoss 1.4763 (1.7939)\tPrec@1 59.375 (51.181)\n",
      "Test: [50/79]\tTime 0.028 (0.034)\tLoss 1.9016 (1.8013)\tPrec@1 48.438 (51.088)\n",
      "Test: [60/79]\tTime 0.034 (0.035)\tLoss 2.0514 (1.8074)\tPrec@1 47.656 (50.948)\n",
      "Test: [70/79]\tTime 0.051 (0.036)\tLoss 1.8146 (1.8064)\tPrec@1 50.000 (50.770)\n",
      " * Prec@1 50.910\n",
      "\n",
      "===> epoch: 138/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.101 (0.101)\tData 0.036 (0.036)\tLoss 0.5364 (0.5364)\tPrec@1 59.375 (59.375)\n",
      "[10/391]\tTime 0.111 (0.112)\tData 0.037 (0.037)\tLoss 0.5514 (0.5376)\tPrec@1 56.250 (57.741)\n",
      "[20/391]\tTime 0.129 (0.111)\tData 0.069 (0.039)\tLoss 0.4762 (0.5391)\tPrec@1 69.531 (58.371)\n",
      "[30/391]\tTime 0.124 (0.111)\tData 0.045 (0.039)\tLoss 0.5951 (0.5353)\tPrec@1 51.562 (57.611)\n",
      "[40/391]\tTime 0.140 (0.115)\tData 0.036 (0.039)\tLoss 0.4882 (0.5341)\tPrec@1 54.688 (57.222)\n",
      "[50/391]\tTime 0.143 (0.116)\tData 0.036 (0.039)\tLoss 0.5087 (0.5329)\tPrec@1 61.719 (57.307)\n",
      "[60/391]\tTime 0.097 (0.114)\tData 0.032 (0.038)\tLoss 0.5596 (0.5331)\tPrec@1 54.688 (57.415)\n",
      "[70/391]\tTime 0.102 (0.113)\tData 0.035 (0.038)\tLoss 0.5528 (0.5306)\tPrec@1 53.125 (57.416)\n",
      "[80/391]\tTime 0.146 (0.114)\tData 0.038 (0.038)\tLoss 0.5432 (0.5287)\tPrec@1 53.125 (57.359)\n",
      "[90/391]\tTime 0.140 (0.115)\tData 0.040 (0.038)\tLoss 0.5180 (0.5310)\tPrec@1 60.938 (57.203)\n",
      "[100/391]\tTime 0.089 (0.113)\tData 0.029 (0.038)\tLoss 0.5950 (0.5319)\tPrec@1 49.219 (57.031)\n",
      "[110/391]\tTime 0.126 (0.111)\tData 0.069 (0.037)\tLoss 0.5232 (0.5347)\tPrec@1 54.688 (56.834)\n",
      "[120/391]\tTime 0.124 (0.110)\tData 0.049 (0.037)\tLoss 0.5359 (0.5337)\tPrec@1 60.938 (57.044)\n",
      "[130/391]\tTime 0.097 (0.110)\tData 0.035 (0.038)\tLoss 0.5673 (0.5350)\tPrec@1 53.125 (57.019)\n",
      "[140/391]\tTime 0.106 (0.110)\tData 0.027 (0.037)\tLoss 0.5510 (0.5359)\tPrec@1 55.469 (56.859)\n",
      "[150/391]\tTime 0.077 (0.110)\tData 0.028 (0.037)\tLoss 0.4593 (0.5348)\tPrec@1 63.281 (56.912)\n",
      "[160/391]\tTime 0.116 (0.110)\tData 0.033 (0.037)\tLoss 0.5362 (0.5356)\tPrec@1 55.469 (56.842)\n",
      "[170/391]\tTime 0.160 (0.112)\tData 0.067 (0.038)\tLoss 0.5640 (0.5357)\tPrec@1 53.125 (56.839)\n",
      "[180/391]\tTime 0.073 (0.112)\tData 0.033 (0.038)\tLoss 0.5751 (0.5360)\tPrec@1 53.125 (56.785)\n",
      "[190/391]\tTime 0.132 (0.112)\tData 0.036 (0.038)\tLoss 0.5200 (0.5367)\tPrec@1 53.125 (56.802)\n",
      "[200/391]\tTime 0.112 (0.112)\tData 0.058 (0.038)\tLoss 0.5913 (0.5374)\tPrec@1 50.781 (56.720)\n",
      "[210/391]\tTime 0.079 (0.112)\tData 0.032 (0.038)\tLoss 0.5437 (0.5370)\tPrec@1 51.562 (56.824)\n",
      "[220/391]\tTime 0.124 (0.112)\tData 0.028 (0.037)\tLoss 0.5280 (0.5380)\tPrec@1 63.281 (56.770)\n",
      "[230/391]\tTime 0.104 (0.111)\tData 0.041 (0.037)\tLoss 0.5035 (0.5385)\tPrec@1 59.375 (56.696)\n",
      "[240/391]\tTime 0.132 (0.111)\tData 0.037 (0.037)\tLoss 0.5610 (0.5390)\tPrec@1 50.781 (56.658)\n",
      "[250/391]\tTime 0.119 (0.111)\tData 0.033 (0.037)\tLoss 0.5149 (0.5388)\tPrec@1 60.156 (56.689)\n",
      "[260/391]\tTime 0.094 (0.111)\tData 0.028 (0.037)\tLoss 0.6014 (0.5393)\tPrec@1 52.344 (56.636)\n",
      "[270/391]\tTime 0.095 (0.111)\tData 0.034 (0.037)\tLoss 0.5775 (0.5391)\tPrec@1 50.000 (56.593)\n",
      "[280/391]\tTime 0.096 (0.111)\tData 0.033 (0.037)\tLoss 0.5427 (0.5397)\tPrec@1 59.375 (56.542)\n",
      "[290/391]\tTime 0.089 (0.111)\tData 0.039 (0.037)\tLoss 0.5589 (0.5395)\tPrec@1 57.031 (56.545)\n",
      "[300/391]\tTime 0.085 (0.112)\tData 0.035 (0.037)\tLoss 0.4414 (0.5392)\tPrec@1 61.719 (56.556)\n",
      "[310/391]\tTime 0.141 (0.112)\tData 0.034 (0.037)\tLoss 0.5973 (0.5396)\tPrec@1 46.094 (56.511)\n",
      "[320/391]\tTime 0.114 (0.112)\tData 0.038 (0.037)\tLoss 0.5270 (0.5396)\tPrec@1 60.156 (56.513)\n",
      "[330/391]\tTime 0.143 (0.113)\tData 0.054 (0.038)\tLoss 0.4809 (0.5395)\tPrec@1 57.031 (56.505)\n",
      "[340/391]\tTime 0.077 (0.112)\tData 0.027 (0.037)\tLoss 0.5070 (0.5397)\tPrec@1 60.156 (56.486)\n",
      "[350/391]\tTime 0.095 (0.112)\tData 0.038 (0.037)\tLoss 0.5321 (0.5392)\tPrec@1 57.812 (56.530)\n",
      "[360/391]\tTime 0.103 (0.112)\tData 0.037 (0.037)\tLoss 0.5486 (0.5395)\tPrec@1 54.688 (56.471)\n",
      "[370/391]\tTime 0.122 (0.112)\tData 0.030 (0.037)\tLoss 0.5305 (0.5402)\tPrec@1 59.375 (56.397)\n",
      "[380/391]\tTime 0.117 (0.112)\tData 0.033 (0.037)\tLoss 0.5512 (0.5401)\tPrec@1 64.062 (56.445)\n",
      "[390/391]\tTime 0.077 (0.112)\tData 0.028 (0.037)\tLoss 0.5524 (0.5398)\tPrec@1 53.750 (56.452)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.048 (0.048)\tLoss 1.9324 (1.9324)\tPrec@1 47.656 (47.656)\n",
      "Test: [10/79]\tTime 0.033 (0.047)\tLoss 1.9354 (1.8387)\tPrec@1 44.531 (51.065)\n",
      "Test: [20/79]\tTime 0.033 (0.044)\tLoss 1.9554 (1.8349)\tPrec@1 46.875 (51.190)\n",
      "Test: [30/79]\tTime 0.039 (0.041)\tLoss 1.7686 (1.8414)\tPrec@1 48.438 (50.302)\n",
      "Test: [40/79]\tTime 0.037 (0.040)\tLoss 1.6115 (1.8447)\tPrec@1 57.031 (50.305)\n",
      "Test: [50/79]\tTime 0.025 (0.040)\tLoss 1.9709 (1.8508)\tPrec@1 46.875 (50.000)\n",
      "Test: [60/79]\tTime 0.029 (0.039)\tLoss 2.2045 (1.8560)\tPrec@1 46.094 (50.051)\n",
      "Test: [70/79]\tTime 0.030 (0.038)\tLoss 1.7588 (1.8528)\tPrec@1 55.469 (50.297)\n",
      " * Prec@1 50.240\n",
      "\n",
      "===> epoch: 139/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.091 (0.091)\tData 0.031 (0.031)\tLoss 0.4916 (0.4916)\tPrec@1 60.156 (60.156)\n",
      "[10/391]\tTime 0.148 (0.118)\tData 0.052 (0.038)\tLoss 0.4576 (0.5330)\tPrec@1 58.594 (56.747)\n",
      "[20/391]\tTime 0.079 (0.118)\tData 0.035 (0.038)\tLoss 0.6255 (0.5300)\tPrec@1 49.219 (57.403)\n",
      "[30/391]\tTime 0.096 (0.115)\tData 0.027 (0.037)\tLoss 0.4963 (0.5392)\tPrec@1 65.625 (56.653)\n",
      "[40/391]\tTime 0.127 (0.114)\tData 0.035 (0.036)\tLoss 0.5562 (0.5404)\tPrec@1 56.250 (56.593)\n",
      "[50/391]\tTime 0.105 (0.114)\tData 0.034 (0.037)\tLoss 0.5218 (0.5409)\tPrec@1 55.469 (56.847)\n",
      "[60/391]\tTime 0.123 (0.115)\tData 0.035 (0.037)\tLoss 0.5028 (0.5370)\tPrec@1 60.938 (57.134)\n",
      "[70/391]\tTime 0.115 (0.115)\tData 0.037 (0.038)\tLoss 0.5029 (0.5393)\tPrec@1 64.844 (56.910)\n",
      "[80/391]\tTime 0.151 (0.114)\tData 0.051 (0.037)\tLoss 0.5170 (0.5374)\tPrec@1 56.250 (57.031)\n",
      "[90/391]\tTime 0.114 (0.114)\tData 0.032 (0.037)\tLoss 0.4919 (0.5383)\tPrec@1 60.938 (56.937)\n",
      "[100/391]\tTime 0.082 (0.114)\tData 0.033 (0.037)\tLoss 0.5390 (0.5376)\tPrec@1 61.719 (56.993)\n",
      "[110/391]\tTime 0.070 (0.113)\tData 0.032 (0.037)\tLoss 0.5262 (0.5368)\tPrec@1 60.938 (57.123)\n",
      "[120/391]\tTime 0.093 (0.113)\tData 0.030 (0.037)\tLoss 0.5905 (0.5370)\tPrec@1 55.469 (56.999)\n",
      "[130/391]\tTime 0.104 (0.112)\tData 0.032 (0.037)\tLoss 0.5528 (0.5366)\tPrec@1 55.469 (57.031)\n",
      "[140/391]\tTime 0.082 (0.112)\tData 0.038 (0.037)\tLoss 0.5381 (0.5352)\tPrec@1 59.375 (57.214)\n",
      "[150/391]\tTime 0.084 (0.112)\tData 0.030 (0.037)\tLoss 0.4975 (0.5343)\tPrec@1 64.062 (57.269)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[160/391]\tTime 0.101 (0.113)\tData 0.037 (0.037)\tLoss 0.5836 (0.5337)\tPrec@1 57.812 (57.356)\n",
      "[170/391]\tTime 0.123 (0.113)\tData 0.034 (0.037)\tLoss 0.5507 (0.5339)\tPrec@1 57.031 (57.401)\n",
      "[180/391]\tTime 0.130 (0.113)\tData 0.043 (0.037)\tLoss 0.6125 (0.5342)\tPrec@1 48.438 (57.247)\n",
      "[190/391]\tTime 0.089 (0.113)\tData 0.036 (0.037)\tLoss 0.5835 (0.5358)\tPrec@1 56.250 (57.113)\n",
      "[200/391]\tTime 0.082 (0.112)\tData 0.036 (0.037)\tLoss 0.5458 (0.5360)\tPrec@1 60.156 (57.121)\n",
      "[210/391]\tTime 0.105 (0.113)\tData 0.034 (0.037)\tLoss 0.5293 (0.5359)\tPrec@1 53.125 (57.105)\n",
      "[220/391]\tTime 0.121 (0.113)\tData 0.037 (0.037)\tLoss 0.5528 (0.5358)\tPrec@1 55.469 (57.134)\n",
      "[230/391]\tTime 0.112 (0.113)\tData 0.059 (0.038)\tLoss 0.5232 (0.5351)\tPrec@1 54.688 (57.204)\n",
      "[240/391]\tTime 0.127 (0.113)\tData 0.072 (0.038)\tLoss 0.5383 (0.5353)\tPrec@1 58.594 (57.200)\n",
      "[250/391]\tTime 0.099 (0.112)\tData 0.039 (0.038)\tLoss 0.5317 (0.5359)\tPrec@1 59.375 (57.115)\n",
      "[260/391]\tTime 0.110 (0.112)\tData 0.034 (0.038)\tLoss 0.5382 (0.5359)\tPrec@1 57.031 (57.088)\n",
      "[270/391]\tTime 0.105 (0.112)\tData 0.028 (0.038)\tLoss 0.6251 (0.5358)\tPrec@1 50.000 (57.069)\n",
      "[280/391]\tTime 0.098 (0.113)\tData 0.028 (0.038)\tLoss 0.5514 (0.5360)\tPrec@1 53.125 (57.031)\n",
      "[290/391]\tTime 0.092 (0.113)\tData 0.031 (0.038)\tLoss 0.4826 (0.5363)\tPrec@1 64.844 (56.988)\n",
      "[300/391]\tTime 0.135 (0.113)\tData 0.041 (0.038)\tLoss 0.5809 (0.5369)\tPrec@1 51.562 (56.888)\n",
      "[310/391]\tTime 0.147 (0.113)\tData 0.051 (0.038)\tLoss 0.5670 (0.5371)\tPrec@1 54.688 (56.913)\n",
      "[320/391]\tTime 0.123 (0.113)\tData 0.047 (0.039)\tLoss 0.5436 (0.5374)\tPrec@1 57.812 (56.897)\n",
      "[330/391]\tTime 0.082 (0.113)\tData 0.034 (0.039)\tLoss 0.5345 (0.5374)\tPrec@1 62.500 (56.909)\n",
      "[340/391]\tTime 0.122 (0.113)\tData 0.036 (0.039)\tLoss 0.5088 (0.5380)\tPrec@1 67.188 (56.908)\n",
      "[350/391]\tTime 0.082 (0.113)\tData 0.027 (0.038)\tLoss 0.5471 (0.5378)\tPrec@1 58.594 (56.931)\n",
      "[360/391]\tTime 0.126 (0.113)\tData 0.033 (0.038)\tLoss 0.5304 (0.5381)\tPrec@1 58.594 (56.884)\n",
      "[370/391]\tTime 0.084 (0.113)\tData 0.035 (0.038)\tLoss 0.5515 (0.5380)\tPrec@1 54.688 (56.871)\n",
      "[380/391]\tTime 0.126 (0.113)\tData 0.036 (0.038)\tLoss 0.5237 (0.5385)\tPrec@1 59.375 (56.845)\n",
      "[390/391]\tTime 0.102 (0.113)\tData 0.024 (0.038)\tLoss 0.6126 (0.5388)\tPrec@1 48.750 (56.832)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.025 (0.025)\tLoss 1.8793 (1.8793)\tPrec@1 51.562 (51.562)\n",
      "Test: [10/79]\tTime 0.028 (0.028)\tLoss 1.7929 (1.7986)\tPrec@1 50.000 (51.065)\n",
      "Test: [20/79]\tTime 0.034 (0.033)\tLoss 1.8252 (1.7892)\tPrec@1 49.219 (50.781)\n",
      "Test: [30/79]\tTime 0.054 (0.035)\tLoss 1.6809 (1.7988)\tPrec@1 49.219 (50.227)\n",
      "Test: [40/79]\tTime 0.049 (0.038)\tLoss 1.7933 (1.8097)\tPrec@1 51.562 (50.210)\n",
      "Test: [50/79]\tTime 0.034 (0.038)\tLoss 1.9142 (1.8058)\tPrec@1 50.000 (50.567)\n",
      "Test: [60/79]\tTime 0.038 (0.037)\tLoss 2.2135 (1.8127)\tPrec@1 48.438 (50.371)\n",
      "Test: [70/79]\tTime 0.036 (0.037)\tLoss 1.7480 (1.8173)\tPrec@1 50.000 (50.198)\n",
      " * Prec@1 50.140\n",
      "\n",
      "===> epoch: 140/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.104 (0.104)\tData 0.038 (0.038)\tLoss 0.5572 (0.5572)\tPrec@1 53.125 (53.125)\n",
      "[10/391]\tTime 0.079 (0.101)\tData 0.028 (0.032)\tLoss 0.5436 (0.5495)\tPrec@1 59.375 (55.327)\n",
      "[20/391]\tTime 0.096 (0.110)\tData 0.033 (0.039)\tLoss 0.5585 (0.5391)\tPrec@1 53.906 (56.176)\n",
      "[30/391]\tTime 0.125 (0.112)\tData 0.032 (0.038)\tLoss 0.5707 (0.5279)\tPrec@1 53.906 (57.661)\n",
      "[40/391]\tTime 0.089 (0.111)\tData 0.035 (0.037)\tLoss 0.5484 (0.5241)\tPrec@1 60.156 (57.946)\n",
      "[50/391]\tTime 0.108 (0.110)\tData 0.039 (0.037)\tLoss 0.5061 (0.5274)\tPrec@1 58.594 (57.445)\n",
      "[60/391]\tTime 0.101 (0.110)\tData 0.043 (0.037)\tLoss 0.5283 (0.5287)\tPrec@1 57.031 (57.249)\n",
      "[70/391]\tTime 0.133 (0.110)\tData 0.075 (0.037)\tLoss 0.4924 (0.5302)\tPrec@1 58.594 (57.053)\n",
      "[80/391]\tTime 0.106 (0.110)\tData 0.038 (0.038)\tLoss 0.5140 (0.5295)\tPrec@1 60.938 (57.321)\n",
      "[90/391]\tTime 0.118 (0.110)\tData 0.026 (0.037)\tLoss 0.4634 (0.5300)\tPrec@1 64.844 (57.186)\n",
      "[100/391]\tTime 0.093 (0.111)\tData 0.034 (0.036)\tLoss 0.5827 (0.5313)\tPrec@1 50.000 (57.062)\n",
      "[110/391]\tTime 0.090 (0.111)\tData 0.034 (0.036)\tLoss 0.5095 (0.5319)\tPrec@1 60.938 (56.940)\n",
      "[120/391]\tTime 0.104 (0.112)\tData 0.032 (0.037)\tLoss 0.5523 (0.5311)\tPrec@1 57.031 (57.076)\n",
      "[130/391]\tTime 0.107 (0.112)\tData 0.028 (0.037)\tLoss 0.5036 (0.5297)\tPrec@1 56.250 (57.097)\n",
      "[140/391]\tTime 0.123 (0.112)\tData 0.036 (0.037)\tLoss 0.5868 (0.5309)\tPrec@1 49.219 (57.037)\n",
      "[150/391]\tTime 0.119 (0.112)\tData 0.054 (0.037)\tLoss 0.5482 (0.5311)\tPrec@1 58.594 (57.047)\n",
      "[160/391]\tTime 0.109 (0.112)\tData 0.034 (0.037)\tLoss 0.6043 (0.5330)\tPrec@1 50.000 (56.929)\n",
      "[170/391]\tTime 0.082 (0.112)\tData 0.033 (0.037)\tLoss 0.5725 (0.5336)\tPrec@1 50.781 (56.871)\n",
      "[180/391]\tTime 0.099 (0.111)\tData 0.050 (0.037)\tLoss 0.5265 (0.5336)\tPrec@1 58.594 (56.837)\n",
      "[190/391]\tTime 0.101 (0.111)\tData 0.039 (0.037)\tLoss 0.5731 (0.5333)\tPrec@1 52.344 (56.798)\n",
      "[200/391]\tTime 0.149 (0.112)\tData 0.057 (0.037)\tLoss 0.5199 (0.5328)\tPrec@1 57.812 (56.868)\n",
      "[210/391]\tTime 0.119 (0.111)\tData 0.031 (0.037)\tLoss 0.5352 (0.5326)\tPrec@1 57.812 (56.909)\n",
      "[220/391]\tTime 0.092 (0.111)\tData 0.037 (0.037)\tLoss 0.5870 (0.5336)\tPrec@1 56.250 (56.939)\n",
      "[230/391]\tTime 0.124 (0.111)\tData 0.036 (0.037)\tLoss 0.4356 (0.5326)\tPrec@1 64.062 (57.099)\n",
      "[240/391]\tTime 0.115 (0.111)\tData 0.033 (0.037)\tLoss 0.5745 (0.5329)\tPrec@1 52.344 (57.057)\n",
      "[250/391]\tTime 0.134 (0.111)\tData 0.046 (0.037)\tLoss 0.5589 (0.5334)\tPrec@1 50.781 (57.009)\n",
      "[260/391]\tTime 0.128 (0.111)\tData 0.034 (0.037)\tLoss 0.5529 (0.5339)\tPrec@1 50.781 (56.971)\n",
      "[270/391]\tTime 0.113 (0.111)\tData 0.039 (0.037)\tLoss 0.5332 (0.5341)\tPrec@1 60.938 (57.051)\n",
      "[280/391]\tTime 0.097 (0.112)\tData 0.029 (0.037)\tLoss 0.5711 (0.5340)\tPrec@1 52.344 (56.978)\n",
      "[290/391]\tTime 0.109 (0.111)\tData 0.025 (0.037)\tLoss 0.5026 (0.5348)\tPrec@1 60.938 (56.918)\n",
      "[300/391]\tTime 0.128 (0.111)\tData 0.030 (0.037)\tLoss 0.5580 (0.5349)\tPrec@1 50.781 (56.946)\n",
      "[310/391]\tTime 0.133 (0.111)\tData 0.033 (0.037)\tLoss 0.5560 (0.5351)\tPrec@1 57.031 (56.898)\n",
      "[320/391]\tTime 0.109 (0.111)\tData 0.033 (0.037)\tLoss 0.4765 (0.5348)\tPrec@1 60.156 (56.914)\n",
      "[330/391]\tTime 0.113 (0.112)\tData 0.030 (0.037)\tLoss 0.5422 (0.5351)\tPrec@1 58.594 (56.890)\n",
      "[340/391]\tTime 0.099 (0.112)\tData 0.034 (0.037)\tLoss 0.5310 (0.5352)\tPrec@1 59.375 (56.942)\n",
      "[350/391]\tTime 0.139 (0.112)\tData 0.040 (0.037)\tLoss 0.5172 (0.5357)\tPrec@1 54.688 (56.887)\n",
      "[360/391]\tTime 0.105 (0.112)\tData 0.043 (0.037)\tLoss 0.5485 (0.5360)\tPrec@1 53.906 (56.856)\n",
      "[370/391]\tTime 0.066 (0.111)\tData 0.027 (0.037)\tLoss 0.6212 (0.5363)\tPrec@1 53.906 (56.823)\n",
      "[380/391]\tTime 0.120 (0.111)\tData 0.072 (0.037)\tLoss 0.5346 (0.5371)\tPrec@1 57.031 (56.718)\n",
      "[390/391]\tTime 0.089 (0.110)\tData 0.030 (0.037)\tLoss 0.5639 (0.5372)\tPrec@1 56.250 (56.666)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.036 (0.036)\tLoss 1.6953 (1.6953)\tPrec@1 57.031 (57.031)\n",
      "Test: [10/79]\tTime 0.035 (0.040)\tLoss 1.7996 (1.8260)\tPrec@1 50.000 (50.426)\n",
      "Test: [20/79]\tTime 0.031 (0.038)\tLoss 1.9332 (1.8091)\tPrec@1 48.438 (50.037)\n",
      "Test: [30/79]\tTime 0.030 (0.037)\tLoss 1.6666 (1.8045)\tPrec@1 47.656 (49.849)\n",
      "Test: [40/79]\tTime 0.028 (0.035)\tLoss 1.6216 (1.8184)\tPrec@1 46.875 (49.581)\n",
      "Test: [50/79]\tTime 0.044 (0.035)\tLoss 1.9967 (1.8087)\tPrec@1 48.438 (49.969)\n",
      "Test: [60/79]\tTime 0.050 (0.036)\tLoss 2.0016 (1.8135)\tPrec@1 50.000 (49.923)\n",
      "Test: [70/79]\tTime 0.035 (0.035)\tLoss 1.8457 (1.8137)\tPrec@1 51.562 (49.967)\n",
      " * Prec@1 50.080\n",
      "\n",
      "===> epoch: 141/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.087 (0.087)\tData 0.035 (0.035)\tLoss 0.5385 (0.5385)\tPrec@1 52.344 (52.344)\n",
      "[10/391]\tTime 0.135 (0.115)\tData 0.043 (0.038)\tLoss 0.4785 (0.5301)\tPrec@1 57.812 (56.321)\n",
      "[20/391]\tTime 0.098 (0.114)\tData 0.033 (0.041)\tLoss 0.5134 (0.5257)\tPrec@1 59.375 (57.738)\n",
      "[30/391]\tTime 0.132 (0.113)\tData 0.033 (0.038)\tLoss 0.4859 (0.5248)\tPrec@1 64.844 (58.241)\n",
      "[40/391]\tTime 0.140 (0.115)\tData 0.042 (0.037)\tLoss 0.5486 (0.5263)\tPrec@1 57.031 (57.927)\n",
      "[50/391]\tTime 0.097 (0.114)\tData 0.031 (0.037)\tLoss 0.5671 (0.5277)\tPrec@1 57.031 (58.257)\n",
      "[60/391]\tTime 0.116 (0.115)\tData 0.039 (0.038)\tLoss 0.5289 (0.5292)\tPrec@1 54.688 (57.902)\n",
      "[70/391]\tTime 0.124 (0.115)\tData 0.035 (0.037)\tLoss 0.5825 (0.5334)\tPrec@1 50.781 (57.746)\n",
      "[80/391]\tTime 0.108 (0.114)\tData 0.039 (0.038)\tLoss 0.5065 (0.5353)\tPrec@1 51.562 (57.350)\n",
      "[90/391]\tTime 0.153 (0.116)\tData 0.077 (0.039)\tLoss 0.4844 (0.5337)\tPrec@1 63.281 (57.478)\n",
      "[100/391]\tTime 0.127 (0.117)\tData 0.034 (0.039)\tLoss 0.6301 (0.5324)\tPrec@1 48.438 (57.457)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[110/391]\tTime 0.078 (0.116)\tData 0.027 (0.039)\tLoss 0.5492 (0.5340)\tPrec@1 56.250 (57.278)\n",
      "[120/391]\tTime 0.107 (0.116)\tData 0.039 (0.038)\tLoss 0.4858 (0.5337)\tPrec@1 57.031 (57.309)\n",
      "[130/391]\tTime 0.134 (0.116)\tData 0.035 (0.039)\tLoss 0.5510 (0.5352)\tPrec@1 60.156 (57.240)\n",
      "[140/391]\tTime 0.152 (0.117)\tData 0.059 (0.039)\tLoss 0.5347 (0.5340)\tPrec@1 59.375 (57.247)\n",
      "[150/391]\tTime 0.101 (0.116)\tData 0.054 (0.039)\tLoss 0.5264 (0.5336)\tPrec@1 58.594 (57.212)\n",
      "[160/391]\tTime 0.109 (0.115)\tData 0.046 (0.039)\tLoss 0.5748 (0.5339)\tPrec@1 57.812 (57.167)\n",
      "[170/391]\tTime 0.113 (0.115)\tData 0.035 (0.039)\tLoss 0.5627 (0.5351)\tPrec@1 54.688 (57.050)\n",
      "[180/391]\tTime 0.076 (0.115)\tData 0.030 (0.039)\tLoss 0.5126 (0.5352)\tPrec@1 57.812 (56.979)\n",
      "[190/391]\tTime 0.128 (0.115)\tData 0.038 (0.039)\tLoss 0.5604 (0.5359)\tPrec@1 53.906 (56.876)\n",
      "[200/391]\tTime 0.107 (0.115)\tData 0.043 (0.040)\tLoss 0.5002 (0.5361)\tPrec@1 62.500 (56.880)\n",
      "[210/391]\tTime 0.133 (0.115)\tData 0.040 (0.040)\tLoss 0.5667 (0.5363)\tPrec@1 57.031 (56.876)\n",
      "[220/391]\tTime 0.101 (0.115)\tData 0.031 (0.040)\tLoss 0.5261 (0.5360)\tPrec@1 56.250 (56.876)\n",
      "[230/391]\tTime 0.098 (0.114)\tData 0.047 (0.039)\tLoss 0.5476 (0.5354)\tPrec@1 52.344 (56.920)\n",
      "[240/391]\tTime 0.107 (0.114)\tData 0.042 (0.039)\tLoss 0.5182 (0.5356)\tPrec@1 54.688 (56.921)\n",
      "[250/391]\tTime 0.149 (0.114)\tData 0.052 (0.039)\tLoss 0.5106 (0.5346)\tPrec@1 55.469 (57.022)\n",
      "[260/391]\tTime 0.112 (0.115)\tData 0.035 (0.039)\tLoss 0.5166 (0.5342)\tPrec@1 54.688 (57.049)\n",
      "[270/391]\tTime 0.111 (0.114)\tData 0.031 (0.039)\tLoss 0.5944 (0.5348)\tPrec@1 51.562 (57.017)\n",
      "[280/391]\tTime 0.152 (0.115)\tData 0.044 (0.039)\tLoss 0.5339 (0.5351)\tPrec@1 57.812 (56.965)\n",
      "[290/391]\tTime 0.117 (0.116)\tData 0.033 (0.039)\tLoss 0.5729 (0.5351)\tPrec@1 53.125 (56.994)\n",
      "[300/391]\tTime 0.119 (0.116)\tData 0.051 (0.039)\tLoss 0.5846 (0.5352)\tPrec@1 57.031 (56.959)\n",
      "[310/391]\tTime 0.148 (0.116)\tData 0.053 (0.039)\tLoss 0.5499 (0.5352)\tPrec@1 59.375 (56.941)\n",
      "[320/391]\tTime 0.095 (0.116)\tData 0.035 (0.039)\tLoss 0.5439 (0.5346)\tPrec@1 52.344 (56.985)\n",
      "[330/391]\tTime 0.077 (0.116)\tData 0.025 (0.039)\tLoss 0.5632 (0.5349)\tPrec@1 50.000 (56.911)\n",
      "[340/391]\tTime 0.091 (0.116)\tData 0.035 (0.039)\tLoss 0.5545 (0.5355)\tPrec@1 52.344 (56.875)\n",
      "[350/391]\tTime 0.135 (0.116)\tData 0.069 (0.039)\tLoss 0.5547 (0.5351)\tPrec@1 57.031 (56.902)\n",
      "[360/391]\tTime 0.138 (0.116)\tData 0.035 (0.039)\tLoss 0.5331 (0.5354)\tPrec@1 59.375 (56.836)\n",
      "[370/391]\tTime 0.108 (0.115)\tData 0.027 (0.039)\tLoss 0.6111 (0.5362)\tPrec@1 53.906 (56.745)\n",
      "[380/391]\tTime 0.128 (0.115)\tData 0.037 (0.039)\tLoss 0.6040 (0.5367)\tPrec@1 50.000 (56.715)\n",
      "[390/391]\tTime 0.066 (0.115)\tData 0.021 (0.039)\tLoss 0.6263 (0.5365)\tPrec@1 50.000 (56.708)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.053 (0.053)\tLoss 1.5624 (1.5624)\tPrec@1 58.594 (58.594)\n",
      "Test: [10/79]\tTime 0.037 (0.043)\tLoss 1.6734 (1.7026)\tPrec@1 52.344 (54.048)\n",
      "Test: [20/79]\tTime 0.031 (0.039)\tLoss 1.7386 (1.6941)\tPrec@1 51.562 (53.125)\n",
      "Test: [30/79]\tTime 0.029 (0.039)\tLoss 1.7382 (1.7057)\tPrec@1 50.000 (52.268)\n",
      "Test: [40/79]\tTime 0.031 (0.039)\tLoss 1.4684 (1.7107)\tPrec@1 57.031 (52.325)\n",
      "Test: [50/79]\tTime 0.027 (0.038)\tLoss 1.7448 (1.7080)\tPrec@1 53.125 (52.114)\n",
      "Test: [60/79]\tTime 0.034 (0.039)\tLoss 1.9201 (1.7110)\tPrec@1 53.125 (52.139)\n",
      "Test: [70/79]\tTime 0.028 (0.038)\tLoss 1.7347 (1.7059)\tPrec@1 55.469 (52.344)\n",
      " * Prec@1 52.310\n",
      "\n",
      "===> epoch: 142/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.127 (0.127)\tData 0.032 (0.032)\tLoss 0.5454 (0.5454)\tPrec@1 55.469 (55.469)\n",
      "[10/391]\tTime 0.132 (0.112)\tData 0.074 (0.035)\tLoss 0.5555 (0.5318)\tPrec@1 56.250 (57.741)\n",
      "[20/391]\tTime 0.129 (0.111)\tData 0.034 (0.036)\tLoss 0.4459 (0.5229)\tPrec@1 64.062 (57.812)\n",
      "[30/391]\tTime 0.109 (0.116)\tData 0.031 (0.038)\tLoss 0.5470 (0.5196)\tPrec@1 56.250 (58.367)\n",
      "[40/391]\tTime 0.110 (0.115)\tData 0.025 (0.036)\tLoss 0.5572 (0.5212)\tPrec@1 55.469 (57.965)\n",
      "[50/391]\tTime 0.126 (0.112)\tData 0.037 (0.035)\tLoss 0.4594 (0.5227)\tPrec@1 65.625 (57.889)\n",
      "[60/391]\tTime 0.087 (0.112)\tData 0.035 (0.036)\tLoss 0.5312 (0.5234)\tPrec@1 58.594 (57.761)\n",
      "[70/391]\tTime 0.130 (0.112)\tData 0.038 (0.036)\tLoss 0.5586 (0.5259)\tPrec@1 53.125 (57.801)\n",
      "[80/391]\tTime 0.082 (0.112)\tData 0.028 (0.036)\tLoss 0.4914 (0.5262)\tPrec@1 60.938 (57.832)\n",
      "[90/391]\tTime 0.101 (0.110)\tData 0.035 (0.036)\tLoss 0.5558 (0.5294)\tPrec@1 53.906 (57.615)\n",
      "[100/391]\tTime 0.086 (0.108)\tData 0.034 (0.036)\tLoss 0.4862 (0.5292)\tPrec@1 64.062 (57.534)\n",
      "[110/391]\tTime 0.112 (0.107)\tData 0.051 (0.036)\tLoss 0.5724 (0.5318)\tPrec@1 54.688 (57.348)\n",
      "[120/391]\tTime 0.115 (0.107)\tData 0.025 (0.036)\tLoss 0.6287 (0.5363)\tPrec@1 52.344 (57.018)\n",
      "[130/391]\tTime 0.094 (0.107)\tData 0.038 (0.036)\tLoss 0.5451 (0.5367)\tPrec@1 53.906 (57.007)\n",
      "[140/391]\tTime 0.089 (0.109)\tData 0.037 (0.037)\tLoss 0.6064 (0.5383)\tPrec@1 54.688 (56.793)\n",
      "[150/391]\tTime 0.084 (0.108)\tData 0.033 (0.037)\tLoss 0.5146 (0.5387)\tPrec@1 61.719 (56.917)\n",
      "[160/391]\tTime 0.108 (0.109)\tData 0.044 (0.037)\tLoss 0.5301 (0.5387)\tPrec@1 55.469 (56.876)\n",
      "[170/391]\tTime 0.158 (0.110)\tData 0.064 (0.037)\tLoss 0.5219 (0.5391)\tPrec@1 56.250 (56.817)\n",
      "[180/391]\tTime 0.103 (0.111)\tData 0.038 (0.037)\tLoss 0.4917 (0.5395)\tPrec@1 59.375 (56.824)\n",
      "[190/391]\tTime 0.108 (0.111)\tData 0.035 (0.037)\tLoss 0.5396 (0.5383)\tPrec@1 60.156 (56.945)\n",
      "[200/391]\tTime 0.105 (0.111)\tData 0.030 (0.037)\tLoss 0.4941 (0.5374)\tPrec@1 65.625 (57.062)\n",
      "[210/391]\tTime 0.128 (0.111)\tData 0.035 (0.037)\tLoss 0.4992 (0.5372)\tPrec@1 60.156 (57.031)\n",
      "[220/391]\tTime 0.181 (0.111)\tData 0.090 (0.037)\tLoss 0.5787 (0.5380)\tPrec@1 52.344 (56.897)\n",
      "[230/391]\tTime 0.115 (0.111)\tData 0.027 (0.037)\tLoss 0.5287 (0.5378)\tPrec@1 53.906 (56.842)\n",
      "[240/391]\tTime 0.145 (0.112)\tData 0.043 (0.037)\tLoss 0.6255 (0.5382)\tPrec@1 53.906 (56.788)\n",
      "[250/391]\tTime 0.129 (0.111)\tData 0.032 (0.037)\tLoss 0.5046 (0.5382)\tPrec@1 57.031 (56.779)\n",
      "[260/391]\tTime 0.088 (0.112)\tData 0.035 (0.037)\tLoss 0.5150 (0.5379)\tPrec@1 57.031 (56.789)\n",
      "[270/391]\tTime 0.105 (0.112)\tData 0.027 (0.037)\tLoss 0.5540 (0.5374)\tPrec@1 53.125 (56.861)\n",
      "[280/391]\tTime 0.118 (0.112)\tData 0.052 (0.037)\tLoss 0.4583 (0.5365)\tPrec@1 67.188 (56.903)\n",
      "[290/391]\tTime 0.139 (0.112)\tData 0.047 (0.038)\tLoss 0.5293 (0.5363)\tPrec@1 56.250 (56.881)\n",
      "[300/391]\tTime 0.102 (0.113)\tData 0.033 (0.038)\tLoss 0.5265 (0.5362)\tPrec@1 60.938 (56.930)\n",
      "[310/391]\tTime 0.110 (0.112)\tData 0.027 (0.038)\tLoss 0.5902 (0.5357)\tPrec@1 52.344 (56.961)\n",
      "[320/391]\tTime 0.090 (0.112)\tData 0.033 (0.037)\tLoss 0.4639 (0.5359)\tPrec@1 61.719 (56.951)\n",
      "[330/391]\tTime 0.116 (0.112)\tData 0.052 (0.037)\tLoss 0.5328 (0.5363)\tPrec@1 55.469 (56.920)\n",
      "[340/391]\tTime 0.145 (0.113)\tData 0.054 (0.037)\tLoss 0.5122 (0.5359)\tPrec@1 60.938 (56.921)\n",
      "[350/391]\tTime 0.125 (0.113)\tData 0.037 (0.037)\tLoss 0.5389 (0.5367)\tPrec@1 59.375 (56.871)\n",
      "[360/391]\tTime 0.111 (0.113)\tData 0.033 (0.038)\tLoss 0.5768 (0.5364)\tPrec@1 57.812 (56.927)\n",
      "[370/391]\tTime 0.095 (0.113)\tData 0.036 (0.038)\tLoss 0.5709 (0.5364)\tPrec@1 57.031 (56.913)\n",
      "[380/391]\tTime 0.118 (0.113)\tData 0.059 (0.038)\tLoss 0.5716 (0.5370)\tPrec@1 53.906 (56.867)\n",
      "[390/391]\tTime 0.077 (0.113)\tData 0.022 (0.038)\tLoss 0.5757 (0.5374)\tPrec@1 50.000 (56.812)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.026 (0.026)\tLoss 1.7357 (1.7357)\tPrec@1 52.344 (52.344)\n",
      "Test: [10/79]\tTime 0.062 (0.036)\tLoss 1.8053 (1.7822)\tPrec@1 44.531 (51.420)\n",
      "Test: [20/79]\tTime 0.035 (0.039)\tLoss 1.9478 (1.7752)\tPrec@1 53.125 (51.674)\n",
      "Test: [30/79]\tTime 0.032 (0.040)\tLoss 1.6288 (1.7943)\tPrec@1 57.031 (51.689)\n",
      "Test: [40/79]\tTime 0.034 (0.039)\tLoss 1.5665 (1.8035)\tPrec@1 60.938 (51.677)\n",
      "Test: [50/79]\tTime 0.037 (0.039)\tLoss 1.7220 (1.7883)\tPrec@1 47.656 (51.547)\n",
      "Test: [60/79]\tTime 0.035 (0.039)\tLoss 2.1873 (1.7945)\tPrec@1 46.094 (51.217)\n",
      "Test: [70/79]\tTime 0.035 (0.039)\tLoss 1.7422 (1.7837)\tPrec@1 55.469 (51.364)\n",
      " * Prec@1 51.480\n",
      "\n",
      "===> epoch: 143/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.108 (0.108)\tData 0.046 (0.046)\tLoss 0.5511 (0.5511)\tPrec@1 60.938 (60.938)\n",
      "[10/391]\tTime 0.122 (0.119)\tData 0.032 (0.037)\tLoss 0.5664 (0.5326)\tPrec@1 55.469 (58.168)\n",
      "[20/391]\tTime 0.093 (0.112)\tData 0.037 (0.035)\tLoss 0.5701 (0.5412)\tPrec@1 50.000 (56.548)\n",
      "[30/391]\tTime 0.117 (0.115)\tData 0.037 (0.037)\tLoss 0.5261 (0.5429)\tPrec@1 55.469 (56.754)\n",
      "[40/391]\tTime 0.085 (0.116)\tData 0.027 (0.037)\tLoss 0.5489 (0.5467)\tPrec@1 54.688 (55.983)\n",
      "[50/391]\tTime 0.120 (0.115)\tData 0.026 (0.037)\tLoss 0.4917 (0.5434)\tPrec@1 61.719 (56.281)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[60/391]\tTime 0.126 (0.114)\tData 0.032 (0.037)\tLoss 0.5760 (0.5446)\tPrec@1 57.031 (56.032)\n",
      "[70/391]\tTime 0.171 (0.116)\tData 0.076 (0.038)\tLoss 0.5362 (0.5416)\tPrec@1 53.906 (56.349)\n",
      "[80/391]\tTime 0.137 (0.115)\tData 0.047 (0.038)\tLoss 0.6060 (0.5441)\tPrec@1 61.719 (56.404)\n",
      "[90/391]\tTime 0.084 (0.113)\tData 0.028 (0.038)\tLoss 0.6529 (0.5458)\tPrec@1 43.750 (56.198)\n",
      "[100/391]\tTime 0.079 (0.114)\tData 0.034 (0.038)\tLoss 0.5340 (0.5428)\tPrec@1 57.812 (56.559)\n",
      "[110/391]\tTime 0.101 (0.113)\tData 0.039 (0.038)\tLoss 0.5637 (0.5420)\tPrec@1 54.688 (56.560)\n",
      "[120/391]\tTime 0.115 (0.114)\tData 0.030 (0.038)\tLoss 0.4857 (0.5408)\tPrec@1 58.594 (56.657)\n",
      "[130/391]\tTime 0.094 (0.113)\tData 0.027 (0.038)\tLoss 0.4792 (0.5386)\tPrec@1 60.156 (56.787)\n",
      "[140/391]\tTime 0.112 (0.114)\tData 0.034 (0.039)\tLoss 0.5525 (0.5394)\tPrec@1 57.031 (56.671)\n",
      "[150/391]\tTime 0.135 (0.114)\tData 0.034 (0.039)\tLoss 0.4894 (0.5391)\tPrec@1 64.062 (56.716)\n",
      "[160/391]\tTime 0.095 (0.115)\tData 0.032 (0.039)\tLoss 0.4670 (0.5396)\tPrec@1 65.625 (56.721)\n",
      "[170/391]\tTime 0.148 (0.115)\tData 0.045 (0.039)\tLoss 0.5406 (0.5397)\tPrec@1 54.688 (56.647)\n",
      "[180/391]\tTime 0.124 (0.115)\tData 0.031 (0.039)\tLoss 0.5935 (0.5398)\tPrec@1 49.219 (56.656)\n",
      "[190/391]\tTime 0.078 (0.115)\tData 0.028 (0.039)\tLoss 0.5270 (0.5402)\tPrec@1 57.812 (56.708)\n",
      "[200/391]\tTime 0.092 (0.115)\tData 0.034 (0.039)\tLoss 0.5769 (0.5408)\tPrec@1 51.562 (56.611)\n",
      "[210/391]\tTime 0.115 (0.114)\tData 0.047 (0.039)\tLoss 0.6401 (0.5416)\tPrec@1 45.312 (56.454)\n",
      "[220/391]\tTime 0.095 (0.114)\tData 0.035 (0.039)\tLoss 0.5539 (0.5418)\tPrec@1 56.250 (56.381)\n",
      "[230/391]\tTime 0.127 (0.113)\tData 0.034 (0.040)\tLoss 0.5431 (0.5418)\tPrec@1 60.156 (56.345)\n",
      "[240/391]\tTime 0.130 (0.113)\tData 0.045 (0.040)\tLoss 0.4449 (0.5414)\tPrec@1 67.188 (56.373)\n",
      "[250/391]\tTime 0.089 (0.114)\tData 0.029 (0.040)\tLoss 0.5301 (0.5420)\tPrec@1 57.031 (56.306)\n",
      "[260/391]\tTime 0.097 (0.114)\tData 0.035 (0.040)\tLoss 0.5131 (0.5419)\tPrec@1 60.156 (56.289)\n",
      "[270/391]\tTime 0.098 (0.113)\tData 0.043 (0.039)\tLoss 0.5381 (0.5416)\tPrec@1 53.125 (56.305)\n",
      "[280/391]\tTime 0.118 (0.114)\tData 0.030 (0.039)\tLoss 0.4882 (0.5410)\tPrec@1 57.812 (56.367)\n",
      "[290/391]\tTime 0.138 (0.114)\tData 0.052 (0.039)\tLoss 0.5005 (0.5401)\tPrec@1 60.156 (56.481)\n",
      "[300/391]\tTime 0.129 (0.113)\tData 0.038 (0.039)\tLoss 0.4825 (0.5397)\tPrec@1 62.500 (56.497)\n",
      "[310/391]\tTime 0.137 (0.113)\tData 0.046 (0.039)\tLoss 0.5519 (0.5394)\tPrec@1 48.438 (56.511)\n",
      "[320/391]\tTime 0.080 (0.113)\tData 0.028 (0.039)\tLoss 0.5564 (0.5388)\tPrec@1 52.344 (56.506)\n",
      "[330/391]\tTime 0.090 (0.113)\tData 0.040 (0.039)\tLoss 0.5627 (0.5393)\tPrec@1 60.156 (56.531)\n",
      "[340/391]\tTime 0.123 (0.113)\tData 0.045 (0.039)\tLoss 0.5508 (0.5393)\tPrec@1 58.594 (56.605)\n",
      "[350/391]\tTime 0.129 (0.113)\tData 0.038 (0.039)\tLoss 0.4975 (0.5393)\tPrec@1 61.719 (56.619)\n",
      "[360/391]\tTime 0.073 (0.113)\tData 0.026 (0.039)\tLoss 0.5431 (0.5389)\tPrec@1 52.344 (56.681)\n",
      "[370/391]\tTime 0.119 (0.113)\tData 0.032 (0.039)\tLoss 0.4987 (0.5385)\tPrec@1 56.250 (56.696)\n",
      "[380/391]\tTime 0.117 (0.113)\tData 0.032 (0.038)\tLoss 0.5409 (0.5389)\tPrec@1 58.594 (56.654)\n",
      "[390/391]\tTime 0.068 (0.113)\tData 0.022 (0.038)\tLoss 0.5493 (0.5387)\tPrec@1 57.500 (56.672)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.038 (0.038)\tLoss 1.7672 (1.7672)\tPrec@1 53.906 (53.906)\n",
      "Test: [10/79]\tTime 0.034 (0.035)\tLoss 1.8534 (1.8178)\tPrec@1 49.219 (51.776)\n",
      "Test: [20/79]\tTime 0.034 (0.035)\tLoss 1.6688 (1.7777)\tPrec@1 54.688 (51.562)\n",
      "Test: [30/79]\tTime 0.026 (0.034)\tLoss 1.6474 (1.7784)\tPrec@1 47.656 (50.580)\n",
      "Test: [40/79]\tTime 0.026 (0.032)\tLoss 1.5573 (1.7829)\tPrec@1 55.469 (50.743)\n",
      "Test: [50/79]\tTime 0.033 (0.034)\tLoss 1.9174 (1.7765)\tPrec@1 48.438 (51.088)\n",
      "Test: [60/79]\tTime 0.052 (0.034)\tLoss 1.9175 (1.7837)\tPrec@1 46.875 (50.832)\n",
      "Test: [70/79]\tTime 0.040 (0.035)\tLoss 1.8784 (1.7928)\tPrec@1 52.344 (50.627)\n",
      " * Prec@1 50.660\n",
      "\n",
      "===> epoch: 144/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.122 (0.122)\tData 0.041 (0.041)\tLoss 0.5541 (0.5541)\tPrec@1 56.250 (56.250)\n",
      "[10/391]\tTime 0.124 (0.136)\tData 0.035 (0.043)\tLoss 0.5063 (0.5348)\tPrec@1 58.594 (55.753)\n",
      "[20/391]\tTime 0.105 (0.118)\tData 0.030 (0.037)\tLoss 0.5495 (0.5400)\tPrec@1 53.906 (56.176)\n",
      "[30/391]\tTime 0.094 (0.114)\tData 0.031 (0.035)\tLoss 0.5271 (0.5372)\tPrec@1 57.031 (56.376)\n",
      "[40/391]\tTime 0.130 (0.114)\tData 0.032 (0.035)\tLoss 0.6442 (0.5456)\tPrec@1 53.906 (55.736)\n",
      "[50/391]\tTime 0.093 (0.113)\tData 0.032 (0.036)\tLoss 0.5463 (0.5460)\tPrec@1 57.812 (55.928)\n",
      "[60/391]\tTime 0.125 (0.114)\tData 0.033 (0.036)\tLoss 0.5002 (0.5441)\tPrec@1 58.594 (55.891)\n",
      "[70/391]\tTime 0.079 (0.114)\tData 0.032 (0.036)\tLoss 0.5468 (0.5432)\tPrec@1 52.344 (55.832)\n",
      "[80/391]\tTime 0.127 (0.114)\tData 0.033 (0.036)\tLoss 0.5608 (0.5444)\tPrec@1 59.375 (55.903)\n",
      "[90/391]\tTime 0.125 (0.114)\tData 0.040 (0.036)\tLoss 0.5074 (0.5419)\tPrec@1 59.375 (56.147)\n",
      "[100/391]\tTime 0.122 (0.115)\tData 0.035 (0.037)\tLoss 0.5820 (0.5420)\tPrec@1 56.250 (56.196)\n",
      "[110/391]\tTime 0.109 (0.114)\tData 0.064 (0.037)\tLoss 0.5187 (0.5405)\tPrec@1 57.812 (56.313)\n",
      "[120/391]\tTime 0.141 (0.115)\tData 0.063 (0.038)\tLoss 0.5574 (0.5409)\tPrec@1 55.469 (56.289)\n",
      "[130/391]\tTime 0.098 (0.115)\tData 0.037 (0.038)\tLoss 0.5012 (0.5412)\tPrec@1 53.906 (56.220)\n",
      "[140/391]\tTime 0.138 (0.115)\tData 0.038 (0.038)\tLoss 0.5440 (0.5407)\tPrec@1 57.812 (56.289)\n",
      "[150/391]\tTime 0.101 (0.114)\tData 0.037 (0.038)\tLoss 0.5392 (0.5402)\tPrec@1 54.688 (56.421)\n",
      "[160/391]\tTime 0.130 (0.115)\tData 0.042 (0.038)\tLoss 0.5107 (0.5413)\tPrec@1 57.031 (56.323)\n",
      "[170/391]\tTime 0.085 (0.115)\tData 0.029 (0.038)\tLoss 0.5498 (0.5409)\tPrec@1 53.906 (56.328)\n",
      "[180/391]\tTime 0.126 (0.115)\tData 0.033 (0.038)\tLoss 0.5766 (0.5396)\tPrec@1 48.438 (56.410)\n",
      "[190/391]\tTime 0.126 (0.115)\tData 0.037 (0.038)\tLoss 0.5148 (0.5408)\tPrec@1 67.188 (56.324)\n",
      "[200/391]\tTime 0.088 (0.115)\tData 0.033 (0.038)\tLoss 0.5297 (0.5411)\tPrec@1 65.625 (56.355)\n",
      "[210/391]\tTime 0.131 (0.115)\tData 0.036 (0.038)\tLoss 0.5427 (0.5408)\tPrec@1 56.250 (56.398)\n",
      "[220/391]\tTime 0.118 (0.114)\tData 0.040 (0.038)\tLoss 0.5539 (0.5411)\tPrec@1 56.250 (56.338)\n",
      "[230/391]\tTime 0.164 (0.115)\tData 0.077 (0.038)\tLoss 0.5655 (0.5406)\tPrec@1 56.250 (56.429)\n",
      "[240/391]\tTime 0.121 (0.115)\tData 0.031 (0.038)\tLoss 0.5102 (0.5402)\tPrec@1 60.156 (56.457)\n",
      "[250/391]\tTime 0.077 (0.115)\tData 0.025 (0.038)\tLoss 0.5509 (0.5395)\tPrec@1 57.812 (56.518)\n",
      "[260/391]\tTime 0.093 (0.115)\tData 0.039 (0.038)\tLoss 0.5377 (0.5390)\tPrec@1 54.688 (56.543)\n",
      "[270/391]\tTime 0.105 (0.114)\tData 0.029 (0.038)\tLoss 0.5711 (0.5386)\tPrec@1 53.125 (56.544)\n",
      "[280/391]\tTime 0.135 (0.115)\tData 0.039 (0.038)\tLoss 0.4949 (0.5387)\tPrec@1 60.156 (56.592)\n",
      "[290/391]\tTime 0.095 (0.115)\tData 0.033 (0.038)\tLoss 0.5275 (0.5390)\tPrec@1 53.906 (56.594)\n",
      "[300/391]\tTime 0.129 (0.114)\tData 0.033 (0.038)\tLoss 0.4821 (0.5389)\tPrec@1 55.469 (56.632)\n",
      "[310/391]\tTime 0.121 (0.114)\tData 0.033 (0.038)\tLoss 0.5289 (0.5386)\tPrec@1 59.375 (56.662)\n",
      "[320/391]\tTime 0.106 (0.114)\tData 0.029 (0.038)\tLoss 0.5129 (0.5379)\tPrec@1 59.375 (56.744)\n",
      "[330/391]\tTime 0.101 (0.114)\tData 0.040 (0.038)\tLoss 0.5244 (0.5376)\tPrec@1 57.812 (56.753)\n",
      "[340/391]\tTime 0.092 (0.113)\tData 0.038 (0.038)\tLoss 0.5940 (0.5374)\tPrec@1 51.562 (56.807)\n",
      "[350/391]\tTime 0.086 (0.112)\tData 0.034 (0.037)\tLoss 0.6189 (0.5378)\tPrec@1 49.219 (56.795)\n",
      "[360/391]\tTime 0.085 (0.112)\tData 0.035 (0.038)\tLoss 0.5340 (0.5375)\tPrec@1 55.469 (56.830)\n",
      "[370/391]\tTime 0.085 (0.112)\tData 0.027 (0.038)\tLoss 0.5470 (0.5371)\tPrec@1 53.125 (56.810)\n",
      "[380/391]\tTime 0.134 (0.112)\tData 0.030 (0.037)\tLoss 0.5930 (0.5372)\tPrec@1 53.125 (56.820)\n",
      "[390/391]\tTime 0.080 (0.112)\tData 0.024 (0.038)\tLoss 0.5578 (0.5371)\tPrec@1 60.000 (56.822)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.053 (0.053)\tLoss 1.7363 (1.7363)\tPrec@1 50.000 (50.000)\n",
      "Test: [10/79]\tTime 0.032 (0.036)\tLoss 1.7631 (1.8119)\tPrec@1 53.906 (52.060)\n",
      "Test: [20/79]\tTime 0.036 (0.035)\tLoss 1.8813 (1.8015)\tPrec@1 50.000 (51.228)\n",
      "Test: [30/79]\tTime 0.037 (0.035)\tLoss 1.6831 (1.8129)\tPrec@1 47.656 (50.630)\n",
      "Test: [40/79]\tTime 0.037 (0.036)\tLoss 1.5953 (1.8258)\tPrec@1 53.906 (50.286)\n",
      "Test: [50/79]\tTime 0.029 (0.036)\tLoss 1.9305 (1.8169)\tPrec@1 48.438 (50.414)\n",
      "Test: [60/79]\tTime 0.027 (0.036)\tLoss 2.1396 (1.8272)\tPrec@1 48.438 (50.282)\n",
      "Test: [70/79]\tTime 0.035 (0.036)\tLoss 1.9490 (1.8308)\tPrec@1 52.344 (50.209)\n",
      " * Prec@1 50.260\n",
      "\n",
      "===> epoch: 145/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.125 (0.125)\tData 0.034 (0.034)\tLoss 0.4850 (0.4850)\tPrec@1 63.281 (63.281)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[10/391]\tTime 0.105 (0.106)\tData 0.037 (0.035)\tLoss 0.5054 (0.5383)\tPrec@1 57.812 (56.818)\n",
      "[20/391]\tTime 0.129 (0.110)\tData 0.034 (0.035)\tLoss 0.5125 (0.5384)\tPrec@1 62.500 (57.292)\n",
      "[30/391]\tTime 0.118 (0.112)\tData 0.034 (0.035)\tLoss 0.5162 (0.5274)\tPrec@1 60.156 (58.695)\n",
      "[40/391]\tTime 0.096 (0.111)\tData 0.031 (0.035)\tLoss 0.5695 (0.5342)\tPrec@1 53.125 (57.851)\n",
      "[50/391]\tTime 0.105 (0.111)\tData 0.030 (0.034)\tLoss 0.5337 (0.5332)\tPrec@1 60.156 (58.134)\n",
      "[60/391]\tTime 0.115 (0.110)\tData 0.038 (0.034)\tLoss 0.4523 (0.5356)\tPrec@1 64.062 (57.812)\n",
      "[70/391]\tTime 0.134 (0.111)\tData 0.038 (0.036)\tLoss 0.4826 (0.5353)\tPrec@1 62.500 (57.570)\n",
      "[80/391]\tTime 0.107 (0.110)\tData 0.027 (0.035)\tLoss 0.4807 (0.5349)\tPrec@1 57.031 (57.436)\n",
      "[90/391]\tTime 0.128 (0.111)\tData 0.031 (0.035)\tLoss 0.5247 (0.5362)\tPrec@1 60.156 (57.315)\n",
      "[100/391]\tTime 0.093 (0.111)\tData 0.031 (0.035)\tLoss 0.5008 (0.5346)\tPrec@1 58.594 (57.433)\n",
      "[110/391]\tTime 0.104 (0.111)\tData 0.030 (0.035)\tLoss 0.5178 (0.5350)\tPrec@1 59.375 (57.341)\n",
      "[120/391]\tTime 0.105 (0.111)\tData 0.065 (0.036)\tLoss 0.5166 (0.5338)\tPrec@1 59.375 (57.490)\n",
      "[130/391]\tTime 0.111 (0.111)\tData 0.040 (0.037)\tLoss 0.5474 (0.5349)\tPrec@1 60.156 (57.413)\n",
      "[140/391]\tTime 0.124 (0.112)\tData 0.035 (0.037)\tLoss 0.5387 (0.5339)\tPrec@1 54.688 (57.436)\n",
      "[150/391]\tTime 0.127 (0.112)\tData 0.035 (0.037)\tLoss 0.4760 (0.5334)\tPrec@1 60.938 (57.424)\n",
      "[160/391]\tTime 0.116 (0.112)\tData 0.031 (0.037)\tLoss 0.5616 (0.5333)\tPrec@1 57.812 (57.424)\n",
      "[170/391]\tTime 0.124 (0.112)\tData 0.034 (0.037)\tLoss 0.5194 (0.5339)\tPrec@1 53.906 (57.283)\n",
      "[180/391]\tTime 0.120 (0.112)\tData 0.033 (0.037)\tLoss 0.5225 (0.5327)\tPrec@1 53.906 (57.364)\n",
      "[190/391]\tTime 0.169 (0.113)\tData 0.052 (0.037)\tLoss 0.6181 (0.5329)\tPrec@1 46.875 (57.367)\n",
      "[200/391]\tTime 0.091 (0.114)\tData 0.040 (0.037)\tLoss 0.5456 (0.5342)\tPrec@1 56.250 (57.261)\n",
      "[210/391]\tTime 0.085 (0.113)\tData 0.035 (0.037)\tLoss 0.4763 (0.5333)\tPrec@1 61.719 (57.305)\n",
      "[220/391]\tTime 0.080 (0.114)\tData 0.034 (0.038)\tLoss 0.4471 (0.5319)\tPrec@1 65.625 (57.487)\n",
      "[230/391]\tTime 0.121 (0.114)\tData 0.037 (0.037)\tLoss 0.5319 (0.5316)\tPrec@1 57.031 (57.440)\n",
      "[240/391]\tTime 0.122 (0.114)\tData 0.035 (0.038)\tLoss 0.5059 (0.5326)\tPrec@1 57.812 (57.385)\n",
      "[250/391]\tTime 0.136 (0.114)\tData 0.042 (0.038)\tLoss 0.5313 (0.5334)\tPrec@1 60.156 (57.265)\n",
      "[260/391]\tTime 0.138 (0.114)\tData 0.037 (0.038)\tLoss 0.4925 (0.5342)\tPrec@1 62.500 (57.175)\n",
      "[270/391]\tTime 0.086 (0.114)\tData 0.024 (0.038)\tLoss 0.6202 (0.5351)\tPrec@1 55.469 (57.118)\n",
      "[280/391]\tTime 0.096 (0.114)\tData 0.034 (0.038)\tLoss 0.5139 (0.5351)\tPrec@1 57.031 (57.092)\n",
      "[290/391]\tTime 0.127 (0.114)\tData 0.036 (0.038)\tLoss 0.5347 (0.5352)\tPrec@1 57.031 (57.069)\n",
      "[300/391]\tTime 0.084 (0.114)\tData 0.028 (0.038)\tLoss 0.5513 (0.5358)\tPrec@1 55.469 (57.023)\n",
      "[310/391]\tTime 0.110 (0.114)\tData 0.056 (0.038)\tLoss 0.5405 (0.5364)\tPrec@1 59.375 (57.034)\n",
      "[320/391]\tTime 0.129 (0.114)\tData 0.034 (0.038)\tLoss 0.5912 (0.5367)\tPrec@1 48.438 (57.014)\n",
      "[330/391]\tTime 0.079 (0.114)\tData 0.031 (0.038)\tLoss 0.5501 (0.5365)\tPrec@1 53.125 (56.982)\n",
      "[340/391]\tTime 0.091 (0.114)\tData 0.037 (0.038)\tLoss 0.5159 (0.5367)\tPrec@1 56.250 (56.928)\n",
      "[350/391]\tTime 0.119 (0.114)\tData 0.030 (0.038)\tLoss 0.5160 (0.5368)\tPrec@1 59.375 (56.942)\n",
      "[360/391]\tTime 0.123 (0.114)\tData 0.033 (0.038)\tLoss 0.5899 (0.5370)\tPrec@1 54.688 (56.932)\n",
      "[370/391]\tTime 0.108 (0.114)\tData 0.034 (0.038)\tLoss 0.5395 (0.5365)\tPrec@1 53.125 (56.979)\n",
      "[380/391]\tTime 0.104 (0.114)\tData 0.041 (0.038)\tLoss 0.5394 (0.5369)\tPrec@1 53.906 (56.914)\n",
      "[390/391]\tTime 0.133 (0.114)\tData 0.047 (0.038)\tLoss 0.5744 (0.5373)\tPrec@1 52.500 (56.878)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.036 (0.036)\tLoss 1.7946 (1.7946)\tPrec@1 50.000 (50.000)\n",
      "Test: [10/79]\tTime 0.060 (0.040)\tLoss 1.6280 (1.8110)\tPrec@1 53.906 (52.699)\n",
      "Test: [20/79]\tTime 0.035 (0.039)\tLoss 1.8007 (1.7942)\tPrec@1 46.094 (51.935)\n",
      "Test: [30/79]\tTime 0.037 (0.039)\tLoss 1.8103 (1.8112)\tPrec@1 46.875 (50.932)\n",
      "Test: [40/79]\tTime 0.034 (0.040)\tLoss 1.6701 (1.8229)\tPrec@1 57.031 (50.877)\n",
      "Test: [50/79]\tTime 0.035 (0.039)\tLoss 1.9316 (1.8195)\tPrec@1 50.781 (51.072)\n",
      "Test: [60/79]\tTime 0.032 (0.038)\tLoss 2.1979 (1.8266)\tPrec@1 50.000 (50.973)\n",
      "Test: [70/79]\tTime 0.043 (0.038)\tLoss 1.9286 (1.8279)\tPrec@1 53.125 (50.682)\n",
      " * Prec@1 50.670\n",
      "\n",
      "===> epoch: 146/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.101 (0.101)\tData 0.044 (0.044)\tLoss 0.5019 (0.5019)\tPrec@1 60.156 (60.156)\n",
      "[10/391]\tTime 0.096 (0.099)\tData 0.040 (0.034)\tLoss 0.5204 (0.5383)\tPrec@1 57.812 (56.108)\n",
      "[20/391]\tTime 0.134 (0.108)\tData 0.041 (0.037)\tLoss 0.5189 (0.5420)\tPrec@1 58.594 (55.804)\n",
      "[30/391]\tTime 0.117 (0.110)\tData 0.035 (0.038)\tLoss 0.5080 (0.5386)\tPrec@1 58.594 (55.948)\n",
      "[40/391]\tTime 0.098 (0.112)\tData 0.032 (0.038)\tLoss 0.5496 (0.5421)\tPrec@1 59.375 (55.907)\n",
      "[50/391]\tTime 0.103 (0.109)\tData 0.031 (0.039)\tLoss 0.4658 (0.5387)\tPrec@1 64.062 (56.051)\n",
      "[60/391]\tTime 0.096 (0.108)\tData 0.041 (0.040)\tLoss 0.4977 (0.5389)\tPrec@1 60.156 (56.058)\n",
      "[70/391]\tTime 0.099 (0.106)\tData 0.043 (0.039)\tLoss 0.5924 (0.5398)\tPrec@1 50.000 (56.052)\n",
      "[80/391]\tTime 0.103 (0.105)\tData 0.032 (0.039)\tLoss 0.5230 (0.5375)\tPrec@1 60.938 (56.356)\n",
      "[90/391]\tTime 0.093 (0.104)\tData 0.033 (0.038)\tLoss 0.5378 (0.5365)\tPrec@1 56.250 (56.379)\n",
      "[100/391]\tTime 0.129 (0.105)\tData 0.035 (0.038)\tLoss 0.5274 (0.5385)\tPrec@1 57.031 (56.343)\n",
      "[110/391]\tTime 0.133 (0.108)\tData 0.038 (0.039)\tLoss 0.5048 (0.5356)\tPrec@1 61.719 (56.665)\n",
      "[120/391]\tTime 0.111 (0.109)\tData 0.028 (0.039)\tLoss 0.4930 (0.5355)\tPrec@1 61.719 (56.754)\n",
      "[130/391]\tTime 0.117 (0.108)\tData 0.029 (0.039)\tLoss 0.5992 (0.5356)\tPrec@1 52.344 (56.751)\n",
      "[140/391]\tTime 0.091 (0.109)\tData 0.034 (0.039)\tLoss 0.5396 (0.5372)\tPrec@1 61.719 (56.594)\n",
      "[150/391]\tTime 0.125 (0.109)\tData 0.037 (0.039)\tLoss 0.4656 (0.5361)\tPrec@1 62.500 (56.736)\n",
      "[160/391]\tTime 0.121 (0.109)\tData 0.034 (0.039)\tLoss 0.5639 (0.5357)\tPrec@1 53.906 (56.750)\n",
      "[170/391]\tTime 0.094 (0.109)\tData 0.033 (0.039)\tLoss 0.5145 (0.5352)\tPrec@1 62.500 (56.835)\n",
      "[180/391]\tTime 0.075 (0.110)\tData 0.033 (0.039)\tLoss 0.5566 (0.5361)\tPrec@1 48.438 (56.772)\n",
      "[190/391]\tTime 0.090 (0.110)\tData 0.035 (0.038)\tLoss 0.4534 (0.5364)\tPrec@1 70.312 (56.769)\n",
      "[200/391]\tTime 0.132 (0.111)\tData 0.041 (0.039)\tLoss 0.6668 (0.5377)\tPrec@1 47.656 (56.709)\n",
      "[210/391]\tTime 0.130 (0.111)\tData 0.034 (0.038)\tLoss 0.5481 (0.5378)\tPrec@1 51.562 (56.691)\n",
      "[220/391]\tTime 0.093 (0.111)\tData 0.034 (0.038)\tLoss 0.5370 (0.5386)\tPrec@1 58.594 (56.710)\n",
      "[230/391]\tTime 0.079 (0.110)\tData 0.034 (0.038)\tLoss 0.5750 (0.5390)\tPrec@1 54.688 (56.666)\n",
      "[240/391]\tTime 0.107 (0.110)\tData 0.028 (0.038)\tLoss 0.5216 (0.5384)\tPrec@1 60.938 (56.730)\n",
      "[250/391]\tTime 0.095 (0.110)\tData 0.024 (0.038)\tLoss 0.5353 (0.5381)\tPrec@1 57.031 (56.692)\n",
      "[260/391]\tTime 0.100 (0.110)\tData 0.034 (0.038)\tLoss 0.5413 (0.5380)\tPrec@1 53.906 (56.747)\n",
      "[270/391]\tTime 0.093 (0.110)\tData 0.033 (0.038)\tLoss 0.4947 (0.5371)\tPrec@1 60.156 (56.876)\n",
      "[280/391]\tTime 0.122 (0.110)\tData 0.033 (0.038)\tLoss 0.4944 (0.5372)\tPrec@1 57.812 (56.867)\n",
      "[290/391]\tTime 0.089 (0.110)\tData 0.031 (0.038)\tLoss 0.4873 (0.5376)\tPrec@1 58.594 (56.808)\n",
      "[300/391]\tTime 0.095 (0.110)\tData 0.035 (0.038)\tLoss 0.5667 (0.5376)\tPrec@1 57.812 (56.759)\n",
      "[310/391]\tTime 0.105 (0.110)\tData 0.032 (0.038)\tLoss 0.5407 (0.5381)\tPrec@1 60.938 (56.712)\n",
      "[320/391]\tTime 0.067 (0.110)\tData 0.029 (0.038)\tLoss 0.5398 (0.5380)\tPrec@1 54.688 (56.739)\n",
      "[330/391]\tTime 0.152 (0.110)\tData 0.028 (0.037)\tLoss 0.4977 (0.5377)\tPrec@1 61.719 (56.746)\n",
      "[340/391]\tTime 0.125 (0.110)\tData 0.035 (0.038)\tLoss 0.5478 (0.5374)\tPrec@1 53.125 (56.772)\n",
      "[350/391]\tTime 0.133 (0.110)\tData 0.038 (0.038)\tLoss 0.5678 (0.5375)\tPrec@1 53.906 (56.782)\n",
      "[360/391]\tTime 0.117 (0.110)\tData 0.026 (0.037)\tLoss 0.5862 (0.5376)\tPrec@1 50.781 (56.787)\n",
      "[370/391]\tTime 0.066 (0.110)\tData 0.027 (0.037)\tLoss 0.5583 (0.5379)\tPrec@1 53.906 (56.753)\n",
      "[380/391]\tTime 0.101 (0.110)\tData 0.038 (0.038)\tLoss 0.5645 (0.5376)\tPrec@1 52.344 (56.779)\n",
      "[390/391]\tTime 0.156 (0.110)\tData 0.044 (0.038)\tLoss 0.5343 (0.5369)\tPrec@1 56.250 (56.850)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.032 (0.032)\tLoss 1.7096 (1.7096)\tPrec@1 52.344 (52.344)\n",
      "Test: [10/79]\tTime 0.050 (0.043)\tLoss 1.6108 (1.6703)\tPrec@1 53.906 (54.545)\n",
      "Test: [20/79]\tTime 0.028 (0.042)\tLoss 1.7318 (1.6656)\tPrec@1 53.906 (54.688)\n",
      "Test: [30/79]\tTime 0.035 (0.039)\tLoss 1.5094 (1.6735)\tPrec@1 52.344 (53.679)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test: [40/79]\tTime 0.028 (0.038)\tLoss 1.4470 (1.6781)\tPrec@1 61.719 (53.563)\n",
      "Test: [50/79]\tTime 0.035 (0.037)\tLoss 1.8787 (1.6798)\tPrec@1 49.219 (53.278)\n",
      "Test: [60/79]\tTime 0.034 (0.036)\tLoss 2.1127 (1.6861)\tPrec@1 46.875 (53.112)\n",
      "Test: [70/79]\tTime 0.035 (0.036)\tLoss 1.7445 (1.6857)\tPrec@1 53.906 (53.202)\n",
      " * Prec@1 53.390\n",
      "\n",
      "===> epoch: 147/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.119 (0.119)\tData 0.056 (0.056)\tLoss 0.5099 (0.5099)\tPrec@1 56.250 (56.250)\n",
      "[10/391]\tTime 0.139 (0.129)\tData 0.077 (0.053)\tLoss 0.4991 (0.5284)\tPrec@1 61.719 (57.528)\n",
      "[20/391]\tTime 0.076 (0.125)\tData 0.026 (0.046)\tLoss 0.5393 (0.5202)\tPrec@1 50.781 (58.222)\n",
      "[30/391]\tTime 0.125 (0.118)\tData 0.032 (0.042)\tLoss 0.5583 (0.5235)\tPrec@1 54.688 (58.115)\n",
      "[40/391]\tTime 0.120 (0.117)\tData 0.033 (0.041)\tLoss 0.5368 (0.5275)\tPrec@1 53.906 (57.679)\n",
      "[50/391]\tTime 0.136 (0.117)\tData 0.049 (0.040)\tLoss 0.5488 (0.5285)\tPrec@1 54.688 (57.506)\n",
      "[60/391]\tTime 0.111 (0.115)\tData 0.026 (0.039)\tLoss 0.5197 (0.5322)\tPrec@1 53.125 (56.801)\n",
      "[70/391]\tTime 0.105 (0.114)\tData 0.027 (0.038)\tLoss 0.5306 (0.5356)\tPrec@1 55.469 (56.624)\n",
      "[80/391]\tTime 0.135 (0.114)\tData 0.039 (0.038)\tLoss 0.5090 (0.5343)\tPrec@1 57.812 (56.703)\n",
      "[90/391]\tTime 0.095 (0.114)\tData 0.035 (0.038)\tLoss 0.5329 (0.5347)\tPrec@1 55.469 (56.568)\n",
      "[100/391]\tTime 0.148 (0.115)\tData 0.053 (0.039)\tLoss 0.5206 (0.5322)\tPrec@1 53.906 (56.776)\n",
      "[110/391]\tTime 0.121 (0.114)\tData 0.027 (0.039)\tLoss 0.5588 (0.5334)\tPrec@1 53.125 (56.693)\n",
      "[120/391]\tTime 0.086 (0.115)\tData 0.037 (0.039)\tLoss 0.6026 (0.5349)\tPrec@1 49.219 (56.566)\n",
      "[130/391]\tTime 0.114 (0.115)\tData 0.035 (0.039)\tLoss 0.5733 (0.5361)\tPrec@1 56.250 (56.542)\n",
      "[140/391]\tTime 0.119 (0.115)\tData 0.059 (0.040)\tLoss 0.5079 (0.5349)\tPrec@1 60.938 (56.560)\n",
      "[150/391]\tTime 0.128 (0.115)\tData 0.035 (0.039)\tLoss 0.5092 (0.5353)\tPrec@1 61.719 (56.555)\n",
      "[160/391]\tTime 0.087 (0.114)\tData 0.033 (0.039)\tLoss 0.4796 (0.5339)\tPrec@1 57.812 (56.658)\n",
      "[170/391]\tTime 0.122 (0.115)\tData 0.032 (0.039)\tLoss 0.5567 (0.5333)\tPrec@1 55.469 (56.625)\n",
      "[180/391]\tTime 0.105 (0.114)\tData 0.055 (0.039)\tLoss 0.4950 (0.5325)\tPrec@1 60.938 (56.820)\n",
      "[190/391]\tTime 0.088 (0.113)\tData 0.032 (0.039)\tLoss 0.5700 (0.5333)\tPrec@1 55.469 (56.876)\n",
      "[200/391]\tTime 0.112 (0.112)\tData 0.043 (0.039)\tLoss 0.6262 (0.5343)\tPrec@1 50.000 (56.767)\n",
      "[210/391]\tTime 0.099 (0.112)\tData 0.036 (0.039)\tLoss 0.4855 (0.5345)\tPrec@1 60.156 (56.754)\n",
      "[220/391]\tTime 0.104 (0.111)\tData 0.026 (0.039)\tLoss 0.5498 (0.5342)\tPrec@1 53.125 (56.812)\n",
      "[230/391]\tTime 0.106 (0.111)\tData 0.027 (0.039)\tLoss 0.5752 (0.5346)\tPrec@1 55.469 (56.791)\n",
      "[240/391]\tTime 0.120 (0.111)\tData 0.033 (0.039)\tLoss 0.5323 (0.5356)\tPrec@1 53.125 (56.710)\n",
      "[250/391]\tTime 0.138 (0.111)\tData 0.060 (0.039)\tLoss 0.5157 (0.5357)\tPrec@1 64.062 (56.776)\n",
      "[260/391]\tTime 0.140 (0.111)\tData 0.040 (0.038)\tLoss 0.5294 (0.5360)\tPrec@1 57.031 (56.792)\n",
      "[270/391]\tTime 0.120 (0.111)\tData 0.029 (0.038)\tLoss 0.4956 (0.5361)\tPrec@1 57.812 (56.861)\n",
      "[280/391]\tTime 0.114 (0.111)\tData 0.038 (0.038)\tLoss 0.5904 (0.5364)\tPrec@1 53.125 (56.828)\n",
      "[290/391]\tTime 0.117 (0.111)\tData 0.040 (0.038)\tLoss 0.5331 (0.5364)\tPrec@1 60.938 (56.910)\n",
      "[300/391]\tTime 0.101 (0.111)\tData 0.030 (0.038)\tLoss 0.4284 (0.5357)\tPrec@1 68.750 (56.985)\n",
      "[310/391]\tTime 0.098 (0.111)\tData 0.028 (0.038)\tLoss 0.4232 (0.5358)\tPrec@1 64.844 (57.004)\n",
      "[320/391]\tTime 0.100 (0.110)\tData 0.037 (0.038)\tLoss 0.5370 (0.5360)\tPrec@1 54.688 (56.970)\n",
      "[330/391]\tTime 0.113 (0.111)\tData 0.033 (0.038)\tLoss 0.5683 (0.5360)\tPrec@1 53.906 (56.951)\n",
      "[340/391]\tTime 0.076 (0.110)\tData 0.028 (0.038)\tLoss 0.6664 (0.5366)\tPrec@1 46.875 (56.914)\n",
      "[350/391]\tTime 0.091 (0.110)\tData 0.027 (0.037)\tLoss 0.5761 (0.5369)\tPrec@1 44.531 (56.847)\n",
      "[360/391]\tTime 0.094 (0.110)\tData 0.031 (0.037)\tLoss 0.6226 (0.5369)\tPrec@1 50.000 (56.862)\n",
      "[370/391]\tTime 0.114 (0.110)\tData 0.041 (0.038)\tLoss 0.4804 (0.5369)\tPrec@1 63.281 (56.875)\n",
      "[380/391]\tTime 0.081 (0.110)\tData 0.027 (0.038)\tLoss 0.5484 (0.5366)\tPrec@1 51.562 (56.884)\n",
      "[390/391]\tTime 0.066 (0.111)\tData 0.017 (0.038)\tLoss 0.5381 (0.5365)\tPrec@1 56.250 (56.884)\n",
      "Testing:\n",
      "Test: [0/79]\tTime 0.051 (0.051)\tLoss 1.6606 (1.6606)\tPrec@1 52.344 (52.344)\n",
      "Test: [10/79]\tTime 0.038 (0.043)\tLoss 1.5886 (1.6891)\tPrec@1 51.562 (53.551)\n",
      "Test: [20/79]\tTime 0.036 (0.043)\tLoss 1.7639 (1.6700)\tPrec@1 56.250 (53.832)\n",
      "Test: [30/79]\tTime 0.063 (0.042)\tLoss 1.5791 (1.6734)\tPrec@1 52.344 (53.604)\n",
      "Test: [40/79]\tTime 0.032 (0.042)\tLoss 1.4729 (1.6854)\tPrec@1 58.594 (53.277)\n",
      "Test: [50/79]\tTime 0.034 (0.041)\tLoss 1.7561 (1.6781)\tPrec@1 51.562 (53.232)\n",
      "Test: [60/79]\tTime 0.031 (0.041)\tLoss 1.9819 (1.6834)\tPrec@1 50.781 (53.279)\n",
      "Test: [70/79]\tTime 0.037 (0.040)\tLoss 1.8097 (1.6842)\tPrec@1 56.250 (53.367)\n",
      " * Prec@1 53.620\n",
      "\n",
      "===> epoch: 148/200\n",
      "current lr 1.00000e-02\n",
      "Training:\n",
      "[0/391]\tTime 0.121 (0.121)\tData 0.029 (0.029)\tLoss 0.4692 (0.4692)\tPrec@1 62.500 (62.500)\n",
      "[10/391]\tTime 0.080 (0.103)\tData 0.029 (0.031)\tLoss 0.5035 (0.5259)\tPrec@1 58.594 (56.889)\n",
      "[20/391]\tTime 0.115 (0.110)\tData 0.033 (0.035)\tLoss 0.5394 (0.5387)\tPrec@1 50.781 (55.506)\n",
      "[30/391]\tTime 0.099 (0.111)\tData 0.037 (0.035)\tLoss 0.4836 (0.5346)\tPrec@1 58.594 (55.897)\n",
      "[40/391]\tTime 0.108 (0.109)\tData 0.033 (0.035)\tLoss 0.4258 (0.5340)\tPrec@1 64.062 (56.040)\n",
      "[50/391]\tTime 0.116 (0.108)\tData 0.026 (0.034)\tLoss 0.4926 (0.5357)\tPrec@1 58.594 (55.959)\n",
      "[60/391]\tTime 0.101 (0.109)\tData 0.039 (0.035)\tLoss 0.5252 (0.5377)\tPrec@1 58.594 (55.917)\n",
      "[70/391]\tTime 0.155 (0.110)\tData 0.033 (0.035)\tLoss 0.5407 (0.5342)\tPrec@1 56.250 (56.437)\n"
     ]
    }
   ],
   "source": [
    "from __future__ import print_function\n",
    "import os\n",
    "import time\n",
    "import logging\n",
    "import argparse\n",
    "from visdom import Visdom\n",
    "import numpy as np\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import torch.optim as optim\n",
    "from torch.autograd import Variable\n",
    "from torch.utils.data import DataLoader\n",
    "from torchvision import datasets, transforms\n",
    "from utils import *\n",
    "import dataset\n",
    "\n",
    "# Teacher models\n",
    "import models\n",
    "\n",
    "# Student models\n",
    "\n",
    "\n",
    "start_time = time.time()\n",
    "# os.makedirs('./checkpoint', exist_ok=True)\n",
    "\n",
    "# Training settings\n",
    "parser = argparse.ArgumentParser(description='PyTorch original KD')\n",
    "parser.add_argument('--dataset',\n",
    "                    choices=['CIFAR10',\n",
    "                             'CIFAR100',\n",
    "                             'tinyimagenet'\n",
    "                            ],\n",
    "                    default='CIFAR10')\n",
    "parser.add_argument('--teacher',\n",
    "                    choices=['ResNet32',\n",
    "                             'ResNet50',\n",
    "                             'ResNet56',\n",
    "                             'ResNet110'\n",
    "                            ],\n",
    "                    default='ResNet110')\n",
    "parser.add_argument('--student',\n",
    "                    choices=[\n",
    "                             'ResNet8',\n",
    "                             'ResNet15',\n",
    "                             'ResNet16',\n",
    "                             'ResNet20',\n",
    "                             'myNet'\n",
    "                            ],\n",
    "                    default='ResNet20')\n",
    "parser.add_argument('--n_class', type=int, default=10, metavar='N', help='num of classes')\n",
    "parser.add_argument('--T', type=float, default=20.0, metavar='Temputure', help='Temputure for distillation')\n",
    "parser.add_argument('--batch_size', type=int, default=128, metavar='N', help='input batch size for training')\n",
    "parser.add_argument('--test_batch_size', type=int, default=128, metavar='N', help='input test batch size for training')\n",
    "parser.add_argument('--epochs', type=int, default=20, metavar='N', help='number of epochs to train (default: 20)')\n",
    "parser.add_argument('--lr', type=float, default=0.1, metavar='LR', help='learning rate (default: 0.01)')\n",
    "parser.add_argument('--momentum', type=float, default=0.9, metavar='M', help='SGD momentum (default: 0.5)')\n",
    "parser.add_argument('--device', default='cuda:1', type=str, help='device: cuda or cpu')\n",
    "parser.add_argument('--print_freq', type=int, default=10, metavar='N', help='how many batches to wait before logging training status')\n",
    "\n",
    "config = ['--dataset', 'CIFAR100', '--epochs', '200', '--n_class', '100', '--teacher', 'ResNet110', '--student', 'ResNet8', '--T', '5.0', '--device', 'cuda:0']\n",
    "args = parser.parse_args(config)\n",
    "\n",
    "device = args.device if torch.cuda.is_available() else 'cpu'\n",
    "load_dir = './checkpoint/' + args.dataset + '/'\n",
    "\n",
    "teacher_model = getattr(models, args.teacher)(args.n_class)\n",
    "teacher_model.load_state_dict(torch.load(load_dir + args.teacher + '.pth'))\n",
    "teacher_model.to(device)\n",
    "\n",
    "st_model = getattr(models, args.student)(args.n_class)  # args.student()\n",
    "st_model.to(device)\n",
    "\n",
    "# logging\n",
    "logfile = load_dir + 'KD_' + st_model.model_name + '.log'\n",
    "if os.path.exists(logfile):\n",
    "    os.remove(logfile)\n",
    "def log_out(info):\n",
    "    f = open(logfile, mode='a')\n",
    "    f.write(info)\n",
    "    f.write('\\n')\n",
    "    f.close()\n",
    "    print(info)\n",
    "    \n",
    "# visualizer\n",
    "vis = Visdom(env='distill')\n",
    "loss_win = vis.line(\n",
    "    X=np.array([0]),\n",
    "    Y=np.array([0]),\n",
    "    opts=dict(\n",
    "        title=args.student + ' KD Loss',\n",
    "        xtickmin=0,\n",
    "#         xtickmax=1,\n",
    "#         xtickstep=5,\n",
    "        ytickmin=0,\n",
    "#         ytickmax=10,\n",
    "#         ytickstep=5,\n",
    "#         markers=True,\n",
    "#         markersymbol='dot',\n",
    "#         markersize=5,\n",
    "    ),\n",
    "    name=\"loss\"\n",
    ")\n",
    "    \n",
    "acc_win = vis.line(\n",
    "    X=np.column_stack((0, 0)),\n",
    "    Y=np.column_stack((0, 0)),\n",
    "    opts=dict(\n",
    "        title=args.student + ' KD ACC',\n",
    "        xtickmin=0,\n",
    "#         xtickstep=5,\n",
    "        ytickmin=0,\n",
    "        ytickmax=100,\n",
    "#         markers=True,\n",
    "#         markersymbol='dot',\n",
    "#         markersize=5,\n",
    "        legend=['train_acc', 'test_acc']\n",
    "    ),\n",
    "    name=\"acc\"\n",
    ")\n",
    "\n",
    "\n",
    "# data\n",
    "normalize = transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])\n",
    "train_transform = transforms.Compose([\n",
    "    transforms.RandomHorizontalFlip(),\n",
    "    transforms.RandomCrop(32, 4),\n",
    "    transforms.ToTensor(),\n",
    "    normalize,\n",
    "])\n",
    "test_transform = transforms.Compose([transforms.ToTensor(), normalize])\n",
    "if args.dataset == 'tinyimagenet':\n",
    "    train_set = dataset.TinyImageNet(root='../data/tiny-imagenet-200', transform=train_transform)\n",
    "    test_set = dataset.TinyImageNet(root='../data/tiny-imagenet-200', transform=test_transform)\n",
    "else:\n",
    "    train_set = getattr(datasets, args.dataset)(root='../data', train=True, download=True, transform=train_transform)\n",
    "    test_set = getattr(datasets, args.dataset)(root='../data', train=False, download=False, transform=test_transform)\n",
    "train_loader = DataLoader(train_set, batch_size=args.batch_size, shuffle=True)\n",
    "test_loader = DataLoader(test_set, batch_size=args.test_batch_size, shuffle=False)\n",
    "\n",
    "# optimizer = optim.SGD(st_model.parameters(), lr=args.lr, momentum=args.momentum)\n",
    "optimizer_sgd = optim.SGD(st_model.parameters(), lr=args.lr, momentum=0.9, weight_decay=5e-4)\n",
    "lr_scheduler = optim.lr_scheduler.MultiStepLR(optimizer_sgd, milestones=[100, 150])\n",
    "\n",
    "def distillation(y, labels, teacher_scores, T, alpha):\n",
    "    return nn.KLDivLoss()(F.log_softmax(y/T), F.softmax(teacher_scores/T)) * (T*T * 2.0 * alpha) + F.cross_entropy(y, labels) * (1. - alpha)\n",
    "\n",
    "\n",
    "def train(epoch, model, loss_fn):\n",
    "    print('Training:')\n",
    "    # switch to train mode\n",
    "    model.train()\n",
    "    batch_time = AverageMeter()\n",
    "    data_time = AverageMeter()\n",
    "    losses = AverageMeter()\n",
    "    top1 = AverageMeter()\n",
    "\n",
    "    end = time.time()\n",
    "    for i, (input, target) in enumerate(train_loader):\n",
    "\n",
    "        # measure data loading time\n",
    "        data_time.update(time.time() - end)\n",
    "\n",
    "        input, target = input.to(device), target.to(device)\n",
    "        optimizer_sgd.zero_grad()\n",
    "        # compute outputs\n",
    "        _,_,_,_, output = model(input)\n",
    "        with torch.no_grad():\n",
    "            _,_,_,_, t_output = teacher_model(input)\n",
    "\n",
    "#         print(output.size(), target.size(), teacher_output.size())\n",
    "\n",
    "        # compute gradient and do SGD step\n",
    "        loss = loss_fn(output, target, t_output, T=args.T, alpha=0.7)\n",
    "\n",
    "        loss.backward()\n",
    "        optimizer_sgd.step()\n",
    "\n",
    "        output = output.float()\n",
    "        loss = loss.float()\n",
    "        # measure accuracy and record loss\n",
    "        train_acc = accuracy(output.data, target.data)[0]\n",
    "        losses.update(loss.item(), input.size(0))\n",
    "        top1.update(train_acc, input.size(0))\n",
    "\n",
    "        # measure elapsed time\n",
    "        batch_time.update(time.time() - end)\n",
    "        end = time.time()\n",
    "\n",
    "        if i % args.print_freq == 0:\n",
    "            log_out('[{0}/{1}]\\t'\n",
    "                  'Time {batch_time.val:.3f} ({batch_time.avg:.3f})\\t'\n",
    "                  'Data {data_time.val:.3f} ({data_time.avg:.3f})\\t'\n",
    "                  'Loss {loss.val:.4f} ({loss.avg:.4f})\\t'\n",
    "                  'Prec@1 {top1.val:.3f} ({top1.avg:.3f})'.format(\n",
    "                      i, len(train_loader), batch_time=batch_time,\n",
    "                      data_time=data_time, loss=losses, top1=top1))\n",
    "    return losses.avg, train_acc.cpu().numpy()\n",
    "\n",
    "\n",
    "def test(model):\n",
    "    print('Testing:')\n",
    "    # switch to evaluate mode\n",
    "    model.eval()\n",
    "    batch_time = AverageMeter()\n",
    "    losses = AverageMeter()\n",
    "    top1 = AverageMeter()\n",
    "\n",
    "    end = time.time()\n",
    "    with torch.no_grad():\n",
    "        for i, (input, target) in enumerate(test_loader):\n",
    "            input, target = input.to(device), target.to(device)\n",
    "\n",
    "            # compute output\n",
    "            _,_,_,_, output = model(input)\n",
    "            loss = F.cross_entropy(output, target)\n",
    "\n",
    "            output = output.float()\n",
    "            loss = loss.float()\n",
    "\n",
    "            # measure accuracy and record loss\n",
    "            test_acc = accuracy(output.data, target.data)[0]\n",
    "            losses.update(loss.item(), input.size(0))\n",
    "            top1.update(test_acc, input.size(0))\n",
    "\n",
    "            # measure elapsed time\n",
    "            batch_time.update(time.time() - end)\n",
    "            end = time.time()\n",
    "\n",
    "            if i % args.print_freq == 0:\n",
    "                log_out('Test: [{0}/{1}]\\t'\n",
    "                      'Time {batch_time.val:.3f} ({batch_time.avg:.3f})\\t'\n",
    "                      'Loss {loss.val:.4f} ({loss.avg:.4f})\\t'\n",
    "                      'Prec@1 {top1.val:.3f} ({top1.avg:.3f})'.format(\n",
    "                          i, len(test_loader), batch_time=batch_time, loss=losses,\n",
    "                          top1=top1))\n",
    "\n",
    "    log_out(' * Prec@1 {top1.avg:.3f}'.format(top1=top1))\n",
    "\n",
    "    return losses.avg, test_acc.cpu().numpy(), top1.avg.cpu().numpy()\n",
    "\n",
    "\n",
    "print('StudentNet:\\n')\n",
    "print(st_model)\n",
    "best_acc = 0\n",
    "for epoch in range(1, args.epochs + 1):\n",
    "    log_out(\"\\n===> epoch: {}/{}\".format(epoch, args.epochs))\n",
    "    log_out('current lr {:.5e}'.format(optimizer_sgd.param_groups[0]['lr']))\n",
    "    lr_scheduler.step()\n",
    "    train_loss, train_acc = train(epoch, st_model, loss_fn=distillation)\n",
    "    # visaulize loss\n",
    "    vis.line(np.array([train_loss]), np.array([epoch]), loss_win, update=\"append\")\n",
    "    _, test_acc, top1 = test(st_model)\n",
    "    best_acc = max(top1, best_acc)\n",
    "    vis.line(np.column_stack((train_acc, top1)), np.column_stack((epoch, epoch)), acc_win, update=\"append\")\n",
    "\n",
    "# torch.save(st_model.state_dict(), load_dir + args.teacher + '_distill_' + args.student + '.pth')\n",
    "# release GPU memory\n",
    "torch.cuda.empty_cache()\n",
    "\n",
    "log_out(\"@ BEST ACC = {:.4f}%\".format(best_acc))\n",
    "log_out(\"--- {:.3f} mins ---\".format((time.time() - start_time)/60))\n"
   ]
  }
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